identifier
stringlengths 11
32
| pdf_url
stringlengths 17
4.62k
⌀ | lang
stringclasses 120
values | error
stringclasses 1
value | title
stringlengths 2
500
⌀ | source_name
stringlengths 1
435
⌀ | publication_year
float64 1.9k
2.02k
| license
stringclasses 3
values | word_count
int64 0
1.64M
| text
stringlengths 1
9.75M
|
|---|---|---|---|---|---|---|---|---|---|
https://openalex.org/W3025607100
|
https://europepmc.org/articles/pmc7217902?pdf=render
|
English
| null |
Association between serum uric acid and metabolic syndrome: a cross-sectional study in Bangladeshi adults
|
Scientific reports
| 2,020
|
cc-by
| 6,081
|
Nurshad Ali ✉, Rakib Miah, Mahmudul Hasan, Zitu Barman, Ananya Dutta Mou,
Jaasia Momtahena Hafsa, Aporajita Das Trisha, Akibul Hasan & Farjana Islam Elevated levels of serum uric acid (SUA) have been suggested to associate with cardiovascular disease,
diabetes and metabolic syndrome (MetS). However, information is limited on the association between
SUA and MetS in general adults. This study aimed to assess the relationship of SUA with MetS and its
components in general adults in Bangladesh. A total of 420 participants were enrolled in this study and
biochemical parameters including SUA, fasting blood glucose (FBG) and lipid profile were analyzed
using standard methods. The NECP criteria were applied to define MetS. The association of SUA with
MetS and its components were evaluated by multinomial logistic regression models. The overall
prevalence of MetS was 22% with 21.9% in males and 22.1% in female participants. Male subjects had
a high prevalence of elevated components of MetS than in the female subjects (p < 0.05 for all cases). The mean concentration of SUA was significantly higher in subjects of the MetS group compared to the
non-MetS group (p < 0.05). The components of MetS were raised with the increasing concentrations of
SUA across the quartiles. In regression analysis, SUA was significantly associated with the prevalence
of MetS in Bangladeshi adults. In conclusion, elevated SUA was significantly associated with the
prevalence of MetS and its components. Metabolic syndrome (MetS) consist of several risk factors including central obesity, elevated blood pressure,
hyperglycemia, high triglycerides, and reduced high-density lipoprotein cholesterol1. MetS is associated with the
increased risk of type 2 diabetes, cardiovascular disease (CVD) and mortality2,3. Several population-based studies
showed an increased risk of CVD in individuals with MetS compared to those who do not have the syndrome4,5. Besides the traditional risk factors, other factors including microalbuminuria, inflammatory markers and hype-
ruricemia have been suggested to be involved in the MetS6–8. Along with MetS, obesity has also been found as an
important risk factor for CVD. Furthermore, a link has been found between obesity and hyperuricemia in various
studies9–11. The prevalence of MetS is increasing at an alarming rate both in developed and developing countries. MetS is highly prevalent among Bangladeshi adults and has been increased rapidly in the last few decades. A
recent review reported a high prevalence of MetS (30%) in the Bangladeshi population with 32% in females and
25% in males12.i Uric acid in serum is the final oxidation product of purine metabolism in human13. www.nature.com/scientificreports www.nature.com/scientificreports Department of Biochemistry and Molecular Biology, Shahjalal University of Science and Technology, Sylhet, 3114,
Bangladesh. ✉e-mail: nur_rubd@yahoo.com Association between serum uric
acid and metabolic syndrome:
a cross-sectional study in
Bangladeshi adults Nurshad Ali ✉, Rakib Miah, Mahmudul Hasan, Zitu Barman, Ananya Dutta Mou,
Jaasia Momtahena Hafsa, Aporajita Das Trisha, Akibul Hasan & Farjana Islam Materials and methods Study population. This study was a cross-sectional design conducted between November 2017 and
May 2019 at the Department of Biochemistry and Molecular Biology of Shahjalal University of Science and
Technology, Sylhet, Bangladesh. A total of 420 general adults (aged ≥ 18 years) were enrolled from university
students, academic and non-academic staff and local city people of the Sylhet and Dhaka region of Bangladesh. The inclusion criteria were: both gender, aged above 18 years, free from severe chronic illness and willing to
participate. Exclusion criteria were: pregnant women, lactating mother and participants with a history of hepa-
totoxic drug intake, kidney disease, alcohol intake and self-reported evidence of acute or chronic hepatitis. We
also excluded participants with missing anthropometric data or blood samples. This study was approved by the
Internal Ethics Committee at the Department of Biochemistry and Molecular Biology of Shahjalal University
of Science and Technology, Bangladesh. All participants provided written informed consent before inclusion
in the study. All steps in the methods section were performed in accordance with the relevant guidelines and
regulations. General data collection. A standard questionnaire was used to collect demographic and lifestyle informa-
tion from the participants. Individual anthropometric data such as age, gender, weight and height were recorded
in the questionnaire form followed a standard procedure described elsewhere21–26. Briefly, systolic and diastolic
blood pressure (SBP and DBP) were measured twice in the left arm of the participants with an automated sphyg-
momanometer (Omron M10, Omron Corporation, Tokyo, Japan) in the seated position after at least 10 minutes
of rest. Body mass index (BMI) was calculated as weight in kilograms divided by height in square meters (kg/m2). Waist circumference (WC) was measured using general tape that was placed midway between the lowest border
of the ribs and iliac crest. Hip circumference (HC) was measured at the largest circumference of the buttocks to
the nearest 0.5 cm. Waist-hip ratio (WHR) was measured as waist circumference divided by hip circumference. Blood sample collection and laboratory measurements. Venous blood samples were collected after an
overnight fast from each subject. The blood samples were centrifuged and stored the isolated serum at −20 °C until
laboratory analysis. Serum uric acid (SUA), fasting blood glucose (FBG), total cholesterol (TC), triglycerides (TG),
high-density lipoprotein cholesterol (HDL-C), and low-density lipoprotein cholesterol (LDL-C) were measured by
colorimetric methods with a semi-auto biochemistry analyzer (Humalyzer 3000, USA) described elsewhere21,22,26. Materials and methods The diagnostic kits were purchased from Human Diagnostic (Germany) for analysis of the above clinical parame-
ters. The measurements were carried out according to the standard manufacturer’s protocols provided within the kit. The precision of the measurements was maintained regularly by method standard calibration. Diagnostic criteria. In present study, hyperuricemia was defined as SUA concentration >7.0 mg/dL
(416.4 µmol/L) in men or >6.0 mg/dL (356.9 µmol/L) in women27,28. All volunteers were stratified into four
quartiles based on SUA concentrations (Q1: ≤ 243.9, 244–309.3, 309.4–380.7 and> 380.7 µmol/L). Metabolic
syndrome (MetS) was diagnosed according to the National Cholesterol Education Program – Adult Treatment
Panel III (NCEP-ATP III) criteria29. The components of the MetS were defined as following: i) Elevated BP
(SBP ≥ 130 mmHg and/or DBP ≥ 85 mmHg or intake of an antihypertensive medication); ii) raised WC
(> 102 cm for males and> 88 cm for females); iii) hyperglycemia (FBG ≥ 100 mg/dL). iv) hypertriglyceridemia
(TG ≥ 150 mg/dL); v) low HDL-C (< 40 mg/dL for males and <50 mg/dL for females) and subjects with at least
three of the above components were identified as having MetS. Statistical analysis. Statistical data analyses were performed using IBM SPSS version 23. Data are presented
as mean ± SD and quartile ranges. The tests applied during data analysis already described in our previous stud-
ies21,26. In brief, the baseline characteristics of the volunteers in the SUA quartiles were compared by one-way
ANOVA. A Chi-square test was applied to differentiate the proportions of the categorical variables. Differences in
the anthropometric and baseline characteristics between the gender groups were done by an independent sample
t-test. Pearson’s correlation coefficient test was performed to assess the relationships between baseline variables
and SUA concentrations. The association between MetS and SUA levels was evaluated by multinomial logistic
regression models. MetS was categorized as yes (presence) and no (absence). In regression analysis, MetS (yes)
was considered as the dependent variable and SUA as the independent variable. SUA and other covariates were
used as continuous variables in the regression models. We applied three models in the regression analysis. Model
1 was adjusted for age (years) and gender (male and female). Model 2 was adjusted for age, gender and BMI (kg/
m2), Model 3 was further adjusted for variables used in model 1 and 2 and LDL-C (mg/dL). A p-value of <0.05
was considered statistically significant. Nurshad Ali ✉, Rakib Miah, Mahmudul Hasan, Zitu Barman, Ananya Dutta Mou,
Jaasia Momtahena Hafsa, Aporajita Das Trisha, Akibul Hasan & Farjana Islam Recent epidemiological
studies have demonstrated an association of serum uric acid (SUA) with MetS and its components in different
populations14–19. Some other studies have also found that elevated SUA levels are an independent predictors of
the components of MetS, such as high blood pressure and hyperglycemia20. However, information is limited
regarding the relationship of SUA with MetS in general adults. Moreover, no study has been conducted to exam-
ine the association between SUA and MetS in Bangladeshi adults. Given the increased prevalence of MetS in the
Bangladeshi population, this cross-sectional study aimed to investigate the relationship of SUA with MetS and its
components in general adults. This study also aimed to assess whether SUA is an additional component of MetS
in this population. Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ Results Total
MetS
Non-MetS
p-value
N
420
93
327
—
Gender, m/f
420
57/36
200/127
—
Age, year
30.5 ± 12.4
39.5 ± 14.1
27.8 ± 10.4
0.000
WC, cm
83.9 ± 10.6
90.5 ± 12.3
81.4 ± 8.6
0.000
HC, cm
92.8 ± 8.2
96.0 ± 8.6
91.5 ± 7.6
0.000
WHR
0.68 ± 0.39
0.91 ± 0.19
0.62 ± 0.41
0.000
BMI, kg/m2
23.9 ± 3.8
26.3 ± 3.8
23.3 ± 3.6
0.000
SBP, mmHg
118.2 ± 15.1
128.8 ± 18.1
115.1 ± 12.5
0.000
DBP, mmHg
73.6 ± 14.9
81.6 ± 8.4
71.4 ± 15.6
0.000
SUA, µmol/L
319.2 ± 107.8
332.0 ± 111.8
308.2 ± 106.6
0.026
FBG, mg/dL
98.8 ± 37.5
130.4 ± 66.2
89.9 ± 17.7
0.000
TG, mg/dL
135.1 ± 101.6
211.6 ± 107.2
113.5 ± 88.9
0.000
TC, mg/dL
157.7 ± 63.9
189.2 ± 75.7
148.8 ± 56.3
0.000
HDL-C, mg/dL
31.9 ± 17.1
29.6 ± 11.1
33.4 ± 18.5
0.046
LDL-C, mg/dL
93.3 ± 58.3
115.9 ± 73.2
85.9 ± 50.4
0.000
Table 1. Baseline characteristics of the participants based on the presence of MetS. M Table 1. Baseline characteristics of the participants based on the presence of MetS. MetS: Metabolic Syndrome. Values are presented as mean ± SD. P-values are obtained from independent sample t-test. Parameters
Total
Male
Female
P-value
MetS, %
22.0
21.9
22.1
>0.05
Raised WC, %
13.3
4.6
30.9
<0.01
Elevated SBP, %
17.9
24.1
8.6
<0.01
Elevated DBP, %
17.4
18.4
15.9
<0.05
Hyperglycemia, %
25.7
23.4
29.2
<0.05
Elevated TG, %
40.4
52.2
22.9
<0.01
Reduced HDL-C, %
80.7
79.5
82.5
>0.05
Hyperuricemia
16.6%
21.3
8.3
<0.01
Table 2. Prevalence of MetS and its components in the male-female group. The difference between male and
female is expressed as p-value. P-values are obtained from Chi-square test. Table 2. Prevalence of MetS and its components in the male-female group. The difference between male and
female is expressed as p-value. P-values are obtained from Chi-square test. Table 2. Prevalence of MetS and its components in the male-female group. The difference between male and
female is expressed as p-value. P-values are obtained from Chi-square test. Table 2. Prevalence of MetS and its components in the male-female group. The difference between male and
female is expressed as p-value. P-values are obtained from Chi-square test. Figure 1. Prevalence of MetS and its components in the hyperuricemic and non-hyperuricemic group. Results Baseline characteristics of the participants in the MetS and non-MetS group. In total, 420 par-
ticipants (257 male and 163 female) were enrolled in the present study. The baseline characteristics of the par-
ticipants in the MetS and non-MetS groups are presented in Table 1. Among the participants, 93 subjects were
diagnosed with MetS according to the diagnostic criteria. There were significant differences in the mean of age,
WC, HC, WHR, BMI, SBP, DBP, FBG, TG, TC, LDL-C (p < 0.001 for all cases) between the MetS and non-MetS
groups. The average level of SUA was also higher in the MetS group compared to the non-MetS group (p < 0.05). In contrast, subjects in the non-MetS group had a higher level of HDL-C level than the subjects in the MetS group
(p < 0.05). Prevalence of MetS and its components in gender and hyperuricemic group. The prevalence
of MetS and its components are presented in Table 2 and Fig. 1. Overall, the prevalence of MetS was 22% with
21.9% in males and 22.1% in female subjects. The MetS components such as raised WC, high blood pressure, Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ Total
MetS
Non-MetS
p-value
N
420
93
327
—
Gender, m/f
420
57/36
200/127
—
Age, year
30.5 ± 12.4
39.5 ± 14.1
27.8 ± 10.4
0.000
WC, cm
83.9 ± 10.6
90.5 ± 12.3
81.4 ± 8.6
0.000
HC, cm
92.8 ± 8.2
96.0 ± 8.6
91.5 ± 7.6
0.000
WHR
0.68 ± 0.39
0.91 ± 0.19
0.62 ± 0.41
0.000
BMI, kg/m2
23.9 ± 3.8
26.3 ± 3.8
23.3 ± 3.6
0.000
SBP, mmHg
118.2 ± 15.1
128.8 ± 18.1
115.1 ± 12.5
0.000
DBP, mmHg
73.6 ± 14.9
81.6 ± 8.4
71.4 ± 15.6
0.000
SUA, µmol/L
319.2 ± 107.8
332.0 ± 111.8
308.2 ± 106.6
0.026
FBG, mg/dL
98.8 ± 37.5
130.4 ± 66.2
89.9 ± 17.7
0.000
TG, mg/dL
135.1 ± 101.6
211.6 ± 107.2
113.5 ± 88.9
0.000
TC, mg/dL
157.7 ± 63.9
189.2 ± 75.7
148.8 ± 56.3
0.000
HDL-C, mg/dL
31.9 ± 17.1
29.6 ± 11.1
33.4 ± 18.5
0.046
LDL-C, mg/dL
93.3 ± 58.3
115.9 ± 73.2
85.9 ± 50.4
0.000
Table 1. Baseline characteristics of the participants based on the presence of MetS. MetS: Metabolic Syndrome. Values are presented as mean ± SD. P-values are obtained from independent sample t-test. Results Dependent variable is MetS (yes) and independent variable is SUA (µmol/L). Reference category is normal
(non-MetS). Model 1: adjusted for age (years) and gender (male and female). Model 2: model 1+ BMI (kg/m2)
Model 3: model 2+ LDL (mg/dL). OR, odds ratio; CI, confidence interval; SE, Standard error. B
SE
Wald
df
OR (95% CI)
P-value
Model 1
0.011
0.003
10.570
1
1.011 (1.004–1.017)
0.001
Model 2
0.008
0.004
5.727
1
1.008 (1.002–1.016)
0.016
Model 3
0.007
0.004
3.872
1
1.006 (1.000–1.013)
0.042 Table 4. Multinomial logistic regression analysis to evaluate the association between SUA levels and MetS. Dependent variable is MetS (yes) and independent variable is SUA (µmol/L). Reference category is normal
(non-MetS). Model 1: adjusted for age (years) and gender (male and female). Model 2: model 1+ BMI (kg/m2)
Model 3: model 2+ LDL (mg/dL). OR, odds ratio; CI, confidence interval; SE, Standard error. Table 4. Multinomial logistic regression analysis to evaluate the association between SUA levels and MetS. Dependent variable is MetS (yes) and independent variable is SUA (µmol/L). Reference category is normal
(non-MetS). Model 1: adjusted for age (years) and gender (male and female). Model 2: model 1+ BMI (kg/m2)
Model 3: model 2+ LDL (mg/dL). OR, odds ratio; CI, confidence interval; SE, Standard error. Table 4. Multinomial logistic regression analysis to evaluate the association between SUA levels and MetS. Dependent variable is MetS (yes) and independent variable is SUA (µmol/L). Reference category is normal
(non-MetS). Model 1: adjusted for age (years) and gender (male and female). Model 2: model 1+ BMI (kg/m2)
Model 3: model 2+ LDL (mg/dL). OR, odds ratio; CI, confidence interval; SE, Standard error. hyperglycemia and high TG were significantly higher in male than in the female subjects (p < 0.01 for all cases). In contrast, there was no significant difference for low HDL-C between the male-female groups. The prevalence
of hyperuricemia was 16.6% with significant differences between the male (21.3%) and female (8.3%) group
(p < 0.01). All components of MetS were significantly higher in subjects in the hyperuricemic group compared to
the subjects in the non-hyperuricemic group (p < 0.05 for all cases). Baseline characteristics of the study subjects according to SUA quartiles. The baseline charac-
teristics of the study participants were also evaluated according to SUA quartiles (Table 3). Results The volunteers were
divided into 4 groups based on SUA levels (Q1: ≤ 243.9; Q2: 244–309.3; Q3: 309.4–380.7 and >380.7 µmol/L). No
significant difference was observed in the mean age across the SUA quartiles. Participants in the fourth quartile of
SUA had a significantly higher WC, WHR, BMI, SBP, DBP, SUA, TG, TC LDL-C and lower FBG and HDL-C than
the subjects in the other quartiles of SUA (p < 0.05 for all cases). Association of SUA with the prevalence of MetS and its components. Taking SUA as the inde-
pendent variable and MetS as the dependent variable, multinomial logistic regression was performed to assess the
relationship between SUA and MetS. The detailed results are presented in Table 4. In regression analysis, a positive
association was observed between SUA and MetS. In all regression models, SUA showed a significant association
with the prevalence of MetS. We further assessed the relationship of SUA with the individual components of MetS
(Table 5). After adjustment for age, a positive association was observed between SUA and the components of MetS
except for hyperglycemia and low HDL-C. Results P < 0.05
for all cases when the prevalence of MetS and its component are compared between the groups. P-values are
obtained from the Chi-square test. Figure 1. Prevalence of MetS and its components in the hyperuricemic and non-hyperuricemic group. P < 0.05
for all cases when the prevalence of MetS and its component are compared between the groups. P-values are
obtained from the Chi-square test. Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ Q1 ≤ 243.9
µmol/L
Q2 244–309.3
µmol/L
Q3 309.4–
380.7 µmol/L
Q4> 380.7
µmol/L
p-value for
trend
N
104
110
105
101
—
Sex, m/f
34/70
57/53
80/25
86/15
—
Age, year
34.1 ± 13.9
31.2 ± 11.9
31.2 ± 12.0
31.3 ± 12.3
0.338
WC, cm
81.9 ± 9.9
82.6 ± 9.7
83.8 ± 8.0
87.3 ± 13.5
0.010
HC, cm
91.7 ± 8.4
92.0 ± 8.5
93.2 ± 6.8
94.1 ± 8.7
0.282
WHR
0.72 ± 0.36
0.75 ± 0.34
0.78 ± 0.31
0.88 ± 0.22
0.010
BMI, kg/m2
23.9 ± 3.7
24.2 ± 3.8
24.6 ± 3.5
25.4 ± 3.9
0.008
SBP, mmHg
114.7 ± 15.1
116. 7 ± 13.9
120.5 ± 13.0
124.9 ± 15.2
0.000
DBP, mmHg
69.2 ± 21.1
73.7 ± 12.0
76.0 ± 12.1
77.3 ± 11.9
0.003
SUA, µmol/L
196.2 ± 38.7
282.0 ± 19.7
347.1 ± 20.9
465.6 ± 85.1
0.000
FBG, mg/dL
108.7 ± 55.6
102.7 ± 44.4
90.7 ± 15.8
98.2 ± 28.6
0.025
TG, mg/dL
122.2 ± 73.9
145.9 ± 96.5
156.1 ± 92.4
171.6 ± 122.7
0.012
TC, mg/dL
139.4 ± 71.1
147.4 ± 47.3
164.1 ± 54.9
188.7 ± 77.6
0.000
HDL-C, mg/dL
35.9 ± 12.3
37.7 ± 14.6
31.9 ± 12.1
27.1 ± 13.9
0.000
LDL-C, mg/dL
80.6 ± 68.4
80.9 ± 42.1
98.9 ± 52.7
119.6 ± 66.6
0.000
Table 3. Baseline characteristics of the participants according to SUA quartiles. Values are presented as mean ±
SD. P-values are obtained from one-way ANOVA. Table 3. Baseline characteristics of the participants according to SUA quartiles. Values are presented as mean ±
SD. P-values are obtained from one-way ANOVA. B
SE
Wald
df
OR (95% CI)
P-value
Model 1
0.011
0.003
10.570
1
1.011 (1.004–1.017)
0.001
Model 2
0.008
0.004
5.727
1
1.008 (1.002–1.016)
0.016
Model 3
0.007
0.004
3.872
1
1.006 (1.000–1.013)
0.042
Table 4. Multinomial logistic regression analysis to evaluate the association between SUA levels and MetS. Discussionh A previous study reported that subjects with hyperuricemia have a higher chance of
developing of MetS than in the non-hyperuricemic subjects40. This predictive role of SUA has been demonstrated
in individuals who were free of all components of MetS at baseline27. Moreover, a recent clinical study reported
that elevated levels of SUA can play a pathogenic role in MetS41. Due to controversial findings, NCEP could not
include hyperuricemia as an individual component of MetS yet, and it seems that further longitudinal investiga-
tions are required to elucidate whether hyperuricemia is another component of the MetS or not17.i q
yp
p
In regression models, SUA showed a significant association with MetS and several components of MetS. However, after adjusting some confounding factors, we did not find the significant association of SUA with hyper-
glycemia and low HDL-C. This might be happened because of the inverse relationship of SUA with the preva-
lence of diabetes in the Bangladeshi population26. On the other hand, we observed a very high prevalence of low
HDL-C among the participants that could be a reason for the non-significant association of SUA with HDL-C.hh i
The underline mechanisms between SUA and MetS are not fully understood yet. The possible mechanisms of
SUA in inducing MetS are as follows: First, hyperuricemia has been demonstrated to cause endothelial dysfunc-
tion in human and animal models42,43. Second, SUA has been exhibited to hinder the production of NO44, which
is considered as important for insulin function45,46. Deficiency of endothelial-formed NO is thought to reduce
blood flow to cells leading to stop the insulin action and inducing hyperinsulinemia17. Thus, hyperuricemia may
have a potential role in inducing or worsening insulin resistance by itself. In turn, the resistance of insulin is
believed to play a vital role in the pathogenesis of MetS47. Although a positive association of hyperuricemia with
MetS has been demonstrated through epidemiological and animal studies, the exact mechanisms by which SUA
leads to this disorder are still at the beginning need to be explained. Thus, it is obvious that further prospective
studies are required to determine the role of SUA in the development of MetS.h There were some limitations to the study. First, the sample size in the present study was relatively small. Second, the cross-sectional nature of the data did not allow us to draw a causal relationship between SUA and
MetS. Discussionh The present study investigates the relationship between SUA and MetS in general adults. Although, the associ-
ation of SUA with MetS has been studied in diabetic and hypertensive subjects, however, limited studies have
documented the information regarding the link of SUA with MetS in general adults. In this study, we first report
a positive association of SUA with MetS and its components in general adults in Bangladesh.if In the present study, no significant difference was observed in the prevalence of MetS between the gender
groups. Among the MetS components, high TG and reduced-HDL-C were the more common abnormalities
found in the participants. Anthropometric variables, lipid profile, FBG and SUA were significantly higher in
subjects with MetS than in the subjects who do not have this syndrome. In this study, we observed an increasing Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ B
SE
Wald
df
OR (95% CI)
P-value
Abdominal obesity
0.009
0.004
6.008
1
1.009 (1.002–1.017)
0.014
High blood pressure
0.008
0.004
4.445
1
1.008 (1.001–1.016)
0.035
Hyperglycemia
−0.001
0.001
0.638
1
0.999 (0.997–1.001)
0.425
High TG
0.11
0.003
17.956
1
1.011 (1.006–1.016)
0.000
Low-HDL-C
0.002
0.002
1.024
1
1.002 (0.998–1.007)
0.312 Table 5. Age-adjusted logistic regression analysis to evaluate the association between SUA and the components
of MetS. The dependent variable is MetS components (yes) and the independent variable is SUA (µmol/L). The
reference category is normal. The model is adjusted for age (years). OR, odds ratio; CI, confidence interval; SE,
Standard error. trend in the levels of individual components of MetS across the SUA quartiles. These results are consistent with
the findings reported in Japanese30,31, Chinese19, Iranian17, the United States32,33, and European population34. trend in the levels of individual components of MetS across the SUA quartiles. These results are consistent with
the findings reported in Japanese30,31, Chinese19, Iranian17, the United States32,33, and European population34. i
g
Several epidemiological studies demonstrated a positive association between SUA and the prevalence of MetS
in human cohorts. However, it is still debated whether increased SUA concentration is a risk factor or only a
biomarker in the progression and development of MetS19. Some studies reported that hyperuricemia may be an
individual component of the MetS35,36, whereas, other works suggested to include hyperuricemia as an additional
component of MetS37,38. In prospective studies, SUA at baseline level was associated with an increased risk of
MetS in both genders27,39. Discussionh Moreover, we adjusted some probable confounding factors in determining the relationship between SUA
and MetS; however, other confounding factors effects cannot be excluded. For example, we did not have informa-
tion on renal function tests and diet habits that can affect SUA levels. Therefore, the present study findings should
be generalized cautiously to other general populations. Conclusionsh The present study showed that the components of MetS are raised with the increasing concentrations of SUA
across the quartiles. In this study, SUA was significantly associated with the prevalence of MetS and its compo-
nents. Given the high prevalence of MetS among Bangladeshi adults, more studies are required to examine the
role of SUA in the pathogenesis of MetS. Furthermore, attention should be paid to the increased risk of MetS and
hyperuricemia for the general population. Data availability
ll
l
d d All related data are included in this paper. The datasets produced and/or analyzed during the present study are
available from the corresponding author upon reasonable request. Received: 10 December 2019; Accepted: 24 April 2020;
Published: xx xx xxxx Received: 10 December 2019; Accepted: 24 April 2020;
Published: xx xx xxxx References
1. Grundy, S. M. Metabolic syndrome: a multiplex cardiovascular risk factor. J. Clin. Endocrinol. Metab. 92, 399–404 (2007).
2. Thomas, G. N. et al. Metabolic syndrome increases all-cause and vascular mortality: the Hong Kong Cardiovascular Risk Factor
Study. Clin. Endocrinol. (Oxf.) 66, 666–671 (2007).
3. Wilson, P. W. F., D’Agostino, R. B., Parise, H., Sullivan, L. & Meigs, J. B. Metabolic syndrome as a precursor of cardiovascular disease
and type 2 diabetes mellitus. Circulation 112, 3066–3072 (2005). References Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ 4. Butler, J. et al. Metabolic Syndrome and the Risk of Cardiovascular Disease in Older Adults. J. Am. Coll. Cardiol. 47, 1595–1602
(2006). (
)
5. Dekker, J. M. et al. Metabolic syndrome and 10-year cardiovascular disease risk in the Hoorn Study. Circulation 112, 666–673
(2005). 6. Fu, C.-C., Wu, D.-A., Wang, J.-H., Yang, W.-C. & Tseng, C.-H. Association of C-reactive protein and hyperuricemia with diabetic
nephropathy in Chinese type 2 diabetic patients. Acta Diabetol. 46, 127–134 (2009). l
b
lb
d
d
l
d
d b
ll
f h p
p
y
yp
p
7. Guo, L. et al. Association between microalbuminuria and cardiovascular disease in type 2 diabetes mellitus of the Beijing Han
nationality. Acta Diabetol. 49(Suppl 1), S65–71 (2012). nationality. Acta Diabetol. 49(Suppl 1), S65–71 (2012). y
8. Ramakrishna, V. & Jailkhani, R. Oxidative stress in non-insulin-dependent diabetes mellitus (NIDDM) patients. Acta Diabetol. 45,
41–46 (2008). 9. Ali, N. et al. Prevalence of hyperuricemia and the relationship between serum uric acid and obesity: A study on Bangladeshi adults
PLOS ONE 13, e0206850 (2018). 0. Ishizaka, N. et al. Changes in waist circumference and body mass index in relation to changes in serum uric acid in Japanes
individuals. J. Rheumatol. 37, 410–416 (2010). 11. Tsushima, Y. et al. Uric acid secretion from adipose tissue and its increase in obesity. J. Biol. Chem. 288, 27138–27149 (2013). 11. Tsushima, Y. et al. Uric acid secretion from adipose tissue an 12. Chowdhury, M. Z. I. et al. Prevalence of metabolic syndrome in Bangladesh: a systematic review and meta-analysis of the stu
BMC Public Health 18, 308 (2018). . Glantzounis, G., Tsimoyiannis, E., Kappas, A. & Galaris, D. Uric A 13. Glantzounis, G., Tsimoyiannis, E., Kappas, A. & Galaris, D. Uric Acid and Oxidative Stress. Curr. Pharm. Des. 11, 4145–4151 (2005). 4. Cicero, A. F. G. et al. Serum uric acid predicts incident metabolic syndrome in the elderly in an analysis of the Brisighella Hear
Study. Sci. Rep. 8, 11529 (2018). y
p
15. Lee, J.-K., Ryoo, J.-H., Choi, J.-M. & Park, S. K. Association of serum uric acid level and the development of metabolic syndrome in
middle-aged Korean men: a 5-year follow-up study. J. Prev. Med. Pub. Health https://doi.org/10.3961/jpmph.14.028 (2014). 16. Li, Y. et al. Association of Uric Acid with Metabolic Syndrome in Men, Premenopausal Women and Postmenopausal Women. Int. J. Environ. Res. References Public. Health 11, 2899–2910 (2014).h 7. Meshkani, R., Zargari, M. & Larijani, B. The relationship between uric acid and metabolic syndrome in normal glucose tolerance
and normal fasting glucose subjects. Acta Diabetol. 48, 79–88 (2011). h
and normal fasting glucose subjects. Acta Diabetol. 48, 79–88 (201 g g
j
18. Nagahama, K. et al. Hyperuricemia predicts future metabolic syndrome: a 4-year follow-up study of a large screened cohort in
Okinawa, Japan. Hypertens. Res. 37, 232–238 (2014). p
yp
19. Wang, H.-J., Shi, L.-Z., Liu, C.-F., Liu, S.-M. & Shi, S.-T. Association between uric acid and metabolic syndrome in elderly women. Open Med. 13, 172–177 (2018).h p
0. Taniguchi, Y. et al. Serum uric acid and the risk for hypertension and Type 2 diabetes in Japanese men: The Osaka Health Survey. J
Hypertens. 19, 1209–1215 (2001). yp
1. Ali, N. et al. Relationship between serum uric acid and hypertension: a cross-sectional study in Bangladeshi adults. Sci. Rep. 9, 9061
(2019).hi 2. Ali, N. et al. The relationship between serum uric acid and lipid profile in Bangladeshi adults. BMC Cardiovasc. Disord. 19, 42 (2019) h
p
p
pi
g
(
)
3. Islam, S. et al. Prevalence of elevated liver enzymes and its association with type 2 diabetes: A cross-sectional study in Bangladesh
adults. Endocrinol. Diabetes Metab, https://doi.org/10.1002/edm2.116 (2020). hi
23. Islam, S. et al. Prevalence of elevated liver enzymes and its association with type 2 diabetes: A
adults. Endocrinol. Diabetes Metab, https://doi.org/10.1002/edm2.116 (2020). p
g
4. Rahman, S., Islam, S., Haque, T., Kathak, R. R. & Ali, N. Association between serum liver enzymes and hypertension: a cross
sectional study in Bangladeshi adults. BMC Cardiovasc. Disord. 20, 128 (2020).l y
g
5. Ali, N. et al. Hypertension prevalence and influence of basal metabolic rate on blood pressure among adult students in Bangladesh
BMC Public Health 18, (2018). 6. Haque, T., Rahman, S., Islam, S., Molla, N. H. & Ali, N. Assessment of the relationship between serum uric acid and glucose level
in healthy, prediabetic and diabetic individuals. Diabetol. Metab. Syndr. 11, 49 (2019). y
y
7. Sui, X., Church, T. S., Meriwether, R. A., Lobelo, F. & Blair, S. N. Uric acid and the development of metabolic syndrome in women
and men. Metabolism. 57, 845–852 (2008). 8. You, L., Liu, A., Wuyun, G., Wu, H. & Wang, P. References Prevalence of hyperuricemia and the relationship between serum uric acid and
metabolic syndrome in the Asian Mongolian area. J. Atheroscler. Thromb. 21, 355–365 (2014).hh y
gh
29. Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults. Executive Summary of The Third
Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High
Blood Cholesterol In Adults (Adult Treatment Panel III). JAMA 285, 2486–2497 (2001). h
9. Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults. Executive Summary of The Third
Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High h
g
Blood Cholesterol In Adults (Adult Treatment Panel III). JAMA 285 ol In Adults (Adult Treatment Panel III). JAMA 285, 2486–2497 (2 30. Nagahama, K. et al. Hyperuricemia and cardiovascular risk factor clustering in a screened cohort in Okinawa, Japan. Hypertens. Res. Off. J. Jpn. Soc. Hypertens. 27, 227–233 (2004). ff
p
yp
1. Nakanishi, N. et al. Serum uric acid and risk for development of hypertension and impaired fasting glucose or Type II diabetes in
Japanese male office workers. Eur. J. Epidemiol. 18, 523–530 (2002).l fi
32. Coutinho, T. A. et al. Associations of serum uric acid with markers of inflammation, metabolic syndrome, and subclinical coronary
atherosclerosis. Am. J. Hypertens. 20, 83–89 (2007). atherosclerosis. Am. J. Hypertens. 20, 83–89 (2007) yp
3. Krishnan, E., Kwoh, C. K., Schumacher, H. R. & Kuller, L. Hyperuricemia and incidence of hypertension among men withou
metabolic syndrome. Hypertens. Dallas Tex 1979 49, 298–303 (2007). y
yp
34. Bonora, E. et al. Prevalence of insulin resistance in metabolic disorders: the Bruneck Study. Diabetes 47, 1643–1649 (1998). Bonora, E. et al. Prevalence of insulin resistance in metabolic disord y
35. Tsouli, S. G., Liberopoulos, E. N., Mikhailidis, D. P., Athyros, V. G. & Elisaf, M. S. Elevated serum uric acid levels in metabolic
syndrome: an active component or an innocent bystander? Metabolism. 55, 1293–1301 (2006).f 36. Yoo, T. W. et al. Relationship between serum uric acid concentration and insulin resistance and metabolic syndrome. Circ. J. Jpn. Circ. Soc. 69, 928–933 (2005). p
37. Liou, T.-L. et al. Is hyperuricemia another facet of the metabolic syndrome? J. Chin. Med. Assoc. JCMA 69, 104–109 (2006). p
37. Liou, T.-L. et al. Is hyperuricemia another facet of the metabolic syndrome? J. Chin. Med. Assoc. Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 Competing interestsh p
g
The authors declare no competing interests. Acknowledgementsh g
The authors would like to thank all staff and volunteers for their active cooperation in the study. References JCMA 69, 104–109 (2006). 38 Sheu, W H H & Tseng, Y-H Uric acid: an additional component of metabolic syndrome? J Chin Med Assoc JCMA 69, 99–100 37. Liou, T.-L. et al. Is hyperuricemia another facet of the metaboli 37. Liou, T.-L. et al. Is hyperuricemia another facet of the metabolic syndrome? J. Chin. Med. Assoc. JCMA 69, 104–109 (2006). 38. Sheu, W. H. H. & Tseng, Y.-H. Uric acid: an additional component of metabolic syndrome? J. Chin. Med. Assoc. JCMA 69,
(2006). ,
yp
y
J
J
,
(
)
38. Sheu, W. H. H. & Tseng, Y.-H. Uric acid: an additional component of metabolic syndrome? J. Chin. Med. Assoc. JCMA 69,
(2006). 39. Ryu, S. et al. Incidence and risk factors for metabolic syndrome in Korean male workers, ages 30 to 39. Ann. Epidemiol. 17, 2
(2007). 40. Chen, L. et al. Relationship between hyperuricemia and metabolic syndrome. J. Zhejiang Univ. Sci. B 8, 593–598 (2007). 41. Kanbay, M. et al. Uric acid in metabolic syndrome: From an innocent bystander to a central player. Eur. J. Intern. Med. (2016). 42. Khosla, U. M. et al. Hyperuricemia induces endothelial dysfunction. Kidney Int. 67, 1739–1742 (2005).f 43. Mercuro, G. et al. Effect of hyperuricemia upon endothelial function in patients at increased cardiovascular risk. Am. J. Cardiol. 94,
932–935 (2004). 44. Kang, D.-H., Park, S.-K., Lee, I.-K. & Johnson, R. J. Uric acid-induced C-reactive protein expression: implication on cell proliferation
and nitric oxide production of human vascular cells. J. Am. Soc. Nephrol. JASN 16, 3553–3562 (2005). 5. Roy, D., Perreault, M. & Marette, A. Insulin stimulation of glucose uptake in skeletal muscles and adipose tissues in vivo is NO
dependent. Am. J. Physiol. 274, E692–699 (1998). p
y
46. Wu, G. & Meininger, C. J. Nitric oxide and vascular insulin resistance. BioFactors Oxf. Engl. 35, 21–27 (2009). 47. Lann, D. & LeRoith, D. Insulin resistance as the underlying cause for the metabolic syndrome. Med. Clin. North Am. 91, 1063–1077
viii (2007) p
y
46. Wu, G. & Meininger, C. J. Nitric oxide and vascular insulin resistance. BioFactors Oxf. Engl. 35, 21–27 (2009). h
l
h
d l
f
h
b l
d
d
l
h 46. Wu, G. & Meininger, C. J. Nitric oxide and vascular insulin resi Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7 www.nature.com/scientificreports/ Author contributions N.A. played a major role in the conception and design of the study, data interpretation and wrote the manuscript. R.M., M.H., Z.B. and A.D.M. experimented and analyzed the data. J.M.H., A.D.T., and A.H. helped in sample
collection and contributed to results analysis. F.I. helped in result analysis and revision of the manuscript draft. All authors read the manuscript and approved the final version. Additional information Correspondence and requests for materials should be addressed to N.A. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Cre-
ative Commons license, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons license and your intended use is not per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2020 Scientific Reports | (2020) 10:7841 | https://doi.org/10.1038/s41598-020-64884-7
|
https://openalex.org/W2158780262
|
https://europepmc.org/articles/pmc4680163?pdf=render
|
English
| null |
Performance characteristics of methods for quantifying spontaneous intracerebral haemorrhage: data from the Efficacy of Nitric Oxide in Stroke (ENOS) trial
|
Journal of neurology, neurosurgery and psychiatry
| 2,015
|
cc-by
| 7,493
|
Performance characteristics of methods for
quantifying spontaneous intracerebral haemorrhage:
data from the Efficacy of Nitric Oxide in Stroke
(ENOS) trial Kailash Krishnan,1 Siti F Mukhtar,1 James Lingard,1 Aimee Houlton,1
Elizabeth Walker,1 Tanya Jones,1 Nikola Sprigg,1 Lesley A Cala,2 Jennifer L Becker,3
Robert A Dineen,4 Panos Koumellis,5 Alessandro Adami,6 Ana M Casado,7
Philip M W Bath,1 Joanna M Wardlaw7 ▸Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/
jnnp-2014-309845). ABSTRACT
Background Poor prognosis after intracerebral
haemorrhage (ICH) is related to haemorrhage
characteristics. Along with developing therapeutic
interventions, we sought to understand the performance
of haemorrhage descriptors in large clinical trials. Methods Clinical and neuroimaging data were
obtained for 548 participants with ICH from the Efficacy
of Nitric Oxide in Stroke (ENOS) trial. Independent
observers performed visual categorisation of the largest
diameter, measured volume using ABC/2, modified
ABC/2, semiautomated segmentation (SAS), fully
automatic measurement methods; shape, density and
intraventricular haemorrhage were also assessed. Intraobserver and interobserver reliability were
determined for these measures. ▸Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/
jnnp-2014-309845). functional outcome is related independently to
increased age, systolic blood pressure, stroke sever-
ity
and
reduced
level
of
consciousness. Radiologically,
haemorrhage
size,
haemorrhage
expansion, evidence of continuing bleeding (eg,
‘spot sign’ on CT angiography)2 3 and presence of
intraventricular haemorrhage (IVH) are all also
associated with poor outcome.4 5 The combination
of ICH volume and initial Glasgow Coma scale was
reported to be the strongest independent predictor
of 30-day outcome.1 Hence, reliable measurement
of haemorrhage size is an important component of
early clinical management and for stratification in
clinical trials. For numbered affiliations see
end of article. Correspondence to
Professor Philip M W Bath,
Stroke, Division of Clinical
Neuroscience, University of
Nottingham, Clinical Sciences
Building, City Hospital campus,
Hucknall Road, Nottingham
NG5 1PB UK; philip.bath@
nottingham.ac.uk Although any effective intervention will ultim-
ately need to show an effect on functional outcome
(eg, using the modified Rankin Scale (mRS))6 in
phase III trials, earlier developments will need to
study
the
effect
of
treatment
on
a
surrogate
measure. Where the intervention aims to limit
haemorrhage
expansion,
accurate,
reproducible
and validated measurement of haemorrhage size
(thereby allowing measurement of the change in
volume) will be critical. Performance characteristics of methods for
quantifying spontaneous intracerebral haemorrhage:
data from the Efficacy of Nitric Oxide in Stroke
(ENOS) trial Hence, phase II trials of
blood pressure lowering and haemostatic interven-
tions have utilised measurement of haemorrhage
expansion as a key primary outcome.7 8 Received 3 November 2014
Accepted 8 December 2014
Published Online First
9 January 2015 Results ICH volume was significantly different among
standard ABC/2, modified ABC/2 and SAS: (mean) 12.8
(SD 16.3), 8.9 (9.2), 12.8 (13.1) cm3, respectively
(p<0.0001). There was excellent agreement for
haemorrhage volume (n=193): ABC/2 intraobserver
intraclass correlation coefficient (ICC) 0.96–0.97,
interobserver ICC 0.88; modified ABC/2 intraobserver ICC
0.95–0.97, interobserver ICC 0.91; SAS intraobserver ICC
0.95–0.99, interobserver ICC 0.93; largest diameter:
(visual) interadjudicator ICC 0.82, (visual vs measured)
adjudicator vs observer ICC 0.71; shape intraobserver ICC
0.88 interobserver ICC 0.75; density intraobserver ICC
0.86, interobserver ICC 0.73. Graeb score (mean 3.53)
and modified Graeb (5.22) scores were highly correlated. Using modified ABC/2, ICH volume was underestimated
in regular (by 2.2-2.5 cm3, p<0.0001) and irregular-
shaped haemorrhages (by 4.8-4.9 cm3, p<0.0001). Fully
automated measurement of haemorrhage volume was
possible in only 5% of cases. Open Access
Scan to access more
free content There are multiple methods for measuring haem-
orrhage volume on a CT scan, ranging from quali-
tative visual estimation to computerised automatic
measurement. Visual approaches (ie, visual size cat-
egorisation based on the largest diameter) are quick
while computerised methods might provide a con-
tinuous volume measure but require access to good
quality electronic image files. A common approach
is the ABC/2 method,9 which has been modified
such that haemorrhage slices are excluded if the
area is <25% of the largest slice and counted as
half
if
it
is
25–75%
of
the
largest
slice.10
Alternatively,
semiautomatic
or
fully
automatic
computerised methods may be used, usually based
on manually outlining or thresholding areas or
volumes within regions of interest (ROI). The rela-
tive
advantages
and
disadvantages
of
these
approaches reflect the balance between measure-
ment time, type of data required, accuracy and Open Access
Scan to access more
free content Conclusions Formal measurement of haemorrhage
characteristics and visual estimates are reproducible. The
standard ABC/2 method is superior to the modified ABC/
2 method for quantifying ICH volume. Clinical trial registration ISRCTN9941422. Cerebrovascular disease Cerebrovascular disease RESEARCH PAPER ▸Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/
jnnp-2014-309845). METHODS
Patients Data came from the prospective international multicentre ENOS
trial, a study of blood pressure management in patients with
acute ischaemic stroke or ICH, and high blood pressure.18 The
trial had regulatory and ethics approvals in each participating
country, and all patients gave written consent, or a relative pro-
vided proxy consent if the patient lacked capacity. The main
inclusion criteria were acute stroke with motor deficit, systolic
blood pressure of 140–220 mm Hg, and treatment could start
within 48 h of onset. Patients were recruited from 173 sites in
23 countries across five continents. Following the entry of base-
line demographic and clinical data into a secure internet-fronted
database, patients were randomised to transdermal glyceryl tri-
nitrate (5 mg) versus none for 7 days; those taking antihyperten-
sive
agents
immediately
prior
to
their
stroke
were
also
randomised to continue versus stop these, again for 7 days. For SAS and AVC, it was possible to use thresholds so that the
haemorrhage ROI was measured within certain segmentation
parameters. Upper and lower attenuation values (typically 40–
80 HU) of haemorrhage were established manually by sampling
from the haemorrhage and normal brain. Where the threshold
did not exclude non-haemorrhage areas (as with the pineal
gland, calcified choroid plexus, bone) in close proximity with
the haemorrhage, the haemorrhage boundary was manually
edited. The area of each slice that was included within these
parameters was measured, added together and multiplied by
scan thickness to obtain the SAS volume. AVC used an Osirix
‘3D growing region (entire series)’ method after selecting a
threshold part of the haemorrhage near to its centre. With all
methods, IVH blood was included in the final ICH volume. Participants had a baseline CT or MRI brain scan as part of
clinical care, usually before randomisation. Where possible, a
second (research) CT or MRI scan was performed at day 7±1
(end-of-treatment). DICOM, JPEG, PNG or GIF files are sent
to the coordinating centre. Any scans sent on film were digitised
using a VICOM digitiser (VIDAR Diagnostic PRO Advantage,
USA). The following study assesses only those patients with a
CT scan. For each patient, images were received with the thin-
nest slices provided by CT scan machines using standardised
protocols in the recruiting centres. However, during the course
of the trial, more volumetric images were made available
because of advances in imaging technology. METHODS
Patients Additionally, four haemorrhage characteristics (area, perimeter,
mean attenuation and SD of attenuation) were recorded for the
haemorrhage from the slice with the largest area of haemorrhage. Haemorrhage shape and density indices were then calculated as: Shape index ½ref: 22] ¼ perimeter2=4
Y area
Density index ½ref: 23] ¼ SD=meanðie; coefficient of variationÞ Shape index ½ref: 22] ¼ perimeter2=4
Y area
Density index ½ref: 23] ¼ SD=meanðie; coefficient of variationÞ Shape index ½ref: 22] ¼ perimeter2=4
Y area Scan adjudication The divergence in visual appearance of haemorrhage shape and
density were also assessed used an ordered categorical scale (1–5)
where for an extra lesion edge or degree of density variation an
additional point was given on the shape scale or density scale.15 Complete CT scan series were made available for assessment by
a group of seven adjudicators comprising accredited neurora-
diologists or neurologists trained in CT brain imaging assess-
ment
in
stroke
(http://www.neuroimage.co.uk/sirs,
with
coordination by JMW).19 Images were viewed over the web,
blind to all clinical and treatment information except for patient
age, time since onset of stroke and side of brain symptoms. Responses were entered directly into the trial database via a
web-based
response
form. Collected
information
included
whether the patient had an ICH and its location; an estimate of
its size (sorted into ordered categories based on the longest
diameter in any plane): <3, 3–4.9, 5–8, >8 cm; and the pres-
ence of other qualitative findings (mass effect,19 atrophy,19
white matter disease,20 old infarct or haemorrhage) using vali-
dated scoring methods. Similarly, intraventricular blood volume was assessed visually
using the Graeb score and modified Graeb ordered categorical
scales.16 17 The Graeb score is calculated by scoring the amount
of blood in the lateral ventricles separately (score of 1=trace of
blood to a maximum of 4=ventricle full of blood and expanded)
and adding this to the scores for the third and fourth ventricles
separately (1=blood present and 2=filled with blood and
expanded) to derive a maximum score of 12. The modified
Graeb score allocates scores for separate ventricular compart-
ments (1≤25% filled with blood to 4≥75% filled with blood) to
reflect selective regional accumulation of blood and an extra one
point for expansion of each ventricle. The maximum score is 32. INTRODUCTION Spontaneous intracerebral haemorrhage (ICH) is
usually a severe form of stroke with a high mortal-
ity rate (∼50%) by the end of the first year.1 Poor Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 1258 Cerebrovascular disease availability of computer workstations, and sample size, as
studied in part.11–14 Assessment of additional properties of
haemorrhage, such as shape and density15 and extension into
the ventricles or subarachnoid space, may also be useful.16 17 slices). Both observers assessed scans blinded to each other’s
data, and repeated a proportion of the scans (47 and 34 scans
for KK and SFM, respectively) at a different time blinded to
their original measurements. Thus, intraobserver and interobser-
ver variation could be estimated. For the remaining 355
patients, one observer (KK) calculated ICH volumes using all
four methods. slices). Both observers assessed scans blinded to each other’s
data, and repeated a proportion of the scans (47 and 34 scans
for KK and SFM, respectively) at a different time blinded to
their original measurements. Thus, intraobserver and interobser-
ver variation could be estimated. For the remaining 355
patients, one observer (KK) calculated ICH volumes using all
four methods. In this study, we assessed and compared methods for measur-
ing haemorrhage size, shape and density and IVH size. The data
come from the ‘Efficacy of Nitric Oxide in Stroke’ (ENOS)
trial,18 which assessed the management of blood pressure in
acute stroke and included patients with ICH. The ABC/2 method requires measurement of the longest
diameter of the haemorrhage in the axial plane (‘A’), longest axis
at 90° to ‘A’ in the axial plane (‘B’), and the number of slices
(‘C’) showing the haemorrhage (noting that slice thickness may
vary through the scan). ‘C’ is the product of slice thickness and
number of slices showing any haemorrhage. Volume is calcu-
lated as A×B×C/2.9 In the modified ABC/2 method, the area of
haemorrhage seen on a slice has to be at least 25% of the haem-
orrhage area seen on the largest slice if the slice is to be consid-
ered in ‘C’; if the area is more than 75% of the largest area, the
slice counts as 1, and 0.5 if the measured value of the area is
between 25% and 75%.10 Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 Scan haemorrhage quantification
l
d
d
l
d Intraobserver and interobserver reliability was determined for
visual categorisation of shape and density. In addition, intraobserver
reliability was assessed for measured shape, density index, Graeb,
modified Graeb and IVH volume over different reading sessions,
separated by a minimum of 14 days. All adjudication and haemor-
rhage measurements were made blind to baseline and follow-up
clinical information, other imaging and treatment assignment. Scans were visualised and analysed using OsiriX for Mac (V.3,
32 bit, http://www.osirix-viewer.com21 on a 26 inch Apple iMac. Two trained observers (KK, SFM) measured baseline ICH volumes
of 193 patients using ABC/2, modified ABC/2, semiautomatic seg-
mentation (SAS) and automatic volume calculation (AVC, using
three-dimensional (3D) rendering of a stack of two-dimensional 1259 Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 RESULTS Altogether,
629
patients
with
ICH
were
enrolled
into
ENOS.25 26 Of these, 548 patients had CT-confirmed ICH and
a baseline scan available for measurement; 81 other patients
either had ICH diagnosed on MRI or had no CT scan available,
and these were excluded. Patient demographic and clinical
details are shown in table 1. The mean age of the 548 patients
in the present analysis was 67 (SD 12) years, 66% of patients
were male, mean baseline blood pressure was 171 (19)/92
(13) mm Hg, and the median time from onset of ictus to per-
forming neuroimaging was 4.5 (IQR 5.6) hours. When adjudi-
cated visually by experts, 63% of haematomas were located in
the middle cerebral artery territory (table 1); most haemor-
rhages caused a mass effect (86%) and many patients had leu-
koaraiosis (66%) and/or a previous stroke lesion (49%) present
on their scans. The most frequent visually assessed haemorrhage
length category was 3–5 cm (224, 41.3%), closely followed by
<3 cm (220, 40.6%) with much fewer larger haemorrhages. The mean measured haemorrhage length was 3.4 cm (longest
diameter; table 1). Statistical analysis Statistical analysis y
Data are shown as number (%), median (IQR) or mean (SD). Measurement of intraobserver and interobserver variability was
assessed using the intraclass correlation coefficient (ICC).24 A
probability value of <0.05 was considered statistically signifi-
cant. Analyses were performed using SPSS (V.21) and checked
with Medistat running on an Apple Mac. Cerebrovascular disease Table 1
Baseline demographic, clinical and neuroradiological
factors in 548 patients with primary intracerebral haemorrhage in
the ENOS trial
Variable
Data
Demographics
Age (years)
67.9 (12.1)
Sex, male (%)
360 (65.7)
Country, UK (%)
Asia
117 (21.4)
Europe
67 (21.4)
Other (Africa, Australasia and North America)
42 (7.7)
UK
322 (58.8)
Clinical findings
Premorbid modified Rankin Scale=0 (%)
418 (76.3)
Previous stroke (%)
69 (12.6)
Prior antihypertensive medication use (%)
227 (41.4)
Prior history of high BP (%)
341 (62.2)
Diabetes mellitus (%)
67 (12.2)
Ischaemic heart disease (%)
56 (10.2)
Atrial fibrillation (%)
30 (6.5)
Total anterior circulation syndrome (%)
195 (35.6)
SSS (/58)
30.1 (12.3)
National Institutes of Health Stroke Scale (/42)
12.8 (5.3)
Systolic BP (mm Hg)
171.6 (19.3)
Diastolic BP (mm Hg)
92.2 (13.3)
Heart rate (bpm)
77.7 (14.5)
Time, stroke to neuroimaging (h)
4.5 [11.6]
Adjudicated CT scan findings
Location of haemorrhage (%)
MCA
346 (63.1)
ACA
22 (4.0)
PCA
5 (0.9)
MCA+ACA
2 (0.4)
Borderzone
14 (2.6)
Lacunar (ie, small subcortical) stroke
142 (25.9)
Brainstem and/or cerebellum
16 (2.9)
Leukoariosis
362 (66.1)
Lesion mass effect (minimal to extreme swelling)
470 (85.9)
Previous stroke lesion
270 (49.3)
IVH
141 (25.7)
Intracerebral haematoma size category (%)
<3 cm
220 (40.6)
3 to <5 cm
224 (41.3)
5 to 8 cm
87 (16.1)
>8 cm
11 (2.0)
Measured CT scan findings
Volume, ABC/2 (cm3)
12.77 (16.32)
Longest diameter (cm)
3.38 (1.4)
With IVH, n=141
Graeb score (/12)16
3.52 (2.4)
Modified Graeb score (/32)17
5.19 (4.7)
Without IVH, n=407
Shape (/5)15
3.00 (1.4)
Shape index22
1.22 (1.1)
Density (/5)15
2.54 (1.3)
Density index23
0.19 (0.1)
Data are number (%), median (semiquartile range), or mean (SD). NIHSS calculated from SSS scores range from 0 (comatose with quadriplegia) to 58
(normal neurological status). ACA, anterior cerebral artery territory; BP, blood pressure; ENOS, Efficacy of Nitric
O id i St k
IVH i t
t i
l
h
h
MCA
iddl
b l
t ICH volume
l ICH volume was significantly different between ABC/2, modi-
fied ABC/2 and SAS: 12.8 (mean) (SD 16.3), 8.9 (9.2), 12.8
(13.1) cm3, respectively (p<0.0001) (table 2). The ICC was
‘excellent’ at 0.84–0.96 when comparing the observers’ measure-
ments for each of ABC/2, modified ABC/2 and SAS (table 2). The observers found haemorrhage volume to be larger, by an
average of 2.7–4 cm3 with standard ABC/2, as compared to
modified ABC/2, and 1.4–4 cm3 smaller with SAS as compared
to modified ABC/2. As the mean ICH value increased, the differ-
ence between ICH volume measured by modified ABC/2 versus
the other two methods increased (figures 1 and 2), but no signifi-
cant difference was observed between standard ABC/2 and SAS
(table 2; figure 3). The slope of the best-fit regression line for the
increasing difference between modified ABC/2 versus ABC/2 was
−0.44, and −0.36 for modified ABC/2 versus SAS (both
p<0.0001) (figures 1 and 2). There was good intraobserver agreement for measurements
assessed on 34–47 scans (5–10% of the total of 548). For ABC/2,
modified ABC/2 and SAS, the intraobserver ICC was ‘excellent’,
ranging between 0.97–0.98, and 0.95–0.99, respectively (table 3). There was excellent interobserver agreement (ICC) based on
193 scans at 0.88 for ABC/2, 0.91 for modified ABC/2 and
0.93 for SAS (table 4). Both ABC/2 and modified ABC/2
showed excellent correlation with SAS (p<0.0001, see online
supplementary figures S1–S3). Only 23 of 548 scans were amen-
able to analysis using the fully AVC method as the software was
unable to handle the scan image with varying slice thickness;
this approach was therefore ignored in further analyses. Across the ICH visual size categories, ICH volumes calculated
by modified ABC/2 were significantly smaller compared to SAS
(figure 4). As the ICH size category increased, the difference
between modified ABC/2 and SAS also increased. By compari-
son, there was no significant difference between ICH volumes Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 1260 Cerebrovascular disease modified ABC/2, haemorrhage volume was significantly lower
for regular-shaped haemorrhages when compared with ABC/2
(by 2.2 cm3) and SAS (by 2.4 cm3) (table 5 and figure 5); the
difference was greater with larger irregular-shaped haemor-
rhages (between standard ABC/2 and modified ABC/2 by
4.8 cm3 and SAS and modified ABC/2 by 4.9 cm3). When com-
pared by shape, ICH volume calculated by standard ABC/2 did
not differ from that measured by SAS (figure 5). IVH volume and severity
I
b
f Intraobserver agreement for assessment of IVH volume on base-
line scans from 49 patients was excellent (ICC 0.98–0.99)
whether using the Graeb score, modified Graeb score or SAS
(see online supplementary table III). The Graeb and modified
Graeb scores were highly correlated with each other (rs=0.88,
p<0.01). Both were also highly correlated with measured IVH
volume using the SAS method: Graeb, (rs=0.73, p<0.01);
modified Graeb (rs=0.72, p<0.01). measured by standard ABC/2 and SAS when compared by ICH
visual size categorisation (figure 4). There was good agreement between the adjudicators across
ICH visual size categories (n=47, ICC 0.82, p<0.001) (see
online supplementary table I) using the ordered categorical scale
(<3, 3–4.9, 5–8, >8 cm)19 and strong agreement between the
visual size category and the observer’s largest measured diameter
in the axial plane ‘A’ (ICC 0.71, p<0.001) (see online supple-
mentary table II). Comparison of ICH volume by ABC/2, modified ABC/2 to SAS
We performed a non-systematic review to compare our study
with previously published work comparing ABC/2, modified
ABC/2 and SAS volume measures in ICH10–14 27–30 (see online
supplementary figures S4–S7). Some studies used the standard ABC/2 formula while others
used variations of it;10 11 Gebel et al11 used the central haemor-
rhage slice to measure the largest diameter ‘A’ and found higher
volumes computed by ABC/2 when compared to SAS. With
regard to shape, three studies studied errors in warfarin-related
haemorrhage due to higher frequencies of irregular shape.12–14 ICH volume
l Table 2
Comparison by two observers of different methods for
measuring haemorrhage volume (cm3) on CT scans: ABC/2 versus
modified ABC/2 versus SAS
Haematoma volume
Difference
p Value
ICC
Observer 1
n=548
ABC/2
12.77 (16.32)
Modified ABC/2
8.90 (9.21)
3.96
<0.0001
0.84
ABC/2
12.77 (16.32)
SAS
12.76 (13.06)
−0.01
1.00
SAS
12.76 (13.06)
Modified ABC/2
8.90 (9.21)
3.97
<0.0001
Observer 2
n=193
ABC/2
12.05 (12.40)
Modified ABC/2
9.70 (10.05)
2.67
<0.0001
0.96
ABC/2
12.05 (12.40)
SAS
11.08 (11.38)
0.05
0.89
SAS
11.08 (11.38)
Modified ABC/2
9.70 (10.05)
1.38
<0.0001
Data are mean (SD), difference (Δ) in haemorrhage volume between ABC/2 and SAS
and ICC. ICC, intraclass correlation coefficient; SAS, semiautomated segmentation. ICH shape and density in patients with no IVH
Intra-agreements and interagreements were both ‘good’ for
visual assessments of haemorrhage shape: intraobserver ICC
0.88 (see online supplementary table III), interobserver ICC
0.75 (n=47) (see online supplementary table IV); and density:
intraobserver ICC 0.86, interobserver ICC 0.73. Intra-observer
ICC was 0.53 for calculated shape index and 0.86 for density
index (see online supplementary table III). DISCUSSION Huttner et al12 showed that volumes of regular shaped haema-
tomas using ABC/2 were significantly increased in regular and
irregular shaped haemorrhages. However, the large slice thick-
ness used during CT image acquisition in this study may have
produced significant errors during calculation.12 To the best of our knowledge, this is the first study that com-
pares several methods for assessing volume of spontaneous ICH
and IVH volume on CT scanning and tests the effect of haema-
toma shape and regularity on these measures. The major find-
ings are as follows: (1) Agreement within and between observers
was excellent for measures of haemorrhage volume (ABC/2,
modified ABC/2, SAS) and other haemorrhage parameters
(visual categorisation by maximum length, description of shape,
density and IVH); (2) haemorrhage volumes measured by modi-
fied ABC/2 were significantly lower than those measured by
ABC/2 and SAS planimetry; the discrepancy increased as the
haematoma size became larger; (3) larger haemorrhages were
significantly more irregular in shape; (4) agreement was good
between visual size categorisation and measured computerised To the best of our knowledge, this is the first study that com-
pares several methods for assessing volume of spontaneous ICH
and IVH volume on CT scanning and tests the effect of haema-
toma shape and regularity on these measures. The major find-
ings are as follows: (1) Agreement within and between observers
was excellent for measures of haemorrhage volume (ABC/2,
modified ABC/2, SAS) and other haemorrhage parameters
(visual categorisation by maximum length, description of shape,
density and IVH); (2) haemorrhage volumes measured by modi-
fied ABC/2 were significantly lower than those measured by
ABC/2 and SAS planimetry; the discrepancy increased as the
haematoma size became larger; (3) larger haemorrhages were
significantly more irregular in shape; (4) agreement was good
between visual size categorisation and measured computerised This review comparing all three methods showed that the
ABC/2 formula tended to marginally overestimate the ICH
volume, but there was no absolute significant difference com-
pared to SAS (see online supplementary figure S4); when
assessed by variability in haemorrhage shape, the results follow
the same sequence (see online supplementary figure S5). By
comparison, ICH volumes computed using modified ABC/2 are
significantly smaller when compared with SAS; the difference is
greater as the haemorrhage sizes became larger and more irregu-
lar (see online supplementary figures S6 and S7). ICH volume and shape The most common shape was irregular (64%), followed by
regular ICH. Small ICHs (5.5–8.06 cm3) were more regularly
shaped than larger haemorrhages (p<0.0001) (table 5). Using Figure 1
The Bland–Altman plot for
assessment of variation in estimating
haematoma volume between modified
ABC/2 and standard ABC/2 (n=548),
r2=0.64, p<0.0001. The continuous
and dotted lines represent the
regression lines. The slope of the
best-fit regression line gradient was
−0.44 (p<0.0001). Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845
1261 Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 Figure 2
The Bland–Altman plot for
assessment of variation in estimating
haematoma volume between modified
ABC/2 and semiautomatic
segmentation (n=548), r2=0.45,
p<0.0001. The continuous and dotted
lines represent the regression lines. The
slope of the best-fit regression line was
−0.36 (p<0.0001). Cerebrovascular disease DISCUSSION Figure 3
The Bland–Altman plot for
assessment of variation in estimating
haematoma volume (n=548) using
ABC/2 and semiautomatic
segmentation (n=548), r2=0.03,
p<0.0001. The continuous and dotted
lines represent the regression lines. The
slope of the best-fit regression line was
0.02 (p<0.0001). 1262
Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 1262 Cerebrovascular disease Table 3
Intraobserver comparison for two observers of haemorrhage size (n=47, 34 scans, respectively) on baseline CT scans from patients
with ICH
Difference (p)
ICC
Difference (p)
ICC
Observer
1
2
Measurement
1
2
1
2
Modified ABC/2 (cm3)
8.67 (8.34)
9.10 (8.34)
0.43 (0.80)
0.97
16.88 (14.60)
16.90 (14.63)
0.016 (0.97)
0.95
ABC/2 (cm3)
10.42 (10.28)
10.98 (10.79)
−0.55
0.97
20.97 (19.32)
20.15 (17.98)
0.82 (0.39)
0.96
SAS (cm3)
11.11 (10.38)
11.69 (10.99)
0.58 (0.80)
0.98
19.41 (15.32)
19.42 (15.51)
−0.11 (0.87)
0.99
Diameter (A) (cm)
3.41 (1.28)
3.37 (1.31)
0.04 (0.89)
0.98
3.89 (1.48)
4.01 (1.45)
−0.12 (0.43)
0.96
Data are mean (SD), difference in means, and ICC. ICC, intraclass correlation coefficient; ICH, intracerebral haemorrhage; SAS, semiautomatic segmentation volume. instance, it was difficult to set segmentation parameters to iden-
tify a haemorrhage that was adjacent to the bone; and the
threshold may miss an area of haemorrhage. Additionally, the
threshold method will not account for oedema associated with
the ICH, which increases the mass effect; thus, the space-
occupying effect of the ICH may be much larger than its mea-
sured hyperattenuated area. As segmentation is semiautomatic,
it is feasible to adjust manually for errors if they are apparent,
although any adjustment may be subjective. All images require
visual checking and manual correction; failure to do this would
result in erroneous measurements. The problem is compounded
by more irregular spontaneous haemorrhages, for example, due
to amyloid, in anticoagulant-associated bleeds and in traumatic
haematomas, where typically lesions are irregular, of varied
attenuation and often next to the bone. measurement of maximum haemorrhage diameter; (5) attempts
to perform a fully automated volume measurement method
failed in more than 95% of patients, as the software was unable
to work with scans in which slice thicknesses varied. The sources of error that effect variation between ABC/2 and
SAS merit consideration. First, the largest diameter of haemor-
rhage was measured in the axial plane but this may not be the
largest ICH diameter, which may also have contributed to dif-
ferences between ‘A’ and the visual size categorisation. DISCUSSION Sucu
et al31 suggested using the maximum length and width not
necessarily on the same slice and found better correlation
between ABC/2 and SAS. However, this adaptation applies only
to chronic subdural haematomas which differ from spontaneous
haemorrhages by extending to the cranial vault and being cres-
centic.31 Second, when using ABC/2, the scan plane is measured
through AB/2, the formula for the area of a triangle. However, a
triangle is not necessarily the most appropriate description of a
haematoma. Last, standard ABC/2 approximates the haematoma
volume as an ellipsoid with all three axes extending in three per-
pendicular directions9; to compensate for the varying slice
thickness, ‘C’ is derived by multiplying the number of slices of
which the haematoma is seen by the slice thickness in centi-
metres. For the modified ABC/2, ‘C’ does not include slices if
the area of the haemorrhage is less than 25% of the largest
area,10 an approach that has no theoretical justification. Hence,
this method does not estimate all three Cartesian coordinates of
the ellipsoid. Since the modified ABC/2 method underestimated
the ICH volume (by 2–4 cm3), and small differences in volume
equate to the variation in outcome,32 the modified ABC/2
method cannot be recommended. Further, modern CT scanners
provide thin slices and the ability to directly measure ‘C’,
thereby eliminating the need for approximating slice areas.33 34 In this series of patients with spontaneous ICH, a high pro-
portion (64%) of irregular-shaped haemorrhages were found. The effectiveness of the ABC/2 method has been validated in
regular, oval-shaped haemorrhages but researchers have doubted
its accuracy in complex irregular haemorrhages (eg, as seen with
warfarin or in large or amyloid-related haemorrhage) and those
with intraventricular extension.12 35 It has been suggested that
adjusting the denominator from 2 to 3 in ABC/2 in irregularly
shaped haematomas may produce more accurate measures, but
this concept is yet to be supported.12 14 Combining the present
and published findings,29 it may be postulated that as the haem-
orrhage became more irregular, the surface area and volume
changes more than the largest diameter. Hence, the area of the
largest haemorrhage slice may be more representative of the
total haemorrhage size than its diameter. Cerebrovascular disease Figure 4
Box plots of intracerebral
haemorrhage (ICH) volumes (n=548)
by visually estimated size and
corresponding volume measured by
ABC/2, modified ABC/2 and
semiautomatic segmentation (SAS). The difference between modified ABC/
2 versus standard ABC/2 and modified
ABC/2 versus SAS increases as the size
category increases and is present in all
four size categories (<3 (p<0.0001),
3–5 (p<0.001), 5–8 (p<0.0001) and
>8 (p<0.0001)). There was no
significant difference between standard
ABC/2 and SAS in all four size
categories. increases the potential for errors. Furthermore, observers may
have chosen slightly different window settings. Additionally,
although the observers were all trained in using OsiriX, accuracy
in measurement does depend on operator experience.33 36 volume of an irregular haemorrhage may be better estimated
using SAS. This finding is important since irregular shape hae-
morrhages are more likely to expand and affect morbidity and
mortality.15 Our study is novel in design as it compares two commonly used
methods ABC/2 and the modified formula (25%/75% distinction)
with
computer-assisted
SAS
and
pragmatic
visual
scoring. Moreover, haemorrhage shape was incorporated in the analysis so
that the source of error within each individual measurement
method was assessed further. Our results show good compatibility
between ABC/2 and computer-assisted SAS, irrespective of haema-
toma shape and poor approximation using modified ABC/2. When comparing haemorrhage size on the basis of its longest
measured diameter (‘A’ in ABC/2) with an adjudicated visual cat-
egorisation, there was ‘strong’ agreement, within the adjudica-
tors and between the observers and adjudicators, with ICC
0.72. Hence, it is unsurprising that the visual category versus
the largest measured axial diameter has a slightly lower agree-
ment than some of the other measured values. Note that the
visual categorisation assigns an ordinal value based on the
largest size in any plane, not just the axial plane, and thus is not
the same as a linear measure of largest axial diameter. There are several potential explanations for variation in inter-
observer performance. Thinner slices may produce more accur-
ate volume measurement,33 34 although the scans were identical
for each observer. DISCUSSION As a result, the true Table 5
Comparison of volumes (cm3) using ABC/2, modified
ABC/2 and semiautomated segmentation (SAS) (n=548) by
haematoma shape
Haematoma
volume
Difference
(Δ)
p value
Regular (1,2)
n=198
ABC/2
8.06 (10.43)
Modified ABC/2
5.56 (6.31)
2.51
<0.0001
ABC/2
8.06 (10.43)
SAS
7.77 (8.75)
0.29
0.20
SAS
7.77 (8.75)
Modified ABC/2
5.56 (6.31)
2.21
<0.0001
Irregular
(3,5)
n=350
ABC/2
15.48 (18.37)
Modified ABC/2
10.66 (10.07)
4.81
<0.0001
ABC/2
15.48 (18.37)
SAS
15.62 (14.22)
−0.14
0.82
SAS
15.62 (14.22)
Modified ABC/2
10.66 (10.07)
4.96
<0.0001
Data are mean (SD), difference (Δ) in volume and p value. Table 5
Comparison of volumes (cm3) using ABC/2, modified
ABC/2 and semiautomated segmentation (SAS) (n=548) by
haematoma shape Although computer-assisted methods are considered the gold
standard for volume measure,1 11 12 35 the SAS method was
i
i
d
i
h i
ll
h ll
i
F Although computer-assisted methods are considered the gold
standard for volume measure,1 11 12 35 the SAS method was
time consuming and at times technically challenging. For standard for volume measure,
the SAS method was
time consuming and at times technically challenging. For Table 4
Interobserver comparison for two (observer 1 and 2;
n=193 scans) of haemorrhage volume (cm3) on CT scans from
patients with intracerebral haemorrhage (ICH)
Observer
1
2
Difference (Δ)
ICC
ABC/2
10.58 (10.20)
12.05 (12.40)
−1.40
0.88
Modified ABC/2
8.42 (8.53)
9.70 (10.05)
−1.3
0.91
SAS
12.02 (12.05)
11.08 (11.38)
0.95
0.93
Data are mean (SD), difference (Δ) in haemorrhage volumes and ICC. ICC, intraclass correlation coefficient; SAS, semiautomatic segmentation. Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jn 1263 Figure 4
Box plots of intracerebral
haemorrhage (ICH) volumes (n=548)
by visually estimated size and
corresponding volume measured by
ABC/2, modified ABC/2 and
semiautomatic segmentation (SAS). The difference between modified ABC/
2 versus standard ABC/2 and modified
ABC/2 versus SAS increases as the size
category increases and is present in all
four size categories (<3 (p<0.0001),
3–5 (p<0.001), 5–8 (p<0.0001) and
>8 (p<0.0001)). There was no
significant difference between standard
ABC/2 and SAS in all four size
categories. Cerebrovascular disease REFERENCES 1
Broderick JP, Brott TG, Duldner JE, et al. Volume of intracerebral hemorrhage. A powerful and easy-to-use predictor of 30-day mortality. Stroke 1993;24:
987–93. 2
Wada R, Aviv RI, Fox AJ, et al. CT angiography “spot sign” predicts hematoma
expansion in acute intracerebral hemorrhage. Stroke 2007;38:1257–62. 3
Almandoz JED, Yoo AJ, Stone MJ, et al. Systematic characterization of the
computed tomography angiography spot sign in primary intracerebral hemorrhage
identifies patients at highest risk for hematoma expansion the spot sign score. Stroke 2009;40:2994–3000. In conclusion, the modified ABC/2 formula significantly under-
estimates haemorrhage volume when compared to standard ABC/
2 and computer assisted semiautomated segmentation (SAS) the
difference increased as haematoma volume became larger and
more irregular in shape. Most relevant for clinicians, our results
show that the standard ABC/2 method offers more accurate quan-
tification of ICH volume by the bedside. Although SAS is consist-
ent
and
reliable,
the
method
is
slow,
reliant
on
manual
correction, advanced software and likely to cause delay in clinical
decision-making often in emergency situations. Further research
is required to create a faster computerised volumetric model for
accurate and reliable measurement of haematomas in the clinical
setting. Visual assessment using an ordered categorical scale has
the strength of providing an ‘instant’ marker of haemorrhage size
in the acute situation and can be applied in the absence of meas-
urement tools and historical cut film data, and where very large
study sizes or very moved images preclude computer based ABC/
2 or SAS measurements. This study importantly shows that haem-
orrhage characteristics can be reliably measured as accuracy is
pivotal to clinical trials in which ICH volume change may be a
surrogate end point. 4
Mendelow AD, Gregson BA, Fernandes HM, et al. Early surgery versus initial
conservative treatment in patients with spontaneous supratentorial intracerebral
haematomas in the International Surgical Trial in Intracerebral Haemorrhage
(STICH): a randomised trial. Lancet 2005;365:387–97. 5
Mayer SA, Brun NC, Broderick J, et al. Safety and feasibility of recombinant factor
VIIa for acute intracerebral hemorrhage. Stroke 2005;36:74–9. 6
Lees KR, Bath PMW, Schellinger PD, et al. Contemporary outcome measures in
acute stroke research: choice of primary outcome measure. Stroke
2012;43:1163–70. 7
Anderson CS, Huang Y, Wang JG, et al. Intensive blood pressure reduction in acute
cerebral haemorrhage trial (INTERACT): a randomised pilot trial. Lancet Neurol
2008;7:391–9. 8
Mayer SA, Brun NC, Begtrup K, et al. Provenance and peer review Not commissioned; externally peer reviewed. Provenance and peer review Not commissioned; externally peer reviewed. Open Access This is an Open Access article distributed in accordance with the
terms of the Creative Commons Attribution (CC BY 4.0) license, which permits
others to distribute, remix, adapt and build upon this work, for commercial use,
provided the original work is properly cited. See: http://creativecommons.org/
licenses/by/4.0/ REFERENCES Efficacy and safety of recombinant activated
factor VII for acute intracerebral hemorrhage. N Engl J Med 2008;358:2127–37. 9
Kwak R, Kadoya S, Suzuki T. Factors affecting the prognosis in thalamic
hemorrhage. Stroke 1983;14:493–500. 10
Kothari RU, Brott T, Broderick JP, et al. The ABCs of measuring intracerebral
hemorrhage volumes. Stroke 1996;27:1304–5. 11
Gebel JM, Sila CA, Sloan MA, et al. Comparison of the ABC/2 estimation
technique to computer-assisted volumetric analysis of intraparenchymal and
subdural hematomas complicating the GUSTO-1 trial. Stroke 1998;29:
1799–801. 11
Gebel JM, Sila CA, Sloan MA, et al. Comparison of the ABC/2 estimation
technique to computer-assisted volumetric analysis of intraparenchymal and
subdural hematomas complicating the GUSTO-1 trial. Stroke 1998;29:
1799–801. 12
Huttner HB, Steiner T, Hartmann M, et al. Comparison of ABC/2 estimation
technique to computer-assisted planimetric analysis in warfarin-related intracerebra
parenchymal hemorrhage. Stroke 2006;37:404–8. 12
Huttner HB, Steiner T, Hartmann M, et al. Comparison of ABC/2 estimation
technique to computer-assisted planimetric analysis in warfarin-related intracerebral
parenchymal hemorrhage. Stroke 2006;37:404–8. Acknowledgements The authors thank the investigators and patients who
participated in ENOS. Acknowledgements The authors thank the investigators and patients who
participated in ENOS. Funding ENOS was funded by the UK BUPA Foundation and Medical Research
Council (G0501797). PMWB is The Stroke Association Professor of Stroke Medicine. JMW received funding from the Scottish Funding Council and Chief Scientist Office
SINAPSE Collaboration (Scottish Imaging Network, A Platform for Scientific
Excellence, http://www.sinapse.ac.uk). This study has several strengths including the use of multiple
assessors,
multiple
methods
for
assessing
haemorrhage
characteristics, and a large data set. To minimise measurement
error, observers were trained to use the OsiriX software for
measuring brain CT scan parameters and in recognition of hae-
morrhages. Similarly, CT adjudicators were experienced neuror-
adiologists. Multiple observers were used to allow measurement
of intraobserver and interobserver variation. The data set
involved patients from five continents and so the findings have
excellent external validity. Contributors The study was conceived by KK and PMB with imaging guidance led
by JMW. KK wrote and prepared the first draft of the manuscript with input from
the writing committee, all of whom approve for the final version of the manuscript
to submitted and agree to be accountable for all aspects of the work undertaken in
this research project. Cerebrovascular disease Alternatively, each additional slice to measure g
Our study also shows that qualitative descriptors of haemor-
rhage characteristics of haemorrhage shape, density, presence of Figure 5
Box plots of intracerebral
haemorrhage (ICH) volumes (n=548)
by visually assessed shape and
corresponding volume assessed by
ABC/2, modified ABC/2 and
semiautomatic segmentation (SAS)
show: (1) larger ICHs are irregular in
shape (p<0.0001); (2) the mean
difference between modified ABC/2
versus standard ABC/2 and modified
ABC/2 versus SAS increased as the
haematoma shape became more
irregular (p<0.0001). No significant
difference was observed between
standard ABC/2 and SAS. 1264
Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 1264 Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 Competing interests None declared. Ethics approval UK and local research ethics committees in each participating
country. Nevertheless, the study has three significant limitations. First, the
data come from a randomised controlled trial in acute stroke. Trial
exclusion criteria can limit the type of patients (and therefore vari-
ation in haemorrhage) so that the data set studied here did not
include patients with normal/low blood pressure, GCS<8, or
without motor signs. As a result, patients with very large haema-
toma were under-represented. Second, the time from stroke onset
to neuroimaging was relatively long (median 4.2 h), reflecting that
the ENOS protocol allowed enrolment up to 48 h after stroke. Hence, ICH on later scans may already have developed some
peri-ICH oedema. Finally, just over 25% of the patients had meas-
urable IVH, and therefore the results do not represent a population
where IVH is more frequent. The failure to get a fully automated
volume measure in 95% of scans may be less of a problem with
other software that can handle scans of variable slice thickness. Ethics approval UK and local research ethics committees in each participating
country. Cerebrovascular disease Cerebrovascular disease IVH using the Graeb and modified Graeb scores can be reliably
measured and are reproducible. IVH using the Graeb and modified Graeb scores can be reliably
measured and are reproducible. 5Department of Neuroradiology, Nottingham University Hospitals, Queen’s Medical
Centre, Nottingham, UK 6Stroke Centre, Ospedale Sacro Cuore Via Sempreboni, Verona, Italy
7Division of Neuroimaging Sciences, Centre for Clinical Brain Sciences, Western
General Hospital, Edinburgh, UK Of note, when measuring density heterogeneity, we used only
the coefficient of variation (cv), whereas Barras used four add-
itional measures (although these were apparently inferior to
cv).23 Calculation of shape index using parameters obtained
from the windowed haemorrhage had a low ICC of 0.53. When
this result is held in context with similar computed volumes, it
could be interpreted that the observer chose different threshold
settings which explain the source of variability. Correction notice Since this paper was first published online Lesley A Cala and
Jennifer L Becker have been added as authors. Cerebrovascular disease 16
Graeb DA, Robertson WD, Lapointe JS, et al. Computed tomographic diagnosis of
intraventricular hemorrhage- etiology and prognosis. Radiology 1982;143:91–6. 27
Wang CW, Juan CJ, Liu YJ, et al. Volume-dependent overestimation of spontaneous
intracerebral hematoma volume by the ABC/2 formula. Acta Radiol 2009;50:306–11. g
gy
p g
gy
17
Morgan T, Dawson J, Spengler D, et al. The modified Graeb score an enhanced tool
for intraventricular hemorrhage measurement and prediction of functional outcome. Stroke 2013;44:635–41. y
28
Maeda AK, Aguiar LZ, Martins C, et al. Hematoma volumes of spontaneous
intracerebral hemorrhage: the ellipse (ABC/2) method yielded volumes smaller than
those measured using the planimetric method. Arquivod de Neuro-Psiquiatria
2013;71:540–4. 18
The ENOS Trial Investigators. Glyceryl trinitrate vs. control, and continuing vs. stopping temporarily prior antihypertensive therapy, in acute stroke: rationale and
design of the Efficacy of Nitric Oxide in Stroke (ENOS) trial (ISRCTN99414122). Int J
Stroke 2006;1:245–9. 29
Yang W, Feng Y, Zhang Y, et al. Volume quantification of acute infratentorial
hemorrhage with computed tomography: validation of the formula 1/2ABC and 2/
3SH. PLoS ONE 2013;8:e62286. 19
Wardlaw JM, Sellar R. A simple practical classification of cerebral infarcts on CT and
its interobserver reliability. Am J Neuroradiol 1994;15:1933–9. 30
Zhao KJ, Liu Y, Zhang RY, et al. A precise, simple, convenient and new method for
estimation of intracranial hematoma volume-the formula 2/3sh. Neurol Res
2009;31:1031–6. 20
Sandercock P, Lindley R, Wardlaw J, et al. Third international stroke trial (ist-3) of
thrombolysis for acute ischaemic stroke. Trials 2008;9:37. 31
Sucu HK, Gokmen M, Gelal F. The value of XYZ/2 technique compared with
computer-assisted volumetric analysis to estimate the volume of chronic subdural
hematoma. Stroke 2005;36:998–1000. y
21
Rosset A, Spadola L, Ratib O. OsiriX: an open-source software for navigating in
multidimensional DICOM images. J Digit Imaging 2004;17:205–16. 32
Brott T, Broderick J, Kothari R, et al. Early hemorrhage growth in patients with
intracerebral hemorrhage. Stroke 1997;28:1–5. 22
Pabst W, Gregerova E. Characterisation of particle and particle systems. Prague: ICT,
2007;27–29. 23
Barras CD, Tress BM, Christensen S, et al. Quantitative CT densitometry for
predicting intracerebral hemorrhage growth. Am J Neuroradiol 2013;34:1138–44. 33
Divani AA, Majidi S, Luo X, et al. The ABCs of accurate volumetric measurement of
cerebral hematoma. Stroke 2011;42:1569–74. 34
Prionas ND, Ray S, Boone JM. Volume assessment accuracy in computed
tomography: a phantom study. J Appl Clin Med Phys 2010;11:3037. 24
Shrout P, Fleiss J. Author affiliations
1
k
f 13
Freeman WD, Barrett KM, Bestic JM, et al. Computer-assisted volumetric analysis
compared with ABC/2 method for assessing warfarin-related intracranial
hemorrhage volumes. Neurocrit Care 2008;9:307–12. 13
Freeman WD, Barrett KM, Bestic JM, et al. Computer-assisted volumetric analysis
compared with ABC/2 method for assessing warfarin-related intracranial
hemorrhage volumes. Neurocrit Care 2008;9:307–12. 1Stroke, Division of Clinical Neuroscience, University of Nottingham, Nottingham, UK
2School of Pathology and Laboratory Medicine, The University of Western Australia,
Nedlands, Australia
3 1Stroke, Division of Clinical Neuroscience, University of Nottingham, Nottingham, UK
2School of Pathology and Laboratory Medicine, The University of Western Australia,
Nedlands, Australia g
14
Sheth KN, Cushing TA, Wendell L, et al. Comparison of hematoma shape and
volume estimates in warfarin versus non-warfarin-related intracerebral hemorrhage. Neurocrit Care 2010;12:30–4. 14
Sheth KN, Cushing TA, Wendell L, et al. Comparison of hematoma shape and
volume estimates in warfarin versus non-warfarin-related intracerebral hemorrhage. Neurocrit Care 2010;12:30–4. 3Department of Medical Imaging, College of Medicine, The University of Arizona,
Arizona, USA 3Department of Medical Imaging, College of Medicine, The University of Arizona,
Arizona, USA 4Radiological Sciences Research Group, Division of Clinical Neuroscience, University
of Nottingham, Nottingham, UK 15
Barras CD, Tress BM, Christensen S, et al. Density and shape as CT predictors of
intracerebral hemorrhage growth. Stroke 2009;40:1325–31. Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845 1265 Cerebrovascular disease Intraclass correlations: uses in assessing rater reliability. Psychol
Bull 1979;86:420–8. 25
ENOS Investigators. Baseline characteristics of the 4011 patients recruited into the
“efficacy of Nitric Oxide in Stroke (ENOS) trial. Int J Stroke 2014;9:711–20. 35
Kosior J, Idris S, Dowlatshahi D, et al. Quantomo: validation of a computer-assisted
methodology for the volumetric analysis of intracerebral haemorrhage. Int J Stroke
2011;6:302–5. 26
Bath PMW, Woodhouse L, Scutt P, et al. Management of high blood pressure in
acute stroke: efficacy of Nitric Oxide in Stroke (ENOS), a partial-factorial randomised
controlled trial. Lancet 2014. Published online 22 Oct 2014 http://dx.doi.org/
10.1016/ S0140-6736(14)61121-1 36
Hussein HM, Tariq NA, Palesch YY, et al. Reliability of hematoma volume
measurement at local sites in a Multicenter Acute Intracerebral Hemorrhage
Clinical Trial. Stroke 2013;44:237–9. 1266 Krishnan K, et al. J Neurol Neurosurg Psychiatry 2015;86:1258–1266. doi:10.1136/jnnp-2014-309845
|
W1581144881.txt
|
https://journals.iucr.org/e/issues/2009/08/00/hk2730/hk2730.pdf
|
en
|
2-[2-(Methylsulfonyl)ethyl]isoindoline-1,3-dione
|
Acta crystallographica. Section E
| 2,009
|
cc-by
| 2,046
|
organic compounds
Acta Crystallographica Section E
Mo K radiation
= 0.29 mm1
T = 294 K
0.20 0.10 0.10 mm
b = 17.766 (4) Å
c = 8.9940 (18) Å
= 112.31 (3)
V = 1123.9 (5) Å3
Z=4
Structure Reports
Online
ISSN 1600-5368
Data collection
2-[2-(Methylsulfonyl)ethyl]isoindoline1,3-dione
Qiong Tang, Qi Feng, Jian Xu and Cheng Yao*
Department of Applied Chemistry, College of Science, Nanjing University of
Technology, Xinmofan Road No. 5 Nanjing, Nanjing 210009, People’s Republic of
China
Correspondence e-mail: yaocheng@njut.edu.cn
Received 28 June 2009; accepted 3 July 2009
Key indicators: single-crystal X-ray study; T = 294 K; mean (C–C) = 0.004 Å;
R factor = 0.048; wR factor = 0.144; data-to-parameter ratio = 13.2.
Enraf–Nonius CAD-4
diffractometer
Absorption correction: scan
(North et al., 1968)
Tmin = 0.944, Tmax = 0.972
2182 measured reflections
2027 independent reflections
1567 reflections with I > 2(I)
Rint = 0.030
3 standard reflections
frequency: 120 min
intensity decay: 1%
Refinement
R[F 2 > 2(F 2)] = 0.048
wR(F 2) = 0.144
S = 1.01
2027 reflections
154 parameters
H-atom parameters constrained
max = 0.23 e Å3
min = 0.35 e Å3
Table 1
Hydrogen-bond geometry (Å, ).
In the molecule of the title compound, C11H11NO4S, the
isoindoline ring system is almost planar with a maximum
deviation of 0.008 (3)Å. In the crystal structure, intermolecular C—H O interactions link the molecules into a
three-dimensional network. – contacts between the isoindoline rings [centroid–centroid distances = 3.592 (1) and
3.727 (1) Å] may further stabilize the structure.
Related literature
For a related structure, see: Kilburn et al. (2007). For bondlength data, see: Allen et al. (1987).
D—H A
i
C1—H1A O3
C11—H11A O1ii
D—H
H A
D A
D—H A
0.93
0.96
2.34
2.51
3.189 (5)
3.463 (4)
152
175
Symmetry codes: (i) x þ 1; y þ 1; z þ 1; (ii) x 1; y þ 12; z 12.
Data collection: CAD-4 Software (Enraf–Nonius, 1989); cell
refinement: CAD-4 Software; data reduction: XCAD4 (Harms &
Wocadlo, 1995); program(s) used to solve structure: SHELXS97
(Sheldrick, 2008); program(s) used to refine structure: SHELXL97
(Sheldrick, 2008); molecular graphics: ORTEP-3 for Windows
(Farrugia, 1997); software used to prepare material for publication:
SHELXL97 and PLATON (Spek, 2009).
Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: HK2730).
References
Experimental
Crystal data
Monoclinic, P21 =c
a = 7.6030 (15) Å
C11H11NO4S
Mr = 253.27
o1932
Tang et al.
Allen, F. H., Kennard, O., Watson, D. G., Brammer, L., Orpen, A. G. & Taylor,
R. (1987). J. Chem. Soc. Perkin Trans. 2, pp. S1-19.
Enraf–Nonius (1989). CAD-4 Software. Enraf–Nonius, Delft, The Netherlands.
Farrugia, L. J. (1997). J. Appl. Cryst. 30, 565.
Harms, K. & Wocadlo, S. (1995). XCAD4. University of Marburg, Germany.
Kilburn, J. P., Andersen, H. S., Kampen, G. C. T. & Ebdrup, S. (2007). PCT Int.
Appl. WO 2007051811.
North, A. C. T., Phillips, D. C. & Mathews, F. S. (1968). Acta Cryst. A24, 351–
359.
Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122.
Spek, A. L. (2009). Acta Cryst. D65, 148–155.
doi:10.1107/S160053680902580X
Acta Cryst. (2009). E65, o1932
supporting information
supporting information
Acta Cryst. (2009). E65, o1932
[doi:10.1107/S160053680902580X]
2-[2-(Methylsulfonyl)ethyl]isoindoline-1,3-dione
Qiong Tang, Qi Feng, Jian Xu and Cheng Yao
S1. Comment
The title compound is an important pharmaceutical intermediate, which is used in treatment of metabolic syndrome. As
part of our studies in this area, we report herein the crystal structure of the title compound.
In the molecule of the title compound (Fig 1), the bond lengths (Allen et al., 1987) and angles are within normal ranges.
Rings A (N/C4-C7) and B (C1-C4/C7/C8) are, of course, planar and the dihedral angle between them is A/B = 0.61 (3)°.
The isoindoline ring system is planar with a maximum deviation of -0.008 (3) Å for atom N.
In the crystal structure, intermolecular C-H···O interactions (Table 1) link the molecules into a three-dimensional
network, in which they may be effective in the stabilization of the structure. The π–π contacts between the isoindoline
rings, Cg1—Cg2i and Cg2—Cg2ii [symmetry codes: (i) 2 - x, -y, 2 - z, (ii) 1 - x, -y, 2 - z, where Cg1 and Cg2 are
centroids of the rings A (N/C4-C7) and B (C1-C4/C7/C8), respectively] may further stabilize the structure, with centroidcentroid distances of 3.592 (1) and 3.727 (1) Å, respectively.
S2. Experimental
The title compound was prepared according to the literature method (Kilburn et al., 2007). Crystals suitable for X-ray
analysis were obtained by dissolving the title compound (0.1 g) in acetone (25 ml) and evaporating the solvent slowly at
room temperature for about 7 d.
S3. Refinement
H atoms were positioned geometrically with C-H = 0.93, 0.97 and 0.96 Å for aromatic, methylene and methyl H atoms,
respectively, and constrained to ride on their parent atoms, with Uiso(H) = xUeq(C), where x = 1.5 for methyl H and x = 1.2
for all other H atoms.
Acta Cryst. (2009). E65, o1932
sup-1
supporting information
Figure 1
The molecular structure of the title molecule, with the atom-numbering scheme.
2-[2-(Methylsulfonyl)ethyl]isoindoline-1,3-dione
Crystal data
C11H11NO4S
Mr = 253.27
Monoclinic, P21/c
Hall symbol: -P 2ybc
a = 7.6030 (15) Å
b = 17.766 (4) Å
c = 8.9940 (18) Å
β = 112.31 (3)°
V = 1123.9 (5) Å3
Z=4
F(000) = 528
Dx = 1.497 Mg m−3
Mo Kα radiation, λ = 0.71073 Å
Cell parameters from 25 reflections
θ = 9–13°
µ = 0.29 mm−1
T = 294 K
Block, colorless
0.20 × 0.10 × 0.10 mm
Data collection
Enraf–Nonius CAD-4
diffractometer
Radiation source: fine-focus sealed tube
Graphite monochromator
ω/2θ scans
Absorption correction: ψ scan
(North et al., 1968)
Tmin = 0.944, Tmax = 0.972
2182 measured reflections
2027 independent reflections
1567 reflections with I > 2σ(I)
Rint = 0.030
θmax = 25.3°, θmin = 2.3°
h = 0→9
k = 0→21
l = −10→9
3 standard reflections every 120 min
intensity decay: 1%
Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.048
wR(F2) = 0.144
S = 1.01
2027 reflections
154 parameters
Acta Cryst. (2009). E65, o1932
0 restraints
Primary atom site location: structure-invariant
direct methods
Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
sup-2
supporting information
(Δ/σ)max < 0.001
Δρmax = 0.23 e Å−3
Δρmin = −0.35 e Å−3
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.09P)2]
where P = (Fo2 + 2Fc2)/3
Special details
Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full
covariance matrix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and
torsion angles; correlations between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry.
An approximate (isotropic) treatment of cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes.
Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2,
conventional R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used
only for calculating R-factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2
are statistically about twice as large as those based on F, and R- factors based on ALL data will be even larger.
Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
S
O1
O2
O3
O4
N
C1
H1A
C2
H2A
C3
H3A
C4
C5
C6
C7
C8
H8A
C9
H9A
H9B
C10
H10A
H10B
C11
H11A
H11B
H11C
x
y
z
Uiso*/Ueq
0.44021 (11)
0.8805 (3)
0.7221 (3)
0.3992 (4)
0.5068 (4)
0.8004 (3)
0.7239 (5)
0.6981
0.7703 (5)
0.7765
0.8074 (4)
0.8368
0.7993 (4)
0.8318 (4)
0.7531 (4)
0.7534 (4)
0.7155 (4)
0.6854
0.8028 (4)
0.8480
0.8919
0.6092 (4)
0.6228
0.5626
0.2381 (5)
0.1381
0.2668
0.1978
0.29490 (4)
0.29528 (10)
0.50798 (11)
0.33791 (14)
0.21958 (12)
0.39124 (12)
0.55296 (19)
0.5972
0.4883 (2)
0.4901
0.42096 (18)
0.3774
0.42102 (15)
0.35948 (15)
0.46788 (15)
0.48617 (15)
0.55292 (16)
0.5963
0.34924 (16)
0.2986
0.3730
0.34476 (15)
0.3201
0.3954
0.29295 (18)
0.2665
0.2677
0.3435
0.03299 (8)
0.4407 (3)
0.1325 (3)
0.1503 (3)
0.0776 (3)
0.2541 (3)
0.6247 (4)
0.6679
0.7187 (4)
0.8239
0.6577 (4)
0.7197
0.5027 (3)
0.4035 (3)
0.2484 (3)
0.4094 (3)
0.4690 (4)
0.4066
0.1157 (3)
0.1496
0.0766
−0.0211 (3)
−0.1123
−0.0538
−0.1438 (4)
−0.1253
−0.2263
−0.1773
0.0425 (3)
0.0524 (6)
0.0555 (6)
0.0700 (7)
0.0662 (7)
0.0394 (6)
0.0582 (9)
0.070*
0.0584 (9)
0.070*
0.0496 (8)
0.060*
0.0397 (7)
0.0390 (6)
0.0398 (7)
0.0399 (7)
0.0495 (8)
0.059*
0.0447 (7)
0.054*
0.054*
0.0399 (7)
0.048*
0.048*
0.0541 (8)
0.081*
0.081*
0.081*
Acta Cryst. (2009). E65, o1932
sup-3
supporting information
Atomic displacement parameters (Å2)
S
O1
O2
O3
O4
N
C1
C2
C3
C4
C5
C6
C7
C8
C9
C10
C11
U11
U22
U33
U12
U13
U23
0.0537 (5)
0.0670 (15)
0.0708 (16)
0.0893 (18)
0.0747 (17)
0.0463 (14)
0.053 (2)
0.054 (2)
0.0470 (18)
0.0328 (15)
0.0365 (15)
0.0378 (15)
0.0336 (14)
0.0469 (18)
0.0505 (18)
0.0516 (17)
0.052 (2)
0.0383 (4)
0.0347 (12)
0.0379 (11)
0.0790 (17)
0.0441 (13)
0.0293 (12)
0.0501 (19)
0.072 (2)
0.0546 (19)
0.0393 (15)
0.0337 (15)
0.0293 (14)
0.0344 (15)
0.0367 (16)
0.0384 (16)
0.0323 (14)
0.057 (2)
0.0401 (4)
0.0607 (13)
0.0535 (13)
0.0613 (14)
0.0763 (16)
0.0421 (13)
0.077 (2)
0.057 (2)
0.0502 (18)
0.0475 (16)
0.0458 (16)
0.0483 (16)
0.0515 (17)
0.064 (2)
0.0490 (17)
0.0404 (15)
0.0540 (18)
−0.0056 (3)
0.0102 (10)
0.0018 (10)
−0.0205 (14)
−0.0027 (11)
0.0008 (10)
−0.0085 (15)
−0.0098 (17)
−0.0024 (14)
−0.0028 (11)
−0.0012 (12)
−0.0010 (12)
−0.0033 (12)
−0.0022 (13)
0.0016 (13)
−0.0016 (12)
−0.0038 (15)
0.0229 (3)
0.0302 (11)
0.0189 (11)
0.0507 (14)
0.0248 (13)
0.0161 (11)
0.0302 (18)
0.0289 (16)
0.0219 (14)
0.0158 (13)
0.0147 (12)
0.0117 (13)
0.0159 (13)
0.0199 (15)
0.0231 (14)
0.0227 (13)
0.0208 (16)
−0.0007 (3)
0.0087 (9)
0.0063 (10)
−0.0248 (12)
0.0196 (11)
−0.0030 (9)
−0.0260 (18)
−0.0198 (17)
0.0019 (14)
−0.0039 (12)
0.0020 (12)
−0.0003 (12)
−0.0065 (12)
−0.0097 (14)
−0.0025 (12)
0.0002 (11)
0.0012 (15)
Geometric parameters (Å, º)
S—O3
S—O4
S—C11
S—C10
O1—C5
N—C5
N—C6
N—C9
C1—C8
C1—C2
C1—H1A
O2—C6
C2—C3
C2—H2A
C3—C4
1.430 (2)
1.433 (2)
1.743 (3)
1.774 (3)
1.207 (3)
1.392 (3)
1.404 (3)
1.457 (3)
1.377 (5)
1.391 (5)
0.9300
1.210 (3)
1.389 (4)
0.9300
1.371 (4)
C3—H3A
C4—C7
C4—C5
C6—C7
C7—C8
C8—H8A
C9—C10
C9—H9A
C9—H9B
C10—H10A
C10—H10B
C11—H11A
C11—H11B
C11—H11C
0.9300
1.394 (4)
1.490 (4)
1.483 (4)
1.376 (4)
0.9300
1.520 (4)
0.9700
0.9700
0.9700
0.9700
0.9600
0.9600
0.9600
O3—S—O4
O3—S—C10
O3—S—C11
O4—S—C10
O4—S—C11
C11—S—C10
C5—N—C6
C5—N—C9
C6—N—C9
116.42 (16)
108.61 (14)
108.68 (16)
109.11 (14)
109.42 (15)
103.86 (15)
112.1 (2)
124.3 (2)
123.5 (2)
N—C6—C7
C8—C7—C4
C8—C7—C6
C4—C7—C6
C7—C8—C1
C7—C8—H8A
C1—C8—H8A
N—C9—C10
N—C9—H9A
105.8 (2)
121.5 (3)
130.2 (3)
108.2 (2)
117.4 (3)
121.3
121.3
113.3 (2)
108.9
Acta Cryst. (2009). E65, o1932
sup-4
supporting information
C8—C1—C2
C8—C1—H1A
C2—C1—H1A
C3—C2—C1
C3—C2—H2A
C1—C2—H2A
C4—C3—C2
C4—C3—H3A
C2—C3—H3A
C3—C4—C7
C3—C4—C5
C7—C4—C5
O1—C5—N
O1—C5—C4
N—C5—C4
O2—C6—N
O2—C6—C7
121.4 (3)
119.3
119.3
120.9 (3)
119.5
119.5
117.6 (3)
121.2
121.2
121.1 (3)
130.9 (3)
108.0 (2)
124.9 (3)
129.1 (3)
105.9 (2)
124.4 (3)
129.8 (3)
C10—C9—H9A
N—C9—H9B
C10—C9—H9B
H9A—C9—H9B
C9—C10—S
C9—C10—H10A
S—C10—H10A
C9—C10—H10B
S—C10—H10B
H10A—C10—H10B
S—C11—H11A
S—C11—H11B
H11A—C11—H11B
S—C11—H11C
H11A—C11—H11C
H11B—C11—H11C
108.9
108.9
108.9
107.7
112.58 (19)
109.1
109.1
109.1
109.1
107.8
109.5
109.5
109.5
109.5
109.5
109.5
C8—C1—C2—C3
C1—C2—C3—C4
C2—C3—C4—C7
C2—C3—C4—C5
C6—N—C5—O1
C9—N—C5—O1
C6—N—C5—C4
C9—N—C5—C4
C3—C4—C5—O1
C7—C4—C5—O1
C3—C4—C5—N
C7—C4—C5—N
C5—N—C6—O2
C9—N—C6—O2
C5—N—C6—C7
C9—N—C6—C7
C3—C4—C7—C8
−0.8 (5)
0.9 (5)
−0.6 (4)
179.7 (3)
−177.4 (3)
6.6 (4)
0.8 (3)
−175.2 (2)
−3.1 (5)
177.2 (3)
178.8 (3)
−0.9 (3)
178.9 (3)
−5.1 (4)
−0.4 (3)
175.6 (2)
0.3 (4)
C5—C4—C7—C8
C3—C4—C7—C6
C5—C4—C7—C6
O2—C6—C7—C8
N—C6—C7—C8
O2—C6—C7—C4
N—C6—C7—C4
C4—C7—C8—C1
C6—C7—C8—C1
C2—C1—C8—C7
C5—N—C9—C10
C6—N—C9—C10
N—C9—C10—S
O3—S—C10—C9
O4—S—C10—C9
C11—S—C10—C9
−179.9 (3)
−179.1 (3)
0.7 (3)
1.3 (5)
−179.5 (3)
−179.4 (3)
−0.2 (3)
−0.2 (4)
179.0 (3)
0.5 (5)
112.9 (3)
−62.6 (3)
−63.7 (3)
67.7 (2)
−60.2 (2)
−176.8 (2)
Hydrogen-bond geometry (Å, º)
D—H···A
i
C1—H1A···O3
C11—H11A···O1ii
D—H
H···A
D···A
D—H···A
0.93
0.96
2.34
2.51
3.189 (5)
3.463 (4)
152
175
Symmetry codes: (i) −x+1, −y+1, −z+1; (ii) x−1, −y+1/2, z−1/2.
Acta Cryst. (2009). E65, o1932
sup-5
|
|
https://openalex.org/W3127722406
|
https://ejournal.almaata.ac.id/index.php/JNKI/article/download/1403/pdfikdw
|
English
| null |
Implementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful Parents
|
JNKI (Jurnal Ners & Kebidanan Indonesia)/Jurnal Ners dan Kebidanan Indonesia
| 2,021
|
cc-by-sa
| 4,929
|
Implementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years
Old Children with Neglectful Parents
Ika Arum Dewi Satiti1, Waifti Amalia2 Ika Arum Dewi Satiti1, Waifti Amalia2 1Departement of Nursing STIKES Widyagama Husada
2Study Program D3 Kebidanan, STIKES Widyagama Husada
Jalan Taman Borobudur Indah 3A Malang
Email : waiftiamalia@gmail.com Abstrak Pola asuh orang tua merupakan komponen penting dalam perkembangan soasial
emosional anak . Anak yang memiliki orang tua dengan tipe pola asuh neglectful
cenderung amat agresif atau amat pasif dan menyendiri sehingga beresiko tertinggi
terlibat berbagai kesulitan. Stimulasi yang tepat perlu diberikan pada anak-anak dalam
kondisi ini untuk memperbaiki emosi dan keterlibatan sosial. Second step Learning (SSL)
merupakan metode stimulasi perkembangan social emosional yang digunakan untuk
melatih keterampilan empati, manajemen emosi, pemecahan kasus dan bersosialisasi. Tujuan penelitian ini adalah menerapkan metode SSL sebagai stimulasi psikososial anak
usia 7-12 tahun dengan neglectful parents di SDN Bendosari 2 Pujon,Kabupaten Malang. Metode penelitan yang digunakan adalah quasy eksperiment dengan analisa data uji
dependent T Test untuk melihat perubahan perkembangan psikosial anak sebelum dan
sesudah implementasi SSL. Implementasi dilakukan tehadap 50 anak dengan orang tua
yang mempunyai pola asuh tipe neglectful. Metode SSL dilakukan dengan 4 langkah yakni
pemaparan materi, diskusi kasus, aktivitas dengan kelompok dan aktivitas dengan orang
tua. Hasil Penelitian ini menunjukkan adanya perubahan yang signifikan dari rata-rata
nilai social emosional anak sebelum stimulasi SSL (80,5 ± 11,7) dan setelah stimulasi
SSL (90,1± 11,) dengan P value 0.000. Dari hasil penelitian ini dapat disimpulkan bahwa
stimulasi second step learning (SSL) efektif dalam memperbaiki social emosinal anak
usia 7-12 tahun dengan neglectful parents di SDN Bendosari 2 Pujon, Kabupaten Malang. Kata Kunci : ssl; sosial emosional; anak usia 7-12 tahun INDONESIAN JOURNAL OF NURSING
AND MIDWIFERY INDONESIAN JOURNAL OF NURSING
AND MIDWIFERY Implementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years
Old Children with Neglectful Parents
Ik A
D
i S titi1 W ifti A
li
2 Implementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years
Old Children with Neglectful Parents
Ika Arum Dewi Satiti1, Waifti Amalia2 Abstract Parenting style is an important component in children’s emotional social development. Children who have parents with the neglectful parenting type tend to be either very
aggressive or very passive and aloof so they are at highest risk of getting into various
difficulties. The appropriate stimulation needs to be given to children in this condition to
improve emotional and social engagement. Second step learning (SSL) is a method of
stimulating social emotional development that is used to train empathy skills, emotional
management, case solving and socializing. The purpose of this study was to apply the
SSL method as psychosocial stimulation for children aged 7-12 years with neglectful
parents at SDN Bendosari 2 Pujon, Kabupaten Malang. The research method used is a
quasy experiment with data analysis of the dependent T test to see changes in children’s
psycho-social development before and after the implementation of SSL. Implementation
was carried out on 50 children aged 7-12 years old with parents who have a neglectful type
of parenting style. The SSL method is carried out in 4 steps, namely material presentation,
case discussions, activities with groups and activities with parents. This study used a total
sampling technique with an instrument in the form of a child psychosocial development test of 0.75
The results of this study indicate a significant change in the mean social emotional values
of children before the stimulation of SSL (80.5 ± 11.7) and after stimulation of SSL (90.1 ±
11) with a P value of 0.000. From the results of this study it can be concluded that second
step learning (SSL) stimulation is effective in improving the social emotionality of children
aged 7-12 years with neglectful parents at SDN Bendosari 2 Pujon, Kabupaten Malang. The results of this study can be used as a new learning method and curricululum in the
education line Keywords : ssl; emotional social; children aged 7-12 years Article info:
Article submitted on November 2, 2020
Articles revised on November 30, 2020
Articles received on Desember 28, 2020
DOI: http://dx.doi.org/10.21927/jnki.2020.8(4).270-278 Articles received on Desember 28, 2020
DOI: http://dx.doi.org/10.21927/jnki.2020.8(4).270-278 parenting style does not involve parents in
childcare and does not really care about
children(3) mentation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful Paren MATERIALS AND METHODS The research permit is
submitted at the beginning of the research with
the etical clearance letter number 086/S.Ket/
KEPK/STIkesKPJ/VI/2020. Sampling using a
total sampling technique, where the sample was
taken from the entire population with a total of
50 children. Initial data to identify children with
neglectful parents were obtained by giving a
parenting questionnaire. After that the group
formation was assisted by a facilitator who was
a teacher at SDN Bendosari 2. Social emotional
data for children aged 7-12 years before and
after SSL stimulation were identified through the
provision of psychosocial questionnaires which
uses the google form distribution mechanism
because it is constrained by the COVID-19
pandemic. The research instrument is a social
emotional development questionnaire with 48
questions with 7 question indicators, namely
annoying friends, taking other people’s things
without permission, doing activities that are not
in accordance with the lesson; do not want to do
the task; disobeying class hours; mock others
and scold others.The proof of the validity of the
psychosocial questionnaire is proven through
expert judgment and the reliability value of 0.75
which means that the instrument in this study
is reliable and this validity test is carried out
before the questionnaire distribution method
begins. The first step of this SSL is filling out a
questionnaire related to the social emotional of
children by filling in the question link that has
been created and distributed via the WhatsApp
(WA) group. Furthermore, Second Step Learning
(SSL) is carried out in 4 stages, namely: the
presentation of general material that is distributed
through learning videos of <5 minutes duration The SSL method in children with parents
who have neglectful parenting is expected to
improve their emotional and social abilities so
there are no cases of child abuse and bullying
behavior. The formation of good social emotional
development in children can form a competitive
and quality human resource (6) (Upshur,2017). Hasil ini sesuai dengan penelitian Sabina (2015)
yang menyatakan bahwa evaluasi anak sekolah
dengan metode SSL menunjukkan sikap empati
tinggi dan menurunnya perilaku antisosial(5)
however, without the requisite social and
emotional skills that facilitate learning, which has
prompted schools nationwide to adopt specific
curricula to teach students the social-emotional
skills that enable them to maintain optimal
engagement in the learning process. INTRODUCTION School age is a golden period in which
children enter the education sector. School
age is a golden period in which children
enter the development of social industry vs
inferiority. During this period, self-confidence,
competitiveness and social feelings began to
form. One of the factors that is very influential
in developing children’s abilities is parents. Family is the first and foremost environment for
child development. Family is very functional in
instilling the basics of emotional experiences,
because that is where the first experiences are
obtained by children. An important component in
the family that affects children’s emotional social
development is the parenting style(1) . The phenomenon that occurs at this time,
without realizing it, most parents have applied the
neglectful type of parenting by reason of being
busy and ignorant. Some of these neglected
children tend to be very aggressive, others tend
to be very passive and aloof and are at greatest
risk of getting into difficulties. Based on data
from KPAI (2018), there are 857 cases of child
delinquency that occur due to poor parenting
patterns. This data is in line with research
conducted by Putri (2017) which reveals that
40% of children who have parents with indifferent
parenting show bad social behavior (4).The
appropriate stimulation needs to be given to
children in this condition to improve emotional
and social engagement. Parenting in the family means the habits
of the parents, father and biological mother in
leading, caring for and guiding children in the
family (2). Parenting patterns are divided into
four, namely authoritarian parenting, the type
of parents who impose their will, democratic
parenting, the type of parenting of parents that
prioritizes common interests and permissive
parenting, the type of parenting that educates
children to become “spoiled” and patterns. Neglectful upbringing that combines low control
and responsiveness. Relatively neglectful Second Step Learning (SSL) is a method of
stimulating social emotional development used
for elementary school aged children. This method
trains skills of empathy, emotional management,
case solving and socializing(5)however, without
the requisite social and emotional skills that
facilitate learning, which has prompted schools
nationwide to adopt specific curricula to teach
students the social-emotional skills that enable 271 272 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 MATERIALS AND METHODS them to maintain optimal engagement in the
learning process. Second Step® is one of the
most widely disseminated social-emotional
learning (SEL .Research conducted by Upshur in
2017 stated that the SSEL method was significant
in increasing Emotional Skill (ES) and Social Skill
(SS) in 31 schoolchildren children with parents
working in America (6). Therefore, researchers
are interested in applying this SSL method to
children aged 7-12 years with neglectful parents. This research is a quasy experimental
research with one group pre-post test design. The study population was children aged 7-12
years with neglectful parents at SDN Bendosari
2 Kabupaten Pujon. The research permit is
submitted at the beginning of the research with
the etical clearance letter number 086/S.Ket/
KEPK/STIkesKPJ/VI/2020. Sampling using a
total sampling technique, where the sample was
taken from the entire population with a total of
50 children. Initial data to identify children with
neglectful parents were obtained by giving a
parenting questionnaire. After that the group
formation was assisted by a facilitator who was
a teacher at SDN Bendosari 2. Social emotional
data for children aged 7-12 years before and
after SSL stimulation were identified through the
provision of psychosocial questionnaires which
uses the google form distribution mechanism
because it is constrained by the COVID-19
pandemic. The research instrument is a social
emotional development questionnaire with 48
questions with 7 question indicators, namely
annoying friends, taking other people’s things
without permission, doing activities that are not
in accordance with the lesson; do not want to do
the task; disobeying class hours; mock others
and scold others.The proof of the validity of the
psychosocial questionnaire is proven through
expert judgment and the reliability value of 0.75
which means that the instrument in this study
is reliable and this validity test is carried out
before the questionnaire distribution method
begins. The first step of this SSL is filling out a
questionnaire related to the social emotional of
children by filling in the question link that has
been created and distributed via the WhatsApp
(WA) group. Furthermore, Second Step Learning
(SSL) is carried out in 4 stages, namely: the
presentation of general material that is distributed This research is a quasy experimental
research with one group pre-post test design. The study population was children aged 7-12
years with neglectful parents at SDN Bendosari
2 Kabupaten Pujon. MATERIALS AND METHODS Second
Step® is one of the most widely disseminated
social-emotional learning (SEL Based on a preliminary study, through the
distribution of a questionnaire on parenting styles
for 1 week in Dusun Cukal, Desa Bendosari,
Kecamatan Pujon, Kabupaten Malang, out of 105
parents, 50 parents applied the neglectful type of
parenting, and from the observations it was found
that 7 children did not want to listen to what their
parents said, 3 children rarely left the house and
looked embarrassed when asked to talk. Based
on the phenomenon that occurs, researchers are
interested in applying this SSL method to children
aged 7-12 years with neglectful parents. 272 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 fourth SSL stage. This assessment is in line with
research conducted by Satriawan (2020) that
changes in behavior can be seen at least after
2 treatments (7). After all data collection steps
are complete, the next process is tabulation of
research results using exel which includes re-
checking the completeness of the answers, giving
respondent codes, and analyzing the results of
the study using SPSS 21.0 for windows using
statistical analysis of the paired T test, significant
if P <0.05 . All data that has been collected will
be kept confidential by researchers as a form of
protecting the privacy of respondents. pan Penelitian which explains about SSL, then the exposure
and discussion of the case phenomenon about
bullying in children, the next day social activities
with peers in the form of games based on
cooperative methods such as puzzle games,
stacking blocks and so on and the last one is
activities with families in the form of studying
with parents, reading stories or fairy tales. The
first stage is carried out once with a duration of
30 minutes, the second stage to the fourth stage
is carried out 2 sessions with a duration of 60
minutes. RESULTS AND DISCUSSION School age is a golden period where
children enter the development of social industry
vs inferiority. During this period, self-confidence,
competitiveness and social feelings began to
form. One of the factors that is very influential
in developing children’s abilities is parents. Family is the first and foremost environment for
children’s development, Schick, Andreas, Cierpka,
& Manfred (2016) also argue that in middle or
elementary school age children often engage in
negative social emotional behavior, namely in
the form of aggressive behavior (8). Aggressive
behavior carried out by children can be in the
form of physical aggression or verbal aggression,
physical aggression such as hitting, pushing,
pinching, kicking, biting and so on, then verbal
aggression behavior such as insulting, threatening,
scolding, shouting loudly, talking dirty and so on. Then according to the opinion of Oelfy, Basaria,
and Ananta (2018) that aggressive behavior that
causes physical (non-verbal) injuries, namely
hitting, biting, kicking, pinching, stepping on, etc.,
then psychologically (verbally), including saying
insulting or mocking words, cursing with profanity,
harassing, threatening, yelling at older people, or
even ordering others around casually. Negative
social emotional development is influenced by
several factors, namely age, gender, class, and
parents (9). The results obtained in this study describe
the characteristics of the respondents based
on the age of the child, the class of the child,
the order of the children in the family, the work
status of the parents, the education of the
parents and the class of the child. Specific data
for the study were the social emotional abilities
of children aged 7-12 years before and after
Second Step Learning (SSL) stimulation. The
research data was taken by distributing an online
social emotional development questionnaire to
50 children with a summary table of the results
as follows: Table 1. Data on Characteristics of Respondents
Variable
Amount
Precentage (%)
Children Age
7-8 TH
12
24
9-10 TH
21
42
11-12 TH
17
34
Gender
P
33
60
L
17
34
Order in family
1
17
34
2
19
38
3
14
28
Parents Occupation
Guru
1
2
IRT
18
36
Petani
31
62
Parental Education
SD
29
58
SMP
17
34
≥ SMA
4
8
class
1-2
12
24
3-4
21
42
5-6
17
34 Table 1. Data on Characteristics of Respondents Each person has different self-control. According to Hurlock (2008) in Retnowuri and
Linda Yani (2019) states that the ability to control
self develops with age. MATERIALS AND METHODS Data post test research was conducted
2 days after the respondent carried out the
Flow Chart Ta Flow Chart Tahapan Penelitian
RESULTS AND DISCUSSION
Pre Test : Assessment of social
emotional development scores
Second Step Learning
Stage 4: Activities
with parents
Stage 3: activity with
friends
Stage 2: Discussion
of case phenomena
Stage 1 (SSL Material):
video lessons
Case Discussion 2:
bulliying
Case Discussion 1:
Physical abuse
Game 2: teamwork
Game 1: individual
Activity 2: problem
solving
Activity 1: study
Post Test: Score assessment of
emotional social development
Pre and post data analysis (paired T
test) Pre Test : Assessment of social
emotional development scores Second Step Learning Stage 2: Discussion
of case phenomena Stage 3: activity with
friends Stage 1 (SSL Material):
video lessons Stage 4: Activities
with parents Game 1: individual Case Discussion 1:
Physical abuse Activity 2: problem
solving Game 2: teamwork Case Discussion 2:
bulliying Post Test: Score assessment of
emotional social development Flow Chart Tahapan Penelitian mplementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful P
The results obtained in this study describe the characteristics of t RESULTS AND DISCUSSION The theory states gender
and the older a person is, the better his self-
control, psychologically mature individuals will
also be able to control their behavior because
they have been able to consider which things
are good and bad for them, the higher the level
of education, the better the level(10). Parents’
knowledge, this is in accordance with Aulia
(2019), namely the different levels of parental
education make different ways how parents
educate their children(11). The results of the above characteristics of
the respondents, the data obtained a majority of
respondents aged 9-10 years (42%), the majority
of children to 2 in the family (38%), the majority
of women as much as 66% and the majority
of parents work as farmers (66%), education
majority of parents are Elementary School (58%)
(table 1). 274 4 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 The development of children can grow
optimally, if supported by a conducive one. Parents have a very important role in creating
an environment to stimulate the potential that
is owned by. Therefore, optimal parenting
practices are needed. Parenting is the process
of raising, providing protection, giving attention,
and value to children’s development from birth
to adulthood. This parenting task is generally left
to the mother as the primary caregiver and the
father. The care that is carried out by the mother
is based on the knowledge that the mother has,
however the knowledge and skills possessed
by the mother are often inadequate. One of the
influencing factors is the mother’s education
level. Maternal education is a factor related to
maternal knowledge (12). development causes children to be aggressive
and withdraw, so it needs appropriate learning
methods to improve self-confidence, empathy
and socialization skills (13). The results of the social-emotional
questionnaire before SSL showed that, on
average, 26 children scored 86-97 (48%), 10
children scored ≥ 98 (20%), 12 children scored
75-85 (24%) and 1 child got a score of 63-74
(4%). Table 3. Score data after SSL stimulation
Rentang nilai
Frekuensi
absolut
Frekuensi relatif
(5%)
≥ 98
10
20
86-97
26
52
75-85
12
24
63-74
2
4
≤ 62
0
0 Table 3. Score data after SSL stimulation Table 2. RESULTS AND DISCUSSION shows The results of the social-
emotional questionnaire before SSL showed that,
on average, 24 children scored 75-85 (48%), 3
children scored ≥ 98 (6%), 11 children scored
86-97 (22%), 10 children got a score of 63-74
(20%) and 2 children got a score ≤ 62 (4%). At this time, children learn to get pleasure and
satisfaction from completing tasks, especially
academic tasks. Psychosocial stimulation is the embryo of
the child’s learning process through education
and training. Through psychosocial stimulation,
children can control and coordinate their muscles
and involve feelings of emotions and thoughts so
that children get various life experiences. This is
in line with Mulyanti (2017) who stated that good
psychosocial stimulation is related to children’s
health so that it can indirectly affect the child’s
development status(14) . Table 2. Score data before SSL stimulation Table 2. Score data before SSL stimulation
Range of score
Absolut
frequency
Frekuensi relatif
(%)
≥ 98
3
6
86-97
11
22
75-85
24
48
63-74
10
20
≤ 62
2
4 Table 4. Data Analysis Results Before and after SSL
Mean
Std. Deviation
Selisih
P-value
Before SSL
80,5400
11,69198
0.000
After SSL
90,1200
11,13120
9,58 Table 4. Data Analysis Results Before and after SSL The results of data analysis before the
stimulation of SSL on 50 children obtained the
highest social emotional ability score of 124, the
lowest 59 and an average value of 80.5. While
the data after the stimulation of SSL obtained the
highest social emotional ability score of 132, the
lowest 70, and an average value of 90.1. The
score before and after SSL is 9.58 points with a
P value of 0.000. From the results above, it can Successful completion at this stage
will create children who can solve problems
and are proud of their accomplishments. The
acquired ego skills are competencies. On the
other hand, children who are unable to find
positive solutions and are unable to achieve
what their peers have achieved will feel inferior. Psychosocial development affects the quality of
the nation’s human resources. Poor psychosocial 275 mplementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful P be concluded that there are significant changes
in the social emotional development of children
before and after stimulation of SSL. skills, and responsible decision making. The
adoption of the SSL learning method is very
effective in improving children’s development. RESULTS AND DISCUSSION The phenomenon that occurs at this time,
without realizing it, most parents have applied the
neglectful type of parenting by reason of being
busy and ignorant. Some of these neglected
children tend to be very aggressive, others tend
to be very passive and aloof and are at greatest
risk of getting into difficulties(15). According to
data from the Komnas Perlindungan Anak, the
number of student brawls in 2018 was 4,885
cases of juvenile delinquency and 1,434 cases,
followed by cases related to family and child care
as many as 857 cases. The previous year, the
number of cases of violence between students
was 28. Some of the factors that influence
this condition are peers, social environment,
mass media and parenting styles(10). The
phenomenon that occurs proves that school-age
children need guidance to improve their social
emotional behavior. This SSL method has been
implemented as a curriculum in various schools
abroad and shows good results (10). However,
in Indonesia there is no specific curriculum on
children’s psychosocial issues, the existing
curriculum on psychosocial issues is only implicit
in certain subjects, there has been no discussion
of theories or cases.(16) In addition, the role of parents is also an
important component in optimizing children’s
development. Parenting in the family means
the habits of the parents, father and biological
mother in leading, caring for and guiding
children in the family. Neglectful / Uninvolved
Parenting is a parent who combines low control
and responsiveness. Relatively not involved in
child care and do not really care about children. Listiyaningsih (2017) argues that children from
this parenting style tend not to have competence
either socially or academically. They tend to
be involved with juvenile delinquency and
antisocial behavior when they are teenagers (18). Experts have found that parenting styles shown
by parents have a correlation with children’s
behavior. According to research conducted by
Mirdat (2014), parenting contributes greatly to
causing violent behavior against children (19). One parenting style that causes psychosocial
barriers in children is called neglectful. This is
in line with research conducted by Aulia in 2018
which stated that neglectful parenting can affect
a child’s personality (7). In this study, stimulation of SSL was carried
out on children aged 7-12 years with neglectful
/ indifferent parents, and this stimulation was
said to be effective in changing the child’s social
emotional development so that this method
needs to be applied at school and at home. 276 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 RESULTS AND DISCUSSION Children’s social emotional stimulation is related to
children’s emotional and intellectual intelligence. Strong emotional control makes children
confident academically and non-academically. The implementation of SSL can progressively
improve physical and verbal violence behavior
and tolerance of children. In the future, children
can control their emotional social behavior so that
the number of physical and verbal abuse among
school children can decrease Research conducted by Upshur in 2017
stated that the SSEL method was significant in
increasing Emotional Skill (ES) and Social Skill
(SS) in 31 school children in America (2). This is
in line with research conducted by Top and Leu in
2016, which stated that students in the treatment
group (SSL curriculum) had the ability to solve
problems and had higher academic scores
than students in the control group (Non-SSL
curriculum) (17). Second Step Learning (SSL)
is a learning method developed for children’s
social emotional improvement. SSL consists
of 5 concepts, namely self-awareness, self-
management, social awareness, socialization 276 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 CONCLUSION AND RECOMMENDATION 8. Schick, Andreas, Cierpka & M. Risk Factor
and Prevention of Aggresive behavior in
childrens and adolescent. J Educ Res online. 2016;8:90–109. The results above can be concluded that
there is a significant change in the social emotional
development of children before and after the
stimulation of SSL with a P value of 0.000. Thus,
Second Step Learning stimulation is said to be
effective in improving the psychosocial skills of
children aged 7-12 years. For further research, it
is hoped that the SSL method can be applied not
only as a curriculum in schools module media but
also by parents in educating the children. 9. Oelfy N, Basaria D, Nur Ananta S. Penerapan Asertive Behavior Therapy Dan
Positive Reinforcement Untuk Mengurangi
Kecenderungan Perilaku Agresivitas Verbal
Pada Anak Usia Tengah. 2018;2(1):165–72. 10. Retnowuni A, Yani AL. Faktor-faktor yang
Mempengaruhi Perilaku Agresif pada Remaja
yang Tinggal di Pesantren. 2019;6(1):36–43. REFERENCES 11. Albab AU. Pengaruh Pola Asuh Orang Tua
Dengan Tipe Neglectful Terhadap Tipe
Kepribadian Anak Usia Sekolah (7-12 Tahun)
Di Dusun Cukal Desa Bendosari Kecamatan
Pujon Kabupaten Malang. Sekolah Tinggi
Ilmu Kesehatan Widyagama Husada; 2019. 1. Anggraini. 2014. Peran Konselor Untuk
Meningkatkan Perilaku Percaya Diri Pada
Anak Usia Dini Kelompok a Berdasarkan
Perspektif Perkembangan Psikososial Di Tk
Aisyiyah Busthanul Athfal (Aba) 31 Wiyung
- Neliti 12. Hastuti, D. 2010.Nilai Anak, Stimulasi
Psikososial, Dan Perkembangan Kognitif
Anak Usia 2-5 Tahun Pada Keluarga Rawan
Pangan Di Kabupaten Banjarnegara, Jawa
Tengah. Jurnal Ilmu Keluarga dan Konsumen 2. Djamarah. Pola Asuh Orang Tua dan
Komunikasi Keluarga. Jakararta: Rineka
Cipta; 2014. 3. Theresya, J. 2018. The Effect of Parenting
Style, Self-Efficacy, and Self Regulated
Learning on Adolescents’ Academic
Achievement . Journal of Child Development
Studies 2018, Vol. 03, No. 01, page 28-43 13. Khasanah A. 2019. Hubungan Perkembangan
Psikososial Dengan Prestasi Belajar Anak
Usia Sekolah . Jurnal Ilmu Keperawatan Jiwa 14. Mulyanti,S. 2017. Hubungan Stimulasi
Psikososial dengan Perkembangan Anak
Usia 3-72 Bulan di Wilayah Kerja Puskesmas
Lubuk Begalung Padang. Andalas Journal of
Health 4. Liza, P. 2017. Pengaruh pola asuh neglectful
terhadap - Neliti 5. Low S, Cook CR, Smolkowski K, Buntain-
Ricklefs J. Promoting social-emotional
competence: An evaluation of the elementary
version of Second Step®. 2015 Available from:
http://dx.doi.org/10.1016/j.jsp.2015.09.002 15. Endriyani L, Santoso NK. Reviewing
Identification and Intervention of School
Bullying on Perception of Middle School
Counselling Teacher on Dealing Bullying. J
Ners dan Kebidanan Indones [Internet]. 2020
May 27 [cited 2020 Dec 2];8(1):1. 6. Carole C. Upshur. Efficacy Trial of Second
Step Early Learning (SSEL) curriculum :
Preiliminary outcomes. J Appl Dev Psychol
5 [Internet]. 2017;50:15–25. 16. Istianti, T. 2018. Model Pembelajaran
Perilaku Sosial Kewarganegaraan: Upaya
Guru Dalam Memupuk Gotong Royong Sejak
Dini - Jurnal Pendidikan Anak Usia Dini
17. Top N, Liew J, Luo W. Effects Of Second
Step Curriculum On Behavioral And 16. Istianti, T. 2018. Model Pembelajaran
Perilaku Sosial Kewarganegaraan: Upaya
Guru Dalam Memupuk Gotong Royong Sejak
Dini - Jurnal Pendidikan Anak Usia Dini 7. Satriyawan.2020. Modifikasi Perilaku Anak:
Implementasi Teknik Pengelolaan Diri Dan
Keterampilan Sosial Di Ngawi Jawa Timur
- Jurnal Ilmiah Pendidikan Guru Madrasah
Ibtidaiyah 7. Satriyawan.2020. Modifikasi Perilaku Anak:
Implementasi Teknik Pengelolaan Diri Dan
Keterampilan Sosial Di Ngawi Jawa Timur
- Jurnal Ilmiah Pendidikan Guru Madrasah
Ibtidaiyah 7. Satriyawan.2020. 278 Ika Arum Dewi Satiti, Waifti Amalia. JNKI, Vol. 8, Issue 4, 2020, 270-279 Academic Outcomes In 5 Th And 8 Th Grade
Students: A Longitudinal Study On Character
Development.
18.Listyaningsih U, Arif Fahrudin Alfana M,
Pujihastuti R, Hilma Amrullah dan, Geografi
F, Gadjah Mada U, et al. Populasi Pola Asuh
Orang Tua pada Anak Usia 10-14 Tahun di Academic Outcomes In 5 Th And 8 Th Grade REFERENCES Modifikasi Perilaku Anak:
Implementasi Teknik Pengelolaan Diri Dan
Keterampilan Sosial Di Ngawi Jawa Timur
J
l Il
i h P
didik
G
M d
h 17. Top N, Liew J, Luo W. Effects Of Second 17. Top N, Liew J, Luo W. Effects Of Second
Step Curriculum On Behavioral And Step Curriculum On Behavioral And mplementation of Second Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful P d Step Learning (SSL) as Psychosocial Stimulation of 7-12 Years Old Children with Neglectful Parents 277 Academic Outcomes In 5 Th And 8 Th Grade
Students: A Longitudinal Study On Character
Development. 18.Listyaningsih U, Arif Fahrudin Alfana M,
Pujihastuti R, Hilma Amrullah dan, Geografi
F, Gadjah Mada U, et al. Populasi Pola Asuh
Orang Tua pada Anak Usia 10-14 Tahun di Daerah Istimewa Yogyakarta [Internet]. Vol. 27, Populasi. 2019. Available from: https://
www.merdeka.com/peristiwa/anarkisme- 19. Silitonga M, Yulastri L, Devi Artanti G. Hubungan Pola Asuh Orangtua Dengan
Agresivitas Anak Di Smpn 194 Jakarta Timur. Available from: http://doi.org/10.21009/JKKP 19. Silitonga M, Yulastri L, Devi Artanti G. Hubungan Pola Asuh Orangtua Dengan
Agresivitas Anak Di Smpn 194 Jakarta Timur. Available from: http://doi.org/10.21009/JKKP
|
https://openalex.org/W2492139109
|
https://europepmc.org/articles/pmc4951010?pdf=render
|
English
| null |
Genetic Homogeneity Revealed Using SCoT, ISSR and RAPD Markers in Micropropagated Pittosporum eriocarpum Royle- An Endemic and Endangered Medicinal Plant
|
PloS one
| 2,016
|
cc-by
| 8,489
|
RESEARCH ARTICLE Julie Thakur, Mayank D. Dwivedi, Pragya Sourabh, Prem L. Uniyal, Arun K. Pandey*
Department of Botany, University of Delhi, Delhi, India a1111 OPEN ACCESS OPEN ACCESS
Citation: Thakur J, Dwivedi MD, Sourabh P, Uniyal
PL, Pandey AK (2016) Genetic Homogeneity
Revealed Using SCoT, ISSR and RAPD Markers in
Micropropagated Pittosporum eriocarpum Royle- An
Endemic and Endangered Medicinal Plant. PLoS
ONE 11(7): e0159050. doi:10.1371/journal. pone.0159050
Editor: Randall P. Niedz, United States Department
of Agriculture, UNITED STATES
Received: December 26, 2015
Accepted: June 27, 2016
Published: July 19, 2016
Copyright: © 2016 Thakur et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Citation: Thakur J, Dwivedi MD, Sourabh P, Uniyal
PL, Pandey AK (2016) Genetic Homogeneity
Revealed Using SCoT, ISSR and RAPD Markers in
Micropropagated Pittosporum eriocarpum Royle- An
Endemic and Endangered Medicinal Plant. PLoS
ONE 11(7): e0159050. doi:10.1371/journal. pone.0159050 Citation: Thakur J, Dwivedi MD, Sourabh P, Uniyal
PL, Pandey AK (2016) Genetic Homogeneity
Revealed Using SCoT, ISSR and RAPD Markers in
Micropropagated Pittosporum eriocarpum Royle- An
Endemic and Endangered Medicinal Plant. PLoS
ONE 11(7): e0159050. doi:10.1371/journal. pone.0159050 Received: December 26, 2015
Accepted: June 27, 2016
Published: July 19, 2016 Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Abstract Pittosporum eriocarpum Royle, a medicinally important taxon, is endemic to Uttarakhand
region of Himalaya. It has become endangered due to over-collection and the loss of habi-
tats. As raising plants through seeds in this plant is problematic, a reliable protocol for micro-
propagation using nodal explants has been developed. High shoot regeneration (95%)
occurred in MS medium augmented with BA 0.4mg/l in combination IBA 0.6mg/l. In vitro
regenerated shoots were rooted in MS medium supplemented with three auxins, of which
0.6 mg/l indole butyric acid proved to be the best for rooting (90%) with maximum number of
roots per shoot. Thereafter, rooted plants were hardened and nearly 73% of rooted shoots
were successfully acclimatized and established in the field. Start codon targeted (SCoT),
inter simple sequence repeats (ISSR) and random amplified polymorphic DNA (RAPD)
markers were used to validate the genetic homogeneity amongst nine in vitro raised plant-
lets with mother plant. DNA fingerprints of in vitro regenerated plantlets displayed monomor-
phic bands similar to mother plant, indicating homogeneity among the micropropagated
plants with donor mother plant. The similarity values were calculated based on SCoT, ISSR
and RAPD profiles which ranged from 0.89 to 1.00, 0.91 to 1.00 and 0.95 to 1.00 respec-
tively. The dendrograms generated through Unweighted Pair Group Method with arithmetic
mean (UPGMA) analysis revealed 97% similarity amongst micropropagated plants with
donor mother plant, thus confirming genetic homogeneity of micropropagated clones. This
is the first report on micropropagation and genetic homogeneity assessment of P. eriocar-
pum. The protocol would be useful for the conservation and large scale production of P. eriocarpum to meet the demand for medicinal formulations and also for the re-introduction
of in vitro grown plants in the suitable natural habitats to restore the populations. Citation: Thakur J, Dwivedi MD, Sourabh P, Uniyal
PL, Pandey AK (2016) Genetic Homogeneity
Revealed Using SCoT, ISSR and RAPD Markers in
Micropropagated Pittosporum eriocarpum Royle- An
Endemic and Endangered Medicinal Plant. PLoS
ONE 11(7): e0159050. doi:10.1371/journal.
pone.0159050 Genetic Homogeneity Revealed Using SCoT,
ISSR and RAPD Markers in Micropropagated
Pittosporum eriocarpum Royle- An Endemic
and Endangered Medicinal Plant Julie Thakur, Mayank D. Dwivedi, Pragya Sourabh, Prem L. Uniyal, Arun K. Pandey*
Department of Botany, University of Delhi, Delhi, India Julie Thakur, Mayank D. Dwivedi, Pragya Sourabh, Prem L. Uniyal, Arun K. Pandey* Introduction Pittosporum eriocarpum (Pittosporaceae), commonly known as Agni [1], is an endangered [2]
and endemic medicinal tree species of Uttarakhand region occurring at an altitudinal range of Competing Interests: The authors have declared
that no competing interests exist. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 1 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum 1000-2200m [3]. It is represented by a few populations in lesser Himalayan range, including
Mussoorie hills, Doon valley, Dehradun, Dhanlagiri, Chamba, Nagli in Tehri, Kurakhad, Jeulli-
kot and Nainital [4,5]. It is reported to occur mostly on the calcium rich rocky slopes in
exposed sites [6]. It is a small evergreen tree up to 5m height with alternate or whorled leaves. Flowers are pale yellow, which remain in many umbellate corymbs. Fruit is a globose capsule
(10-12mm) with 8–10 blackish-red seeds. The bark is aromatic and used in bronchitis, and as
expectorant and febrifuge. Application of root paste provides relief in rheumatic swelling [3]. It
is also used as fodder. The tree is suitable for soil conservation and reclamation of degraded
sites [4]. Micropropagation is an efficient and alternative method for large scale production of
endangered plants in a short period of time. Effect of IBA on rooting in P. tobira var. variega-
tum is reported to be insignificant [7]. Plant regeneration from nodal region of P. napaulensis
(DC.) Reader & Wilson has been reported [8]. In vitro seed germination followed by hypocotyl
sectioning to raise plants has been documented in P. tobira [9] P. eriocarpum can be regenerated asexually by layering or sowing [4], but such regenerates
require periodic moist and dry conditions in moderate cool temperature. The seed coat is sur-
rounded by thick gummy substance which delays seed germination. There is an urgent need to
produce more plants through micropropagation which has advantage over conventional meth-
ods [10]. Micropropagation is assumed to cause a change in genetic makeup of plant tissue and can
lead to DNA sequence variation and generation of somaclonal variation [11]. Thus, it is a
major issue of concern in micropropagation, where the regenerates are expected to be homoge-
nous to donor mother plant (MP). To overcome this, it is a prerequisite to validate the genetic
homogeneity to authenticate the quality of micropropagated plants for commercial use. Introduction The
genetic homogeneity amongst the micropropagated plants with mother plant has been assessed
by PCR based molecular markers, i.e., AFLP (Amplified Fragment Length Polymorphism),
ISSR (Inter Simple Sequence Repeats), RAPD (Random amplified polymorphic DNA), SCoT
(Start codon targeted) and SSR (Simple Sequence Repeats) [12–14]. The goal of this research was to provide an efficient and reproducible method for in vitro
propagation of P. eriocarpum via nodal explants for large scale production and assessment of
genetic homogeneity of micropropagated plantlets through SCoT, ISSR and RAPD markers. This objective was achieved by healthy material collection, in vitro nodal culture, greenhouse
acclimatization and genetic homogeneity assessment using molecular markers. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Plant material and culture preparation Healthy shoots were collected from three different wild populations from sexually mature
plants growing in Dehradun (300 35.05’N, 780 01.97’E), Nainital (290 22.627’N, 790 28.163’E)
and Jeullikot (290 27.144’N, 790 24.795’E) in Uttarakhand region during March-May. The field
studies did not involve specific permission for these locations. Nodal regions (2cm long) were
used as explants after removing all the leaves and explants were washed with 2% (v/v) tween-
20 for 30 min under running tap water and then surface sterilized with 60% (v/v) ethyl alcohol
for 10 minutes (Fig 1A). These explants were then soaked in 0.1% (w/v) mercuric chloride for 5
min followed by washing with autoclaved double distilled water under sterile conditions. Mur-
ashige and Skoog medium [15] supplemented with different growth hormones and 2% (w/v)
sucrose 20gm/l and one set without growth regulators as a control were prepared. The medium
was solidified with 0.8% (w/v) agar and pH was adjusted to 5.8 with 1N NaOH or 1N HCl
before autoclaving at 121°C and 108 K Pa for 20 minutes. Cultures were incubated at 25±2°C, PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 2 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 1. Pittosporum eriocarpum. (A) Nodal explant. (B) Shoot induction in MS medium supplemented with
BA (mg/l). (C) Root induction in MS medium supplemented with IBA (mg/l). (D) In vitro grown plantlets. (E) In
vitro grown plantlets in soil rite. (F) In vitro raised plantlets in natural conditions. doi:10.1371/journal.pone.0159050.g001 Fig 1. Pittosporum eriocarpum. (A) Nodal explant. (B) Shoot induction in MS medium supplemented with
BA (mg/l). (C) Root induction in MS medium supplemented with IBA (mg/l). (D) In vitro grown plantlets. (E) In
vitro grown plantlets in soil rite. (F) In vitro raised plantlets in natural conditions. doi:10.1371/journal.pone.0159050.g001 doi:10.1371/journal.pone.0159050.g001 55–60% RH, under 16 hour photoperiod with light intensity of 2000 lux provided by cool
white fluorescent lights. 55–60% RH, under 16 hour photoperiod with light intensity of 2000 lux provided by cool
white fluorescent lights. Shoot induction and multiplication To determine the role of various combinations of growth hormones on shooting, freshly
excised stem explants were cultured vertically in full strength MS medium. We used different
levels ofBAP and levels of IBA as factors. We assessed three effects i.e. BAP, IBA and the inter-
action between these two factors (BAPxIBA) on shoot length. There were 20 treatments to
determine these three effects. Thus, the effect on shoot length were determined using 4x5 facto-
rial design with BA varied at four levels (0.2, 0.4, 0.6, 0.8 mg/l) and IBA at five levels (0.0, 0.2,
0.4, 0.6, 0.8 mg/l), for a total of 20 treatments. Factorials were designed in a completely ran-
domized manner. Each treatment combination, including the control had 25 replicates and the 3 / 17 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Genetic Homogeneity Assessment of Pittosporum eriocarpum experiment was repeated twice. The average data from both experiments were combined for
further statistical analysis. The data was analyzed by two-way ANOVA followed by Tukey’s
multiple comparison test. Shoot length and number of shoots were recorded periodically. All
cultures were maintained under the same growth conditions stated above and regenerated
shoots were subcultured at least three times. After five months, regenerated shoots were sepa-
rated and cut end of each was dipped for an hour in IBA and then subcultured in best suited
combinations and change in the numbers of shoots, numbers of leaves per branch and callus
diameter were recorded. One-way ANOVA was used to determine the effects of PGR combina-
tions used for shoot multiplication on number of shoots, number of leaves per branch and cal-
lus diameter Statistical analysis All experiments were carried out in a completely randomized manner. The results were statisti-
cally analyzed using two-way Analysis of Variance (ANOVA) (Tables 1 and 2) and one-way
ANOVA (Table 3) and through Statistical Packages for the Social Sciences (SPSS) version 16.0. Mean separation was doneusing Post-Hoc Tukey’s test for all the data (p<0.05) and presented
in Tables 2 and 4. [16]. Rooting, acclimatization and field transfer To determine the influence of various root hormones on root induction, multiple shoots pro-
duced in the shoot multiplication stage were separated carefully under sterile condition and
subcultured in MS medium. We used three types of hormones (IAA, IBA and NAA) and differ-
ent level of concentrations (0.2, 0.4, 0.6, 0.8, 1.0 mg/l) of each hormone as factors. The interac-
tion between the types and concentrations of hormones was also analyzed. A 3x5 factorial
design was used to determine the effects of PGRs (three) and their concentrations (Five) on
number of roots per shoot, root length and basal callus formation separately. Two-way
ANOVA was used followed by Tukey’s multiple comparison tests for statistical test. Replicates
were handled in same manner as described in shoot and multiplication section. The cultures
were maintained at 25±2°C, 55–60% RH under 16 hour photoperiod with light intensity of
2000 lux provided by cool white fluorescent lights. Rooted shoots with minimum 2–3 roots were carefully harvested from culture flasks and
washed thoroughly under running tap water to remove traces of agar. These plantlets were
then planted in plastic pots (9 cm in diameter and 11 cm in height) containing autoclaved mix-
ture of soil and sand in the ratio of 1:1. We covered the plantlets with a polythene cap for one
month and small slits were made at the edges to maintain high relative humidity (RH 80±5%)
and irrigated them every alternate day with half strength MS liquid medium and incubated in a
culture room. Micropropagated plantlets of minimum 5cm in height, after certain level of acclimatization
were transferred on soil in culture room. Gradually rooted plantlets were transferred to green-
house conditions (temperature 25°C and RH 45%) to allow them to acclimatize for 10 days, and
gradual loosening of polythene caps was done and finally the caps were removed after 15 days. After 3 months of exposition under greenhouse conditions, the micropropagation-derived
plants were transferred to the nursery. The number of surviving plants was recorded
periodically. DNA isolation and genetic homogeneity assessment To evaluate the genetic homogeneity of micropropagated plantlets, nine hardened plants were
randomly selected along with the mother plant for genetic homogeneity assessment. Total PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 4 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen,
Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. Table 1. Effect of various concentrations of BA and IBA (mg/l) on shoot length in P. eriocarpum. BAP (mg/l)
IBA (mg/l)
Shoot length (mm)(Mean± SD)
0.2
00
28.14±1.4
0.2
0.2
26.03±5.7
0.2
0.4
27.71±0.1
0.2
0.6
25.59±0.4
0.2
0.8
26.98±0.1
0.4
0.0
27.96±0.7
0.4
0.2
27.38±0.1
0.4
0.4
30.98±0.6
0.4
0.6
43.34±3.8
0.4
0.8
31.95±1.1
0.6
0.0
30.27±0.1
0.6
0.2
31.61±1.16
0.6
0.4
33.44±0.2
0.6
0.6
31.37±1.1
0.6
0.8
27.51±0.8
0.8
0.0
28.72±0.8
0.8
0.2
28.32±0.7
0.8
0.4
28.08±0.4
0.8
0.6
28.21±0.3
0.8
0.8
26.41±0.8
0.0
0.0
0
doi:10.1371/journal.pone.0159050.t001
Table 2. Effect of auxins (IAA, IBA or NAA) on in vitro rooting of P. eriocarpum shoots grown on MS medium. Auxin
Concentration(mg/l)
Number of rootsper shoot±SD
Root length±SD(mm)
Presence of basal callus±SD(mm)
IAA
0.2
2.65±0.5
10.03±1.1
0
0.4
6.00±0.8
13.05±2.9
0
0.6
3.93±0.8
7.0±1.0
3.21±0.8
0.8
3.53±1.1
5.56±1.1
5.57±0.4
1.0
0
0
17.43±2.1
IBA
0.2
2.00±0.0
15.57±1.0
0
0.4
2.55±0.5
18.29±3.9
0
0.6
12.78±2.6
36.40±10.0
0
0 8
2 03 0 8
7 68 1 3
0 genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen,
Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. Table 1. Effect of various concentrations of BA and IBA (mg/l) on shoot length in P. eriocarpum. DNA isolation and genetic homogeneity assessment BAP (mg/l)
IBA (mg/l)
Shoot length (mm)(Mean± SD)
0.2
00
28.14±1.4
0.2
0.2
26.03±5.7
0.2
0.4
27.71±0.1
0.2
0.6
25.59±0.4
0.2
0.8
26.98±0.1
0.4
0.0
27.96±0.7
0.4
0.2
27.38±0.1
0.4
0.4
30.98±0.6
0.4
0.6
43.34±3.8
0.4
0.8
31.95±1.1
0.6
0.0
30.27±0.1
0.6
0.2
31.61±1.16
0.6
0.4
33.44±0.2
0.6
0.6
31.37±1.1
0.6
0.8
27.51±0.8
0.8
0.0
28.72±0.8
0.8
0.2
28.32±0.7
0.8
0.4
28.08±0.4
0.8
0.6
28.21±0.3
0.8
0.8
26.41±0.8
0.0
0.0
0
doi:10.1371/journal.pone.0159050.t001 genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen,
Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. Table 1. Effect of various concentrations of BA and IBA (mg/l) on shoot length in P. eriocarpum. BAP (mg/l)
IBA (mg/l)
Shoot length (mm)(Mean± SD)
0.2
00
28.14±1.4
0.2
0.2
26.03±5.7
0.2
0.4
27.71±0.1
0.2
0.6
25.59±0.4
0.2
0.8
26.98±0.1
0.4
0.0
27.96±0.7
0.4
0.2
27.38±0.1
0.4
0.4
30.98±0.6
0.4
0.6
43.34±3.8
0.4
0.8
31.95±1.1
0.6
0.0
30.27±0.1
0.6
0.2
31.61±1.16
0.6
0.4
33.44±0.2
0.6
0.6
31.37±1.1
0.6
0.8
27.51±0.8
0.8
0.0
28.72±0.8
0.8
0.2
28.32±0.7
0.8
0.4
28.08±0.4
0.8
0.6
28.21±0.3
0.8
0.8
26.41±0.8
0.0
0.0
0
doi:10.1371/journal.pone.0159050.t001 Table 1. Effect of various concentrations of BA and IBA (mg/l) on shoot length in P. eriocarpum. genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen, genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen,
Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. genomic DNA of all plants was extracted from leaves using DNeasy Plant Minikit (Qiagen,
Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. Netherlands). The leaf material (25mg) was powdered in liquid nitrogen and stored at -80°C
until extraction. SCoT analysis Ten SCoT primers [17] were selected out of 20 primers screened for genetic homogeneity
assessment. The PCR amplification was carried out in a total volume of 25 μl containing 2.5 μl
of 10X PCR buffer containing 15 mM MgCl2, 0.2mM dNTPs, 1 unit Taq Polymerase (Sigma,
USA), 20ng of genomic DNA and 20 ng of Primer (Integrated DNA technologies Inc., India). PCR was performed using following reaction conditions: one cycle of DNA denaturation at
94°C for 4 min, 38 cycles of 30 s denaturation at 94°C, annealing at Ta°C and 1 min of exten-
sion at 72°C with a final extension at 72°C for 8 min. Genetic Homogeneity Assessment of Pittosporum eriocarpum SCoT analysis
Ten SCoT primers [17] were selected out of 20 primers screened for genetic homogeneity
assessment. The PCR amplification was carried out in a total volume of 25 μl containing 2.5 μl
of 10X PCR buffer containing 15 mM MgCl2, 0.2mM dNTPs, 1 unit Taq Polymerase (Sigma,
USA), 20ng of genomic DNA and 20 ng of Primer (Integrated DNA technologies Inc., India). PCR was performed using following reaction conditions: one cycle of DNA denaturation at
94°C for 4 min, 38 cycles of 30 s denaturation at 94°C, annealing at Ta°C and 1 min of exten-
sion at 72°C with a final extension at 72°C for 8 min. ISSR analysis
After preliminary screening of 15 ISSR primers, 10 primers were selected. DNA amplification
reaction was performed in a total volume of 25 μl containing 2 5 μl of 10X PCR buffer 15 mM
Table 3. ANOVA of the effect of BA and IBA and combined BA and IBA on shoot length. Source
Sum of squares
df
Mean Square
F-Value
p-Value
BAP
380
3
126
44(3,60)
<0.0001
IBA
172
4
43
15(4,60)
<0.0001
BAPxIBA
603
12
50
17(12,60)
<0.0001
Pure Error
173
60
Total (Corrected)
1327
79
R-Squared
0.87
Adj R-Squared
0.83
doi:10.1371/journal.pone.0159050.t003 Table 3. ANOVA of the effect of BA and IBA and combined BA and IBA on shoot length. DNA isolation and genetic homogeneity assessment The quality and quantity of DNA samples were estimated on 1.5% agarose gel
and spectrophotometer respectively. The extracted DNA was further preceded for genetic
homogeneity assessment by PCR based SCoT, ISSR and RAPD markers. Table 2. Effect of auxins (IAA, IBA or NAA) on in vitro rooting of P. eriocarpum shoots grown on MS medium. Auxin
Concentration(mg/l)
Number of rootsper shoot±SD
Root length±SD(mm)
Presence of basal callus±SD(mm)
IAA
0.2
2.65±0.5
10.03±1.1
0
0.4
6.00±0.8
13.05±2.9
0
0.6
3.93±0.8
7.0±1.0
3.21±0.8
0.8
3.53±1.1
5.56±1.1
5.57±0.4
1.0
0
0
17.43±2.1
IBA
0.2
2.00±0.0
15.57±1.0
0
0.4
2.55±0.5
18.29±3.9
0
0.6
12.78±2.6
36.40±10.0
0
0.8
2.03±0.8
7.68±1.3
0
1.0
1.75±0.5
10.43±2.3
7.06±1.5
NAA
0.2
1.63±0.5
18.83±8.6
0
0.4
7.63±0.5
22.47±3.1
7.18±1.5
0.6
1.80±1.0
8.25±1.7
10.18±1.7
0.8
1.5±0.6
13.16±1.4
12.06±0.7
1.0
0
0
21.90±0.4
Control
0
0
0
0
doi:10.1371/journal.pone.0159050.t002 . Effect of auxins (IAA, IBA or NAA) on in vitro rooting of P. eriocarpum shoots grown on MS medium. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 5 / 17 RAPD Analysis RAPD analysis was done to support the results of SCoT and ISSR markers. A set of 10 decamer
RAPD primers out of 15 primers (OPL 1–10) (Sigma Aldrich, USA) were used for amplifica-
tion. The PCR amplification was carried out in a total volume of 25 μl containing 2.5 μl of 10X
PCR buffer, 15 mM MgCl2, 0.2mM dNTPs, 1 unit Taq Polymerase (Sigma, USA), 20ng of
genomic DNA and 20 ng of RAPD primer were subjected to one cycle of DNA denaturation at
94°C for 4 min, 45 cycles of 1 min denaturation at 94°C, 1 min annealing at Ta°C and 2 min of
extension at 72°C with a final extension at 72°C for 7 min. The annealing temperature (Ta°C) was kept at 2°C below the melting temperature of all the
three primers used. We used AB Verity Thermal Cycler (USA) for amplification and repeated
all the reactions twice. Amplified fragments were run on a 2.0% (w/v) agarose gel in 1X Tris
acetate EDTA (TAE) Buffer stained by ethidium bromide (0.5 μg/ml). A 1 Kb ladder was used
to estimate the size of unknown DNA fragments. Gels were documented using an UVP Gel
Documentation (Jena, Germany). DataAnalysis Only the consistent reproducible bands were scored and data matrix was prepared based on pres-
ence (1) and absence (0). Intensity of the band was not considered while scoring. NTSYSpc
(Numerical Taxonomy and Multivariate Analysis System) Version 2.1 software [18] was used to
perform the similarity matrix and construction of dendrogram. Genetic association amongst the
different individuals was measured by the Jaccard’s similarity coefficient [19] with the SIMQUAL
(Similarity for qualitative data program in NTSYS) module of NTSYS-pc software. The similarity
matrix was subjected to cluster analysis of UPGMA and a dendrogram was generated by using the
SAHN (sequential, agglomerative hierarchical and nested clustering) module in NTSYSpc program. ISSR analysis After preliminary screening of 15 ISSR primers, 10 primers were selected. DNA amplification
reaction was performed in a total volume of 25 μl containing 2.5 μl of 10X PCR buffer, 15 mM Table 4. ANOVA of the effect of growth hormones on number of roots/shoot, root length and basal callus formation. Factors
Sum of squares
df
Mean Square
F
P-value
No. of roots/shoot
A. Hormone Type
30
2
15
18(2,45)
<0.0001
B. Concentration
268
4
67
82(4,45)
<0.0001
AxB
314
8
39
48(8,45)
<0.0001
Error
37
45
0.9
Total (Corrected)
649
59
R-Squared
0.94
Adj R-Squared
0.92
Root Length
A. Hormone Type
1112
2
556
36(2,45)
<0.0001
B. Concentration
1826
4
456
29(4,45)
<0.0001
AxB
1848
8
231
15(8,45)
<0.0001
Error
697
45
15
Total (Corrected)
5484
59
R-Squared
0.87
Adj R-Squared
0.83
Basal Callus
A. Hormone Type
788
2
394
460(2,45)
<0.0001
B. Concentration
1683
4
421
491(4,45)
<0.0001
AxB
321
8
40
47(8,45)
<0.0001
Error
39
45
0.9
Total (Corrected)
2830
59
R-Squared
0.99
Adj R-Squared
0.98
doi:10.1371/journal.pone.0159050.t004
PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016
6 / 17 NOVA of the effect of growth hormones on number of roots/shoot, root length and basal callus formation. 6 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum MgCl2, 0.2mM dNTPs, 1 unit Taq Polymerase (Sigma, USA), 20ng of genomic DNA and 20 ng
of ISSR Primer (Sigma Aldrich, USA). PCR was performed using the following program: Initial
denaturation at 94°C for 4 min, followed by 35 cycles of denaturation at 94°C for 40 s, anneal-
ing at Ta°C for 60 s and extension at 72°C for 60 s with a final extension at 72°C for 8 min. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Shoot induction and multiplication Explants were inoculated on MS medium with various concentrations of BA alone and in com-
bination with IBA. A two-way ANOVA was conducted to determine the effects of BA, IBA and
BA+IBA on shoot length. First shoot initiation was observed in BA 0.4mg/l after 8 days of cul-
ture. Among various concentrations of BA and IBA used, MS medium containing BAxIBA
(0.4x0.6 mg/l) was found most suitable for shoot induction (93.3%), with 43.34±3.8 mm shoot
length (Figs 1A–1B and 2) followed by BAxIBA (0.6x0.4 mg/l) which showed 86.7% shoot
induction with 33.44±0.2 mm shoot length per explant (Table 1). Shoot induction frequency
was significantly influenced by BA and IBA independently as well as their interaction was also
found significant. The mean separation analysis by Tukey’s tests on shoot length showed that
BAP has the largest effect on shoot length followed by interaction between BAPxIBA than IBA
alone (Table 3). Out of 20 treatments at individuallevel, BAP in combination with IBA showed
higher shoot regeneration frequency than BAP alone. BA is equivalent to 6-benzylaminopur-
ine, BAP [20]. It is relevant to mention here that, the shoot induction is enhanced with the syn-
ergistic effect of cytokinin and auxin [21]. In the highest tested concentrations of BA (0.8 mg/l)
alone and in combination with IBA (BA+IBA 0.8x0.2 mg/l), the shootlength was decreased. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 7 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 2. Effect of various concentrations of BA and IBA on shoot induction from nodal explants of P. eriocarpum. doi:10 1371/journal pone 0159050 g002 Fig 2. Effect of various concentrations of BA and IBA on shoot induction from nodal explants of P. eriocarpum. Fig 2. Effect of various concentrations of BA and IBA on shoot induction from nodal explants of P. eriocarpum. doi:10 1371/journal pone 0159050 g002 doi:10.1371/journal.pone.0159050.g002 The explants of control set failed to develop shoots. The shoots obtained from BA 0.4 mg/l, BA
0.6 mg/l, BA+IBA 0.4+0.6 mg/l, BA+IBA 0.6+0.4 mg/l were further subcultured minimum of
three times, and then after dipping in IBA for an hour were inoculated on MS medium in
respective concentrations. Within five months of culture they developed multiple shoots. A
one-way ANOVA was conducted to compare the effect of dipping of shoots obtained from
four combinations on number of shoots per explant, leaves per branch and basal calls forma-
tion. Rooting, acclimatization and field transfer Strength of MS medium, concentration and type of auxin and supplementation of additives are a
few factors which affect the rate of in vitro rooting [25]. In vitro raised shoots obtained from cul-
tures on MS medium supplemented with BA alone and BA in combination with IBA were rooted
in different types and concentrations of auxins (IAA, IBA, NAA). A two-way ANOVA was con-
ducted to determine the effects of type of hormones at varied concentrations and interaction
between the two on number of roots per explant, root length and basal callus formation. First root-
ing was observed in IBA 0.6 mg/l after 21 days of culture which showed 90% root induction with
12.78±2.6roots per shoot, 36.40±10.0 mm root length per root without any basal callus formation. It has been observed that with increase in the concentration of IBA, there was decrease in percent-
age of root induction, number of roots per shoot but varied in root length per root (Fig 1C,
Table 2). IAA (0.4 mg/l) showed 80% rooting response with6.00±0.8roots per explant, 13.05±2.9
mm root length per root without any basal callus formation. Decrease in percentage of root induc-
tion, number of roots per explant and root length per root was observed with increase in IAA con-
centration. Among different concentrations of NAA tested, NAA 0.4mg/l showed highest rooting
response (80%) with 7.63±0.5 roots per explant, 22.47±3.1 mm root length per root with basal cal-
lus formation. Increase in the concentration of NAA led to decrease in percentage of root induc-
tion and number of roots per explant, however, increase in basal callus formation was observed. All three effects, type ofhormones, hormone concentrations and the interactions between the two
factors (hormone type x concentration) showed significant influence on root induction, root length
and basal callusformation (Table 4). No rooting was observed in IAA and NAA at concentration
1.00 mg/l. Among the three PGRs, IBA (0.6mg/l) stimulated early initiation of roots followed by
IAA (0.8 mg/l) and NAA (0.4mg/l). Also, IBA 0.6 mg/l showed maximum root induction, root
numbers per shoot and length among three auxins tested. Nearly 80–85% rooted explants devel-
oped into plantlets (Fig 1D). Cultures raised in IBA 0.6 mg/l showed maximum survival rate
(90%) followed by IAA and then NAA (Fig 4A–4C). Genetic Homogeneity Assessment of Pittosporum eriocarpum Table 5. Effect of one hour incubation in IBA on number of shoots, leaves and callus diameter per explants. PGR combinations used for shoot multiplication
mg/l)
Number of shoots per explant
±SD
Number of leaves per branch
±SD
Callus diameter (mm)
±SD
BA 0.4
10.60±1.1
4.39±0.5
8.11±0.6
BA 0.6
9.85±1.1
7.58±1.3
7.97±0.3
BA 0.4+IBA0.6
14.40±3.3
14.85±1.7
11.27±1.7
BA0.6 +IBA0.4
9.10±1.2
10.33±1.6
9.43±1.9
doi:10 1371/journal pone 0159050 t005 e hour incubation in IBA on number of shoots, leaves and callus diameter per explants. Table 5. Effect of one hour incubation in IBA on number of shoots, leaves and callus diameter per expla doi:10.1371/journal.pone.0159050.t005 significant increment in shoot multiplication after subculturing the mother plant. This may be
due to suppression of apical dominance due to repeated subcultures that in turn induce basal
meristematic cells to produce new shoots [22]. This method of shoot multiplication has been
employed in other plant species [23]. Treatment of low level of auxin and cytokinin in culture
medium is known to stimulate number and elongation of shoots in several tree species [24]. Regenerated shoots remained viable for more than eight months when left in original culture
medium. This is a low cost and short term storage method for germplasm of P. eriocarpum. Since it is a medicinally important and endangered plant, use of this method will provide pro-
tocol for extraction of medicinal compound and release the pressure on natural populations. Shoot induction and multiplication BA+IBA 0.4+0.6 mg/l was found to be most suitable for multiplication of shoots with
14.40±3.3 shoots per explants and 14.85±1.7leaves per branch (Fig 3; Table 5). We observed Fig 3. The effect of BA and IBA on number of shoots produced per explant, number of leaves per
shoot and basal callus. doi:10.1371/journal.pone.0159050.g003 Fig 3. The effect of BA and IBA on number of shoots produced per explant, number of leaves per
shoot and basal callus. doi:10.1371/journal.pone.0159050.g003 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 8 / 17 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Rooting, acclimatization and field transfer IBA stimulated rooting has also been reported
in Pittosporum napaulensis, where direct root organogenesis is observed in the medium supple-
mented with IBA and IAA, whereas higher concentration of NAA, led to the formation of callus
[8]. IBA stimulated rooting is also reported in Pittosporum tobira variegatum[7]. Superiority of
IBA as rooting hormone over other auxins is also reported in other genera [23, 26, 27]. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 9 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 4. Effect of types of auxins on root induction in P. eriocarpum. (A)Number of roots produced per
regenerated shoot. (B)Root length. (C) Basal callus formation per explant. doi:10.1371/journal.pone.0159050.g004 Fig 4. Effect of types of auxins on root induction in P. eriocarpum. (A)Number of roots produced per
regenerated shoot. (B)Root length. (C) Basal callus formation per explant. doi:10.1371/journal.pone.0159050.g004 doi:10.1371/journal.pone.0159050.g004 Transfer of in vitro raised plantlets to a similar environment that exists in nature is likely to
be most suitable for the growth and survival of plantlets [28]. As P. eriocarpum grows on
exposed sites with temperature range of 12−270 C,in vitro raised rooted plantlets were trans-
ferred to the greenhouse (temperature 25°C) for three months. Nearly 73% plantlets survived
and continued to grow (Fig 1E and 1F). In many other taxa, high mortality rate has been
reported for in vitro raised plants when transferred to natural filed conditions, as they possess
weak root system at this stage [29,30]. In the present study, no phenotypic variation was found
amongst the in vitro raised plants. The reintroduction of native plants and especially of rare
and endangered species has become important in conservation worldwide for restoration pur-
poses, which has also become an important practice in biodiversity conservation [31–35]. Since
P. eriocarpum is native to India and endangered species, the reintroduction in nature would
save the species from becoming extinct in nature. Genetic Homogeneity Assessment of Pittosporum eriocarpum Table 6. Amplification products generated with SCoT, ISSR and RAPD markers among mother plant and in vitro raised plants. Markers
Primerseries
Primer sequence
Number of scorable bandsper primer
Monomorphic bands
Polymorphic bands
SCoT
1
5’CAACAATGGCTACCACCA3’
5
5
0
2
5’CAACAATGGCTACCACCC3’
3
3
0
3
5’CAACAATGGCTACCACCG3’
6
6
0
4
5’CAACAATGGCTACCACCG3’
4
4
0
5
5’CAACAATGGCTACCACCT3’
4
4
0
10
5’CAACAATGGCTACCAGCC3’
3
3
0
15
5’ACGACATGGCGACCGCGA3’
6
3
3
18
5’ACCATGGCTACCACCGCC3’
7
3
4
35
5’CATGGCTACCACCGGCCC3’
5
5
0
36
5’GCAACAATGGCTACCACC3’
4
4
0
ISSR
843
5’CTCTCTCTCTCTCTCTRA3’
3
3
0
847
5’CACACACACACACACARC3’
4
2
2
852
5’TCTCTCTCTCTCTCTCRA3’
3
3
0
853
5’TCTCTCTCTCTCTCTCRT3’
3
3
0
854
5’TCTCTCTCTCTCTCTCRG3’
2
2
0
855
5’ACACACACACACACYT3’
3
3
0
857
5’ACACACACACACACYG3’
3
3
0
860
5’TGTGTGTGTGTGTGTGRA3’
7
4
2
888
5’BDBCACACACACACACA3’
4
4
0
891
5’HVHTGTGTGTGTGTGTG3’
2
2
0
RAPD
OPL-01
5’GGCATGACCT3’
5
5
0
OPL-02
5’TGGGCGTCAA3’
7
7
0
OPL-03
5’CCAGCAGCTT3’
5
5
0
OPL-04
5’GACTGCACAC3’
6
6
0
OPL-05
5’ACGCAGGCAC3’
4
4
0
OPL-06
5’GAGGGAAGAG3’
4
4
0
OPL-07
5’AGGCGGGAAC3’
3
3
0
OPL-08
5’AGCAGGTGGA3’
3
3
0
OPL-09
5’TGCGAGAGTC3’
1
1
0
OPL-10
5’TGGGAGATGG3’
6
4
2
doi:10.1371/journal.pone.0159050.t006 somaclonal variation in micropropagated plants [36]. The RAPD and ISSR analyses are based
on the non-coding regions of DNA used for studying genetic diversity, variability or stability. However, SCoT is novel and gene targeted molecular marker technique derived from flanking
ATG translation codon in plant gene and is considered to be more authentic in assessing
genetic homogeneity [17,37]. All these markers are found to be simple, resolvable, and cost-
effective in assessing the genetic homogeneity [13, 38–40]. Ten SCoT primers produced a total of 47 reproducible and scorable bands with an average
of 4.7 bands per primer. Each primer produced amplification product in the range of 250–1500
bp. All banding profiles from micropropagated plants were monomophic and similar to
mother plant except primers viz., primer 15 and 18, which showed polymorphic bands in two
of the regenerates. Number of scorable band varied from 2 to 7 for each primer. In case of ISSR
primers, 10 primers yielded reproducible bands out of 15 primers screened. They yielded 34
scorable bands with an average of 3.4 bands per primer ranging from 250–1500 bp. The band
numbers varied from 2 to 7 in each primer. Genetic homogeneity assessment We evaluated the genetic homogeneity of the in vitro grown plants through SCoT, ISSR and
RAPD markers. The use of more than one marker has always been recommended for a better
analysis of genetic homogeneity of plants because micropropagation is known to provoke PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 10 / 17 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 All banding profiles from micropropagated plants
were monomophic and similar to mother plant except the primers viz., primer 847 and 860
which showed polymorphic bands in two of the regenerates. Of the 15 RAPD decamer primers PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 11 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pittospo
fragments obtained with primer SCoT 35. (B) ISSR fragments obtained from
fragments obtained with primer OPL10. L- 1Kb ladder; MP- mother plant (Co
plants. doi:10.1371/journal.pone.0159050.g005
Genetic Homogeneity Assess
:10.1371/journal.pone.0159050
July 19, 2016 Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pittos
fragments obtained with primer SCoT 35. (B) ISSR fragments obtained fro
fragments obtained with primer OPL10. L- 1Kb ladder; MP- mother plant (C
plants. doi:10.1371/journal.pone.0159050.g005
g
y
050
July 19, 2016 Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pittosporum eriocarpum. (A) Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pitto
fragments obtained with primer SCoT 35. (B) ISSR fragments obtained fr
fragments obtained with primer OPL10. L- 1Kb ladder; MP- mother plant
plants. doi:10.1371/journal.pone.0159050.g005
50
July 19, 2016 Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pittosporum eriocarpum. (A) SCoT
fragments obtained with primer SCoT 35. (B) ISSR fragments obtained from primer number 860. (C)RAPD
fragments obtained with primer OPL10. L- 1Kb ladder; MP- mother plant (Control); A1-A9- in vitro raised
plants. doi:10 1371/journal pone 0159050 g005 Fig 5. Assessment of genetic fidelity of in vitro raised plants of Pittosporum eriocarpum. (A) SCoT
fragments obtained with primer SCoT 35. (B) ISSR fragments obtained from primer number 860. (C)RAPD
fragments obtained with primer OPL10. L- 1Kb ladder; MP- mother plant (Control); A1-A9- in vitro raised
plants. doi:10.1371/journal.pone.0159050.g005 12 / 17 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 6. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the SCoT data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. Fig 6 Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P eriocarpum by UPGMA cluster Fig 6. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the SCoT data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. doi:10.1371/journal.pone.0159050.g006 doi:10.1371/journal.pone.0159050.g006 Fig 7. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the ISSR data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. doi:10.1371/journal.pone.0159050.g007
PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016
13 / 17 Fig 7. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the ISSR data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. Fig 7. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the ISSR data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. doi:10.1371/journal.pone.0159050.g007 doi:10.1371/journal.pone.0159050.g007 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 13 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum Fig 8. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the RAPD data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. d i 10 1371/j
l
0159050 008 Fig 8. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster Fig 8. Dendrogram illustrating coefficient similarity among in vitro raised plants with mother plant of P. eriocarpum by UPGMA cluster
analysis from the RAPD data set showing genetic relationship. MP- mother plant; A1-A9- in vitro raised plants. doi:10.1371/journal.pone.0159050.g008 screened initially, only 10 primers showed clear and reproducible bands. These primers gave
rise to a total of 44 scorable bands. The number of bands for each primer varied from 1–7 with
an average of 4.4 bands per primer ranging from 250 to 1000 bp. The highest number of bands
were obtained in the primer 2 i.e., 7 and the lowest number of bands i.e., one, was obtained in
the primer 9. All banding profiles from micropropagated plants were monomophic and similar
to mother plant except the primer viz., primer OPL 10 which showed polymorphic bands in
three of the regenerates. A comparative account of primer sequences used for SCoT, ISSR and
RAPD analysis is given in Table 6. Monomorphic banding pattern was observed for all the
amplified band classes from SCoT, ISSR and RAPD among the regenerates and mother plant,
indicating the absence of variability (Fig 5A–5C). PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Data analysis The similarity value on the basis of Jaccard’s similarity coefficient among nine micropropa-
gated plants and mother plant was calculated for three markers viz., SCoT, ISSR and RAPD
which showed similarity ranged from 0.89 to 1.00, 0.91 to 1.00 and 0.95 to1.00 respectively
(Figs 6–8). The dendrograms generated through UPGMA analysis revealed 97% similarity
among regenerated plants with mother plant. Dendrogram generated for SCoT marker showed
that A1, A2, A3, A5, A7 and A8 are very identical to mother plant. A9 and A4 also clustered
close to MP. Dendrogram generated for ISSR marker showed that except A8, rest of the micro-
propagated plants were 100% identical to MP. Dendrogram generated for RAPD marker
showed that A7 and A8 are almost identical to MP and A1-A6. It has been observed that, den-
drograms generated for the three markers showed a slight change at DNA level of in vitro 14 / 17 PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 Genetic Homogeneity Assessment of Pittosporum eriocarpum raised A8 plant which probably is due to somaclonal variation [11]. The dendrogram generated
through UPGMA analysis revealed 97% similarity amongst the regenerates and the donor
mother plant. Acknowledgments Grant support (# BT/Env/BC/01/2010/23.3.2012) from Department of Biotechnology, Govern-
ment of India, New Delhi, is thankfully acknowledged. We thank Prof. Mala Mazumdar, CPGS
Jain University, Bangalore and an anonymous reviewer for their valuable comments. We are
grateful to Prof Shailendra Goel, University of Delhi for help in molecular analysis and Dr GP
Sharma andDr Pooja Jha Maity for help in statistical analysis. The authors warmly thank Dr. Randall P. Niedz for critically reading the manuscript. Conclusions Present study reports a holistic and reliable procedure for in vitro regeneration, greenhouse
acclimatization and field transfer of P. eriocarpum. This is the first successful attempt to estab-
lish a micropropagation protocol for this species by nodal explants, which will provide a alter-
native method for its conservation as well as supply of the material for commercial use. It is
estimated that a single explant can finally develop into 8–10 hardened plants within 8 months
of culture period. We reported the genetic homogeneity and true-to-type nature of in vitro
raised plants using SCoT, ISSR and RAPD analysis. Such protocol is useful for providing valu-
able resource material and help in the delisting of species from red data list. Author Contributions Conceived and designed the experiments: AKP PLU JT PS. Performed the experiments: PS JT
MDD. Analyzed the data: JT MDD. Wrote the paper: AKP PLU JT. Conceived and designed the experiments: AKP PLU JT PS. Performed the experiments: PS JT
MDD. Analyzed the data: JT MDD. Wrote the paper: AKP PLU JT. S2 Table. Effect of auxins (IAA, IBA or NAA) on in vitro rooting of P. eriocarpum shoots
grown on MS medium.
(PDF) S2 Table. Effect of auxins (IAA, IBA or NAA) on in vitro rooting of P. eriocarpum shoots
grown on MS medium. (PDF) S3 Table. ANOVA of the effect of BA and IBA and combined BA and IBA on shoot length
(PDF) Supporting Information S1 Table. Effect of various concentrations of BA and IBA (mg/l) on shoot length in P. erio-
carpum. (PDF) PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 References 1. Semwal P, Kapoor T, Anthwal P, Thapliyal A. Pittopsoram eriocarpum Royle (Agni) endangered medic-
inal plant species of Uttarakhand and its conservation. BTI 2013, 6: 25–30. 1. Semwal P, Kapoor T, Anthwal P, Thapliyal A. Pittopsoram eriocarpum Royle (Agni) endangered medic-
inal plant species of Uttarakhand and its conservation. BTI 2013, 6: 25–30. 2. IUCN, The IUCN Red List of Threatened Species. 2014, Version 2014.3. Available: www.iucnredlist. org. Accessed 11 March 2015. Doi: http://dx.doi.org/10.2305/IUCN.UK.1998. RLTS.T31330A9627065. en. 2. IUCN, The IUCN Red List of Threatened Species. 2014, Version 2014.3. Available: www.iucnredlist. org. Accessed 11 March 2015. Doi: http://dx.doi.org/10.2305/IUCN.UK.1998. RLTS.T31330A9627065. en. 3. Gaur RD. Flora of the district Garhwal North West Himalaya (with ethnobotanical notes).1999, Trans-
media Publ, Srinagar, Garhwal. 3. Gaur RD. Flora of the district Garhwal North West Himalaya (with ethnobotanical notes).1999, Trans-
media Publ, Srinagar, Garhwal. 4. Singh D, Goel R.Pittosporum eriocarpum (Pittosporaceae)- an endangered species with its new distri-
bution record from Tehri district. Ann Forest 1999, 7(2): 185–191. 4. Singh D, Goel R.Pittosporum eriocarpum (Pittosporaceae)- an endangered species with its new distri-
bution record from Tehri district. Ann Forest 1999, 7(2): 185–191. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 15 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum 5. Padalia H, Bharti RR, Pundir YPS, Sharma KP. Geospatial multiple logistic regression approach for
habitat characterization of scarce plant population: A case study of Pittosporum eriocarpum Royle (an
endemic species of Uttarakhand, India). J Indian Soc Remote Sen 2010, 38: 513–521. 6. Nayar MP, Sastry ARK. In: (ed.) Red Data Book of Indian Plants. 1987, Volume 1, Botanical Survey of
India, Calcutta. 7. Conover CA, Joiner JN. Rooting response of Pittosporum tobira variegatum as affected by 3-Indolebu-
tyric acid, Rooting media and age of wood. Florida State Horticult Soc 1963, 1781: 480–483. 8. Dhar U, Upreti J, Bhatt ID. Micropropagation of Pittosporum napaulensis (DC.) Rehder & Wilson–a
rare, endemic Himalayan medicinal tree. Plant Cell Tiss Organ Cult 2000, 63: 231–235. 9. Kondo K, Takahashi M, Morikawa H. Regeneration and transformation of a roadside tree Pittosporum
tobira A. Plant Biotechnol 2002, 19: 135–139. 10. Rawat JM, Rawat B, Agnihotri RK, Chandra A, Nautiyal S. In vitro propagation, genetic and secondary
metabolite analysis of Aconitum violaceum Jacq.: a threatened medicinal herb. Acta Physiol Plant
2013, 35: 2589–2599. 11. Larkin P, Scowcroft W. Somaclonal variation—a novel source of variability from cell culture for plant
improvement. References Theor Appl Genet 1981, 60: 197–214. doi: 10.1007/BF02342540 PMID: 24276737 12. Gupta AK, Harish, Rai MK, Phulwaria M, Agarwal T, Shekhawat NS, et al. In vitro propagation, encap-
sulation, and genetic fidelity analysis of Terminalia arjuna: a cardioprotective medicinal tree. Appl Bio-
chem Biotechnol 2014, 173: 1481–1494. doi: 10.1007/s12010-014-0920-4 PMID: 24817511 13. Rathore NS, Rai MK, Phulwaria M, Rathore N, Shekhawat NS. Genetic stability in micropropagated
Cleome gynandra revealed by SCoT analysis. Acta Physiol Plant 2014, 36: 555–559. 14. Rai MK, Phulwaria M, Harish, Gupta AK, Shekhawat NS, Jaiswal U, et al. Genetic homogeneity of
guava plants derived from somatic embryogenesis using SSR and ISSR markers. Plant Cell Tiss
Organ Cult 2012, 111: 259–264. 15. Murashige T, Skoog F. A revised medium for rapid growth and bioassays and tobacco tissue cultures. Physiol Plant 1962, 15: 473–497. 16. Duncan DB. Multiple range and multiple F test. Biometrics 1999, 11: 1–42. 17. Collard BCY, Mackill DJ. Start codon targeted (SCoT) polymorphism: a simple, novel DNA marker tech-
nique for generating gene-targeted markers in plants. Plant Mol Biol Rep 2009, 27: 86–93. 18. Rohlf FJ. NTSYS-pc: numerical taxonomy and multivariate analysis system. 2000, Exeter Software,
New York 19. Jaccard P. Nouvelles recherches surla distribution florale. Bull Soc Vaud Sci Nat 1908, 44: 223–270. 20. Teixeira da Silva JA. Is BA (6-benzyladenine) BAP (6-benzylaminopurine)?. Asian Australasian J Plant
Sci Biotech 2012, 6: 121–124. 21. Patel AK, Phulwaria M, Rai MK, Gupta AK, Shekhawat S, Shekhawat NS, et al. In vitro propagation and
ex vitro rooting of Caralluma edulis (Edgew.) Benth. & Hook. f.: an endemic and endangered edible
plant species of the Thar Desert. Sci Horti 2014, 165: 175–180. 22. Tripathi M, Kumari N. Micropropagation of a tropical fruit tree Spondias mangifera Willd. through direct
organogenesis. Acta Physiol Plant 2010, 32: 1011–1015. 23. Phulwaria M, Rai MK, Harish, Gupta AK, Ram K, Shekhawat NS, et al. An improved micropropagation
of Terminalia bellirica from nodal explants of mature tree. Acta Physiol Plant 2012, 34: 299–305. 24. Chalupa V. European Hardwoods.—In: Bonga JM, Durzan DJ (ed.): Cell and Tissue Culture in Forestry
1987, Martinus Nijhoff Publ, Dordrecht, 224–246 p. 25. Yokawa K, Kagenishi T, Baluska F. Root photomorphogenesis in laboratory-maintained Arabidopsis
seedlings. Trends Plant Sci 2013, 18: 117–119. doi: 10.1016/j.tplants.2013.01.002 PMID: 23395309 26. Velayutham P, Ranjithakumari BD, Baskaran P. An efficient in vitro plant regeneration system for
Cichorium intybus L.—an important medicinal plant. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 References J Agric Tech 2006, 2: 287–298. 27. Benmahioul B, Dorion N, Kaid-Harche M, Daguin F. Micropropagation and ex vitro rooting of Pistachio
(Pistacia vera L.). Plant Cell Tiss Organ Cult 2012, 108: 353–358. 27. Benmahioul B, Dorion N, Kaid-Harche M, Daguin F. Micropropagation and ex vitro rooting of Pistachio
(Pistacia vera L.). Plant Cell Tiss Organ Cult 2012, 108: 353–358. 28. Zeng SJ, Chen ZL, Wu KL, Zhang JX, Bai CK. Asymbiotic seed germination, induction of calli and pro-
tocorm-like bodies, and in vitro seedling development of the rare and endangered Nothodoritis zhejian-
gensis Chinese orchid. HortScience 2011, 46: 460–465. 29. Mathur A, Mathur AK, Verma P, Yadav S, Gupta ML, Darokar MP, et al. Biological hardening and
genetic fidelity testing of micro-cloned progeny of Chlorophytum borivilianum Sant. et Fernand. Afr J
Biotechnol 2008, 7: 1046–1053. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 16 / 17 Genetic Homogeneity Assessment of Pittosporum eriocarpum 30. Chandra S, Bandopadhyay R, Kumar V, Chandra R. Acclimatization of tissue cultured plantlets: from
laboratory to land. Biotechnol Lett 2010, 32: 1199–1205. doi: 10.1007/s10529-010-0290-0 PMID:
20455074 31. Rout TM, Hauser CE, Possingham P. Optimal adaptive management for translocation of a threatened
species. Ecol Appl 2009, 19: 515–526. PMID: 19323207 32. Wu K, Zeng S, Lin D, Silva JATD, Bu Z, Zhang J, et al. In Vitro Propagation and Reintroduction of the
Endangered Renanthera imschootiana Rolfe. PloS one 9: 1–12. 33. Mc Naughton SJ. Ecosystems and conservation in the twenty-first century. In: Western D., Pearl M
(Eds.), Conservation for the Twenty-first Century. Oxford University Press, New York, 1989, 109–120
p. 34. Akeroyd J, Jackson PW. A handbook for botanical gardens on the reintroduction of plants to the wild. Botanical gardens conservation international and IUCN. 1995, Available: http://www.bgci.org. 35. Ren H, Zeng SJ, Li LN, Zhang QM, Yang L, et al. (2012) Community ecology and reintroduction of Tigri-
diopalma magnifica, a rare and endangered herb. Oryx 46(3): 371–398. 36. Lakshmanan V, Venkataramareddy SR, Neelwarne B. Molecular analysis of genetic stability in long-
term micropropagated shoots of banana using RAPD and ISSR markers. Electron J Biotechnol 2007,
10: 106–113. 37. Xiong FQ, Zhong RC, Han ZQ, Jiang J, He LQ, Zhuang WJ, Tang RH, et al. Start codon targeted poly-
morphism for evaluation of functional genetic variation and relationships in cultivated peanut (Arachis
hypogaea L.) genotypes. Mol Biol Rep 2011, 38: 3487–3494. doi: 10.1007/s11033-010-0459-6 PMID:
21104441 38. PLOS ONE | DOI:10.1371/journal.pone.0159050
July 19, 2016 References Gupta PK, Rao JK. Molecular markers in crop improvement: Present status and future needs in India. Plant Cell Tiss Organ Cult 2002, 70: 229–234. 39. Harish, Gupta AK, Phulwaria M, Rai MK, Shekhawat NS. Conservation genetics of endangered medici-
nal plant Commiphora wightii in Indian Thar Desert. Gene 2014, 535: 266–272. doi: 10.1016/j.gene. 2013.11.018 PMID: 24295888 40. Mishra J, Singh M, Palni LMS, Nandi SK. Assessment of genetic fidelity of encapsulated microshoots
of Picrorhiza kurrooa. Plant Cell Tiss Org Cult 2011, 104: 181–186. 17 / 17
|
https://openalex.org/W2156923912
|
https://europepmc.org/articles/pmc3867857?pdf=render
|
English
| null |
Baseline Obesity Status Modifies Effectiveness of Adapted Diabetes Prevention Program Lifestyle Interventions for Weight Management in Primary Care
|
BioMed research international
| 2,013
|
cc-by
| 4,936
|
Hindawi Publishing Corporation
BioMed Research International
Volume 2013, Article ID 191209, 7 pages
http://dx.doi.org/10.1155/2013/191209 Hindawi Publishing Corporation
BioMed Research International
Volume 2013, Article ID 191209, 7 pages
http://dx.doi.org/10.1155/2013/191209 Hindawi Publishing Corporation
BioMed Research International
Volume 2013, Article ID 191209, 7 pages
http://dx.doi.org/10.1155/2013/191209 Kristen M. J. Azar,1 Lan Xiao,1 and Jun Ma1,2
1 Palo Alto Medical Foundation Research Institute, 795 El Camino Real, Ames Building, Palo Alto, CA 94301, USA
2 Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA Kristen M. J. Azar,1 Lan Xiao,1 and Jun Ma1,2
1 Palo Alto Medical Foundation Research Institute, 795 El Camino Real, Ames Building, Palo Alto, CA 94301, USA
2 Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA 1 Palo Alto Medical Foundation Research Institute, 795 El Camino Real, Ames Building, Palo Alto, CA 94301, USA
2 Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA Correspondence should be addressed to Kristen M. J. Azar; azark@pamfri.org Received 30 September 2013; Accepted 13 November 2013 Academic Editor: Pierpaolo De Feo Copyright © 2013 Kristen M. J. Azar et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. Objective. To examine whether baseline obesity severity modifies the effects of two different, primary care-based, technology-
enhanced lifestyle interventions among overweight or obese adults with prediabetes and/or metabolic syndrome. Patients and
Methods. We compared mean differences in changes from baseline to 15 months in clinical measures of general and central obesity
among participants randomized to usual care alone (𝑛= 81) or usual care plus a coach-led group (𝑛= 79) or self-directed individual
(𝑛= 81) intervention, stratified by baseline body mass index (BMI) category. Results. Participants with baseline BMI 35+ had
greater reductions in mean BMI, body weight (as percentage change), and waist circumference in the coach-led group intervention,
compared to usual care and the self-directed individual intervention (𝑃< 0.05 for all). In contrast, the self-directed intervention was
more effective than usual care only among participants with baseline BMIs between 25 ≤35. Mean weight loss exceeded 5% in the
coach-led intervention regardless of baseline BMI category, but this was achieved only among self-directed intervention participants
with baseline BMIs < 35. Conclusions. Baseline BMI may influence behavioral weight-loss treatment effectiveness. Researchers and
clinicians should take an individual’s baseline BMI into account when developing or recommending lifestyle focused treatment
strategy. This trial is registered with ClinicalTrials.gov (NCT00842426). Clinical Study
Baseline Obesity Status Modifies Effectiveness of
Adapted Diabetes Prevention Program Lifestyle
Interventions for Weight Management in Primary Care Kristen M. J. Azar,1 Lan Xiao,1 and Jun Ma1,2
1 Palo Alto Medical Foundation Research Institute, 795 El Camino Real, Ames Building, Palo Alto, CA 94301, USA
2 Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA 1. Introduction Coaches could view Heart360 patient self-
monitoring records, which they reviewed regularly and used to tailor their ongoing progress feedback via secure messaging for participants in the coach-led
intervention. Self-directed intervention intervention visits occurred at the clinic. Inclusion criteria
included an age of at least 18 years, a BMI of at least 25, and
the presence of prediabetes (defined by impaired fasting
plasma glucose level of 100 to 125 mg/dL) or metabolic
syndrome. Major exclusion criteria included serious medical
or psychiatric conditions (e.g., stroke, psychotic disorder)
or special life circumstances (e.g., pregnancy). Eligible and
consenting overweight or obese adults with prediabetes
and/or metabolic syndrome seen in primary care were
randomized to receive usual care alone (𝑛= 81) or usual care
plus a coach-led (𝑛= 79) or self-directed (𝑛= 81) behavioral
weight-loss intervention. Height was measured at baseline
only, and weight and waist circumference were measured
at baseline and at 3, 6, and 15 months. Measurements were
taken in duplicate per standardized protocols [17, 18]. Body
mass index was calculated. Change in BMI from baseline to
15 months was the trial primary outcome [15]. interventions into real-world settings remains a challenge. Efforts have been made to facilitate this process while retain-
ing essential components of efficacious interventions [13]. However, these same efforts have resulted in wide variation
in intervention setting, structure, intensity and form of
contact, and resources required—and (unsurprisingly) they
have produced mixed results regarding clinical effectiveness. Improved ability to implement targeted interventions for
readily defined subgroups of the intended population may
result in more efficient and effective use of resources.h fif
The “Evaluation of Lifestyle Interventions to Treat Ele-
vated Cardiometabolic Risk in Primary Care” (E-LITE) study
was one of few pragmatic randomized controlled trials that
successfully translated the Diabetes Prevention Program
(DPP) lifestyle intervention into a primary care setting in
the US. Published E-LITE data have demonstrated that two
adapted, technology-enhanced DPP interventions (further
described in Section 2)—one using a self-directed approach
and the other a coach-led approach—were both superior to
usual care, whereas the coach-led intervention was superior
to the self-directed one, in promoting weight loss among
overweight or obese adults with prediabetes and/or metabolic
syndrome [15]. The primary aim of the current study was
to examine whether changes in clinical measures of general
and abdominal obesity differed by baseline BMI category
when comparing the two interventions to usual care and
to each other. 1. Introduction medications have had limited effectiveness, some serious
adverse effects, and limited uptake [7].i Obesity remains a pressing public health problem with
adverse medical, psychological, social, and economical con-
sequences. Nearly 70% of US adults are overweight (body
mass index [BMI] in kg/m2 25 ≤30) or obese (BMI ≥30),
with 36% obese [1]. More alarming still, the 6.3% prevalence
of severely obesity (BMI ≥40) [1] is projected to increase
by 130% over the next 2 decades [2]. Although bariatric
surgery is the recommended treatment for severely obese
individuals and/or moderately obese individuals (BMI 35 ≤
40) with comorbidities [3], its implementation is limited by
access, cost, recidivism, and complications [4, 5]. Only 1%-
2% of obese people eligible for insurance coverage of surgical
treatment receive it, compelling an urgent need of alternative
treatment strategies for this subpopulation [6]. Weight loss f
Emerging data find intensive lifestyle interventions—
focusing on calorie-reduced, healthful eating, increased
physical activity, and self-management skills training—can
lead to clinically significant weight loss in the short [8–10]
and long term [10, 11] among individuals with a BMI ≥35,
who also achieve improvements in cardiovascular disease
(CVD) risk factors even despite persistent, albeit reduced,
obesity after intervention. Despite a recent and renewed
interest in examining the efficacy of intensive behavior
therapy for obesity within higher BMI subcategories [12],
very few studies have evaluated the comparative effectiveness
of evidence-based, empirical lifestyle interventions in real-
world settings by baseline obesity status. Implementation
of efficacious but resource-intensive, research-based lifestyle 2 BioMed Research International Table 1: E-LITEa intervention: key components and features. Table 1: E-LITEa intervention: key components and features. y
p
Coach-led intervention
Self-directed intervention
(1) 12-week core curriculum sessionsb
Clinic-based, small groups
Home-based DVD
(2) Online self-monitoring of weight and
physical activityc
Preferably daily but at least twice weekly;
coach routinely reviewed records
Preferably daily but at least twice weekly;
coach did not routinely review records
(3) Personalized lifestyle coachingd
Proactive, coach-initiated
As needed, patient-initiated
aE-LITE: Evaluation of lifestyle interventions to treat elevated cardiometabolic risk in primary care. bDiabetes Prevention Program (DPP) investigators at the University of Pittsburgh developed the Group Lifestyle Balance (GLB) program following the DPP
trial [13]. Its curriculum is publicly available online [14]. cVia the American Heart Association’s free, secure Heart360 Web portal (http://www.heart360.org/). dVia secure provider-patient online messaging embedded in a fully functional electronic health record system. 1. Introduction We hypothesized that baseline BMI modified
participant response to treatment such that participants with
baseline BMI 35+ would benefit from the more structured,
coach-led intervention, whereas those with lower starting
BMI would respond to either coach-led or self-directed
intervention. 2.2. Intervention. The E-LITE study innovatively integrated
the DPP-based Group Lifestyle Balance (GLB) core curricu-
lum [13], which has been recognized by the Centers for
Disease Prevention and Control’s National Diabetes Preven-
tion Program, with lifestyle coaching and self-management
support via high-reach, affordable technologies. Both E-LITE
interventions adopted the DPP’s weight loss and physical
activity goals [19] and delivered the GLB core curriculum
for 12 weeks during the intensive treatment phase either
through a self-directed, take-home DVD or coach-led, in-
clinic small groups. The interventions also provided elec-
tronically mediated lifestyle coach contact and online self-
monitoring of weight and physical activity goal attainment
during a 12-month maintenance phase. Table 1 summarizes
the key components and features of the E-LITE self-directed
and coach-led interventions. 2. Materials and Methods Complete E-LITE trial protocol and methods were published
previously [16]. Data collection occurred in 2009–2011. Below
we describe methodological details relevant to this study. 2.3. Statistical Analyses. Baseline characteristics of each study
group by baseline BMI category (25 ≤30, 30 ≤35, or
35+) were examined using analysis of variance (ANOVA)
for continuous variables and Chi-square test for categor-
ical variables. Between-group differences by baseline BMI
category at 15 months were evaluated by intention-to-treat
using all available data and tests of group by baseline BMI
category interactions in repeated-measures mixed models. A 2.3. Statistical Analyses. Baseline characteristics of each study
group by baseline BMI category (25 ≤30, 30 ≤35, or
35+) were examined using analysis of variance (ANOVA)
for continuous variables and Chi-square test for categor-
ical variables. Between-group differences by baseline BMI
category at 15 months were evaluated by intention-to-treat
using all available data and tests of group by baseline BMI
category interactions in repeated-measures mixed models. A 2.1. Study Population and Measures. Participants were
recruited (July 2009–June 2010) from a single primary care
clinic that is part of a large multispecialty group practice
in the San Francisco Bay Area. All data collection and BioMed Research International 3 BMI 25 ≤30
BMI 30 ≤35
BMI ≥35
−4
−3
−2
−1
0
1
2
Body mass index (kg/m2)
∗
∗
∗
∗
∗
∗∗
∗∗
∗∗
∗∗
∗∗†
∗∗†
∗†
95% CI
(−2.8, −1.5)
(−2.4, −1.1)
(−1.1, 0.2)
(−2.9, −1.6)
(−2.4, −1.0)
(−1.5, −0.1)
(−2.9, −1.1)
(−1.8, −0.04)
(−0.9, 1.0)
Body weight (%)
−10
−5
0
5
95% CI
(−8.8, −4.9)
(−7.4, −3.6)
(−2.6, 1.3)
(−8.6, −4.6)
(−7.4, −3.1)
(−4.6, −0.4)
(−8.4, −3.1)
(−5.4, −0.4)
(−3.7, 1.5)
Waist circumference (cm)
−25
−15
−5
5
15
95% CI
(−23.2, −10.9)
(−21.6, −9.9)
(−12.8, −0.3)
(−20.1, −8.1)
(−20.0, −6.5)
(−14.1, −0.1)
(−17.9, −1.7)
(−11.4, 4.9)
(−7.3, 9.1)
Coach-led
Self-directed
Usual care
CI Confidence interval
∗P < 0.005 compared to usual care
∗∗P ≤0.01 compared to usual care
†P < 0.005 compared to self-directed
Figure 1: Outcomes by baseline body mass index category and intervention type. Waist circumference (cm) Figure 1: Outcomes by baseline body mass index category and intervention type. 2. Materials and Methods −1.1 kg/m2]), in percentage weight loss for the BMI 25 ≤30
(−5.5%, 95% CI [−7.4%, −3.6%]; 𝑃< 0.0001 versus usual
care) and 30 ≤35 (−5.2%, 95% CI [−7.4%, −3.1%]; 𝑃= 0.02
versus usual care) categories, and in waist circumference for
the BMI 30 ≤35 category (−13.2 cm, 95% CI [−20.0 cm,
−8.1 cm]; 𝑃= 0.03). In the self-directed group mean weight
loss reached 5% only among those with a baseline BMI of
< 35. Moreover, reductions in BMI (𝑃= 0.01), weight as
percentage change (𝑃= 0.04), and waist circumference (𝑃=
0.04) were significantly greater in the coach-led versus self-
directed intervention within the BMI 35+ category, whereas
the two interventions did not differ significantly for any of the
three obesity measures in the two lower BMI categories. separate model examined change in each of the 3 obesity
outcome variables: BMI and percent body weight change
for general obesity and waist circumference for abdominal
obesity. The group by baseline BMI category interaction
terms were significant for all three outcomes (𝑃< 0.001). As in the main study [15], these models were adjusted for
age, sex, race, and ethnicity, and missing data were handled
directly through maximum likelihood estimation via mixed
modeling. Model-based least-square mean changes and 95%
confidence intervals (CIs) were obtained. All analyses were
conducted using SAS, version 9.2 (SAS Institute Inc., Cary,
North Carolina). 3. Results and Discussion Similarly, the coach-led intervention had no apparent The self-directed intervention led to greater improve-
ments in BMI (𝑃= 0.03 versus usual care) only for the
BMI 25 ≤30 category (−1.7 kg/m2, 95% CI [−2.4 kg/m2, BioMed Research International 4 Table 2: Baseline characteristics of the study participantsa. 3. Results and Discussion 3.2. Discussion. Efficacy research has unequivocally shown
that intensive, highly structured, individual lifestyle interven-
tion lowers cardiometabolic risk [20]. The unabated obesity
epidemic and its associated health problems and rising
societal and economical burdens compel the urgency of
adapting proven, albeit expensive, interventions into increas-
ingly resource-limited real-world settings while striving to
retain the effectiveness of the original treatment. The current
findings show that the effects of the successful E-LITE coach-
led and self-directed interventions in primary care differed by
starting obesity status, suggesting that one size may not fit all
when it comes to lifestyle interventions. 3.1. Results. Table 2 shows baseline sample characteristics,
stratified by baseline BMI. No signifıcant differences in
baseline characteristics were detected between participants
in each treatment group. The coach-led intervention resulted
in significantly greater mean reductions from baseline
to 15 months in BMI (ranging from −2.0 kg/m2, 95%
CI [−2.9 kg/m2, −1.1 kg/m2] in the BMI 35+ category to
−2.2 kg/m2, 95% CI [−2.9 kg/m2, −1.6 kg/m2] in the BMI 30 ≤
35 category) and percent body weight change (ranging from
−6.8%, 95% CI [−8.8%, −4.9%] in the BMI 25 ≤30 category
to −5.7%, 95% CI [−8.4%, −3.1%] in the BMI 35+ category) for
all three baseline BMI categories, and in waist circumference
for the BMI 25 ≤30 (−17.1 cm, 95% CI [−23.2 cm, −10.95 cm])
and 35+ (−9.78 cm, 95% CI [−17.9 cm, −1.7 cm]) categories
(𝑃< 0.05 versus usual care for all; Figure 1). The coach-
led group achieved a mean percentage weight loss exceeding
5%, a commonly accepted threshold of clinically significant
weight loss, and the upper 95% confidence limit was at least
3% weight loss, across the baseline BMI categories.h Notably participants with moderate or severe obesity
(baseline BMI 35+) had greater reductions in all three
obesity measures (BMI, percentage weight loss, and waist
circumference) in the coach-led intervention, but not in the
self-directed intervention, compared with usual care. They
also responded more favorably to the coach-led intervention
compared to the self-directed intervention. In contrast, over-
weight participants (baseline BMI 25 ≤30) had similar mean
BMI and percent body weight reductions in the two active
interventions, both of which were more effective than usual
care. 3. Results and Discussion Characteristic
All
Usual care
Coach-led
Self-directed
𝐹/𝜒2 (degree of freedom)
𝑃value
Body mass index 25 ≤30
Age, year
53.8 ± 10.5
53.7 ± 10.3
54.7 ± 10.9
53.1 ± 10.6
0.22 (2, 108)
0.80
Female, %
32.4
32.4
33.3
31.6
0.03 (2)
0.99
Race/ethnicity, %
3.29 (6)
0.77
Non-Hispanic white
72.1
75.7
66.7
73.7
Asian/Pacific Islander
22.5
18.9
27.8
21.1
Latino/Hispanic
4.5
5.4
5.6
2.6
College level or above, %
97.2
97.2
94.3
100.0
2.22 (2)
0.33
Income, %
6.62 (6)
0.36
<$75,000
10.3
13.9
8.8
8.1
$75,000–$124,999
30.8
27.8
41.2
24.3
$125,000–$149,999
15.9
8.3
20.6
18.9
$150,000+
43.0
50.0
29.4
48.6
Weight, kg
83.8 ± 9.9
85.4 ± 9.1
82.6 ± 10.2
83.5 ± 10.6
0.77 (2, 108)
0.46
Waist, cm
98.8 ± 6.4
98.3 ± 6.4
98.0 ± 6.4
100.1 ± 6.4
1.14 (2, 108)
0.32
Fasting plasma glucose, mg/dL
100.3 ± 9.3
99.9 ± 9.5
101.4 ± 9.3
99.6 ± 9.2
0.39 (2, 108)
0.68
Prediabetes, %
56.8
62.2
61.1
47.4
2.08 (2)
0.35
Metabolic syndrome, %
80.2
67.6
88.9
84.2
5.81 (2)
0.06
Prediabetes and metabolic syndrome, %
36.9
29.7
50.0
31.6
3.93 (2)
0.14
Body mass index 30 ≤35
Age, year
54.0 ± 10.8
54.5 ± 11.1
55.3 ± 12.9
52.3 ± 7.9
0.51 (2, 72)
0.60
Female, %
50.7
44.0
50.0
58.3
1.01 (2)
0.60
Race/ethnicity, %
5.25 (6)
0.51
Non-Hispanic white
80.0
80.0
80.8
79.2
Asian/Pacific Islander
14.7
16.0
7.7
20.8
Latino/Hispanic
4.0
4.0
7.7
0.0
College level or above, %
97.3
96.0
96.2
100.0
0.97 (2)
0.62
Income, %
5.16 (6)
0.52
<$75,000
12.5
8.7
15.4
13.0
$75,000–$124,999
23.6
30.4
23.1
17.4
$125,000–$149,999
9.7
0.0
15.4
13.0
$150,000+
54.2
60.9
46.2
56.5
Weight, kg
94.2 ± 13.8
94.2 ± 12.9
97.2 ± 14.5
91.0 ± 13.8
1.26 (2, 72)
0.29
Waist, cm
106.7 ± 8.1
106.2 ± 8.9
109.2 ± 7.1
104.4 ± 7.9
2.35 (2, 72)
0.10
Fasting plasma glucose, mg/dL
100.3 ± 10.4
98.7 ± 8.6
100.4 ± 10.9
101.8 ± 11.6
0.52 (2, 72)
0.60
Prediabetes, %
50.7
44.0
50.0
58.3
1.01 (2)
0.60
Metabolic syndrome, %
88.0
92.0
80.8
91.7
1.97 (2)
0.37
Prediabetes and metabolic syndrome, %
38.7
36.0
30.8
50.0
2.06 (2)
0.36
Body mass index 35+
Age, year
49.7 ± 10.1
47.4 ± 10.6
53.4 ± 8.5
48.6 ± 10.4
1.79 (2, 52)
0.18
Female, %
69.1
73.7
76.5
57.9
1.74 (2)
0.42
Race/ethnicity, %
2.58 (4)
0.63
Non-Hispanic white
87.3
78.9
94.1
89.5
Asian/Pacific Islander
9.1
15.8
5.9
5.3
Latino/Hispanic
3.6
5.3
0.0
5.3
College level or above, %
98.2
94.7
100.0
100.0
1.93 (2)
0.38
Income, %
5.15 (6)
0.52
<$75,000
14.8
10.5
23.5
11.1
$75,000–$124,999
22.2
26.3
29.4
11.1
$125,000–$149,999
13.0
10.5
5.9
22.2
$150,000+
50.0
52.6
41.2
55.6 Table 2: Baseline characteristics of the study participantsa. 3. Results and Discussion All
Usual care
Coach-led
Self-directed
𝐹/𝜒2 (degree of freedom)
𝑃value BioMed Research International 5 Table 2: Continued. Table 2: Continued. Table 2: Continued. Characteristic
All
Usual care
Coach-led
Self-directed
𝐹/𝜒2 (degree of freedom)
𝑃value
Weight, kg
113.4 ± 18.2
116.0 ± 20.0
111.6 ± 15.0
112.6 ± 19.4
0.29 (2, 52)
0.75
Waist, cm
120.1 ± 10.9
121.9 ± 11.7
117.3 ± 9.7
120.4 ± 11.4
0.78 (2, 52)
0.46
Fasting plasma glucose, mg/dL
98.7 ± 8.6
98.7 ± 8.7
98.7 ± 9.3
98.8 ± 8.3
0.00 (2, 52)
0.99
Prediabetes, %
54.5
52.6
58.8
52.6
0.18 (2)
0.91
Metabolic syndrome, %
98.2
100.0
94.1
100.0
2.28 (2)
0.32
Prediabetes and metabolic syndrome, %
52.7
52.6
52.9
52.6
0.0005 (2)
0.99
aPlus-minus values are means ± SD. suggests that the low cost, self-directed intervention can be a
viable alternative to the coach-led intervention for high-risk
adults with a BMI less than 35. The increased efficiency and
reach of the self-directed intervention makes it an appealing
public health intervention strategy. incremental benefit over the self-directed intervention for
participants with a baseline BMI of 30 ≤35, although they
led greater reductions in percentage weight loss and BMI
(coach-led) or waist circumference (self-directed) compared
with usual care. These results imply that the self-directed
intervention can be an effective and efficient alternative to
the coach-led intervention for overweight individuals with
prediabetes and/or metabolic syndrome but that individuals
with the same cardiometabolic risk factors who are moder-
ately or severely obese may only benefit from the latter, more
structured approach. These findings add to recent evidence
that suggests a structured, intensive—and yet practical—
lifestyle intervention is indicated for increased degree of
obesity [10, 21], as opposed to a less structured, self-directed
approach. Future studies are needed to explore factors that may
modify or mediate the effectiveness of lifestyle interventions
among persons with moderate or severe obesity. Poten-
tial effect modifiers include sociodemographic character-
istics (e.g., sex, race/ethnicity, and education), comorbid-
ity (e.g., severity of coexisting chronic conditions), and
community/societal resources (e.g., accessibility of grocery
stores or farmers market, neighborhood walkability, and
social norms). 3. Results and Discussion Possible effect mediators include outcome
expectancy, self-efficacy, social support, and self-monitoring,
which are theory-based variables that have been shown to
predict weight loss in diverse populations [25, 26].hi Previously, in the absence of empirical evidence, lifestyle
intervention was thought to be ineffective in severely obese
individuals [22] but has recently been recognized as a
promising approach among this subpopulation [3, 8–12],
especially given the risk of postoperative complications,
recidivism, and limited reach of surgical options [4, 5, 8]. Modest weight loss for individuals who are overweight or
obese (5%–10% reduction in total body weight) has been
shown to produce health benefits such as improvement in
blood pressure, cholesterol and dysglycemia [19, 23, 24]
and was achieved among all participants in the coach-led
intervention, including those whose baseline BMI was ≥35. A randomized controlled trial by Goodpaster et al. showed
that an intensive behavioral weight-loss intervention was
effective for severely obese adults and that modest weight
reduction, even despite persistent severe obesity, significantly
improved cardiovascular risk factors in this population [9]. A
secondary analysis of data from the Look AHEAD trial found
that nearly 40% of severely obese participants in the intensive,
DPP-like lifestyle intervention lost ≥10% of initial weight at 1
year [8], and 26% were able to maintain this weight loss at
year 4 [11].hi The present findings should be interpreted with consid-
eration of several study limitations. This was a secondary
data analysis, and all findings warrant replication in future
confirmatory research. The sample size for each BMI-by-
treatment subgroup was small, and the trial duration was only
15 months. However, the effect size confidence intervals and
data consistency across the three obesity outcome measures
suggest that the E-LITE coach-led intervention may have
clinically significant benefits beyond usual care for moder-
ately and severely obese adults at high cardiometabolic risk
that are worth further investigation in fully-powered, longer-
term studies. Also, the generalizability of the current findings
may be limited by a rather homogenous study sample in terms
of race/ethnicity and socioeconomic status, and participants
were recruited from a single primary care clinic. Future
research is needed to confirm the generalizability of our
findings to more ethnically and socioeconomically diverse
populations. References [16] J. Ma, A. C. King, S. R. Wilson, L. Xiao, and R. S. Stafford,
“Evaluation of lifestyle interventions to treat elevated car-
diometabolic risk in primary care (E-LITE): a randomized
controlled trial,” BMC Family Practice, vol. 10, article 71, 2009. [1] K. M. Flegal, D. Carroll, B. K. Kit, and C. L. Ogden, “Prevalence
of obesity and trends in the distribution of body mass index
among US adults, 1999–2010,” Journal of the American Medical
Association, vol. 307, no. 5, pp. 491–497, 2012. [17] NIH and National Heart Lung Blood Institute, Clinical Guide-
lines on the Identifıcation, Evaluation, and Treatment of Over-
weight and Obesity in Adults: The Evidence Report, DHHS,
Public Health Service, Rockville, Md, USA, 1998. [2] E. A. Finkelstein, O. A. Khavjou, H. Thompson et al., “Obesity
and severe obesity forecasts through 2030,” American Journal of
Preventive Medicine, vol. 42, no. 6, pp. 563–570, 2012. [18] D. Hunt, “Diabetes: foot ulcers and amputations,” Clinical Evi-
dence, vol. 1, p. 602, 2009. [3] L. E. Burke and J. Wang, “Treatment strategies for overweight
and obesity,” Journal of Nursing Scholarship, vol. 43, no. 4, pp. 368–375, 2011. [19] Diabetes Prevention Program Research Group, “The Diabetes
Prevention Program (DPP): description of lifestyle interven-
tion,” Diabetes Care, vol. 25, no. 12, pp. 2165–2171, 2002. [4] H. Buchwald and D. M. Oien, “Metabolic/bariatric surgery
worldwide 2008,” Obesity Surgery, vol. 19, no. 12, pp. 1605–1611,
2009. [20] Diabetes Prevention Program Research Group, “10-year follow-
up of diabetes incidence and weight loss in the Diabetes
Prevention Program Outcomes Study,” The Lancet, vol. 374, no. 9702, pp. 1677–1686, 2009. [5] D. B. Sarwer, R. J. Dilks, and L. West-Smith, “Dietary intake
and eating behavior after bariatric surgery: threats to weight loss
maintenance and strategies for success,” Surgery for Obesity and
Related Diseases, vol. 7, no. 5, pp. 644–651, 2011. [21] J. W. Anderson, S. B. Conley, and A. S. Nicholas, “One hundred-
pound weight losses with an intensive behavioral program:
changes in risk factors in 118 patients with long-term follow-
up,” American Journal of Clinical Nutrition, vol. 86, no. 2, pp. 301–307, 2007. [6] M. Martin, A. Beekley, R. Kjorstad, and J. Sebesta, “Socioeco-
nomic disparities in eligibility and access to bariatric surgery:
a national population-based analysis,” Surgery for Obesity and
Related Diseases, vol. 6, no. 1, pp. 8–15, 2010. Acknowledgments The content is solely the responsibility of the authors and
does not necessarily represent the official views of any of the
funding agencies. No sponsor or funding source had a role in
the design or conduct of the study; collection, management,
analysis, or interpretation of the data; or preparation, review,
or approval of the paper. All authors comply with the editorial
policies and have no conflict of interests. Kristen M. J. Azar
and Jun Ma conceived the present study and interpreted data
analysis. Lan Xiao analyzed data. All authors were involved
in writing the paper and had final approval of the submitted
and published versions. The E-LITE study was supported by
Grant R34DK080878 from the National Institute of Diabetes
and Digestive and Kidney Diseases, a Scientist Development
Grant Award (0830362N) from the American Heart Asso-
ciation, and internal funding from the Palo Alto Medical
Foundation Research Institute. The authors wish to thank the
participants and their families who made the E-LITE trial
possible. They would also like to acknowledge the Diabetes
Prevention Support Center (DPSC) of the University of
Pittsburgh for training and supporting the Group Lifestyle
Balance program; the E-LITE coach-led and self-directed
interventions were derived from this material. [10] J. W. Anderson, L. Grant, L. Gotthelf, and L. T. P. Stifler, “Weight
loss and long-term follow-up of severely obese individuals
treated with an intense behavioral program,” International
Journal of Obesity, vol. 31, no. 3, pp. 488–493, 2007. [11] J. L. Unick, D. Beavers, D. S. Bond et al., “The long-term effec-
tiveness of a lifestyle intervention in severely obese individuals,”
American Journal of Medicine, vol. 126, no. 3, pp. 236.e2–242.e2,
2013. [12] G. L. Blackburn, S. Wollner, and S. B. Heymsfield, “Lifestyle
interventions for the treatment of class III obesity: a primary
target for nutrition medicine in the obesity epidemic,” American
Journal of Clinical Nutrition, vol. 91, no. 1, pp. 289S–292S, 2010. [13] M. K. Kramer, A. M. Kriska, E. M. Venditti et al., “Translating
the diabetes prevention program. A comprehensive model for
prevention training and program delivery,” American Journal of
Preventive Medicine, vol. 37, no. 6, pp. 505–511, 2009. [14] Diabetes Prevention Support Center, “Group lifestyle bal-
ance materials,” in A Modification of the Diabetes Prevention
Program’s Lifestyle Change Program, University of Pittsburgh,
Pittsburgh, Pa, USA, 2011. [15] J. Ma, V. Yank, L. 4. Conclusion This is the first study, to our knowledge, that suggests the
potential effectiveness of a coach-led, technology-enhanced
DPP translation intervention in reducing obesity among
adults at high risk of Type 2 diabetes and CVD with a BMI
of 35 or above. This is a growing segment of the overall
population for which surgery is currently recommended;
however, surgery cannot be the only solution to an epidemic. It is imperative that alternative strategies are developed
that are effective, accessible, and affordable with potential
for broad reach and impact. Equally important, our study In conclusion, baseline obesity status may influence behav-
ioral weight loss treatment effectiveness. Less resource inten-
sive approaches are perhaps adequate for individuals with
lower baseline BMI in the overweight and obesity continuum,
whereas the incremental benefit of more intensive, structured
lifestyle change programs may not be evident except for
those with higher BMI indicative of moderate or severe
obesity. If confirmed in future definitive study, these findings
would suggest that researchers and clinicians should take BioMed Research International 6 an individual’s baseline BMI into account when developing
or recommending a weight-loss treatment strategy. Under-
standing how to best allocate healthcare resources in weight-
loss treatment may ultimately result in improved quality and
affordability of obesity care. [8] J. L. Unick, D. Beavers, J. M. Jakicic et al., “Effectiveness of life-
style interventions for individuals with severe obesity and type
2 diabetes: results from the Look AHEAD trial,” Diabetes Care,
vol. 34, no. 10, pp. 2152–2157, 2011. [9] B. H. Goodpaster, J. P. DeLany, A. D. Otto et al., “Effects of
diet and physical activity interventions on weight loss and car-
diometabolic risk factors in severely obese adults: a randomized
trial,” Journal of the American Medical Association, vol. 304, no. 16, pp. 1795–1802, 2010. Acknowledgments Xiao et al., “Translating the diabetes preven-
tion program lifestyle intervention for weight loss into primary
care: a randomized trial,” JAMA Internal Medicine, vol. 173, no. 2, pp. 113–121, 2013. References [22] “Clinical guidelines on the identification, evaluation, and treat-
ment of overweight and obesity in adults—the evidence report. National Institutes of Health,” Obesity Research, vol. 6, supple-
ment 2, pp. 51S–209S, 1998. [7] E. S. le Blanc, E. O’Connor, E. P. Whitlock, C. D. Patnode, and
T. Kapka, “Effectiveness of primary care-relevant treatments
for obesity in adults: a systematic evidence review for the U.S. preventive services task force,” Annals of Internal Medicine, vol. 155, no. 7, pp. 434–447, 2011. [23] G. Blackburn, “Effect of degree of weight loss on health bene-
fits,” Obesity Research, vol. 3, supplement 2, pp. 211s–216s, 1995. BioMed Research International 7 7 [24] “The Diabetes Prevention Program. Design and methods for a
clinical trial in the prevention of type 2 diabetes,” Diabetes Care,
vol. 22, no. 4, pp. 623–634, 1999. [25] A. Bandura, Social Foundations of Thought and Action: A Social
Cognitive Theory, Prentice Hall, Englewood Cliffs, NJ, USA,
1986. [26] A. L. Palmeira, P. J. Teixeira, T. L. Branco et al., “Predicting
short-term weight loss using four leading health behavior
change theories,” International Journal of Behavioral Nutrition
and Physical Activity, vol. 4, article 14, 2007.
|
https://openalex.org/W3099651163
|
https://ogsh.abvpress.ru/jour/article/download/563/440
|
Russian
| null |
Oral mucositis in patients with oncological pathology of the oropharyngeal region: review
|
Opuholi golovy i šei
| 2,020
|
cc-by
| 6,904
|
Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 Oral mucositis in patients with oncological pathology of the oropharyngeal region: review A. O. Eremina1, I. A. Zaderenko1, 2, S. Yu. Ivanov1, 3, S. B. Alieva2, A. B. Dymnikov1, A. V. Khromushina1, B. G. Pkheshkhova2
1RUDN University; 6 Miklukho-Maklaya St., Moscow 117198, Russia;
2N.N. Blokhin National Medical Research Center of Oncology, Ministry of Health of Russia; 24 Kashirskoe Hwy, Moscow 115478, Russia;
3I.M. Sechenov First Moscow State Medical University, Ministry of Health of Russia; Bld. 4, 2 Bolshaya Pirogovskaya St.,
Moscow 119991, Russia A. O. Eremina1, I. A. Zaderenko1, 2, S. Yu. Ivanov1, 3, S. B. Alieva2, A. B. Dymnikov1, A. V. Khromushina1, B. G. Pkheshkhova2
1RUDN University; 6 Miklukho-Maklaya St., Moscow 117198, Russia;
2N.N. Blokhin National Medical Research Center of Oncology, Ministry of Health of Russia; 24 Kashirskoe Hwy, Moscow 115478, Russia;
3I.M. Sechenov First Moscow State Medical University, Ministry of Health of Russia; Bld. 4, 2 Bolshaya Pirogovskaya St.,
Moscow 119991, Russia Oral mucositis is one of the most common effects of chemoradiotherapy in patients with oropharyngeal cancer. The development of oral mu-
cositis is the main cause of interruption of antitumor therapy, which significantly affects the results of treatment of the main disease. Despite
the fact that the disease is well studied in the literature, today there is no universal treatment and prevention protocol. The aim of this review
is to analyze scientific publications devoted to the problems of etiology, pathogenesis, clinic, diagnosis, treatment and prevention of oral mu-
cositis. Key words: oral mucositis, oropharyngeal region, antitumor therapy, radiation exposure Key words: oral mucositis, oropharyngeal region, antitumor therapy, radiation exposure For citation: Eremina A. O., Zaderenko I. A., Ivanov S. Yu. et al. Oral mucositis in patients with oncological pathology of the oropharyngeal
region: review. Opukholi golovy i shei = Head and Neck Tumors 2020;10(3):72–80. (In Russ.). Оральные мукозиты у пациентов с онкологической патологией
орофарингеальной области: обзор литературы А. О. Ерёмина1, И. А. Задеренко1, 2, С. Ю. Иванов1, 3, С. Б. Алиева2, А. Б. Дымников1, А. О. Ерёмина1, И. А. Задеренко1, 2, С. Ю. Иванов1, 3, С. Б. Алиева2, А. Б
А. В. Хромушина1, Б. Г. Пхешхова2 А. О. Ерёмина , И. А. Задеренко
, С. Ю. Иванов
, С. Б. Алиева , А. Б. А. В. Хромушина1, Б. Г. Пхешхова2 А. В. Хромушина1, Б. Г. Пхешхова2 1ФГАОУ ВО «Российский университет дружбы народов»; Россия, 117198 Москва, ул. Миклухо-Маклая, 6;
2ФГБУ «Национальный медицинский исследовательский центр онкологии им. Н. Н. Блохина» Минздрава России;
Россия, 115478 Москва, Каширское шоссе, 24; 3ФГАОУ ВО Первый Московский государственный медицинский университет им. И. М. Сеченова Минздрава России;
Россия, 119991 Москва, ул. Большая Пироговская, 2, стр. 4 Контакты: Александра Олеговна Ерёмина sas1.91@mail.ru Оральный мукозит – одно из наиболее частых последствий химиолучевой терапии у пациентов с раком орофарингеальной области. Именно развитие орального мукозита считается основной причиной прерывания противоопухолевой терапии, которое значи-
тельно ухудшает результаты лечения онкологического заболевания. Несмотря на то что заболевание хорошо изучено, на сегод-
няшний день не разработан универсальный общепринятый алгоритм его лечения и профилактики. В данном обзоре представлен
анализ научных публикаций, посвященных проблемам этиологии, патогенеза, клинической картины, диагностики, лечения и про-
филактики орального мукозита. Ключевые слова: оральный мукозит, орофарингеальная область, противоопухолевая терапия, лучевая нагрузка Для цитирования: Ерёмина А. О., Задеренко И. А., Иванов С. Ю. и др. Оральные мукозиты у пациентов с онкологической патоло-
гией орофарингеальной области: обзор литературы. Опухоли головы и шеи 2020;10(3):72–80. DOI: 10.17650/2222-1468-2020-10-3-72-80 DOI: 10.17650/2222-1468-2020-10-3-72-80 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 Факторы риска К отдаленным клиническим проявлениям ОМ от-
носятся повреждения сосудов и мягких тканей, которые
могут вызывать вторичную позднюю атрофию с повы-
шенной эпителиальной восприимчивостью к травми-
рующим и инфекционным агентам [8]. Факторами риска развития ОМ являются вредные
привычки (употребление алкоголя и курение), несо-
стоятельность ортопедических и ортодонтических кон-
струкций, наличие пломб, несанированное состояние
полости рта, женский пол, большая площадь и интен-
сивность облучения, кратность повторения и накоплен-
ная доза, а также применение некоторых химиотера-
певтических препаратов [22], например цисплатина
и 5‑фторурацила, что увеличивает риск возникновения
ОМ не только в комбинации с облучением, но и без не-
го [23]. Ранние изменения эпителия при лучевой терапии
регрессируют через несколько недель после завершения
лечения. Однако они рассматриваются как фактор ри-
ска развития поздних осложнений в ротовой полости
(остеорадионекроза, хронических язв и др.) [13]. На сегодняшний день ОМ характеризуют 54 по-
казателя, основными из которых являются 23, в том
числе функциональное состояние (способность упо-
треблять ту или иную пищу и жидкость), симптомы
(дисгевзия, жжение, боль) и / или клинические при-
знаки (гиперемия, язвы, отек, налет) в разнообразных
сочетаниях. Патогенез Согласно основной патогенетической теории ОМ,
он развивается вследствие нарушения микроциркуляции
и имеет неинфекционную природу (вопреки представ-
лениям, бытовавшим до середины 1990‑х). Доказано,
что диффузия факторов роста из эндотелия сосудов под-
слизистого слоя к базальной мембране определяет тол-
щину эпителиального слоя. Данный путь регуляции
нарушается из‑за гибели эндотелиоцитов [6]. Оценка тяжести Основываясь на этих данных, S. Sonis разработал
классификацию ОМ, которая отражает 5 фаз его пато-
генеза и сейчас является общепринятой [7]. Не существует общепризнанного стандарта диа-
гностики и лечения ОМ, что затрудняет работу с данной
группой пациентов и делает невозможным контроль
эффективности проведенных манипуляций [19, 20]. Большинство специалистов используют классифика-
цию Всемирной организации здравоохранения (ВОЗ). Данная модель патогенеза в настоящий момент яв-
ляется базой для изучения ОМ, но остается во многом
гипотетической, все еще требующей дальнейшего уточ-
нения [8]. Разработаны 3 шкалы оценки токсичности у паци-
ентов старше 18 лет: шкала оценки тяжести ОМ (Oral
Mucositis Assessment Scale), индекс оральной токсич-
ности ВОЗ (WHO Oral Toxicity Scale) и критерии общей
токсичности Национального института рака США
(National Cancer Institute Common Toxicity Criteria). Индекс оральной токсичности ВОЗ определяется с уче-
том анатомических, симптоматических и функциональ-
ных критериев. Осложнения Оральный мукозит – это состояние, при котором про-
исходит воспаление слизистой оболочки рта, глотки, пи-
щевода и других отделов желудочно-кишечного тракта
как осложнение противоопухолевого лечения. Наиболее
высок риск развития ОМ при проведении лучевой тера-
пии в режиме ускоренного фракционирования (41–56 %)
и сочетанной химиолучевой терапии (до 43 %). При стан-
дартной лучевой терапии он составляет 25–34 % [5]. Наиболее тяжелое осложнение ОМ – присоедине-
ние инфекции и развитие бактериемии, септицемии
и фунгемии [14, 15]. Наиболее часто при этом в крови
выявляют Streptococcus oralis, Streptococcus mitis. Инфек-
ция, вызванная последним, на фоне терапии высокими
дозами цитарабина может провоцировать развитие ре-
спираторного дистресс-синдрома [16]. Кроме того,
при ОМ возможно присоединение грибковой инфек-
ции. Наиболее часто она вызвана Candida albicans,
но выявляют и другие разновидности Candida, такие
как C. glabrata, С. krusei, C. tropicalis, C. parapsilosis, а так-
же Mucor и Aspergillus. Могут также развиваться ослож-
нения со стороны пищеварительной системы, а именно
гастроинтестинальные токсические реакции и венозно-
окклюзионная болезнь печени [17, 18]. Классификация Исследователи уделяют основное внимание остро-
му ОМ. Выделяют 4 степени тяжести острого ОМ, ко-
торые имеют дозозависимый характер: от эритемы
и незначительной боли до сливного эпителиита с вы-
раженным болевым синдромом, отказом от приема
пищи и др. [8–10]. Значительно реже у пациентов наблюдается хро-
ническая форма ОМ, и, соответственно, она оказыва-
ется менее изученной. Хроническая форма ОМ требует
абсолютно другого подхода к лечению и профилактике,
что подтверждается рядом исследований [11, 12]. При дифференциальной диагностике ОМ исклю-
чают герпетический, афтозный, язвенно-некротиче-
ский и гангренозный стоматит, хроническую травму,
вызванную ношением съемного протеза, кандидоз [21]. Введение и лучевой терапии [2, 3]. Лучевая терапия как само-
стоятельный вид лечения применяется в 17 % всех
случаев рака полости рта и в 17,3 % всех случаев ЗНО
глотки [1]. Одним из наиболее ранних и распростра-
ненных осложнений химиолучевой терапии является
оральный мукозит (ОМ), развивающийся более
чем у 70 % пациентов и часто требующий прерывания
противоопухолевой терапии [4]. и лучевой терапии [2, 3]. Лучевая терапия как само-
стоятельный вид лечения применяется в 17 % всех
случаев рака полости рта и в 17,3 % всех случаев ЗНО
глотки [1]. Одним из наиболее ранних и распростра-
ненных осложнений химиолучевой терапии является
оральный мукозит (ОМ), развивающийся более
чем у 70 % пациентов и часто требующий прерывания
противоопухолевой терапии [4]. Заболеваемость злокачественными новообразова-
ниями (ЗНО) полости рта в России в 2018 г. составила
28,5 случая на 100 тыс. человек, при этом смертность
в течение 1‑го года после постановки диагноза дости-
гает 34,2 % [1]. Максимальной эффективностью харак-
теризуется комбинированное или комплексное лечение
ЗНО полости рта и ротоглотки с включением химио- 72
72 Лечение и профилактика Исследователи уделяют большое внимание про-
филактике и лечению ОМ. Более 300 исследований
за последние 10 лет было проведено с целью оценки 73
73 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 8. Предполагается, что жидкость для полоскания
рта с содержанием 0,5 % доксепина может быть
эффективна в лечении боли, вызванной ОМ
(УДД 4). 8. Предполагается, что жидкость для полоскания
рта с содержанием 0,5 % доксепина может быть
эффективна в лечении боли, вызванной ОМ
(УДД 4). эффективности средств и методов профилактики и ле-
чения ОМ. Всего несколько из них оцениваются учены-
ми как эффективные, лишь десятки – как перспектив-
ные, соответствующие современной теории патогенеза
ОМ, но требующие дополнительных клинических ис-
следований [10, 13]. 9. Предполагается, что пероральный прием препа
ратов цинка может использоваться для предотвра-
щения ОМ у пациентов с раком полости рта, про-
ходящих лучевую терапию или химиолучевую
терапию (УДД 3). На сегодняшний день вопрос о наиболее эффек-
тивном методе профилактики и лечения ОМ остается
открытым. Унифицированного алгоритма лечения
и профилактики на сегодняшний день также не суще-
ствует. Тем не менее исследовательская группа по муко-
зитам Многонациональной ассоциации специалистов
по поддерживающей терапии при раке и Междуна-
родного общества по изучению онкологических забо-
леваний полости рта (Multinational Association of Sup
portive Care in Cancer and International Society of Oral
Oncology, MASCC / ISOO) разработала практическое
руководство по лечению вторичного ОМ, впервые опу-
бликованное в 2004 г. [24]. Руководство было обновле-
но в 2007 г. [25], а затем в 2014 г. [26]. (
)
В руководстве MASCC / ISOO перечислены и те ме-
роприятия и средства, при исследовании которых полу-
чены убедительные доказательства их неэффективно-
сти. 1. Не рекомендуется использовать антимикробные
пастилки PTA (полимиксин, тобрамицин, амфоте-
рицин) и BCoG (бацитрацин, клотримазол, гента-
мицин) и пасту PTA для предотвращения ОМ у па-
циентов, проходящих лучевую терапию по поводу
рака головы и шеи (УДД 2). 2. Не рекомендуется использовать противомикроб-
ную жидкость для полоскания рта с изегананом
для предотвращения ОМ у пациентов, проходящих
высокодозную химиотерапию с полным облучени-
ем тела или без него и трансплантацией гемопоэ-
тических стволовых клеток (УДД 2), или у пациен-
тов, проходящих лучевую терапию или сочетанную
химиолучевую терапию при раке головы и шеи
(УДД 2). Данное руководство включает рекомендации по
профилактике ОМ, основанные на убедительных до-
казательствах эффективности тех или иных лечебных
мероприятий. 1. Лечение и профилактика Рекомендуется проводить 30‑минутную криотерапию
полости рта для предотвращения ОМ у пациентов,
проходящих болюсную 5‑фторурациловую химиоте
рапию (уровень достоверности доказательств (УДД) 2). 3. Не рекомендуется применять сукральфат для по-
лоскания рта с целью профилактики ОМ у пациен-
тов, проходящих химиотерапию при раке (УДД 1),
или у пациентов, проходящих лучевую терапию
(УДД 1) или сочетанную химиолучевую терапию
(УДД 2) при раке головы и шеи. 2. Рекомендуется использовать жидкость для поло-
скания рта с бензидамином для предотвращения
ОМ у пациентов с раком головы и шеи, получаю-
щих умеренную дозу облучения (до 50 Гр) без со-
путствующей химиотерапии (УДД 1). 3. В руководстве MASCC / ISOO также перечислены
другие мероприятия, которые могут принести
пользу, но их эффективность подтверждена менее
убедительными доказательствами. 4. Не рекомендуется использовать сукральфат для по-
лоскания рта с целью лечения пациентов, которые
проходят химиотерапию при раке (УДД 1), или па-
циентов, проходящих лучевую терапию (УДД 2)
при раке головы и шеи. 4. Предлагается использовать протоколы по уходу
за полостью рта для предотвращения ОМ во всех
возрастных группах и при всех методиках лечения
рака (УДД 3). В руководстве MASCC / ISOO также не рекомендо-
вано применять некоторые средства, неэффективность
которых не подтверждена достаточно убедительными
доказательствами. 5. Предлагается использовать низкоинтенсивную ла-
зерную терапию (с длиной волны 632,8 нм) для пре
дотвращения ОМ у пациентов, проходящих луче-
вую терапию без сопутствующей химиотерапии
при раке головы и шеи (УДД 3). 1. Предлагается не использовать хлоргексидин для
полоскания рта с целью профилактики ОМ у паци-
ентов, проходящих лучевую терапию при раке го-
ловы и шеи (УДД 3). 6. Трансдермальный фентанил может быть эффекти-
вен в лечении боли, вызванной ОМ, у пациентов,
проходящих традиционную или высокодозную хи
миотерапию в сочетании с полным облучением
тела или без него (УДД 3). 2. Предлагается не использовать мизопростол для по-
лоскания рта с целью профилактики ОМ у пациен-
тов, проходящих лучевую терапию при раке головы
и шеи (УДД 3). 7. Предполагается, что 0,2 % раствор морфина для
полоскания рта может быть эффективен в лечении
боли при ОМ у пациентов, проходящих химиоте-
рапию при раке головы и шеи (УДД 3). Со времени выхода последней редакции руковод-
ства MASCC / ISOO в 2014 г. было опубликовано боль-
шое количество работ по проблеме профилактики
и лечения ОМ. Данные работы станут основанием 74
74 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 Лазерная и другая световая терапия для дальнейшего обновления практического руковод-
ства. Природные и иные агенты В нескольких новых рандомизированных контро-
лируемых исследованиях установлена неэффективность
перорального приема препаратов цинка в профилак-
тике ОМ у пациентов с раком полости рта, проходящих
лучевую или химиолучевую терапию [61, 75, 76], но
в 1 новом исследовании продемонстрирована его эф-
фективность [77]. Из-за противоречивости данных при-
менение цинка теперь не рекомендовано [78]. –
– профессиональная гигиена полости рта [49, 51–55]
и обучение пациентов правильной гигиене полости
рта [56–58] (никаких руководящих указаний не раз
работано). Противовоспалительные агенты Систематический обзор [59] подтвердил данную
в руководстве [26] рекомендацию по применению бен-
зидамина для полоскания рта с целью профилактики
ОМ, вызванного лучевой терапией у пациентов с раком
головы и шеи. Предложено также использовать бензи-
дамин у пациентов с раком головы и шеи, проходящих
химиолучевую терапию. Разработаны новых предложения. Во-первых, пред-
полагается, что положительный эффект может оказы-
вать комбинированное (местное и системное) исполь-
зование меда для профилактики ОМ у больных раком
головы и шеи, проходящих лучевую или химиолучевую
терапию [79–84]. Во-вторых, не рекомендовано ис-
пользование жевательной резинки для профилактики
ОМ у детей с онкологическими заболеваниями систе-
мы кроветворения или солидными ЗНО, проходящих
химиотерапию [85]. Не дано рекомендаций по поводу применения ре-
бамипида [60], целекоксиба [61], ирсогладина малеата
[62], мизопростола [63–66]. Исследована эффективность витамина Е, селена,
фолиевой кислоты и кальцитриола, но из‑за исполь-
зования их в комбинации с другими средствами невоз-
можно сделать какие‑либо точные выводы о каждом
агенте в отдельности [86]. Лечение и профилактика Произошло повышение уровня убедительности
рекомендаций по использованию низкоинтенсивной
лазерной терапии (с длиной волны 632,8 нм) с целью
предотвращения ОМ у пациентов, проходящих лучевую
терапию без сопутствующей химиотерапии при раке
головы и шеи [68, 69]. Основные методы лечения и профилактики, эф-
фективность которых продолжает изучаться, можно
разделить на 7 групп: 1) базовый уход за полостью рта; 2) факторы роста и цитокины; На основе новых публикаций была дана рекомен-
дация по использованию низкоинтенсивной лазерной
терапии с целью предотвращения ОМ у пациентов,
проходящих лучевую терапию с сопутствующей химио
терапией при раке головы и шеи [70–73]. 3) противовоспалительные агенты; 4) противомикробные препараты, покрывающие аген
ты, анестетики и анальгетики; 4) противомикробные препараты, покрывающие аген ты, анестетики и анальгетики; ты, анестетики и анальгетики;
5) лазерная и другая световая терапия; 5) лазерная и другая световая терапия; 6) криотерапия; 6) криотерапия; 7) природные и разные другие агенты [26]. Базовый уход за полостью рта Данные исследований подтверждают обоснован-
ность рекомендаций по применению криотерапии
для профилактики ОМ у пациентов, которым болюсно
вводится 5‑фторурацил. Сформулировать другие реко-
мендации по применению криотерапии невозможно
из‑за неубедительности доказательств [61, 74]. В данном разделе были рассмотрены: –
– хлоргексидин (подтверждена рекомендация не ис-
пользовать) [16, 27–46]; –
– физиологический раствор и бикарбонат натрия
для полоскания полости рта (рекомендовать или
не рекомендовать невозможно, так как данные
не поддаются оценке или противоречивы) [28,
47–50]; Л
И
Т
Е
Р
А
Т
У
Р
А
/
R
E
F
E
R
E
N
C
E
S 2008;113(10):2704–13. DOI: 10.1002/cncr.23898. 2008;113(10):2704–13. DOI: 10.1002/cncr.23898. 1. Злокачественные новообразования
в России в 2018 году (заболеваемость
и смертность). Под ред. А.Д. Каприна,
В.В. Старинского, Г.В. Петровой. М.:
МНИОИ им. П.А. Герцена, 2019. 250 с. Доступно по: https://glavonco.ru/
cancer_register/Забол_2018_Электр.pdf. [Malignant tumors in Russia in 2017
(morbidity and mortality). Ed. by
A.D. Kaprin, V.V. Starinsky, G.V. Petrova. Moscow: MNIOI im. P.A. Gertzena, 2018. 250 p. Available at: https://glavonco.ru/
cancer_register/Забол_2018_Электр.pdf. (In Russ.)]. and neck cancer receiving radiotherapy
with or without chemotherapy: a
systematic literature review. Radiother
Oncol 2003;66(3):253–62. and neck cancer receiving radiotherapy
with or without chemotherapy: a
systematic literature review. Radiother
Oncol 2003;66(3):253–62. 11. Elad S., Zadik Y. Chronic oral mucositis
after radiotherapy to the head and neck:
a new insight. Support Care Cancer
2016;24(11):4825–30. DOI: 10.1007/s00520-016-3337-5. DOI: 10.1016/s0167-8140(02)00404-8. 5. Sonis S.T. Efficacy of palifermin
(keratinocyte growth factor-1)
in the amelioration of oral mucositis. Core Evid 2010;4:199–205. DOI: 10.2147/ce.s5995. 12. Elting L.S., Cooksley C.,
Chambers et al. The burdens of cancer
therapy: clinical and economic outcomes
of chemotherapy-induced mucositis. Cancer 2003;98(7):1531–9. DOI: 10.1002/cncr.11671. 6. Sonis S., Clark J. Prevention and
management of oral mucositis induced
by antineoplastic therapy. Oncology
(Williston Park) 1991;5(12):11–22. 13. Peterson D.E., Doerr W., Hovan A. et al. Osteoradionecrosis in cancer patients:
the evidence base for treatment-dependent
frequency, current management strategies,
and future studies. Support Care Cancer
2010;18(8):1089–98. DOI: 10.1007/s00520-010-0898-6. 7. Sonis S.T. The pathobiology of mucositis. Nat Rev Cancer 2004;4(4):277–84. DOI: 10.1038/nrc1318. 2. Канаев С.В. Принципы и обоснование
химиолучевого лечения злокачествен-
ных опухолей. Практическая онколо-
гия 2008;9(1):1–8. [Kanaev S.V. Principles and justification of chemo
radiotherapy of malignant tumors. Practical oncology 2008;9(1):1–8. (In Russ.)]. 8. Gruber S., Dörr W. Tissue reactions
to ionizing radiation – oral mucosa. Mutat
Res 2016;770(Pt B):292–8. DOI: 10.1016/j.mrrev.2016.07.007. 14. Al-Dasooqi N., Sonis S.T., Bowen J.M. et al. Emerging evidence on the patho
biology of mucositis. Support Care Cancer
2013;21(7):2075–83. DOI: 10.1007/s00520-013-1810-y. 9. Dörr W., Schmidt M. Normal tissue
radiobiology. In: Comprehensive bio
medical physics. Elsevier, 2014. Pp. 75–95. 3. Langendijk J.A., Leemans C.R., Buter J. The additional value of chemotherapy
to radiotherapy in locally advanced
nasopharyngeal carcinoma: a meta-
analysis of the published literature. J Clin Oncol 2004;22(22):4604–12. DOI: 10.1200/JCO.2004.10.074. 10. Elting L.S., Keefe D.M., Sonis S.T. et al. Patient-reported measurements of oral
mucositis in head and neck cancer
patients treated with radiotherapy
with or without chemotherapy:
demonstration of increased frequency,
severity, resistance to palliation, and
impact on quality of life. Cancer 15. Противомикробные препараты, покрывающие
агенты, анестетики и анальгетики Актуальными остаются рекомендации, данные в ру-
ководстве MASCC / ISOO по поводу нежелательности
использования антимикробных пастилок PTA (поли-
миксин, тобрамицин, амфотерицин), BCoG (бацитра-
цин, клотримазол, гентамицин), пасты PTA, сукраль-
фата и изеганана для предотвращения ОМ [61]. Рассмотрены результаты применения других средств,
таких как прополис (также в сочетании с бикарбонатом
натрия [87] и комплексом трав (алоэ вера, календулой
и ромашкой [88])), траумель, куркумин, hangeshashinto
(TJ-14) [89], ромашка, пикногенол [90], лист оливы [91],
кангфуксин [92], листья чая, гидролизованный белок
пшеницы [93], растительное соединение на основе гвоз-
дики [94], лакрица [95], календула [96], тысячелистник
[97], пыльца финиковой пальмы [98], смесь на основе
лапачо (муравьиное дерево) и гиалуроновой кислоты, Проведены также исследования ацикловира, кла-
ритромицина, нистатина, повидон-йода, флуконазо-
ла, гиалуроната натрия местного действия, тетракаи-
на, диклонин, MGI-209 (с бензокаином), кокаина,
аметокаина, капсаицина, метадона, кетамина, нор-
триптилина и габапентина. Какие‑либо рекомендации
на данный момент отсутствуют [67]. 75
75 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 болевания, что является отрицательным социально-
экономическим фактором. зеленого чая, эрисимо, прополиса, календулы и подо-
рожника (OraSol Plus) [99] и смесь на основе черники,
плодов маклейи сердцевидной и корня эхинацеи узко-
листной [100]. Из-за ограниченности или противоре-
чивости данных никаких рекомендаций по их приме-
нению дать невозможно. Для системного лечения используют различные
препараты, но ни один из них не улучшает микроцир-
куляцию, нарушение которой рассматривается сегодня
как основной патогенетический механизм развития
ОМ. Поиск активных веществ и разработка препаратов
для системной терапии при ОМ сложны, так как ми-
кроциркуляция – многозвеньевый механизм. Прове-
дено много исследований эффективности местных
противовоспалительных, противомикробных средств,
факторов роста и цитокинов, низкоинтенсивной ла-
зерной терапии, криотерапии и препаратов на основе
разных природных агентов, а также методов ухода
за полостью рта. В доступной нам литературе имеются
единичные упоминания об улучшении реологических
свойств крови и микроциркуляции тканей в зоне пер-
вичного воздействия. В 2 исследованиях продемонстрирован положи-
тельный эффект пробиотиков на основе лактобацилл
и лактококков, которые применялись внутрь и местно
для профилактики ОМ у больных раком головы и шеи
[101, 102]. Но из‑за ограниченности данных рекомен-
довать этот метод нельзя. Изучено также влияние жидкости для полоскания
рта с фенилбутиратным гелем [103], фенитоина [104],
перорального бета-глюкана [105], супернатанта тромбо-
цитарного геля [106] и анкаферда [107]. Ни для одного
из этих средств невозможно было разработать ка-
кие‑либо рекомендации. Дальнейшие исследования должны быть направле-
ны на повышение доказательного уровня существующих
методов лечения и профилактики, а также на разработ-
ку новых эффективных лечебно-профилактических
мероприятий. Заключение На сегодняшний день проблема лечения ОМ стоит
достаточно остро. Во-первых, отсутствует общепри-
нятый протокол лечения и профилактики данного за- Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 Опухоли ГОЛОВЫ и ШЕИ 16. Ferretti G.A., Ash R.C., Brown A.T. et al. Control of oral mucositis and candidiasis
in marrow transplantation: a prospective,
double-blind trial of chlorhexidine
digluconate oral rinse. Bone Marrow
Transplant 1988;3(5):483–93. 38. Pitten F.A., Kiefer T., Buth C. et al. Do
cancer patients with chemotherapy-
induced leukopenia benefit from an
antiseptic chlorhexidine-based oral rinse? A double-blind, block-randomized,
controlled study. J Hosp Infect 2003;53(4):
283–91. DOI: 10.1053/jhin.2002.1391. a randomized controlled trial. Asian Nurs
Res (Korean Soc Nurs Sci) 2012;6(2):60–6. DOI: 10.1016/j.anr.2012.05.004. 29. Diaz-Sanchez R.M., Pachón-Ibáñez J.,
Marín-Conde F. et al. Double-blind,
randomized pilot study of bioadhesive
chlorhexidine gel in the prevention and
treatment of mucositis induced by
chemoradiotherapy of head and neck
cancer. Med Oral Patol Oral Cir Bucal
2015;20(3):e378–85. DOI: 10.4317/medoral.20338. 17. Rapoport A.P., Miller Watelet L.F.,
Linder T. et al. Analysis of factors that
correlate with mucositis in recipients
of autologous and allogeneic stem-cell
transplants. J Clin Oncol 1999;17(8):2446–53. DOI: 10.1200/JCO.1999.17.8.2446. 39. Raether D., Walker P.O., Bostrum B.,
Weisdorf D. Effectiveness of oral
chlorhexidine for reducing stomatitis
in a pediatric bone marrow transplant po
pulation. Pediatr Dent 1989;11(1):37–42. 40. Roopashri G., Jayanthi K., Guruprasad R. Efficacy of benzydamine hydrochloride,
chlorhexidine, and povidone iodine
in the treatment of oral mucositis among
patients undergoing radiotherapy in head
and neck malignancies: a drug trail. Contemp Clin Dent 2011;2(1):8–12. DOI: 10.4103/0976-237X.79292. 18. Wingard J.R., Merz W.G., Rinaldi M.G. et al. Increase in Candida Krusei infection
among patients with bone marrow
transplantation and neutropenia treated
prophylactically with fluconazole. N Engl
J Med 1991;325(18):1274–7. DOI: 10.1056/NEJM199110313251803. 30. Dodd M.J., Dibble S.L., Miaskowski C. et al. Randomized clinical trial of the
effectiveness of 3 commonly used
mouthwashes to treat chemotherapy-
induced mucositis. Oral Surg Oral Med
Oral Pathol Oral Radiol Endod
2000;90(1):39–47. DOI: 10.1067/moe.2000.105713. 19. Parulekar W., Mackenzie R., Bjarnason G.,
Jordan R.C. Scoring oral mucositis. Oral Oncology 1998;34(1):63–71. DOI: 10.1016/s1368-8375(97)00065-1. 31. Epstein J.B., Vickars L., Spinelli J.,
Reece D. Efficacy of chlorhexidine and
nystatin rinses in prevention of oral
complications in leukemia and bone
marrow transplantation. Oral Surg Oral
Med Oral Pathol 1992;73(6):682–9. DOI: 10.1016/0030-4220(92)90009-f. 41. Samaranayake L.P., Robertson A.G.,
MacFarlane T.W. et al. The effect of chlor
hexidine and benzydamine mouthwashes
on mucositis induced by therapeutic
irradiation. Clin Radiol 1988;39(3):291–4. DOI: 10.1016/s0009-9260(88)80538-5. 20. Sonis S.T., Elting L.S., Keefe D. et al. Perspectives on cancer therapy-induced
mucosal injury. Cancer 2004;100(9 Suppl):
1995–2025. DOI: 10.1002/cncr.20162. 42. Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Sorensen J.B., Skovsgaard T., Bork E. et al. Double-blind, placebo-controlled,
randomized study of chlorhexidine
prophylaxis for 5-fluorouracil-based
chemotherapy-induced oral mucositis with
nonblinded randomized comparison
to oral cooling (cryotherapy) in gastroin
testinal malignancies. Cancer 2008;112(7):
1600–6. DOI: 10.1002/cncr.23328. 21. Maria O.M., Eliopoulos N., Muanza T. Radiation-induced oral mucositis. Front Oncol 2017;7:89. DOI: 10.3389/fonc.2017.00089. 32. Ferretti G.A., Raybould T.P., Brown A.T. et al. Chlorhexidine prophylaxis for
chemotherapy-and radiotherapy-induced
stomatitis: a randomized double-blind
trial. Oral Surg Oral Med Oral Pathol
1990;69(3):331–8. DOI: 10.1016/0030-4220(90)90295-4. 22. Gholizadeh N., Sheykhbahaei N.,
Sadrzadeh-Afshar M.-S. New treatment
approaches of oral mucositis: a review
of literature. Adv Hum Biol 2016;6(2):66. 33. Foote R.L., Loprinzi C.L., Frank A.R. et al. Randomized trial of a chlorhexidine
mouthwash for alleviation of radiation-
induced mucositis. J Clin Oncol
1994;12(12):2630–3. DOI: 10.1200/JCO.1994.12.12.2630. 43. Spijkervet F.K.L., van Saene H.K.,
Panders A.K. et al. Effect of chlorhexidine
rinsing on the oropharyngeal ecology
in patients with head and neck cancer who
have irradiation mucositis. Oral Surg Oral
Med Oral Pathol 1989;67(2):154–61. 23. Traktama D.O., Sufiawati I. Oral mucositis
severity in patient with head and neck
cancer undergoing chemotherapy and/or
radiotherapy. Majalah Kedokteran Gigi
Indonesia 2018;4(1):52. 34. Kin-Fong Cheng K., Ka Tsui Yuen J. A pilot study of chlorhexidine and
benzydamine oral rinses for the prevention
and treatment of irradiation mucositis
in patients with head and neck cancer. Cancer Nurs 2006;29(5):423–30. DOI: 10.1097/00002820-200609000-00012. 24. Rubenstein E.B., Peterson D.E.,
Schubert M. et al. Clinical practice
guidelines for the prevention and treatment
of cancer therapy-induced oral and
gastrointestinal mucositis. Cancer
2004;100(9 Suppl):2026–46. DOI: 10.1002/cncr.20163. 44. Milstone A.M., Passaretti C.L., Perl T.M. Chlorhexidine: expanding the armamen
tarium for infection control and preven
tion. Clin Infect Dis 2008;46(2):274–81. DOI: 10.1086/524736. 45. Weisdorf D.J., Bostrom B., Raether D. et al. Oropharyngeal mucositis complica
ting bone marrow transplantation:
prognostic factors and the effect
of chlorhexidine mouth rinse. Bone
Marrow Transplant 1989;4(1):89–95. 35. Madan Kumar P.D., Sequeira P.S.,
Shenoy K., Shetty J. The effect of three
mouthwashes on radiation-induced oral
mucositis in patients with head and neck
malignancies: a randomized control trial. J Cancer Res Ther 2008;4(1):3–8. DOI: 10.4103/0973-1482.39597. 25. Keefe D.M., Schubert M.M., Elting L.S. et al. Updated clinical practice guidelines
for the prevention and treatment
of mucositis. Cancer 2007;109(5):820–31. DOI: 10.1002/cncr.22484. /
26. Lalla R.V., Bowen J., Barasch A. et al. MASCC/ISOO clinical practice guidelines
for the management of mucositis
secondary to cancer therapy. Cancer
2014;120(10):1453–61. DOI: 10.1002/cncr.28592. 46. McGaw W.T., Belch A. Л
И
Т
Е
Р
А
Т
У
Р
А
/
R
E
F
E
R
E
N
C
E
S Elting L.S., Cooksley C.D., Chambers M.S.,
Garden A.S. Risk, outcomes, and costs
of radiation-induced oral mucositis among
patients with head-and-neck malignancies. Int J Radiat Oncol Biol Phys
2007;68(4):1110–20. DOI: 10.1016/j.ijrobp.2007.01.053. 4. Trotti A., Bellm L.A., Epstein J.B. et al. Mucositis incidence, severity and
associated outcomes in patients with head 76
76 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 49. Saito H., Watanabe Y., Sato K. et al. Effects of professional oral health care
on reducing the risk of chemotherapy-
induced oral mucositis. Support Care
Cancer 2014;22(11):2935–40. DOI: 10.1007/s00520-014-2282-4. education on the degree of oral mucositis
in pediatric oncology patients. J Pediatr
Oncol Nurs 2015;32(1):47–56. DOI: 10.1177/1043454214554011. 69. Zadik Y., Arany P.R., Fregnani E.R. et al. Systematic review of photobiomodulation
for the management of oral mucositis
in cancer patients and clinical practice
guidelines. Support Care Cancer
2019;27(10):3969–83. DOI: 10.1007/s00520-019-04890-2. 59. Ariyawardana A., Cheng K.K.F., Kand
wal A. et al. Systematic review of anti-
inflammatory agents for the management
of oral mucositis in cancer patients and
clinical practice guidelines. Support Care
Cancer 2019;27(10):3985–95. DOI: 10.1007/s00520-019-04888-w. ;
(
)
DOI: 10.1007/s00520-019-04890-2. 50. Vokurka S., Bystrická E., Koza V. et al. The comparative effects of povidone-
iodine and normal saline mouthwashes on
oral mucositis in patients after high-dose
chemotherapy and APBSCT – results of a
randomized multicentre study. Support
Care Cancer 2005;13(7):554–8. DOI: 10.1007/s00520-005-0792-9. 70. Antunes H.S., Herchenhorn D., Small I.A. et al. Phase III trial of low-level laser
therapy to prevent oral mucositis in head
and neck cancer patients treated with
concurrent chemoradiation. Radiother
Oncol 2013;109(2):297–302. DOI: 10.1016/j.radonc.2013.08.010. 60. Yasuda T., Chiba H., Satomi T. et al. Preventive effect of rebamipide gargle on
chemoradiotherpy-induced oral mucositis
in patients with oral cancer: a pilot study. J Oral Maxillofac Res 2011;2(4):e3. DOI: 10.5037/jomr.2011.2403. DOI: 10.1016/j.radonc.2013.08.010. 51. Gürgan C.A., Özcan M., Karakuş Ö. et al. Periodontal status and post-transplantation
complications following intensive
periodontal treatment in patients
underwent allogenic hematopoietic stem
cell transplantation conditioned with
myeloablative regimen. Int J Dent Hyg
2013;11(2):84–90. DOI: 10.1111/j.1601-5037.2012.00550.x. 71. Gautam A.P., Fernandes D.J., Vidyasa
gar M.S. et al. Effect of low-level laser
therapy on patient reported measures
of oral mucositis and quality of life in head
and neck cancer patients receiving chemo
radiotherapy – a randomized controlled
trial. Support Care Cancer 2013;21(5):1421–8. DOI: 10.1007/s00520-012-1684-4. 61. Lalla R.V., Choquette L.E., Curley K.F. et al. Randomized double-blind placebo-
controlled trial of celecoxib for oral
mucositis in patients receiving radiation
therapy for head and neck cancer. Oral
Oncol 2014;50(11):1098–103. DOI: 10.1016/j.oraloncology.2014.08.001. 72. Gouvêa De Lima A., Villar R.C.,
de Castro G. Jr et al. Oral mucositis pre
vention by low-level laser therapy in head-
and-neck cancer patients undergoing
concurrent chemoradiotherapy: a phase
III randomized study. Int J Radiat Oncol
Biol Phys 2012;82(1):270–5. DOI: 10.1016/j.ijrobp.2010.10.012. 52. Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Kashiwazaki H., Matsushita T., Sugita J. et al. Professional oral health care reduces
oral mucositis and febrile neutropenia
in patients treated with allogeneic bone
marrow transplantation. Support Care
Cancer 2012;20(2):367–73. DOI: 10.1007/s00520-011-1116-x. 62. Nomura M., Kamata M., Kojima H. et al. Irsogladine maleate reduces the incidence
of fluorouracil-based chemotherapy-indu
ced oral mucositis. Ann Oncol 2013;24(4):
1062–6. DOI: 10.1093/annonc/mds584. 63. Dueñas-Gonzalez A., Sobrevilla-Calvo P.,
Frias-Mendivil M. et al. Misoprostol
prophylaxis for high-dose chemotherapy-
induced mucositis: a randomized double-
blind study. Bone Marrow Transplant
1996;17(5):809–12. /
53. Kubota K., Kobayashi W., Sakaki H. et al. Professional oral health care reduces oral
mucositis pain in patients treated by
superselective intra-arterial chemotherapy
concurrent with radiotherapy for oral
cancer. Support Care Cancer
2015;23(11):3323–9. DOI: 10.1007/s00520-015-2774-x. 73. Oton-Leite A.F., Silva G.B., Morais M.O. et al. Effect of low-level laser therapy
on chemoradiotherapy-induced oral muco
sitis and salivary inflammatory mediators
in head and neck cancer patients. Lasers
Surg Med 2015;47(4):296–305. DOI: 10.1002/lsm.22349. 64. Hanson W.R., Marks J.E., Reddy S.P. et al. Protection from radiation-induced
oral mucositis by a mouth rinse
containing the prostaglandin E1 analog,
misoprostol: a placebo controlled double
blind clinical trial. Adv Exp Med Biol
1997;400(B):811–8. 74. Peterson D.E., Ohrn K., Bowen J. et al. Systematic review of oral cryotherapy
for management of oral mucositis caused
by cancer therapy. Support Care Cancer
2013;21(1):327–32. DOI: 10.1007/s00520-012-1562-0. 54. Santos P.S., Coracin F.L., Barros J.C. et al. Impact of oral care prior to HSCT
on the severity and clinical outcomes
of oral mucositis. Clin Transplant
2011;25(2):325–8. DOI: 10.1111/j.1399-0012.2010.01283.x. 65. Lalla R.V., Gordon G.B., Schubert M. et al. A randomized, double-blind,
placebo-controlled trial of misoprostol for
oral mucositis secondary to high-dose
chemotherapy. Support Care Cancer
2012;20(8):1797–804. DOI: 10.1007/s00520-011-1277-7. 75. Gorgu S.Z., Ilknur A., Sercan O. et al. The effect of zinc sulphate in the pre
vention of radiation induced oral mucositis
in patents with head and neck cancer. Iranian J Radiat Res 2013;11:111–6. 55. Yokota T., Tachibana H., Konishi T. et al. Multicenter phase II study of an oral care
program for patients with head and neck
cancer receiving chemoradiotherapy. Support Care Cancer 2016;24(7):3029–36. DOI: 10.1007/s00520-016-3122-5. 76. Sangthawan D., Phungrassami T.,
Sinkitjarurnchai W. A randomized double-
blind, placebo-controlled trial of zinc
sulfate supplementation for alleviation
of radiation-induced oral mucositis and
pharyngitis in head and neck cancer pati
ents. J Med Assoc Thai 2013;96(1):69–76. 66. Veness M.J., Foroudi F., Gebski V. et al. Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Oral complications
of acute leukemia: Prophylactic impact
of a chlorhexidine mouth rinse regimen. Oral Surg Oral Med Oral Pathol
1985;60(3):275–80. DOI: 10.1016/0030-4220(85)90311-1. 36. Mehdipour M., Taghavi Zenoz A., Asvadi
Kermani I., Hosseinpour A. A comparison
between zinc sulfate and chlorhexidine
gluconate mouthwashes in the prevention
of chemotherapy-induced oral mucositis. Daru 2011;19(1):71–3. 27. Cheng K.K.F., Chang A.M., Yuen M.P. Prevention of oral mucositis in paediatric
patients treated with chemotherapy:
a randomised crossover trial comparing
two protocols of oral care. Eur J Cancer
2004;40(8):1208–16. DOI: 10.1016/j.ejca.2003.10.023. 47. Feber T. Management of mucositis in oral
irradiation. Clin Oncol (R Coll Radiol)
1996;8(2):106–11. DOI: 10.1016/s0936-6555(96)80116-6. 37. Mutters N.T., Neubert T.R., Nieth R.,
Mutters R. The role of Octenidol®,
Glandomed® and chlorhexidine
mouthwash in the prevention of mucositis
and in the reduction of the oropharyngeal
flora: a double-blind randomized
controlled trial. GMS Hyg Infect
Control 2015;10:Doc05. DOI: 10.3205/dgkh000248. 48. Hong C.H.L., Gueiros L.A., Fulton J.S. et al. Systematic review of basic oral care
for the management of oral mucositis
in cancer patients and clinical practice
guidelines. Support Care Cancer
2019;27(10):3949–67. DOI: 10.1007/s00520-019-04848-4. 28. Choi S.E., Kim H.S. Sodium bicarbonate
solution versus chlorhexidine mouthwash
in oral care of acute leukemia patients
undergoing induction chemotherapy: 77
77 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья 2017;39(9):1761–9.
DOI: 10.1002/hed.24832. 102. Sharma A., Rath G.K., Chaudhary S.P. et al. Lactobacillus brevis CD2 lozenges
reduce radiation- and chemotherapy-
induced mucositis in patients with head
and neck cancer: a randomized double-
blind placebo-controlled study. Eur J Cancer 2012;48(6):875–81. DOI: 10.1016/j.ejca.2011.06.010. /
/
93. Carulli G., Rocco M., Panichi A. et al. Treatment of oral mucositis in hematologic
patients undergoing autologous or
allogeneic transplantation of peripheral
blood stem cells: a prospective,
randomized study with a mouthwash
containing Camelia Sinensis leaf extract. Hematol Rep 2013;5(1):21–5. DOI: 10.4081/hr.2013.e6. 84. Samdariya S., Lewis S., Kauser H. et al. A randomized controlled trial evaluating
the role of honey in reducing pain due
to radiation induced mucositis in head and
neck cancer patients. Indian J Palliat Care
2015;21(3):268–73. DOI: 10.4103/0973-1075.164892. 103. Yen S.H., Wang L.-W., Lin Y.-H. et al. Phenylbutyrate mouthwash mitigates oral
mucositis during radiotherapy or chemo
radiotherapy in patients with head-and-
neck cancer. Int J Radiat Oncol Biol Phys
2012;82(4):1463–70. DOI: 10.1016/j.ijrobp.2011.04.029. 85. Yarom N., Hovan A., Bossi P. et al. Systematic review of natural and
miscellaneous agents, for the management
of oral mucositis in cancer patients and
clinical practice guidelines – part 2: honey,
herbal compounds, saliva stimulants,
probiotics, and miscellaneous agents. Support Care Cancer 2020;28(5):2457–72. DOI: 10.1007/s00520-019-05256-4. 94. Kong M., Hwang D.-S., Yoon S.W.,
Kim J. The effect of clove-based herbal
mouthwash on radiation-induced oral
mucositis in patients with head and neck
cancer: a single-blind randomized pre
liminary study. Onco Targets Ther 2016;
9:4533–8. DOI: 10.2147/OTT.S108769. 104. Baharvand M., Hamian M.,
Moosavizadeh M.A. et al. Phenytoin mouthwash to treat cancer
therapy-induced oral mucositis: a pilot
study. Indian J Cancer 2015;52(1):81–5. DOI: 10.4103/0019-509X.175597. 105. Karaca H., Bozkurt O., Ozaslan E. et al. Positive effects of oral β-glucan on muco
sitis and leukopenia in colorectal cancer
patients receiving adjuvant FOLFOX-4
combination chemotherapy. Asian Pac
J Cancer Prev 2014;15(8):3641–4. DOI: 10.7314/apjcp.2014.15.8.3641. /
95. Das D., Chandola H., Agarwal S. Protective effect of Yashtimadhu
(Glycyrrhiza glabra) against side effects
of radiation/chemotherapy in head and
neck malignancies. Ayu 2011;32(2):196–9. DOI: 10.4103/0974-8520.92579. 86. Chitapanarux I., Traisathit P.,
Chitapanarux T. et al. Arginine, glutamine,
and fish oil supplementation in cancer
patients treated with concurrent chemo
radiotherapy: a randomized control study. Curr Probl Cancer 2020;44(1):121–32. DOI: 10.1016/j.currproblcancer. 2019.05.005. 96. Babaee N., Moslemi D., Khalilpour M. et al. 2017;39(9):1761–9.
DOI: 10.1002/hed.24832. 2019;27(10):3997–4010. DOI: 10.1007/s00520-019-04887-x. and chemotherapy-induced oral mucositis:
a pilot study. Integr Cancer Ther
2014;13(6):468–72. DOI: 10.1177/1534735414547110. 89. Matsuda C., Munemoto Y., Mishima H. et al. Double-blind, placebo-controlled,
randomized phase II study of TJ-14
(Hangeshashinto) for infusional
fluorinated-pyrimidine-based colorectal
cancer chemotherapy-induced oral
mucositis. Cancer Chemother Pharmacol
2015;76(1):97–103. DOI: 10.1007/s00280-015-2767-y. 79. Biswal B.M., Zakaria A., Ahmad N.M. Topical application of honey in the ma
nagement of radiation mucositis: a pre
liminary study. Support Care Cancer
2003;11(4):242–8. DOI: 10.1007/s00520-003-0443-y. 99. Giacomelli I., Scartoni D., Fiammetta M. et al. Oral Lapacho-based medication: an
easy, safe, and feasible support to prevent
and/or reduce oral mucositis during
radiotherapy for head and neck cancer. Nutr Cancer 2015;67(8):1249–53. DOI: 10.1080/01635581.2015.1082114. 80. Jayachandran S., Balaji N. Evaluating
the effectiveness of topical application
of natural honey and benzydamine
hydrochloride in the management
of radiation mucositis. Indian J Palliat
Care 2012;18(3):190–5. DOI: 10.4103/0973-1075.105689. 90. Khurana H., Pandey R.K., Saksena A.K.,
Kumar A. An evaluation of vitamin E and
pycnogenol in children suffering from oral
mucositis during cancer chemotherapy. Oral Dis 2013;19(5):456–64. DOI: 10.1111/odi.12024. 100. Bertoglio J.C., Calderón S., Lesina B. et al. Effect of SAMITAL® in the treat
ment of chemotherapy-induced mucositis
in adult oncohematological patients. Future Oncol 2013;9(11):1727–32. DOI: 10.2217/fon.13.164. 81. Maiti P.K., Ray A., Mitra T.N. The effect
of honey on mucositis induced by
chemoradiation in head and neck cancer. J Indian Med Assoc 2012;110(7):453–6. 101. Limaye S.A., Haddad R.I., Cilli F. et al. Phase 1b, multicenter, single blinded,
placebo-controlled, sequential dose
escalation study to assess the safety and
tolerability of topically applied AG013
in subjects with locally advanced head and
neck cancer receiving induction chemo
therapy. Cancer 2013;119(24):4268–76. DOI: 10.1002/cncr.28365. 91. Ahmed K.M. The effect of olive leaf
extract in decreasing the expression of two
pro-inflammatory cytokines in patients
receiving chemotherapy for cancer. A randomized clinical trial. Saudi Dent
J 2013;25(4):141–7. DOI: 10.1016/j.sdentj.2013.09.001. 82. Motallebnejad M., Akram S.,
Moghadamnia A. et al. The effect
of topical application of pure honey on
radiation-induced mucositis: a randomized
clinical trial. J Contemp Dent Pract
2008;9(3):40–7. 92. Luo Y., Feng M., Fan Z. et al. Effect
of kangfuxin solution on chemo/radio
therapy-induced mucositis in nasopha
ryngeal carcinoma patients: a multicenter,
prospective randomized phase III clinical
study. Evid Based Complement Alternat
Med 2016;2016:8692343. DOI: 10.1155/2016/8692343. 83. Rashad U.M., Al-Gezawy S.M.,
El-Gezawy E., Azzaz A.N. Honey as
topical prophylaxis against radiochemo
therapy-induced mucositis in head and
neck cancer. J Laryngol Otol
2009;123(2):223–8. DOI: 10.1017/S0022215108002478. Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Use of topical misoprostol to reduce
radiation-induced mucositis: results of a
randomized, double-blind, placebo-
controlled trial. Australas Radiol
2006;50(5):468–74. DOI: 10.1111/j.1440-1673.2006.01628.x. 56. Leppla L., De Geest S., Fierz K. An oral
care self-management support protocol
(OrCaSS) to reduce oral mucositis
in hospitalized patients with acute myeloid
leukemia and allogeneic hematopoietic
stem cell transplantation: a randomized
controlled pilot study. Support Care
Cancer 2016;24(2):773–82. DOI: 10.1007/s00520-015-2843-1. 77. Moslemi D., Babaee N., Damavandi M. et al. Oral zinc sulphate and prevention
of radiation-induced oropharyngeal
mucositis in patients with head and neck
cancers: a double blind, randomized
controlled clinical trial. Int J Radiat Res
2014;12:235–41. 67. Saunders D.P., Epstein J.B., Elad S. et al. Systematic review of antimicrobials,
mucosal coating agents, anesthetics, and
analgesics for the management of oral
mucositis in cancer patients. Support Care
Cancer 2013;21(11):3191–207. DOI: 10.1007/s00520-013-1871-y. 57. Schmidt H., Boese S., Bauer A. et al. Interdisciplinary care programme
to improve self-management for cancer
patients undergoing stem cell
transplantation: a prospective non-
randomised intervention study. Eur
J Cancer Care (Engl) 2017;26(4). DOI: 10.1111/ecc.12458. 78. Yarom N., Hovan A., Bossi P. et al. Systematic review of natural and
miscellaneous agents for the management
of oral mucositis in cancer patients and
clinical practice guidelines-part 1:
vitamins, minerals, and nutritional
supplements. Support Care Cancer /
68. Migliorati C., Hewson I., Lalla R.V. et al. Systematic review of laser and other light
therapy for the management of oral
mucositis in cancer patients. Support Care
Cancer 2013;21(1):333–41. DOI: 10.1007/s00520-012-1605-6. 58. Yavuz B., Bal Yılmaz H. Investigation
of the effects of planned mouth care 78
78 Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 2017;39(9):1761–9. DOI: 10.1002/hed.24832. 2017;39(9):1761–9. DOI: 10.1002/hed.24832. Статья поступила: 19.05.2020. Принята к публикации: 22.09.2020.
Article submitted: 19.05.2020. Accepted for publication: 22.09.2020. Вклад авторов Вклад авторов
А.О. Ерёмина, И.А. Задеренко: написание текста статьи;
С.Ю. Иванов, С.Б. Алиева, А.Б. Дымников: научное редактирование текста статьи;
А.В. Хромушина, Б.Г. Пхешхова: обзор публикаций по теме статьи. Authors’ contributions
A.O. Eremina, I.A. Zaderenko: article writing;
S.Yu. Ivanov, S.B. Alieva, A.B. Dymnikov: commented on the manuscript;
A.V. Khromushina, B.G. Pkheshkhova: reviewing of publications of the article’s theme. A.O. Eremina, I.A. Zaderenko: article writing; A.V. Khromushina, B.G. Pkheshkhova: reviewing of publications of the article’s theme. ORCID авторов / ORCID of authors А.О. Ерёмина / A.O. Eremina: https://orcid.org/0000-0002-7634-1384 И.А. Задеренко / I.A. Zaderenko: https://orcid.org/0000-0003-0183-4827 С.Ю. Иванов / S.Yu. Ivanov: https://orcid.org/0000-0001-5458-0192 С.Б. Алиева / S.B. Alieva: https://orcid.org/0000-0002-6835-5567 А.Б. Дымников / A.B.Dymnikov: https://orcid.org/0000-0001-8980-6235 А.В. Хромушина / A.V. Khromushina: https://orcid.org/0000-0003-1673-7261 Б.Г. Бхешхова / B.G. Pkheshkhova: https://orcid.org/0000-0003-1448-1733 Конфликт интересов. Авторы заявляют об отсутствии конфликта интересов. Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Опухоли ГОЛОВЫ и ШЕИ
HEAD and NECK tumors
3’2020
Обзорная статья Том 10 Vol. 10 2017;39(9):1761–9.
DOI: 10.1002/hed.24832. Antioxidant capacity of calendula
officinalis flowers extract and prevention
of radiation induced oropharyngeal
mucositis in patients with head and neck
cancers: A randomized controlled clinical
study. Daru 2013;21(1):18. DOI: 10.1186/2008-2231-21-18. 106. Bonfili P., Gravina G.L., Marampon F. et al. Oral platelet gel supernatant plus
supportive medical treatment versus
supportive medical treatment in the
management of radiation-induced oral
mucositis. Am J Clin Oncol
2017;40(4):336–41. DOI: 10.1097/COC.0000000000000177. 87. Piredda M., Facchinetti G., Biagioli V. et al. Propolis in the prevention of oral
mucositis in breast cancer patients
receiving adjuvant chemotherapy: a pilot
randomised controlled trial. Eur J Cancer
Care (Engl) 2017;26(6). DOI: 10.1111/ecc.12757. 97. Miranzadeh S., Adib-Hajbaghery M.,
Soleymanpoor L., Ehsani M. A new mo
uthwash for chemotherapy induced stoma
titis. Nurs Midwifery Stud 2014;3(3):e20249. DOI: 10.17795/nmsjournal20249. 107. Atay M.H., Aslan N.A., Aktimur S.,
Buyukkaya P. et al. Safety and efficacy
of ankaferd hemostat (ABS) in the
chemotherapy-induced oral mucositis. UHOD Uluslararasi Hematoloji-Onkoloji
Dergisi 2015;25(3):166–171. DOI: 10.4999/uhod.15811. 88. Marucci L., Farneti A., Di Ridolfi P. et al. Double-blind randomized phase III study
comparing a mixture of natural agents
versus placebo in the prevention of acute
mucositis during chemoradiotherapy for
head and neck cancer. Head Neck 98. Elkerm Y., Tawashi R. Date palm pollen
as a preventative intervention in radiation- 79
79 Конфликт интересов. Авторы заявляют об отсутствии конфликта интересов. Conflict of interest. The authors declare no conflict of interest. Conflict of interest. The authors declare no conflict of interest. Финансирование. Работа выполнена без спонсорской поддержки. Финансирование. Работа выполнена без спонсорской подд
Financing. The work was performed without external funding. Financing. The work was performed without external funding. 80
80
|
https://openalex.org/W2901896055
|
https://europepmc.org/articles/pmc6249377?pdf=render
|
English
| null |
Pax6 Lengthens G1 Phase and Decreases Oscillating Cdk6 Levels in Murine Embryonic Cortical Progenitors
|
Frontiers in cellular neuroscience
| 2,018
|
cc-by
| 7,661
|
ORIGINAL RESEARCH
published: 15 November 2018
doi: 10.3389/fncel.2018.00419 Edited by:
Tommaso Pizzorusso,
Consiglio Nazionale delle Ricerche
(CNR), Italy Reviewed by:
Michele Studer,
Institut National de la Santé et de la
Recherche Médicale (INSERM),
France Reviewed by:
Michele Studer,
Institut National de la Santé et de la
Recherche Médicale (INSERM),
France
Federico Cremisi,
Scuola Normale Superiore di Pisa,
Italy Federico Cremisi,
Scuola Normale Superiore di Pisa,
Italy *Correspondence:
David J. Price
David.Price@ed.ac.uk
†Present address:
Da Mi,
Centre for Developmental
Neurobiology, Institute of Psychiatry,
Psychology and Neuroscience
and MRC Centre
for Neurodevelopmental Disorders,
King’s College London, London,
United Kingdom *Correspondence:
David J. Price
David.Price@ed.ac.uk Pax6 Lengthens G1 Phase and
Decreases Oscillating Cdk6 Levels in
Murine Embryonic Cortical
Progenitors
Da Mi†, Martine Manuel, Yu-Ting Huang, John O. Mason and David J. Price*
Biomedical Sciences, The University of Edinburgh, Edinburgh, United Kingdom Pax6 is a key regulator of the rates of progenitor cell division in cerebral corticogenesis. Previous work has suggested that this action is mediated at least in part by regulation
of the cell cycle gene Cdk6, which acts largely on the transition from G1 to S phase. We began the present study by investigating whether, in addition to Cdk6, other Pax6-
regulated cell cycle genes are likely to be primary mediators of Pax6’s actions on
cortical progenitor cell cycles. Following acute cortex-specific deletion of Pax6, Cdk6
showed changes in expression a day earlier than any other Pax6-regulated cell cycle
gene suggesting that it is the primary mediator of Pax6’s actions. We then used flow
cytometry to show that progenitors lacking Pax6 have a shortened G1 phase and that
their Cdk6 levels are increased in all phases. We found that Cdk6 levels oscillate during
the cell cycle, increasing from G1 to M phase. We propose a model in which loss of Pax6
shortens G1 phase by raising overall Cdk6 levels, thereby shortening the time taken for
Cdk6 levels to cross a threshold triggering transition to S phase. Keywords: Pax6, cortex, Cdk6, progenitor, cell cycle †Present address:
Da Mi, Cerebral corticogenesis requires precise spatio-temporal control of the rates of progenitor cell
division. Previous research on the developing mouse embryo established that the transcription
factor Pax6 is a key regulator of this process (Götz et al., 1998; Warren et al., 1999; Estivill-Torrus
et al., 2002; Heins et al., 2002; Haubst, 2004; Manuel et al., 2006, 2015; Quinn et al., 2007; Sansom
et al., 2009; Asami et al., 2011; Georgala et al., 2011a,b; Mi et al., 2013). Pax6 is expressed by cortical
radial glial progenitors, which are by far the most numerous cortical cell type present at the onset
of corticogenesis at around embryonic day 12.5 (E12.5) in mouse. Previous functional studies have
shown that Pax6 is an important cell autonomous repressor of radial glial cell cycle progression
(Warren et al., 1999; Estivill-Torrus et al., 2002; Manuel et al., 2006; Georgala et al., 2011b; Mi
et al., 2013). Loss of Pax6 shortens the overall length of cortical progenitor cell cycles and hence
accelerates cell division (Mi et al., 2013). Previously, we identified a number of highly conserved
cell cycle genes with actions fundamental to cell cycle progression across cell types and species
whose levels of expression are affected by constitutive loss of Pax6 function (Nurse, 2000, 2002). One of these was the cell cycle gene Cdk6 (Mi et al., 2013). Centre for Developmental
Neurobiology, Institute of Psychiatry,
Psychology and Neuroscience
and MRC Centre
for Neurodevelopmental Disorders,
King’s College London, London,
United Kingdom Centre for Developmental
Neurobiology, Institute of Psychiatry,
Psychology and Neuroscience
and MRC Centre
for Neurodevelopmental Disorders,
King’s College London, London,
United Kingdom Received: 03 September 2018
Accepted: 26 October 2018
Published: 15 November 2018
Citation:
Mi D, Manuel M, Huang Y-T,
Mason JO and Price DJ (2018) Pax6
Lengthens G1 Phase and Decreases
Oscillating Cdk6 Levels in Murine
Embryonic Cortical Progenitors. Front. Cell. Neurosci. 12:419. doi: 10.3389/fncel.2018.00419 Received: 03 September 2018
Accepted: 26 October 2018
Published: 15 November 2018 Flow Cytometry Gene
Forward primer
Reverse primer
Pax6
(exons 6–7)
TATTACGAGACTGGCTCCAT
TTGATGACACACTGGGTATG
GFP
CAGCCACAACGTCTATATCA
GTGTTCTGCTGGTAGTGGTC
Cdk6
GAGTGTCGGTTGCATCTTT
GAGTCCAATGATGTCCAAGA
Cdca7
GGAACGTCCATGCTTACTTG
CACAACGTCGAGAACAAGAG
Smad2
GCAGGAATTGAGCCACAGAG
CGGAGAGCCTGTGTCCATAC
Smad3
GATGACTACAGCCATTCCAT
TCACTGGTTTCTCCATCTTC
Smad4
TCCTGTGGCTTCCACAAGTC
ATGGTAAGTAGCTGGCTGAG
Smad7
GTGTTGCTGTGAATCTTACG
CCATTGGGTATCTGGAGTAA
Cdk2
GTGTACCCAGTACTGCCATC
TCCATGAATTTCTTGAGGTC
Cdk4
GAGGACATACCTGGACAAAG
AGAATGTTCTCTGGCTTCAG
Ccnd1
TTCATCGAACACTTCCTCTC
GAGGGTGGGTTGGAAAT
Ccnd2
AGTGTGCATGTTCCTAGCTT
CAGGTTCCACTTCAGCTTAC
Sesn1
TTGGCTGATTACCAAAGAAC
GAGGCAAGAGAGTGGTAGTG
Mcm3
GGACGATATAGCCAAGATCA
GAGGATTGCCTTCTTGACAT
Mcm6
GATTGTTGTGCCTGATGTCT
GACCAGCCTGTATGACAGAT
Smc2
GACCAGAACTGTAACCCTTG
AGTTCATTCTCCTTGGTCCT
Ccdc80
ATCTTTGGTCCTGTCAACAA
CATTCCATACTCCTTCCTCA
Ccdc90A
GCACAGAAAAGAGAACTTGC
CAGTGCAGACACAATGATTT TABLE 1 | qRT-PCR primers. Gene
Forward primer
Reverse primer
Pax6
(exons 6–7)
TATTACGAGACTGGCTCCAT
TTGATGACACACTGGGTATG
GFP
CAGCCACAACGTCTATATCA
GTGTTCTGCTGGTAGTGGTC
Cdk6
GAGTGTCGGTTGCATCTTT
GAGTCCAATGATGTCCAAGA
Cdca7
GGAACGTCCATGCTTACTTG
CACAACGTCGAGAACAAGAG
Smad2
GCAGGAATTGAGCCACAGAG
CGGAGAGCCTGTGTCCATAC
Smad3
GATGACTACAGCCATTCCAT
TCACTGGTTTCTCCATCTTC
Smad4
TCCTGTGGCTTCCACAAGTC
ATGGTAAGTAGCTGGCTGAG
Smad7
GTGTTGCTGTGAATCTTACG
CCATTGGGTATCTGGAGTAA
Cdk2
GTGTACCCAGTACTGCCATC
TCCATGAATTTCTTGAGGTC
Cdk4
GAGGACATACCTGGACAAAG
AGAATGTTCTCTGGCTTCAG
Ccnd1
TTCATCGAACACTTCCTCTC
GAGGGTGGGTTGGAAAT
Ccnd2
AGTGTGCATGTTCCTAGCTT
CAGGTTCCACTTCAGCTTAC
Sesn1
TTGGCTGATTACCAAAGAAC
GAGGCAAGAGAGTGGTAGTG
Mcm3
GGACGATATAGCCAAGATCA
GAGGATTGCCTTCTTGACAT
Mcm6
GATTGTTGTGCCTGATGTCT
GACCAGCCTGTATGACAGAT
Smc2
GACCAGAACTGTAACCCTTG
AGTTCATTCTCCTTGGTCCT
Ccdc80
ATCTTTGGTCCTGTCAACAA
CATTCCATACTCCTTCCTCA
Ccdc90A
GCACAGAAAAGAGAACTTGC
CAGTGCAGACACAATGATTT Citation: Mi D, Manuel M, Huang Y-T,
Mason JO and Price DJ (2018) Pax6
Lengthens G1 Phase and Decreases
Oscillating Cdk6 Levels in Murine
Embryonic Cortical Progenitors. Front. Cell. Neurosci. 12:419. doi: 10.3389/fncel.2018.00419 Cdks drive progression through the eukaryotic cell cycle by forming complexes with cyclins
(Morgan, 1997; Loog and Morgan, 2005; Hochegger et al., 2008; Coudreuse and Nurse, 2010;
Uhlmann et al., 2011). In most natural systems studied so far, levels of Cdks remain relatively
constant during the cell cycle whereas levels of the cyclins oscillate, causing Cdk activity to oscillate. November 2018 | Volume 12 | Article 419 1 Frontiers in Cellular Neuroscience | www.frontiersin.org Pax6 and Cortical Progenitor Cell Cycle Mi et al. In experiments using engineered fission yeast, oscillations in
Cdk activity alone, without the numerous additional regulatory
mechanisms that normally affect the cell cycle, can be sufficient
to drive orderly progression through major cell cycle events
(Coudreuse and Nurse, 2010). Cdk6 specifically partners a
particular type of cyclin (the D-type cyclins) and primarily
regulates the G1 to S phase transition (Hochegger et al., 2008). In cerebral cortical progenitors, Pax6 negatively regulates the
expression of Cdk6 (Mi et al., 2013). In experiments using engineered fission yeast, oscillations in
Cdk activity alone, without the numerous additional regulatory
mechanisms that normally affect the cell cycle, can be sufficient
to drive orderly progression through major cell cycle events
(Coudreuse and Nurse, 2010). Cdk6 specifically partners a
particular type of cyclin (the D-type cyclins) and primarily
regulates the G1 to S phase transition (Hochegger et al., 2008). In cerebral cortical progenitors, Pax6 negatively regulates the
expression of Cdk6 (Mi et al., 2013). qRT-PCR q
cDNA was synthesized from RNA with a Superscript reverse
transcriptase
reaction
(Thermo
Fisher
Scientific,
Perth,
United Kingdom) and qRT-PCR was done with a Quantitect
SYBR Green PCR kit (Qiagen, Hilden, Germany) and a
DNA Engine Opticon Continuous Fluorescence Detector (MJ
Research, QC, Canada). Primer pairs are listed in Table 1. For
each sample, we normalized the abundance of each transcript
to the GAPDH expression level and calculated the ratios of
normalized expression levels in conditional knock outs (cKOs)
to littermate controls. We used three biological replicates from
three different litters. For each biological replicate we ran three
technical replicates. Here we addressed several questions. Are the effects of Pax6
on the cell cycle likely to be mediated primarily through actions
on Cdk6, or does Pax6 control multiple cell cycle regulators in
parallel? Do the effects of Pax6 vary between cell cycle phases? Are levels of Cdk6 normally constant throughout the cell cycle of
cortical progenitors? Does Pax6 modulate Cdk6 levels equally or
differentially across the phases? Flow Cytometry Aliquots
of
permeabilised
and
fixed
cells
suspended
in
fluorescence
activated
cell
sorting
(FACS)
buffer
were
reacted
with
Hoechst
33342
(Thermo
Fisher
Scientific,
Perth, United Kingdom; Cat# 1391095). Primary antibodies
used were: anti-Pax6 (1:200, rabbit, Millipore, Livingston,
United Kingdom; Cat# AB2237); anti-Tuj1 (1:800, mouse,
Cambridge Bioscience, Cambridge, United Kingdom; Cat# MMS
435P); anti-PH3 (1:200, mouse, Cell Signaling Technology,
Danvers, Massachusetts, United States; Cat# 9706); anti-Ki67
(1:500, rat, eBioscience, San Diego, CA, United States; Cat#
12-5698); anti-Cdk6 (1:500, rabbit, Santa Cruz Biotechnology,
Dallas, TX, United States; Cat# SC-177). We used secondary-
only and fluorescence-minus-one controls to set thresholds for
primary antibody-specific staining. Cells were analyzed using an
LSRII flow cytometer and FlowJo V10 software (BD Biosciences,
Franklin Lakes, NJ, United States). In all of our experiments, we
used the same gate for forward scatter for both wild-type and
mutant progenitor cells. Since forward scatter values in flow y
To address the first of these questions, we used quantitative
real time polymerase chain reaction (qRT-PCR) to test for
changes in the expression of a set of cell cycle regulators following
acute cortical deletion of Pax6. The set we tested contained all
cell cycle regulators that were shown in previous work to have
altered cortical expression levels in constitutive Pax6−/−mutants
(Mi et al., 2013). Here we studied embryos with tamoxifen-
induced cortex-specific deletion of Pax6. This allowed us to focus
on the effects of Pax6 loss that are more likely to be direct by
minimizing the possibility of secondary changes arising as a long-
term consequence of cortical deletion or Pax6 removal from
non-cortical tissues. We then used flow cytometry to discover
how Pax6 affects the phases of the cell cycle and the levels of Cdk6
in each. We found that Pax6 loss increases Cdk6 levels similarly
in all cell cycle phases and, particularly interestingly, that Cdk6
levels oscillate with cell cycle phase. This prompted us to extend
our analysis to examine the relationship between Pax6 levels and
Cdk6 levels across cell cycle phases. Our results indicated that
Pax6 sets the level of expression around which Cdk6 oscillates but
is unlikely to be responsible for controlling the oscillation itself. TABLE 1 | qRT-PCR primers. MATERIALS AND METHODS Mice and Tissue Preparation Mice and Tissue Preparation Mice and Tissue Preparation
All mice were bred in-house. The University of Edinburgh
Animal Welfare and Ethics Board and a license from the Home
Office UK issued under the UK Animals (Scientific Procedures)
Act 1986 regulated all procedures. For constitutive inactivation
of Pax6, we used the Pax6Sey allele (designated as Pax6−here;
(Hill et al., 1991). For conditional inactivation of Pax6, we used
the Pax6loxP allele (Simpson et al., 2009) and a green fluorescent
protein (GFP) reporter allele (Sousa et al., 2009) with BAC
transgenic strain Emx1CreERT2 (Kessaris et al., 2006). Dams were
killed by cervical dislocation, fetuses were removed and cortices
were dissected and used for RNA extraction (RNeasy Plus micro
kit; Qiagen, Hilden, Germany) or dissociated with papain (20 U
ml−1; Dissociation kit; Worthington Biochemical Corporation,
Lakewood, NJ, United States). Dissociated cell suspensions
diluted to 1.8 × 106 ml−1 were fixed and permeabilised in 100%
ethanol and stored at −20◦C. November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 2 Mi et al. Pax6 and Cortical Progenitor Cell Cycle Quantitative RT-PCR analysis of the effects of tamoxifen-induced cortex-specific Pax6 deletion on the expression of cell cycle genes. (A) Tamoxifen
resulted in Pax6 mRNA loss, with a ∼60% reduction by E11.5 and a ∼100% reduction by E13.5. (B) This loss coincided with the production of
els of GFP reporter gene mRNA. (C–R) Changes in the expression of 16 cell cycle genes. In all cases, the levels of cortical expression of each gene
ed relative to levels of cortical expression of GAPDH in the same embryo. In panels (A) and (C–R), ratios of expression in conditional knock-outs (cKO)
e controls were combined to give mean ± SEM at each age. All data are from three biological replicates at each age; ∗p < 0.05; ∗∗p < 0.01; Student’s
ison of cKOs with paired controls at each age. FIGURE 1 | Quantitative RT-PCR analysis of the effects of tamoxifen-induced cortex-specific Pax6 deletion on the expression of cell cycle genes. (A) Tamoxifen
given at E9.5 resulted in Pax6 mRNA loss, with a ∼60% reduction by E11.5 and a ∼100% reduction by E13.5. (B) This loss coincided with the production of
increasing levels of GFP reporter gene mRNA. (C–R) Changes in the expression of 16 cell cycle genes. Changes in the Expression of Cell Cycle
Regulators Following Acute Cortical
Deletion of Pax6 We
gave
tamoxifen
to
experimental
Pax6fl/fl;Emx1CreER
(designated cKO) and littermate control Pax6fl/+;Emx1CreER
embryos at E9.5. All embryos contained a floxed-stop GFP
reporter allele (Sousa et al., 2009). We used qRT-PCR to measure
levels of mRNA in cortical samples relative to levels of GAPDH. For all genes except GFP we then calculated ratios between the
relative mRNA levels in cKO and control littermates at E11.5,
12.5, and 13.5 (Figure 1). We estimated the lengths of each phase in hours under
different conditions by multiplying the proportion of cells in that
phase by the corresponding Tc derived from calculations above. These estimations gave values for G1 of 9.3 h in Pax6+/+ cortex
and 7.7 h in Pax6−/−cortex at E12.5. At E14.5, values for G1 were
14.8 h in Pax6+/+ cortex and 11.5 h in Pax6−/−cortex. At E12.5,
S phase was 1.7 h in Pax6+/+ cortex versus 1.8 h in Pax6−/−
cortex, G2 phase was 0.9 h in Pax6+/+ cortex versus 1.0 h in
Pax6−/−cortex and M phase was 0.2 h in Pax6+/+ cortex versus
0.25 h in Pax6−/−cortex. At E14.5, S phase was 1.9 h in Pax6+/+ Pax6 levels decayed exponentially and GFP levels rose
steadily over the 4 days following tamoxifen administration
(Figures 1A,B). Pax6 levels had declined to ∼40% of normal
by E11.5, the earliest post-tamoxifen time-point examined. Cdk6
was the only cell cycle gene studied that showed a significant
change (upregulation) in gene expression at E12.5 and this was
sustained at E13.5 (Figure 1C). Cdca7 showed a significant
upregulation but only later, at E13.5 (Figure 1D). Smad3, Smad7,
and Sesn1 showed significant downregulation but only at E13.5
(Figures 1F,H,M). These results suggest that no other Pax6-
regulated cell cycle gene rivals Cdk6 as the top candidate among
possible mediators of Pax6’s actions on cortical progenitor cell
cycle lengths. Whereas genes such as Cdca7, Smad3, Smad7, and
Sesn1 are almost certainly involved, it is possible that they alter
their expression as a secondary consequence of changes in Cdk6
expression. FIGURE 2 | Cell cycle lengths are shortened in Pax6−/−progenitors. Lengths
of the cell cycles of progenitors in Pax6+/+ and Pax6−/−E12.5 and E14.5
cortex measured using double labeling with IdU and BrdU [n = 3 embryos of
each genotype from three different litters for each age; mean ± SEMs are
shown; in panel (A), p = 0.0099, Student’s t-test; in panel (B), p = 0.0004,
Student’s t-test]. Immunohistochemistry for BrdU and IdU Immunohistochemistry for BrdU and IdU
Pregnant females were injected intra-peritoneally with 200 µl
of 100 µg ml−1 IdU and then 1.5 h later with the same dose
of BrdU. They were sacrificed after 30 min and histological
sections were cut through the cortex. Primary antibodies used
were anti-BrdU/IddU (which recognizes both BrdU and IddU)
(1:100, mouse, Becton Dickinson, Swindon, United Kingdom;
clone B44) and anti-BrdU (1:100, rat, Abcam, Cambridge,
United Kingdom; clone BU1/75). Nuclei were counterstained
with TO-PRO-3 iodide (Molecular Probes). Analysis was as
described in (Martynoga et al., 2005). We then used flow cytometry to quantify the relative lengths
of G1, S, G2, and M phases in cortical cells from E12.5 and
E14.5 Pax6+/+ and Pax6−/−embryos (Figure 3). A combination
of Hoechst and antibody staining identified cells in each of the
phases (Figures 3A–F). Cells were labeled with Hoechst 33342
to measure DNA content and antibodies for Ki67 (a marker
of proliferating cells), class III beta-tubulin (TuJ1; a marker of
postmitotic neurons), phospho-Histone H3 (PH3; a marker of
M phase), and Pax6. Cells were classified as G1 if they had
2n DNA content and were positive for Ki67 (Figure 3A). As
expected, almost all of these cells (∼98%) were negative for TuJ1
(Figure 3C). Combining data from multiple embryos (four per
genotype per age) showed significant reductions by ∼8–10% in
the proportions of cells in G1 at both ages in Pax6−/−embryos
(Figures 3G,H). For phases other than G1, the only significant
differences were in S and G2 at E14.5 (Figures 3G,H), where
mean values were higher in mutants in both cases. Mice and Tissue Preparation In all cases, the levels of cortical expression of each gene
were measured relative to levels of cortical expression of GAPDH in the same embryo. In panels (A) and (C–R), ratios of expression in conditional knock-outs (cKO)
over littermate controls were combined to give mean ± SEM at each age. All data are from three biological replicates at each age; ∗p < 0.05; ∗∗p < 0.01; Student’s
t-test comparison of cKOs with paired controls at each age. November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org Frontiers in Cellular Neuroscience | www.frontiersin.org 3 Pax6 and Cortical Progenitor Cell Cycle Mi et al. cytometry are directly linked to cell size, this indicates that the
wild-type and mutant cells were in the same size range. At E12.5, Tc was ∼10% shorter in Pax6−/−cortex than in
Pax6+/+ cortex (n = 3 embryos of each genotype from three
different litters; mean Tc ± SEM = 12.1 ± 0.15 h in Pax6+/+ and
10.75 ± 0.06 h in Pax6−/−; p = 0.0099, Student’s t-test). At E14.5,
Tc was ∼15% shorter in Pax6−/−cortex than in Pax6+/+ cortex
(n = 3 embryos of each genotype from three different litters; mean
Tc ± SEM = 18.0 ± 0.41 h in Pax6+/+ and 15.5 ± 0.42 h in
Pax6−/−; p = 0.0004, Student’s t-test) (Figure 2). G1 Is Abnormally Short in Pax6−/−
Mutants Given that Cdk6’s main action during the eukaryotic cell cycle is
to promote the G1 to S phase transition (Hochegger et al., 2008),
we hypothesized that elevation of Cdk6 in Pax6−/−mutants
might shorten the cell cycle of cortical progenitors by shortening
primarily G1 phase. We first estimated the overall lengths of the
cell cycles (Tc) of progenitors in Pax6+/+ and Pax6−/−E12.5
and E14.5 cortex using double labeling with iododeoxyuridine
(IdU) and bromodeoxyuridine (BrdU) (Martynoga et al., 2005). FIGURE 2 | Cell cycle lengths are shortened in Pax6−/−progenitors. Lengths
of the cell cycles of progenitors in Pax6+/+ and Pax6−/−E12.5 and E14.5
cortex measured using double labeling with IdU and BrdU [n = 3 embryos of
each genotype from three different litters for each age; mean ± SEMs are
shown; in panel (A), p = 0.0099, Student’s t-test; in panel (B), p = 0.0004,
Student’s t-test]. FIGURE 2 | Cell cycle lengths are shortened in Pax6−/−progenitors. Lengths
of the cell cycles of progenitors in Pax6+/+ and Pax6−/−E12.5 and E14.5
cortex measured using double labeling with IdU and BrdU [n = 3 embryos of
each genotype from three different litters for each age; mean ± SEMs are
shown; in panel (A), p = 0.0099, Student’s t-test; in panel (B), p = 0.0004,
Student’s t-test]. November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 4 Pax6 and Cortical Progenitor Cell Cycle Mi et al. | Flow cytometric analysis of cell cycle phases of cortical progenitors in Pax6+/+ and Pax6−/−embryos at E12.5 and E14.5. (A–F) Representative
of flow cytometry showing how cells were assigned to specific stages of the cell cycle. Cells were labeled with Hoechst 33342 and antibodies for Ki67, FIGURE 3 | Flow cytometric analysis of cell cycle phases of cortical progenitors in Pax6+/+ and Pax6−/−embryos at E12.5 and E14.5. (A–F) Representative
examples of flow cytometry showing how cells were assigned to specific stages of the cell cycle. Cells were labeled with Hoechst 33342 and antibodies for Ki67,
class III beta-tubulin (TuJ1), phospho-Histone H3 (PH3) and Pax6. (A) Fluorescence intensity of Ki67 against Hoechst, shown as a heat-map with red areas
containing most cells and blue areas fewest: Cells were classified as G1 if they had 2n DNA content and were positive for Ki67 (intensity values above the red line),
which is a marker of proliferating cells. G1 Is Abnormally Short in Pax6−/−
Mutants Significant effects of genotype on each phase at each age are marked (Sidak’s multiple
comparisons tests: ∗∗p = 0.0029; ∗∗∗p = 0.0001; ∗∗∗∗p < 0.0001). (I–L) Charts, drawn to scale, summarizing the relative lengths of the cell cycle phases across
ages and genotypes. FIGURE 4 | Flow cytometric analysis of Cdk6 levels at different phases of the cell cycle in Pax6+/+ and Pax6−/−cortex at E12.5. (A,B) Fluorescence intensity of
Cdk6 against Ki67: Samples from a Pax6+/+ and a Pax6−/−embryo with cells classified according to their cell cycle phase by methods illustrated in Figure 3. G1
cells were distinguished from G0 cells by positivity for Ki67 in quadrants Q2-1 and Q4-1 (cells in quadrants 1-1 and 3-1 were negative for Ki67). (C) Relative levels of
Cdk6 in the cortex of four Pax6+/+ and four Pax6−/−embryos at each phase of the cell cycle. Each data point is the average level in the cortex of one embryo. Regression analysis of levels of Cdk6 against cells cycle phase gave r2 values of 0.78 for Pax6+/+ data and 0.81 for Pax6−/−data. ANOVA showed a significant
effect of genotype (α = 0.05) and Sidak’s multiple comparisons tests showed significantly higher levels of Cdk6 in Pax6-/−cortex in all phases (G1, p = 0.0075; S,
p < 0.0001; G2, p = 0.0167; M, p = 0.0019). FIGURE 4 | Flow cytometric analysis of Cdk6 levels at different phases of the cell cycle in Pax6+/+ and Pax6−/−cortex at E12.5. (A,B) Fluorescence intensity of
Cdk6 against Ki67: Samples from a Pax6+/+ and a Pax6−/−embryo with cells classified according to their cell cycle phase by methods illustrated in Figure 3. G1
cells were distinguished from G0 cells by positivity for Ki67 in quadrants Q2-1 and Q4-1 (cells in quadrants 1-1 and 3-1 were negative for Ki67). (C) Relative levels of
Cdk6 in the cortex of four Pax6+/+ and four Pax6−/−embryos at each phase of the cell cycle. Each data point is the average level in the cortex of one embryo. Regression analysis of levels of Cdk6 against cells cycle phase gave r2 values of 0.78 for Pax6+/+ data and 0.81 for Pax6−/−data. ANOVA showed a significant
effect of genotype (α = 0.05) and Sidak’s multiple comparisons tests showed significantly higher levels of Cdk6 in Pax6-/−cortex in all phases (G1, p = 0.0075; S,
p < 0.0001; G2, p = 0.0167; M, p = 0.0019). G1 Is Abnormally Short in Pax6−/−
Mutants and whether the absence of Pax6 affects Cdk6 levels in all phases
of the cortical progenitor cell cycle. We used flow cytometry to
identify cells in each cell cycle phase (Figures 3A–F) and measure
their Cdk6 levels. We found significantly elevated levels of Cdk6
in all cell cycle phases of Pax6−/−progenitors (Figure 4C). In
addition, Cdk6 levels varied across the phases, rising by ∼1.5–2-
fold from G1 to M both in Pax6+/+ and Pax6−/−progenitors
(Figure 4C). cortex versus 2.2 h in Pax6−/−cortex, G2 phase was 1.3 h in
Pax6+/+ cortex versus 1.6 h in Pax6−/−cortex, and M phase was
0.1 h in Pax6+/+ cortex versus 0.2 h in Pax6−/−cortex. These
estimations are summarized graphically in Figures 3I–L. These
data suggest that in the absence of Pax6 G1 phase is shortened by
∼2–3 h while other phases are similar to or ∼15–20 min longer
than normal. G1 Is Abnormally Short in Pax6−/−
Mutants (B) Fluorescence intensity of TuJ1 against Hoechst: TuJ1 was used as a marker of differentiating neurons. (C) Fluorescence
intensity of Ki67 against TuJ1, with different colors indicating cell cycle phase of each cell: In this sample, 98.0% (50.7/51.74) of Ki67+ cells were TuJ1– whereas
69.3% (33.5/48.3) of Ki67– cells were Tuj1+. (D) Fluorescence intensity of PH3 against Hoechst, plotted using the same method as in panel (A): Cells in M phase
(Continued) FIGURE 3 | Flow cytometric analysis of cell cycle phases of cortical progenitors in Pax6+/+ and Pax6−/−embryos at E12.5 and E14.5. (A–F) Representative
examples of flow cytometry showing how cells were assigned to specific stages of the cell cycle. Cells were labeled with Hoechst 33342 and antibodies for Ki67,
class III beta-tubulin (TuJ1), phospho-Histone H3 (PH3) and Pax6. (A) Fluorescence intensity of Ki67 against Hoechst, shown as a heat-map with red areas
containing most cells and blue areas fewest: Cells were classified as G1 if they had 2n DNA content and were positive for Ki67 (intensity values above the red line),
which is a marker of proliferating cells. (B) Fluorescence intensity of TuJ1 against Hoechst: TuJ1 was used as a marker of differentiating neurons. (C) Fluorescence
intensity of Ki67 against TuJ1, with different colors indicating cell cycle phase of each cell: In this sample, 98.0% (50.7/51.74) of Ki67+ cells were TuJ1– whereas
69.3% (33.5/48.3) of Ki67– cells were Tuj1+. (D) Fluorescence intensity of PH3 against Hoechst, plotted using the same method as in panel (A): Cells in M phase
(Continued) Frontiers in Cellular Neuroscience | www.frontiersin.org November 2018 | Volume 12 | Article 419 Pax6 and Cortical Progenitor Cell Cycle Mi et al. FIGURE 3 | Continued
were identified by their expression of PH3 (0.858%, above black line). (E) Fluorescence intensity of Ki67 against Hoechst: M phase cells expressed PH3 and
contained the highest levels of Ki67. (F) Fluorescence intensity of Pax6 against Ki67, plotted using the same method as in panel (C): Very few Ki67– cells expressed
Pax6 (11.5% [6.72/58.52] in this sample) whereas most Ki67+ cells co-expressed Pax6 (74.7% [31/40.5] in this sample). (G,H) Proportions of proliferating cells (i.e.,
G0 cells excluded) in each phase of the cell cycle in Pax6+/+ and Pax6-/- embryos at E12.5 and E14.5. Values are mean ± SEM (n = 4 embryos in all cases). ANOVA showed a significant effect of genotype at both ages (α = 0.05). DISCUSSION Our new results support a central role for Cdk6 in Pax6’s
regulation of cortical progenitor cell cycles. Figure 6 shows a
model illustrating how elevated Cdk6 levels across the cell cycle
could shorten G1 phase. We propose that the time of G1 and the
G1 to S phase transition is determined by the time it takes Cdk6
activity to rise above a threshold; our model proposes that the
threshold is similar in both Pax6+/+ and Pax6−/−progenitors
(Figures 6B,C). Oscillation of Cdk6 activity at abnormally high
levels would shorten the length of G1 since it would take less
time to achieve the threshold required to exit G1. We also found
evidence that other cell cycle phases were slightly longer than
normal in Pax6−/−progenitors, particularly at the later age
studied, E14.5. This is reflected in the way Figure 6 is drawn. These changes were not enough to compensate for the shortening
of G1 and, overall, cell cycle lengths were reduced. We do
not know how these other phases might be affected. At least We identified cells in each phase using methods illustrated in
Figures 3, 5A,B. We found that Pax6 levels varied significantly
with cell cycle phase at all ages studied (Figures 5C–E). In most
phases at E12.5 and E13.5 (the one exception being M phase at
E13.5), Pax6 levels were significantly higher in rostral than in
caudal cortex (p < 0.01 in all phases at both ages, Sidak’s multiple
comparisons tests following ANOVA, α = 0.05). This was only
the case in G1 at E14.5 (p < 0.01). These findings on rostral
versus caudal differences are in excellent agreement with previous
work showing a rostral [high] to caudal [low] gradient of Pax6
expression at E12.5 and E13.5 that flattens by E14.5 (Mi et al.,
2013). Pax6 levels changed by ∼1.5–2-fold from trough to peak
during the cell cycle (Figures 5C–E). The oscillations in Pax6 FIGURE 5 | Flow cytometric analysis of Pax6 levels at different phases of the cell cycle in Pax6+/+ cortex at E12.5, E13.5, and E14.5. Cells classified according to
their cell cycle phase by methods illustrated in Figure 1. (A) Example showing how M phase cells were identified by their expression of PH3. (B) Example showing
how G1 cells were distinguished from G0 cells by positivity for Ki67. Pax6 Levels Oscillate During the Cell
Cycle in Cortical Progenitors In most systems studied to date, levels of Cdks remain relatively
constant during the cell cycle (Hochegger et al., 2008). It was
not known whether this is also the case for cortical progenitors A parsimonious explanation for the fact that Cdk6 levels oscillate
not only in Pax6+/+ cortex but also in Pax6−/−cortex is that
Pax6 influences the average level of Cdk6 expression rather than November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 6 Mi et al. Pax6 and Cortical Progenitor Cell Cycle being directly responsible for the oscillations themselves, which
would be caused by a different mechanism. This would explain
why Cdk6 levels still oscillate in the absence of Pax6. Nonetheless,
a more complex scenario was conceivable. In normal cortex, Pax6
levels might oscillate during the cell cycle in such a way as to drive
changes in Cdk6 levels; in Pax6−/−cortex, some other unknown
mechanism might take over Pax6’s role. We addressed whether
this second possibility might be feasible by measuring Pax6 levels
in each phase of the cell cycle in normal embryos using flow
cytometry (Figure 5). levels were out of phase with the oscillations in Cdk6 levels shown
in Figure 4. Levels rose to a peak in G2 and dropped in M, before
Cdk6 levels fell. The rise of Pax6 from G1 to G2 paralleled that of
Cdk6 through these three phases. DISCUSSION (C–E) Average relative levels (± SEM) of Pax6 in proliferating cortical cells (G0 cells excluded) in
each cell cycle phase in rostral and caudal cortex (n = 4 embryos at each age). ANOVAs at each age showed significant effects of cell cycle phase (α = 0.05). Sidak’s
multiple comparisons tests showed significant differences between phases, as marked (∗p < 0.05; ∗∗p < 0.001; ∗∗∗p < 0.0001). FIGURE 5 | Flow cytometric analysis of Pax6 levels at different phases of the cell cycle in Pax6+/+ cortex at E12.5, E13.5, and E14.5. Cells classified according to
their cell cycle phase by methods illustrated in Figure 1. (A) Example showing how M phase cells were identified by their expression of PH3. (B) Example showing
how G1 cells were distinguished from G0 cells by positivity for Ki67. (C–E) Average relative levels (± SEM) of Pax6 in proliferating cortical cells (G0 cells excluded) in
each cell cycle phase in rostral and caudal cortex (n = 4 embryos at each age). ANOVAs at each age showed significant effects of cell cycle phase (α = 0.05). Sidak’s
multiple comparisons tests showed significant differences between phases, as marked (∗p < 0.05; ∗∗p < 0.001; ∗∗∗p < 0.0001). November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 7 Pax6 and Cortical Progenitor Cell Cycle Mi et al. FIGURE 6 | A model. (A,B) Pax6 and Cdk6 oscillations are slightly out of
phase. (C) A general elevation of Cdk6 activity throughout the cell cycle might
allow levels critical for switching from G1 to S (horizontal line in B,C) to be
achieved more rapidly than normal. scenario. Changes in Pax6 protein levels would need a certain
time to influence transcription of the Cdk6 gene and the mRNA
would then need to be translated to alter Cdk6 protein levels. Although we do not exclude the possibility that fluctuations in
Pax6 levels might contribute to the temporal pattern of change
of Cdk6 levels, the simplest suggestion is that Pax6 reduces
Cdk6 levels overall and that the oscillations in Cdk6 levels
during the cell cycle are driven by other mechanisms. Our
previous work showed that Pax6 overexpression significantly
reduced Cdk6 levels (Mi et al., 2013), and in the future it
would be interesting to test how Cdk6 levels oscillate during
the cell cycle in these mutants and how cell cycle phases
change. DISCUSSION It is likely that post-translational processes are involved
in the relatively rapid cyclical changes in Cdk6 and Pax6
levels identified here. Cortical progenitor cells might generate
excess amounts of their mRNAs, which might be translated at
levels that vary as the cell progresses through the cell cycle. A similar mechanism, termed “translation on demand,” was
suggested in a recently published review paper (Liu et al., 2016). It suggests that quick generation of proteins in response to
signals could be achieved purely by regulating the translation
rate of pre-existing mRNA (Le Roch et al., 2004; Lee et al.,
2011; Lackner et al., 2012; Eichelbaum and Krijgsveld, 2014;
Jovanovic et al., 2015). Some studies suggested that transcription
factors are more likely to be subject to translation on demand
regulation, as some rapid cell state transitions require fast
synthesis and reactions of transcription factors to modulate their
downstream gene networks (Lee et al., 2013; Jovanovic et al.,
2015; Liu et al., 2016). Rapid degradation via ubiquitination
might also contribute to rapid adjustments of Pax6 and Cdk6
protein levels during the cell cycle. In eye development, for
example, a post-translational ubiquitin-mediated proteasomal
mechanism degrades Pax6 protein (Pfirrmann et al., 2016). It is possible that Pax6 regulates the overall levels of Cdk6
not only by direct repression of the Cdk6 gene itself (Mi
et al., 2013) but also by affecting the post-translational
mechanisms that determine Cdk6 protein production and
stability. FIGURE 6 | A model. (A,B) Pax6 and Cdk6 oscillations are slightly out of
phase. (C) A general elevation of Cdk6 activity throughout the cell cycle might
allow levels critical for switching from G1 to S (horizontal line in B,C) to be
achieved more rapidly than normal. one possibility is that they are lengthened as a consequence of
accelerated progression through G1 phase rather than a direct
action of Pax6 on regulators of these phases. Another possibility
is that delayed changes in the expression of cell cycle genes
other than Cdk6, such as those observed here (Figure 1: Cdca7,
Smad3, Smad7, or Sesn1) directly affect the lengths of these
phases. This proposal has similarity to the mechanism proposed to
regulate an engineered minimal control network in fission yeast
(Coudreuse and Nurse, 2010). This control network is based
on oscillating levels of CDK activity, which drive cell cycle
progression as they cross thresholds triggering transition between
cell cycle phases including G1 to S. Frontiers in Cellular Neuroscience | www.frontiersin.org REFERENCES doi: 10.1038/nature09543 Lee, M. T., Bonneau, A. R., Takacs, C. M., Bazzini, A. A., Divito, K. R., Fleming,
E. S., et al. (2013). Nanog, Pou5f1 and SoxB1 activate zygotic gene expression
during the maternal-to-zygotic transition. Nature 503, 360–364. doi: 10.1038/
nature12632 Dehay, C., and Kennedy, H. (2007). Cell-cycle control and cortical development. Nat. Rev. Neurosci. 8, 438–450. doi: 10.1038/nrn2097 Eichelbaum, K., and Krijgsveld, J. (2014). Rapid temporal dynamics of
transcription,
protein
synthesis,
and
secretion
during
macrophage
activation. Mol. Cell. Proteomics 13, 792–810. doi: 10.1074/mcp.M113. 030916 Lee, M. V., Topper, S. E., Hubler, S. L., Hose, J., Wenger, C. D., Coon, J. J., et al. (2011). A dynamic model of proteome changes reveals new roles for transcript
alteration in yeast. Mol. Syst. Biol. 7:514. doi: 10.1038/msb.2011.48 Estivill-Torrus, G., Pearson, H., van Heyningen, V., Price, D. J., and Rashbass, P. (2002). Pax6 is required to regulate the cell cycle and the rate of progression
from symmetrical to asymmetrical division in mammalian cortical progenitors. Development 129, 455–466. Liu, Y., Beyer, A., and Aebersold, R. (2016). On the dependency of cellular protein
levels on mRNA abundance. Cell 165, 535–550. doi: 10.1016/j.cell.2016.03.014 Liu, Y., Beyer, A., and Aebersold, R. (2016). On the dependency of cellular protein
levels on mRNA abundance. Cell 165, 535–550. doi: 10.1016/j.cell.2016.03.014
Loog, M., and Morgan, D. O. (2005). Cyclin specificity in the phosphorylation
of cyclin-dependent kinase substrates. Nature 434, 104–108. doi: 10.1038/
nature03329 Loog, M., and Morgan, D. O. (2005). Cyclin specificity in the phosphorylation
of cyclin-dependent kinase substrates. Nature 434, 104–108. doi: 10.1038/
nature03329 Georgala, P. A., Carr, C. B., and Price, D. J. (2011a). The role of Pax6 in forebrain
development. Dev. Neurobiol. 71, 690–709. doi: 10.1002/dneu.20895 Georgala, P. A., Manuel, M., and Price, D. J. (2011b). The generation of superficial
cortical layers is regulated by levels of the transcription factor Pax6. Cereb. Cortex 21, 81–94. doi: 10.1093/cercor/bhq061 Lukaszewicz, A., Savatier, P., Cortay, V., Giroud, P., Huissoud, C., Berland, M.,
et al. (2005). G1 phase regulation, area-specific cell cycle control, and
cytoarchitectonics in the primate cortex. Neuron 47, 353–364. doi: 10.1016/j. neuron.2005.06.032 Götz, M., Stoykova, A., and Gruss, P. (1998). Pax6 controls radial glia
differentiation in the cerebral cortex. Neuron 21, 1031–1044. doi: 10.1016/
S0896-6273(00)80621-2 Manuel, M., Georgala, P. A., Carr, C. B., Chanas, S., Kleinjan, D. A., Martynoga, B.,
et al. (2006). REFERENCES Hochegger, H., Takeda, S., and Hunt, T. (2008). Cyclin-dependent kinases and
cell-cycle transitions: does one fit all? Nat. Rev. Mol. Cell Biol. 9, 910–916. doi: 10.1038/nrm2510 Arai, Y., Pulvers, J. N., Haffner, C., Schilling, B., Nüsslein, I., Calegari, F., et al. (2011). Neural stem and progenitor cells shorten S-phase on commitment to
neuron production. Nat. Commun. 2:54. doi: 10.1038/ncomms1155 Jovanovic, M., Rooney, M. S., Mertins, P., Przybylski, D., Chevrier, N., Satija, R.,
et al. (2015). Dynamic profiling of the protein life cycle in response to
pathogens. Science 347:1259038. doi: 10.1126/science.1259038 Asami, M., Pilz, G. A., Ninkovic, J., Godinho, L., Schroeder, T., Huttner, W. B., et al. (2011). The role of Pax6 in regulating the orientation and mode of cell division
of progenitors in the mouse cerebral cortex. Development 138, 5067–5078. doi: 10.1242/dev.074591 doi: 10.1242/dev.074591 Kessaris, N., Fogarty, M., Iannarelli, P., Grist, M., Wegner, M., and Richardson,
W. D. (2006). Competing waves of oligodendrocytes in the forebrain and
postnatal elimination of an embryonic lineage. Nat. Neurosci. 9, 173–179. doi: 10.1038/nn1620 Calegari, F. (2003). An inhibition of cyclin-dependent kinases that lengthens,
but does not arrest, neuroepithelial cell cycle induces premature neurogenesis. J. Cell Sci. 116(Pt 24), 4947–4955. doi: 10.1242/jcs.00825 Lackner, D. H., Schmidt, M. W., Wu, S., Wolf, D. A., and Bähler, J. (2012). Regulation of transcriptome, translation, and proteome in response to
environmental stress in fission yeast. Genome Biol. 13:R25. doi: 10.1186/gb-
2012-13-4-r25 Calegari, F., Haubensak, W., Haffner, C., and Huttner, W. B. (2005). Selective
lengthening of the cell cycle in the neurogenic subpopulation of neural
progenitor cells during mouse brain development. J. Neurosci. 25, 6533–6538. doi: 10.1523/JNEUROSCI.0778-05.2005 Lange, C., Huttner, W. B., and Calegari, F. (2009). Cdk4/CyclinD1 overexpression
in neural stem cells shortens G1, delays neurogenesis, and promotes the
generation and expansion of basal progenitors. Cell Stem Cell. 5, 320–331. doi: 10.1016/j.stem.2009.05.026 Caviness, V. S., Goto, T., Tarui, T., Takahashi, T., Bhide, P. G., and Nowakowski,
R. S. (2003). Cell output, cell cycle duration and neuronal specification: a model
of integrated mechanisms of the neocortical proliferative process. Cereb. Cortex
13, 592–598. doi: 10.1093/cercor/13.6.592 j
Le Roch, K. G., Johnson, J. R., Florens, L., Zhou, Y., Santrosyan, A.,
Grainger, M., et al. (2004). Global analysis of transcript and protein levels
across the Plasmodium falciparum life cycle. Genome Res. 14, 2308–2318. doi: 10.1101/gr.2523904 Coudreuse, D., and Nurse, P. (2010). Driving the cell cycle with a minimal CDK
control network. Nature 13, 592–598. FUNDING expansion of the progenitor pool, and affects laminar phenotypes
later in development (Lange et al., 2009; Pilaz et al., 2009). This
might be one mechanism by which Pax6 affects the later stages
of cortical formation despite being downregulated in postmitotic
neurons. This research was funded by MRC grant N012291 and BBSRC
grant N006542. AUTHOR CONTRIBUTIONS We thank Dr. Martin Waterfall at the Flow Cytometry Core
Facility for his generous support, Dr. Thomas Tan at the School
of Biological Sciences for technical assistance and Mr. Chenyi
Wang at the Department of Clinical Neurosciences, University
of Cambridge for the precious help of flow cytometry analysis. DM,
MM,
and
Y-TH
performed
the
experiments. DP
and
JM
helped
to
design
the
experiments,
obtained
the
funding,
and
supervised
the
work. DP
wrote
the
manuscript. DISCUSSION As in the fission yeast model,
it is possible that the oscillations in Cdk6 in cortical progenitors
result from phase-dependent changes in Cdk6 synthesis and
degradation. A Pax6-loss-induced change in the length of G1 phase is
likely to have consequences for the subsequent development
of progenitors and the neurons that they generate. Previous
studies have shown that cell cycle length has a direct
impact on a cell’s mode of division, i.e., whether it is
neurogenic, producing neurons, or proliferative, producing
new progenitor(s). G1 length is increased in neurogenic
progenitors compared with proliferative progenitors (Caviness
et al., 2003; Lukaszewicz et al., 2005; Dehay and Kennedy,
2007; Salomoni and Calegari, 2010). This is in line with
the finding that basal progenitors, which mostly generate
neurons through neurogenic division, have a longer G1 phase
than apical progenitors (Calegari et al., 2005; Salomoni and
Calegari, 2010; Arai et al., 2011). The functional importance
of G1 length was demonstrated by manipulating it. An
increase in G1 length leads to neurogenic division and
premature neurogenesis (Calegari, 2003; Calegari et al., 2005). Shortening G1 increases proliferative divisions, leading to an An alternative possibility is that cyclical changes in Pax6
levels might cause the oscillations in Cdk6 levels, given that
Pax6 can directly repress Cdk6 expression (Mi et al., 2013). The
oscillations in Pax6 were slightly out of phase with those in
Cdk6 (Figures 6A,B) but it is very unlikely that fluctuations
in Pax6 protein levels alone cause the oscillations in Cdk6
protein levels. Additional factors would be required to explain
the very different rates of change of Pax6 during its rising
phase and Cdk6 during its falling phase and vice versa. An
additional complexity would be explaining the dynamics of this November 2018 | Volume 12 | Article 419 8 Pax6 and Cortical Progenitor Cell Cycle Mi et al. REFERENCES Controlled overexpression of Pax6 in vivo negatively autoregulates
the Pax6 locus, causing cell-autonomous defects of late cortical progenitor
proliferation with little effect on cortical arealization. Development 134, 545–
555. doi: 10.1242/dev.02764 Haubst, N. (2004). Molecular dissection of Pax6 function: the specific roles of the
paired domain and homeodomain in brain development. Development 131,
6131–6140. doi: 10.1242/dev.01524 Heins, N., Malatesta, P., Cecconi, F., Nakafuku, M., Tucker, K. L., Hack, M. A.,
et al. (2002). Glial cells generate neurons: the role of the transcription factor
Pax6. Nat. Neurosci. 5, 308–315. doi: 10.1038/nn828 Manuel, M. N., Mi, D., Mason, J. O., and Price, D. J. (2015). Regulation of cerebral
cortical neurogenesis by the Pax6 transcription factor. Front. Cell. Neurosci. 9:70. doi: 10.3389/fncel.2015.00070 Hill, R. E., Favor, J., Hogan, B. L., Ton, C. C., Saunders, G. F., Hanson,
I. M., et al. (1991). Mouse Small eye results from mutations in a paired-
like homeobox-containing gene. Nature 354, 522–525. doi: 10.1038/354
522a0 Martynoga, B., Morrison, H., Price, D. J., and Mason, J. O. (2005). Foxg1 is required
for specification of ventral telencephalon and region-specific regulation of
dorsal telencephalic precursor proliferation and apoptosis. Dev. Biol. 283,
113–127. doi: 10.1016/j.ydbio.2005.04.005 November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 9 Mi et al. Pax6 and Cortical Progenitor Cell Cycle balance between neural stem cell self-renewal and neurogenesis. PLoS Genet. 5:e1000511. doi: 10.1371/journal.pgen.1000511 Mi, D., Carr, C. B., Georgala, P. A., Huang, Y. T., Manuel, M. N., Jeanes, E.,
et al. (2013). Pax6 Exerts regional control of cortical progenitor proliferation
via direct repression of Cdk6 and Hypophosphorylation of pRb. Neuron 78,
269–284. doi: 10.1016/j.neuron.2013.02.012 Simpson, T. I., Pratt, T., Mason, J. O., and Price, D. J. (2009). Normal ventral
telencephalic expression of Pax6 is required for normal development of
thalamocortical axons in embryonic mice. Neural Dev. 4:19. doi: 10.1186/1749-
8104-4-19 j
Morgan, D. O. (1997). CYCLIN-DEPENDENT KINASES: engines, clocks, and
microprocessors. Annu. Rev. Cell Dev. Biol. 13, 261–291. doi: 10.1146/annurev. cellbio.13.1.261 Sousa, V. H., Miyoshi, G., Hjerling-Leffler, J., Karayannis, T., and Fishell, G. (2009). Characterization of Nkx6-2-derived neocortical interneuron lineages. Cereb. Cortex 19(Suppl. 1), i1–i10. doi: 10.1093/cercor/bhp038 Nurse, P. (2000). A long twentieth century of the cell cycle and beyond. Cell 100,
71–78. doi: 10.1016/S0092-8674(00)81684-0 Cortex 19(Suppl. 1), i1–i10. doi: 10.1093/cercor/bhp038 Nurse, P. M. (2002). Cyclin dependent kinases and cell cycle control. Chembiochem
3, 596–603. doi: 10.1002/1439-7633(20020703)3:7<596::AID-CBIC596>3.0. Frontiers in Cellular Neuroscience | www.frontiersin.org November 2018 | Volume 12 | Article 419 REFERENCES CO;2-U Uhlmann, F., Bouchoux, C., and Lopez-Aviles, S. (2011). A quantitative
model for cyclin-dependent kinase control of the cell cycle: revisited. Philos. Trans. R. Soc. L B Biol. Sci. 366, 3572–3583. doi: 10.1098/rstb.201
1.0082 Pfirrmann, T., Jandt, E., Ranft, S., Lokapally, A., Neuhaus, H., Perron, M., et al. (2016). Hedgehog-dependent E3-ligase Midline1 regulates ubiquitin-mediated
proteasomal degradation of Pax6 during visual system development. Proc. Natl. Acad. Sci. U.S.A. 113, 10103–10108. doi: 10.1073/pnas.1600770113 Warren, N., Caric, D., Pratt, T., Clausen, J. A., Asavaritikrai, P., Mason, J. O.,
et al. (1999). The transcription factor, Pax6, is required for cell proliferation
and differentiation in the developing cerebral cortex. Cereb. Cortex 9, 627–635. doi: 10.1093/cercor/9.6.627 Pilaz, L.-J., Patti, D., Marcy, G., Ollier, E., Pfister, S., Douglas, R. J., et al. (2009). Forced G1-phase reduction alters mode of division, neuron number, and
laminar phenotype in the cerebral cortex. Proc. Natl. Acad. Sci. U.S.A. 106,
21924–21929. doi: 10.1073/pnas.0909894106 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Quinn, J. C., Molinek, M., Martynoga, B. S., Zaki, P. A., Faedo, A., Bulfone, A., et al. (2007). Pax6 controls cerebral cortical cell number by regulating exit from the
cell cycle and specifies cortical cell identity by a cell autonomous mechanism. Dev. Biol. 302, 50–65. doi: 10.1016/j.ydbio.2006.08.035 Copyright © 2018 Mi, Manuel, Huang, Mason and Price. This is an open-access
article distributed under the terms of the Creative Commons Attribution License
(CC BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these
terms. Dev. Biol. 302, 50–65. doi: 10.1016/j.ydbio.2006.08.035 Salomoni, P., and Calegari, F. (2010). Cell cycle control of mammalian neural
stem cells: putting a speed limit on G1. Trends Cell Biol. 14, 2308–2318. doi:
10.1016/j.tcb.2010.01.006 Sansom, S. N., Griffiths, D. S., Faedo, A., Kleinjan, D. J., Ruan, Y., Smith, J., et al. (2009). The level of the transcription factor Pax6 is essential for controlling the November 2018 | Volume 12 | Article 419 Frontiers in Cellular Neuroscience | www.frontiersin.org 10
|
https://openalex.org/W2946411578
|
https://europepmc.org/articles/pmc6533644?pdf=render
|
English
| null |
Circulating Levels of Interferon Regulatory Factor-5 Associates With Subgroups of Systemic Lupus Erythematosus Patients
|
Frontiers in immunology
| 2,019
|
cc-by
| 12,386
|
ORIGINAL RESEARCH
published: 17 May 2019
doi: 10.3389/fimmu.2019.01029 y,
Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States
*Correspondence:
Elisabet Svenungsson
elisabet.svenungsson@ki.se
†These authors share first authorship
‡These authors share
senior authorship Plasma samples
from a cross-sectional study of well-characterized SLE patients (n = 379) and matched
population controls (n = 316) were analyzed by antibody suspension bead array targeting
281 proteins. To investigate the differences between SLE and controls, Mann–Whitney
U-test with Bonferroni correction, generalized linear modeling and receiver operating
characteristics (ROC) analysis were performed. K-means clustering was used to identify
molecular SLE subgroups. We identified Interferon regulating factor 5 (IRF5), solute carrier
family 22 member 2 (SLC22A2) and S100 calcium binding protein A12 (S100A12) as
the three proteins with the largest fold change between SLE patients and controls
(SLE/Control = 1.4, 1.4, and 1.2 respectively). The lowest p-values comparing SLE
patients and controls were obtained for S100A12, Matrix metalloproteinase-1 (MMP1)
and SLC22A2 (padjusted = 3 × 10−9, 3 × 10−6, and 5 × 10−6 respectively). In a
set of 15 potential biomarkers differentiating SLE patients and controls, two of the
proteins were transcription factors, i.e., IRF5 and SAM pointed domain containing ETS
transcription factor (SPDEF). IRF5 was up-regulated while SPDEF was found to be Systemic Lupus Erythematosus (SLE) is a heterogeneous autoimmune disease, which
currently lacks specific diagnostic biomarkers. The diversity within the patients obstructs
clinical trials but may also reflect differences in underlying pathogenesis. Our objective
was to obtain protein profiles to identify potential general biomarkers of SLE and to
determine molecular subgroups within SLE for patient stratification. Plasma samples
from a cross-sectional study of well-characterized SLE patients (n = 379) and matched
population controls (n = 316) were analyzed by antibody suspension bead array targeting
281 proteins. To investigate the differences between SLE and controls, Mann–Whitney
U-test with Bonferroni correction, generalized linear modeling and receiver operating
characteristics (ROC) analysis were performed. K-means clustering was used to identify
molecular SLE subgroups. We identified Interferon regulating factor 5 (IRF5), solute carrier
family 22 member 2 (SLC22A2) and S100 calcium binding protein A12 (S100A12) as
the three proteins with the largest fold change between SLE patients and controls
(SLE/Control = 1.4, 1.4, and 1.2 respectively). The lowest p-values comparing SLE
patients and controls were obtained for S100A12, Matrix metalloproteinase-1 (MMP1)
and SLC22A2 (padjusted = 3 × 10−9, 3 × 10−6, and 5 × 10−6 respectively). In a
set of 15 potential biomarkers differentiating SLE patients and controls, two of the
proteins were transcription factors, i.e., IRF5 and SAM pointed domain containing ETS
transcription factor (SPDEF). y,
Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States
*Correspondence:
Elisabet Svenungsson
elisabet.svenungsson@ki.se
†These authors share first authorship
‡These authors share
senior authorship Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States
*Correspondence:
Elisabet Svenungsson
elisabet.svenungsson@ki.se
†These authors share first authorship
‡These authors share
senior authorship Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States 1 Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Stockholm,
Sweden, 2 SciLifeLab, Division of Affinity Proteomics, Department of Protein Science, KTH Royal Institute of Technology,
Stockholm, Sweden, 3 Department of Medical Sciences, Akademiska Hospital, Uppsala University, Uppsala, Sweden,
4 Division of Physiological Chemistry 2, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm,
Sweden, 5 Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden, 6 Department of
Medical Sciences, Rheumatology, Uppsala University, Uppsala, Sweden, 7 Department of Medical Sciences, Clinical
Chemistry, Uppsala University, Uppsala, Sweden, 8 Department of Medical Sciences, Molecular Medicine and Science for Life
Laboratory, Uppsala University, Uppsala, Sweden, 9 Science for Life Laboratory, Drug Discovery and Development & School
of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, Stockholm, Sweden *Correspondence:
Elisabet Svenungsson
elisabet.svenungsson@ki.se Specialty section:
This article was submitted to
Autoimmune and Autoinflammatory
Disorders,
a section of the journal
Frontiers in Immunology
Received: 14 December 2018
Accepted: 23 April 2019
Published: 17 May 2019
Citation:
Idborg H, Zandian A, Ossipova E,
Wigren E, Preger C, Mobarrez F,
Checa A, Sohrabian A, Pucholt P,
Sandling JK, Fernandes-Cerqueira C,
Rönnelid J, Oke V, Grosso G,
Kvarnström M, Larsson A,
Wheelock CE, Syvänen A-C,
Rönnblom L, Kultima K, Persson H,
Gräslund S, Gunnarsson I, Nilsson P,
Svenungsson E and Jakobsson P-J
(2019) Circulating Levels of Interferon
Regulatory Factor-5 Associates With
Subgroups of Systemic Lupus
Erythematosus Patients. Front. Immunol. 10:1029. doi: 10.3389/fimmu.2019.01029 Specialty section:
This article was submitted to
Autoimmune and Autoinflammatory
Disorders,
a section of the journal
Frontiers in Immunology Systemic Lupus Erythematosus (SLE) is a heterogeneous autoimmune disease, which
currently lacks specific diagnostic biomarkers. The diversity within the patients obstructs
clinical trials but may also reflect differences in underlying pathogenesis. Our objective
was to obtain protein profiles to identify potential general biomarkers of SLE and to
determine molecular subgroups within SLE for patient stratification. y,
Reviewed by:
Carla Marie Cuda,
Northwestern University, United States
Betsy J. Barnes,
Feinstein Institute for Medical
Research, United States
*Correspondence:
Elisabet Svenungsson
elisabet.svenungsson@ki.se
†These authors share first authorship
‡These authors share
senior authorship IRF5 was up-regulated while SPDEF was found to be Received: 14 December 2018
Accepted: 23 April 2019
Published: 17 May 2019 Helena Idborg 1†, Arash Zandian 2†, Elena Ossipova 1, Edvard Wigren 1, Charlotta Preger 1,
Fariborz Mobarrez 1,3, Antonio Checa 4, Azita Sohrabian 5, Pascal Pucholt 6,
Johanna K. Sandling 6, Cátia Fernandes-Cerqueira 1, Johan Rönnelid 5, Vilija Oke 1,
Giorgia Grosso 1, Marika Kvarnström 1, Anders Larsson 7, Craig E. Wheelock 4,
Ann-Christine Syvänen 8, Lars Rönnblom 6, Kim Kultima 7, Helena Persson 9,
Susanne Gräslund 1, Iva Gunnarsson 1, Peter Nilsson 2, Elisabet Svenungsson 1*‡ and
Per-Johan Jakobsson 1‡ Edited by: Edited by:
David Stephen Pisetsky,
Duke University, United States INTRODUCTION division of SLE patients. In addition, experimental validation of
biomarker candidates discriminating between SLE and control
was performed. Our main focus was to identify molecular
subgroups in SLE since these, despite similar clinical phenotypes,
may benefit from different treatment perspectives. Systemic Lupus Erythematosus (SLE) is a heterogeneous systemic
autoimmune disorder with a plethora of clinical manifestations. Clinical and immunological criteria, defined by the American
College of Rheumatology (ACR) (1), are used to classify the
disease for research purposes, but reliable diagnostic biomarkers
are lacking. The diversity of the disease is a great obstacle
and might reflect differences in pathogenesis between different
subgroups. Several recent reviews highlight the importance of
defining subgroups of SLE to better treat patients with tailored
medicine, and in order to increase efficacy in clinical trials (2–5). Accordingly, there is a great need for exploring subgrouping and
novel diagnostic biomarkers in SLE. Citation: Idborg H, Zandian A, Ossipova E,
Wigren E, Preger C, Mobarrez F,
Checa A, Sohrabian A, Pucholt P,
Sandling JK, Fernandes-Cerqueira C,
Rönnelid J, Oke V, Grosso G,
Kvarnström M, Larsson A,
Wheelock CE, Syvänen A-C,
Rönnblom L, Kultima K, Persson H,
Gräslund S, Gunnarsson I, Nilsson P,
Svenungsson E and Jakobsson P-J
(2019) Circulating Levels of Interferon
Regulatory Factor-5 Associates With
Subgroups of Systemic Lupus
Erythematosus Patients. Front. Immunol. 10:1029. doi: 10.3389/fimmu.2019.01029 May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 1 Idborg et al. SLE Subgroups Differ in IRF5 down-regulated in SLE patients. Unsupervised clustering of all investigated proteins
identified three molecular subgroups among SLE patients, characterized by (1) high
levels of rheumatoid factor-IgM, (2) low IRF5, and (3) high IRF5. IRF5 expressing
microparticles were analyzed by flow cytometry in a subset of patients to confirm the
presence of IRF5 in plasma and detection of extracellular IRF5 was further confirmed by
immunoprecipitation-mass spectrometry (IP-MS). Interestingly IRF5, a known genetic risk
factor for SLE, was detected extracellularly and suggested by unsupervised clustering
analysis to differentiate between SLE subgroups. Our results imply a set of circulating
molecules as markers of possible pathogenic importance in SLE. We believe that these
findings could be of relevance for understanding the pathogenesis and diversity of SLE,
as well as for selection of patients in clinical trials. Keywords: Interferon regulating factor 5 (IRF5), antibody suspension bead arrays, subgroups, biomarker
discovery, plasma proteomics, unsupervised clustering, hierarchical clustering, SLE - Systemic Lupus
Erythematous Keywords: Interferon regulating factor 5 (IRF5), antibody suspension bead arrays, subgroups, biomarker
discovery, plasma proteomics, unsupervised clustering, hierarchical clustering, SLE - Systemic Lupus
Erythematous MATERIALS AND METHODS Plasma protein profiles were obtained for SLE patients and
controls utilizing antibody suspension bead arrays for protein
profiling. An overview of the study design can be found
in Figure 1. Frontiers in Immunology | www.frontiersin.org Patient Cohort and Controls Few biomarkers have been implemented in clinical routine
reflecting the difficulties of biomarker research in lupus (6). Screening of a large number of proteins (>50) but in a limited
number (<50) of SLE patients have been performed to identify
biomarkers in SLE (7–10). In this study we analyzed 281
proteins using a suspension bead affinity proteomics approach
(11), in plasma samples from a total of 695 individuals
comprising SLE and matched controls. Selection of proteins is
crucial to obtain representative protein profiles. However, the
current knowledge of protein functions is far from complete
and transcription factors and other nuclear molecules could
have unknown functions in the circulation or may, regardless
of function, constitute novel biomarkers. The intra- and
extracellular functions of a protein might be different and
unconventional secretion is also possible (12). Therefore, both
nuclear and cytoplasmic molecules are relevant to study in the
circulation with the aim to identify potential biomarkers and
possible pathogenic pathways. Fasting plasma samples were obtained from patients in the
Karolinska SLE cohort consisting of 379 SLE patients and
316 population-based controls with matching age, gender and
residential area. All SLE patients included in this cross-sectional
study, were adults and diagnosed according to the ACR SLE
criteria (1). Both patients and controls underwent a structured
interview and physical examination as previously described (14). Clinical and serological data for the SLE patients are summarized
in Table 1 and in previous work (13). Medication is reported
in Supplementary Table S-1, and demographic data for the
controls are shown in Supplementary Table S-2. Protein Profiling by Antibody Suspension
Bead Arrays y
A number of 281 proteins were selected as previously described
(13), i.e., based on published data on suggested biomarkers
in inflammation/SLE/myositis, microarray data comparing SLE
and controls and an untargeted mass spectrometry-based
proteomic analysis suggesting additional biomarker candidates. A customized set of 367 antibodies (Supplementary Table S-3)
was utilized to target unique epitopes of these proteins in a
screening experiment (Figure 1B) (13). The antibodies were
selected from the Human Protein Atlas (HPA, www.proteinatlas. org) project and are affinity-purified polyclonal antibodies that In a previous study we presented protein profiles for two
predefined SLE subgroups, delineated based exclusively on
the autoantibody profiles, but also corresponding to clinical
observations and experience (13). In the present study we used
a different approach and performed unsupervised clustering
of the obtained protein profiles to investigate an unprejudiced May 2019 | Volume 10 | Article 1029 2 Idborg et al. SLE Subgroups Differ in IRF5 FIGURE 1 | Overview of the experimental workflow. Plasma samples (A) were randomized in set 1 and set 2 for screening phase (B) followed by validation phase (C). Data were analyzed to investigate SLE subgroups (D) as well as comparing SLE and control in a multivariate (E) and univariate (F) manner, respectively, and main
results can be viewed in the referred figures. FIGURE 1 | Overview of the experimental workflow. Plasma samples (A) were randomized in set 1 and set 2 for screening phase (B) followed by validation phase (C). Data were analyzed to investigate SLE subgroups (D) as well as comparing SLE and control in a multivariate (E) and univariate (F) manner, respectively, and main
results can be viewed in the referred figures. have been extensively validated (17). Protein profiles were
generated using antibody suspension bead array (18). In brief,
the 367 HPA antibodies were attached to color-coded magnetic
beads, then incubated with 45 µl diluted and biotinylated EDTA-
plasma, followed by an addition of streptavidin-conjugated
R-phycoerythrin (Invitrogen), and finally analyzed using a
FlexMap3D instrument (Luminex Corp.). Data was evaluated as
described below and 50 proteins (53 antibodies) were selected
for further validation experiments (Figure 1C). In the validation
experiment, additional HPA antibodies (n = 80) targeting other
antigenic regions of these proteins were coupled to beads
resulting in a validation assay of 133 antibodies toward the
selected 50 proteins (Supplementary Table S-4). excluded from further analysis. Protein Profiling by Antibody Suspension
Bead Arrays Subsequently, probabilistic
quotient normalization (PQN) was performed on the MFIs to
compensate for dilution errors and/or total amount of plasma
proteins of the samples (21), followed by LOESS normalization
on MA coordinates, per antibody, based on the MFIs to
minimize the batch effects (22). Data quality was assessed by
comparing replicates per 96-well plate, in combined 384-well
plates and inter 384-well plates. Thereafter the data was split
into two separate but comparable datasets (Figure 1B) with
similar age and gender distribution and equal number of SLE
patients and controls (Supplementary Table S-2). Set 1 consisted
of 190 SLE patients and 158 controls, and set 2 of 189 SLE
patients and 158 controls. This data is referred to as the data
from the screening phase. Proteins reaching significance (after
Bonferroni correction) comparing SLE and control, with the
same direction in fold change between SLE/control, in both
sample set 1 and set 2 in screening phase, were selected for
validation (Figure 1C, n = 50). The validated proteins that
were significantly different comparing SLE and controls (n
= 15), were used for further interpretation. A generalized
linear model with lasso regularization (R package: glmnet) Data Analysis of Antibody Suspension
Bead Array Data The measured signals, reported as median fluorescent intensities
(MFI) from FlexMap3D were imported into R (19). As previously
described (20), outliers were identified in the raw data by
robust principal component analysis (R package: rrcov) and May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 3 SLE Subgroups Differ in IRF5 Idborg et al. TABLE 1 | Clinical and serological data are reported for the three molecular subgroups as well as for the entire cohort of SLE patients. Entire SLE
cohorta
Molecular SLE subgroupsa
Comparing SLE subgroupsb
n = 357
RF-
IgM/SSA/SSB
subgroup
N = 51
IRF5 low
subgroup
N = 129
IRF5 high
subgroup
N = 177
RF-
IgM/SSA/SSB
vs. IRF5 low
RF-
IgM/SSA/SSB
vs. IRF5 high
IRF5 low
vs. Data Analysis of Antibody Suspension
Bead Array Data IRF5 high
Age (years)
47.2
(34.3–58.1)
45.4
(33.6–56.8)
41.4
(31.1–54.2)
51.0
(37.8–60.3)
P = 0.50
P = 0.07
p = 0.0003
Gender %F
87%
90%
87%
86%
0.62
0.65
0.92
Disease duration (years)
11.5
(4.4–21.7)
6.9
(1.5–14.4)
11.6
(4.5–20.6)
12.9
(5.3–23.2)
P = 0.06
P = 0.005
P = 0.19
SLE ACR criteria
6 (5–7)
6 (5–7)
6 (5–7)
6 (5–7)
P = 0.81
P = 0.43
P = 0.18
SLAM
6 (4–10)
8 (5–12)
6 (3.5–9.5)
6 (3.5–9.5)
P = 0.02
P = 0.02
P = 0.90
SLEDAI-2k
4 (0–7)
4 (1–7)
3 (0.5–7.5)
4 (0–7)
P = 0.74
P = 0.70
P = 0.96
C3a
Kruskal–Wallis test p < 0.0001
268.4
(192.7–537.1)
351.8
(243.2–991.4)
434.8
(181.7–3092)
250.9
(191.3–324.2)
P = 0.83
P < 0.0001
P < 0.0001
RF IgA (IU/ml)
Kruskal–Wallis test p < 0.0001
5.3
(3.4–12)
16.6
(5.6–66.9)
4.1
(2.8–7.3)
5.7
(3.7–11.2)
P < 0.0001
P = 0.0001
P = 0.0005
RF IgG (µg/ml)
Kruskal–Wallis test p = 0.0001
11
(6.9–23)
20
(8.9–54.6)
10
(6.5–17.5)
11
(6.8–19.2)
P < 0.0001
P = 0.0004
P = 0.23
RF IgM (IU/ml)
Kruskal–Wallis test p < 0.0001
1.3
(0.63–4.7)
28
(13.5–44.6)
1.1
(0.6–2.4)
1.1
(0.5–2.1)
P < 0.0001
P < 0.0001
P = 0.67
IgA total (mg/ml)
2.8 (2–3.9)
3.1 (2.1–4.2)
2.7 (1.9–3.6)
2.9 (2–3.9)
P = 0.08
0.38
P = 0.15
IgG total (mg/ml)
12.8 (10.4–16.6)
16.7 (12.7–20.6)
11.7 (9.5–14.7)
12.8 (10.3–16.1)
P < 0.0001
P < 0.0001
P = 0.05
IgM total (mg/ml)
0.92 (0.58–1.4)
1.2 (0.92–2.1)
0.96 (0.62–1.40)
0.8 (0.49–1.3)
P = 0.0017
P < 0.0001
P = 0.03
ESR (mm/hour)
19 (11–33)
30 (16.5–46)
14 (9–27)
21 (12–36)
P < 0.0001
P = 0.04
P = 0.0004
hsCRP (mg/l)
1.7 (0.68–5.3)
1.4 (0.51–5.7)
1.1 (0.48–4.7)
2.2 (0.83–5.8)
P = 0.28
P = 0.18
P = 0.0003
Fibrinogen (g/l)
4.1 (3.4–5.0)
3.9 (3.1–4.6)
3.8 (3.2–4.8)
4.4 (3.6–5.2)
P = 0.95
P = 0.006
P = 0.0005
TNF-α (pg/ml)
4.5 (3.3–6.2)
4.8 (3.5–6.7)
4.0 (2.8–5.7)
5.1 (3.6–6.4)
P = 0.015
P = 0.77
P = 0.0005
Fibronectin (mg/ml)
Kruskal–Wallis test p = 0.0008
0.38 (0.25–0.46)
0.40 (0.29–0.50)
N = 33
0.41 (0.32–0.48)
N = 80
0.31 (0.19–0.44)
N = 95
P = 0.78
P = 0.03
P = 0.0002
Leptin (mg/ml) Kruskal–Wallis test
p = 0.0002
14294
(4776–27938)
13321
(5026–21162)
7878
(2240–20389)
19502
(8474–48617)
P = 0.23
P = 0.05
P < 0.0001
SLE American College of Rheumatology (ACR) classification criteria; SLAM, SLE Activity Measure (15); SLEDAI-2K, SLE Disease Activity Index (16). Data Analysis of Antibody Suspension
Bead Array Data C3, Complement factor 3, RF
IgA/G/M, Rheumatoid factor immunoglobulin A/G/M; ERS, erythrocyte sedimentation rate; hsCRP, high sensitivity C-reactive protein,
aMedian (25% quantile - 75% quantile), NR, not reported. Serology data obtained as described in previous work. bMann–Whitney U-test for pairwise comparison of subgroups was used to characterize subgroups. P-values <0.001 without adjustment for multiple testing are highlighted in bold. Kruskal–Wallist test, i.e., comparing more than two groups and compensating for multiple testing, highlighted only RF-IgM, RF-IgG, RF-IgA, Leptin, Fibronectin and C3a as significantly
different (names highlighted in italic). LE 1 | Clinical and serological data are reported for the three molecular subgroups as well as for the entire cohort of SLE patients. Comparing SLE subgroupsb SLE American College of Rheumatology (ACR) classification criteria; SLAM, SLE Activity Measure (15); SLEDAI-2K, SLE Disease Activity Index (16). C3, Complement factor 3, RF
IgA/G/M, Rheumatoid factor immunoglobulin A/G/M; ERS, erythrocyte sedimentation rate; hsCRP, high sensitivity C-reactive protein,
aMedian (25% quantile - 75% quantile), NR, not reported. Serology data obtained as described in previous work. bMann–Whitney U-test for pairwise comparison of subgroups was used to characterize subgroups. P-values <0.001 without adjustment for multiple testing are highlighted in bold. Kruskal–Wallist test, i.e., comparing more than two groups and compensating for multiple testing, highlighted only RF-IgM, RF-IgG, RF-IgA, Leptin, Fibronectin and C3a as significantly
different (names highlighted in italic). clustering, emphasizing on the variables with greatest variance
and the Calinski-Harabasz criterion was used to find the number
of clusters in the data. was used to find panels of proteins to predict SLE patients
and controls where the sample set 1 and set 2 corresponded
to test set and training set, respectively. This was followed
by analysis and visualization by performing receiver operating
characteristic (ROC) analysis (R package: pROC) and confidence
intervals (CI) for the area under the curve (AUC) were
calculated (23). Production of Recombinant IRF5 Protein
Multiple constructs of IRF5 (Uniprot ID Q13568) were
sub-cloned into the expression vectors pNIC28-Bsa4 and
pNIC-Bio3 (Genbank acc. No EF198106, JN792439). After
performing small-scale screening for soluble recombinant
protein
expression
as
previously
described
(24),
clones
corresponding to constructs covering the regions M1-V120
and E232-L434 were selected for generation of single-chain
fragment variable (scFv) binders. Frontiers in Immunology | www.frontiersin.org Generation of Antibody Fragments Against
IRF5 5
Single-chain fragment variable (scFv) clone J-IRF5-5 was
generated by phage display technology using a human synthetic
library denoted SciLifeLib. The phage selection procedure was
performed basically as described earlier (27), but the first round
of selection, including the steps of antigen-phage incubation to
trypsin elution, was carried out in 1.5 ml tubes on a rotator with
no automation. The number of washing steps was modified and
increased with succeeding selection rounds; five in round one and
seven in round four. Also, the recovered phages were propagated
in XL1-Blue E. coli between the selection rounds. Re-cloning of
the selected material in pool followed by transformation into
TOP10 E. coli, small-scale expression of 94 randomly picked scFv
and subsequent enzyme-linked immunosorbent assay (ELISA)
for detection of recombinant full-length IRF5, i.e., verifying
binding to target, and sequencing experiments were performed
equivalent to previously reported (27). Affinity measurements
were performed using a Biacore T200 biosensor instrument (GE
Healthcare) as described in Supplementary Figure S-1. The top
candidate (J-IRF5-5), binding the construct region E232-L434
of IRF5, obtained a measured affinity of 5 nM. Validation by
ELISA and Biacore was extended by using IP-MS performed on
cell lysate from HEK293 cells (300 µl) as previously described
(27). The lysate was spiked with a small amount of recombinant
IRF5 full-length protein (0.7 µg), as IRF5 is normally expressed
at very low levels in HEK293 cells, and MS data was acquired
in data dependent mode using a top 10 method. IRF5 was
identified as the highest ranked protein in the obtained list
of proteins (Supplementary Table S-5). This verifies that the
antibody can capture its target in a complex mixture. The top
candidate, J-IRF5-5, was then used in IP-MS on plasma samples
as described below. Peptides were separated using an Ultimate 3000 RSLCnano
system. Samples were trapped on an Acclaim PepMap nanotrap
column (C18, 3 µm, 100 Å, 75 µm × 20 mm), separated
on an NanoEaseTM M/Z HSS column (C18, 1.8 µm, 100Å,
75 µm × 250 mm), (Thermo Scientific) and analyzed on a
Q Exactive Hybrid Quadrupole-Orbitrap Mass Spectrometer
(Thermo Fisher Scientific, San Jose, CA, USA). Peptides were
separated using a gradient of A (3% ACN, 0.1% FA) and B
(95% ACN, 0.1% FA), ranging from 3 to 40% B in 50 min
with a flow of 0.25 µl/min. Immunoprecipitation Followed by Mass
Spectrometry (IP-MS) of IRF5 in Plasma Spectrometry (IP MS) of IRF5 in Plasma
Heparin-plasma from a myositis patient and two SLE patients
recruited at Karolinska University Hospital were analyzed by
IP-MS as previously described (28) with a few adjustments. In
brief, to an aliquot of 100 µl plasma, 400 µl of lysis buffer
(1 mM Tris-HCl, 42 mM NaCl, and 0.01% NP-40 in water, pH
7.9) containing protease inhibitor cocktail (Roche) was added. Recombinant IRF5 protein (0.7 µg) was added to plasma and
used as a positive control. An aliquot of 4 µg J-IRF5-5 was
added to plasma samples and incubated overnight at 4◦C. As
negative controls a scFv antibody, generated in the same way as
J-IRF5-5 but targeting an unrelated antigen, was added to plasma
and to another vial, J-IRF5-5 was added to a sample without
plasma (lysis buffer only). Forty microliters of anti-FLAG M2
magnetic beads was added and incubated 2–5 h at 4◦C. The beads
were washed three times (5–10 min in 4◦C) with low salt buffer
(1 mM Tris-HCl, 10 mM NaCl, and 0.01% NP-40 in water, pH Data Analysis of Antibody Suspension
Bead Array Data Expression and purification of
selected clones and full-length IRF5 was performed essentially
as previously described (25, 26), and a detailed protocol can be In order to identify molecular SLE subgroups, unsupervised
clustering was applied on the screening data. To prepare the data
for principal component analysis (PCA), the data for each dataset
(190 SLE patients in set 1 and 189 SLE patients in set 2) was
log2-transformed and centered on the mean of each antibody. In set 1 PC1 and PC2 explained 14 and 12% respectively of
the variance, and in set 2 the explained variances by PC1 and
PC2 were 18 and 16% respectively. Clustering of samples was
done on the first two principal components by using K-means May 2019 | Volume 10 | Article 1029 4 SLE Subgroups Differ in IRF5 Idborg et al. found in Supplementary Methods and Results. Final protein
batches were analyzed by SDS-PAGE and subsequently flash
frozen in liquid nitrogen and stored at −80◦C until use. 7.9) and two times with low salt buffer without NP-40. Elution
was performed by 2 × 100 µl 0.5 M ammonium hydroxide and
evaporated in Speedvac. Samples
were
reconstituted
in
50 mM
ammonium
bicarbonate and subsequently reduced by 1 µl of 100 mM
TCEP-HCl at 37◦C for 1 h, alkylated by 1 µl of 500 mM
iodoacetamide in dark for 45 min and digested using 1
µg trypsin at 37◦C. Sample clean-up was performed in 50 mM
ammonium bicarbonate using HiPPRTM Detergent Removal Spin
Column Kit according to manufacturer’s instructions. Obtained
peptide samples were desalted using ZipTip R⃝pipette tips or
Pierce C18 Tips (Thermo Scientific) prior mass spectrometry
analysis. A standard of IRF5 peptides were generated using
full length IRF5 recombinant protein applying the same
digestion protocol. Generation of Antibody Fragments Against
IRF5 The Q Exactive was operated
in a data dependent manner utilizing targeted SIM/ddMS2
method with an inclusion list containing masses corresponding
to four unique IRF5 peptides. The survey scan was performed
at 70.000 resolution from 400 to 1,200 m/z, with a max
injection time of 100 ms and target of 1 × 106 ions. For
generation of HCD fragmentation spectra, a max ion injection
time of 250 ms and Automated Gain Control (AGC) of 3
× 106 were used before fragmentation at 30% normalized
collision energy. Detection of IRF5 Positive Microparticles
in Plasma in Plasma
In another set of SLE patients (n = 63), citrate plasma was
analyzed for detection of microparticles (MPs) expressing IRF5. Characteristics of these SLE patients and details about the sample
collection can be found in Supplementary Methods and Results. Healthy controls (n = 20) matched for age and gender to the SLE
patients were also included in this study. Platelet-poor plasma
were centrifuged (2,000 g for 20 min followed by 13,000 g for
2 min) and the supernatants were then incubated with polyclonal
anti-IRF5-Fluorescein isothiocyanate (FITC) (Biorbyt, UK)
as described in Supplementary Methods and Results. MPs
were measured by flow cytometry on a Beckman Gallios
instrument
(Beckman
Coulter,
Bream
CA,
USA)
and
were defined as particles between ∼0.3 µm and 0.9 µm
in size. Frontiers in Immunology | www.frontiersin.org General Biomarker Candidates of SLE General Biomarker Candidates of SLE
Fifty-three antibodies, targeting 50 proteins, showed significant
differences between SLE patients and controls in both sample
set 1 and set 2, i.e., in two separate experiments performed in
parallel containing samples from different patients/controls. In
the following validation experiment, the plasma samples (n =
695) were analyzed using 133 antibodies targeting the 50 selected
proteins. Protein profiles with low correlation (Spearman’s rho
< 0.40) to the screening data were removed. The remaining 15
proteins, targeted by 16 antibodies (Table 2, Figure 1F), showed
a median correlation to the screening data of rho = 0.78 with a
minimum correlation of rho = 0.46. Antibody target sequence
for all 15 proteins can be found in Supplementary Table S-6. Lipid Mediators and Cytokines Data
Extracted From Related Projects In a previous study, sphingolipids were measured by LC-MS/MS
in a selection of patients from our SLE cohort (29). Since one of
the proteins characterizing the RF-IgM/SSA/SSB subgroup was
ceramide synthase 5 (CERS5), which catalyzes the formation of
C16 : 0-ceramide, we utilized data from this study where C16 : 0-
ceramide was quantified. Among the analyzed patients (with data
available from both C16 : 0-ceramide and antibody suspension
bead array data), 16 patients were found to belong to the RF-
IgM/SSA/SSB subgroup, 39 to IRF5 low subgroup and 44 patients
belonged to the IRF5 high subgroup. p
pp
y
The proteins yielding the largest fold change between SLE
patients and controls (p < 0.05), were interferon regulatory factor
5 (IRF5), solute carrier family 22 member 2 (SLC22A2, organic
cation transporter 2, OCT2) and S100 calcium binding protein
A12 (S100A12, Calgranulin-C) (Figure 2). Of the 15 proteins
in Table 2, three were found to be decreased, i.e., sterile alpha
motif (SAM) pointed domain containing E26 transformation-
specific (ETS) transcription factor (SPDEF), Apolipoprotein L6
(APOL6), and Cysteine-rich secretory protein 3 (CRISP3), and
twelve were found to be increased in the SLE patients compared
to controls. Seven of the proteins were classified as plasma
proteins and two proteins, IRF5 and SPDEF, were transcription
factors (Supplementary Table S-7). Levels of IRF5 were up-
regulated and SPDEF were down-regulated in SLE compared
to controls. Previously, 20 cytokines were analyzed in plasma from the
entire Karolinska SLE cohort (14), and data from cytokines
relevant in inflammation, i.e., TNF-α, IL-6, IL-8, Il-10, IL-16,
and IP-10, were analyzed with respect to the identified molecular
subgroups in this work. Interferon α (IFN-α) was measured by ELISA in the
Karolinska SLE cohort in another study (30), and data was
utilized in this work to study levels of IFN-α in IRF5 high and low
subgroups. Data on IFN-α was obtained for 66% of the patients
in the IRF5 low subgroup and in 70% of the patients in IRF5
high subgroup. Values below limit of quantification (LOQ) was
set to LOQ/2. Detection of IRF5 in Plasma by
Sandwich ELISA Nunc immobilizer amino plates (Thermo scientific) were coated
with commercial mouse anti-human IRF5, antibody targeting May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org Frontiers in Immunology | www.frontiersin.org 5 SLE Subgroups Differ in IRF5 Idborg et al. aa 176–240 (Antibodies-online.com, ABIN121152). A standard
curve was obtained using recombinant IRF5 protein at 0.156,
0.312, 0.625, 1.25, 2.5, 5.0, and 10 ng/ml (50 µl/well). Plasma
samples from 25 SLE patients and 14 controls were diluted
1:2 in 0.1% BSA/PBS before adding 50 µl per well. As a
secondary antibody, rabbit anti-human IRF5 (HPA046700, i.e.,
the antibody used in the antibody suspension bead array) was
used. Donkey anti-rabbit IgG HRP-conjugated antibody was
added for detection using TMB substrate and optical density was
read at 450 nm. of antibody suspension bead array data, linear modeling and
K-means clustering can be found in section Data Analysis
of Antibody Suspension Bead Array Data. Calculations were
performed using R (19), GraphPad Prism 7 and Excel 2016. IRF5
protein QTL analysis was performed on log10 transformed IRF5
protein levels using linear regression in R assuming an additive
genetic model. Genetic Data on IRF5 The Karolinska SLE cohort had previously been genotyped
using the Immunochip Illumina Infinium Assay (31, 32). Two previously reported independent IRF5 SLE risk variants
rs4728142 and rs10488631 (a proxy to rs35000415) were selected
from this data for association with IRF5 protein levels in
quantitative trait locus (QTL) analyses. Genotype data was
available for 253 SLE patients and 280 controls. Proteins that showed significant differences between SLE
patients and controls (Table 2), were used to create a linear model
(Figure 1E). Obtained model suggested a biomarker panel of 9
antibodies, targeting 8 proteins, i.e., GTP-binding protein Rhes
(RASD2),
S100A12,
SLC22A2,
Matrix
metalloproteinase-1
(MMP1),
CRISP3,
complement
component
C6
(C6),
Phospholipid phosphatase 1 (PPAP2A), SPDEF, achieving a
ROC AUC of 0.78 (95% CI: 0.73–0.83) for prediction of SLE
patients and controls (Figure 2). In comparison, the highest
achieved AUC from a single protein was 0.73 (95% CI: 0.67–0.78)
for MMP1 and 0.72 (95% CI: 0.66–0.77) for S100A12, and a panel
of three proteins (S100A12, SLC22A2, and PPAP2A) yielding
an AUC of 0.74 (95% CI: 0.69–0.80). This panel of 8 proteins
is suggested as general biomarker candidates to differentiate
between SLE and controls, independently of SLE subgroups. Frontiers in Immunology | www.frontiersin.org Statistics For comparison between SLE and controls Mann-Whitney U-test
was used. Bonferroni-corrected p-value at a threshold of 0.05 was
used as a measure of significance unless otherwise stated. When
comparing three or more groups, i.e., when comparing the three
molecular subgroups, Kruskal Wallis test or Fisher’s exact test
(for categorical data) was used. In addition, in Table 1, Mann–
Whitney U-test have been used for independent comparisons
between molecular subgroups in favor for scientific reasoning
of selected variables with cautious interpretation of p-values
(33, 34). Spearman rank correlation was used to investigate
correlations between variables. Additional details about analysis Applying strict statistical univariate analysis (Bonferroni
correction) only two associations were identified between
proteins
and
clinical
data
(i.e.,
serological
data,
clinical
symptoms, disease activity scores). Lower levels of S100A12 were May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 6 SLE Subgroups Differ in IRF5 Idborg et al. TABLE 2 | The 15 proteins (16 antibodies) differentially expressed comparing SLE and control. Protein name
short
Full protein name
UniProta
Correlation
screening vs. validationb
Fold change
(SLE/Ctrl)
p-value
(SLE vs. Ctrl)c
IRF5
Interferon regulatory factor 5
Q13568
0.96
0.48
4.5E-02
SLC22A2*
Solute carrier family 22 (organic cation transporter), member 2
O15244
0.8
0.44
4.6E-06
S100A12*
S100 calcium binding protein A12
P80511
0.77
0.28
3.3E-09
RASD2*
GTP-binding protein Rhes
Q96D21
0.86
0.26
1.7E-05
NOS3
Nitric oxide synthase 3 (endothelial)
P29474
0.93
0.26
4.1E-02
MMP1*
Matrix metallopeptidase 1 (or interstitial collagenase)
P03956
0.63
0.17
3.2E-06
SPDEF*
SAM pointed domain containing ETS transcription factor
O95238
0.87
−0.14
1.3E-02
UBAC1
UBA domain containing 1
Q9BSL1
0.71
0.13
1.4E-04
TRIM33
Tripartite motif containing 33
Q9UPN9
0.84
0.13
3.0E-03
CFI
Complement factor I
P05156
0.65
0.13
2.9E-02
APOL6
Apolipoprotein L, 6
Q9BWW8
0.84
−0.13
4.5E-02
PPAP2A*
Phosphatidic acid phosphatase type 2A (or Phospholipid phosphatase 1)
O14494
0.82
0.12
9.9E-03
GRAP2
GRB2-related adaptor protein 2
O75791
0.69
0.11
3.4E-03
CRISP3*
Cysteine-rich secretory protein 3
P54108
0.75
−0.10
5.5E-04
CRISP3*
Cysteine-rich secretory protein 3
P54108
0.46
−0.10
1.8E-03
C6*
Complement component 6
P13671
0.68
0.10
3.7E-03
Proteins are sorted based on log-fold change between SLE samples and controls. Proteins included in suggested biomarker panel are indicated by an asterisk (“*”). aProtein ID in UniProt (35). bThe Speaman’s rho correlation coefficients for screening and validation data are reported. cThe highest Bonferroni-corrected p-value among set 1 and set 2 comparing SLE and Controls is reported. Statistics NOS3, and interleukin-2 receptor subunit alpha (IL2RA) and is
referred to as the IRF5 high subgroup. Levels of IRF5 in the
three subgroups as well as in the two sample sets are shown in
Figure 3D. associated in patients with a history of lupus nephritis,
i.e.,
“nephritis
ever”
defined
by
ACR
criteria
(median
signal of 1591 vs. 1409, with IQR of 613 vs. 583, and
Bonferroni-adjusted
Mann-Whitney
U-test
p-value
of
0.008) and IRF5 protein levels showed a weak negative
correlation to C3a plasma concentration in SLE patients
(Spearman’s rho = −0.32, p < 0.0001). Including
all
available
clinical
and
serological
data,
considering
associations
comparing
all
three
molecular
subgroups
(Kruskal–Wallis
test),
only
rheumatoid
factor
(RF)-IgM, RF-IgG, RF-IgA, Leptin, Fibronectin, and C3a
were found to be significantly different (p < 0.05) in at
least
one
subgroup
after
correction
for
multiple
testing
(Supplementary Figure S-2). Molecular
subgroup
1
was
found to have high RF-IgM levels (Figure 4) as well as high
levels of autoantibodies toward Sjögren’s Syndrom antigen
A/B (SSA/SSB) (Supplementary Table S-8). This subgroup
is further referred to as the RF-IgM/SSA/SSB subgroup. We
also observed higher levels of RF-IgG and RF-IgA as well as
higher levels of total IgG and IgM in this subgroup (Table 1,
Supplementary Figure S-2). In addition, this subgroup showed
higher frequency (45%) of patients with secondary Sjögren’s
syndrome (sSS), as defined according to the American-European
Consensus criteria (36), compared to the IRF5 high and low
subgroup (both 19%) (Supplementary Table S-9). Patients in
the RF-IgM/SSA/SSB subgroup showed lower frequency of
nephritis (20%) compared to IRF5 low (43%) and IRF5 high
(48%) subgroups. Lower ESR were reported for the IRF5 low
subgroup (Table 1). The IRF5 high subgroup was slightly older
compared to other subgroups, showed lower levels of C3a and
increased levels of inflammatory markers e.g., TNF-α, fibrinogen
and hsCRP (Table 1). Frontiers in Immunology | www.frontiersin.org SLE Molecular Subgroups Unsupervised clustering of the 281 analyzed proteins (screening
data, K-means clustering) was performed to find potential
molecular subgroups among the SLE patients (Figure 1D). Three distinct clusters were obtained in both experimental
set 1 (Figure 3A) and set 2 (Figure 3B) and nine of the 10
proteins with the highest absolute PCA loadings were identical
between the two sets. These 9 proteins were evaluated by
analyzing the median protein levels and revealed concordant
protein profiles between the sets (Figure 3C). This panel of
biomarker candidates can be used to differentiate between
suggested molecular subgroups. Molecular subgroup 1 (red, n
= 51) showed higher levels of E-selectin (SELE), solute carrier
family 22 (SLC22A2), Ceramide synthase 5 (CERS5) and Integrin
subunit beta 1 (ITGB1, Glycoprotein IIA, CD29). Molecular
subgroup 2 (green, n = 129) showed lower levels of IRF5,
Ubiquitin-like protein ISG15 (ISG15), endothelial nitric oxide
synthase (NOS3) and SLC22A2, and is further referred to as
the IRF5 low subgroup. This subgroup was found to be similar
to the control group (gray) as shown in Figure 3C. Molecular
subgroup 3 (blue, n = 177) showed higher levels of IRF5, ISG15, May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 7 Idborg et al. SLE Subgroups Differ in IRF5 FIGURE 2 | General biomarker candidates of SLE. Proteins showing the highest absolute fold change between SLE patients and controls (in both sample set 1 and 2)
were (A) Interferon regulatory factor 5 (IRF5), (B) Solute carrier family 22 member 2 (SLC22A2) and (C) S100 calcium binding protein A12 (S100A12). A panel of 8
proteins, consisting of 9 antibodies proved to be the best panel for classifying SLE patients from controls. The panel of 8 proteins consist of RASD2, S100A12,
SLC22A2, MMP1, CRISP3, C6, PPAP2A, and SPDEF and achieved an ROC AUC of 0.78 for the prediction of SLE patients and controls (D). FIGURE 2 | General biomarker candidates of SLE. Proteins showing the highest absolute fold change between SLE patients and controls (in both sample set 1 and 2)
were (A) Interferon regulatory factor 5 (IRF5), (B) Solute carrier family 22 member 2 (SLC22A2) and (C) S100 calcium binding protein A12 (S100A12). A panel of 8
proteins, consisting of 9 antibodies proved to be the best panel for classifying SLE patients from controls. SLE Molecular Subgroups The panel of 8 proteins consist of RASD2, S100A12,
SLC22A2, MMP1, CRISP3, C6, PPAP2A, and SPDEF and achieved an ROC AUC of 0.78 for the prediction of SLE patients and controls (D). CERS5 was, as mentioned, increased in the RF-IgM/SSA/SSB
subgroup, and is an enzyme catalyzing the formation of C16 : 0-
ceramide. We have previously quantified levels of sphingolipids
in SLE (29) and data was available for a selection of patients. C16 : 0-ceramide levels were 415 ± 143 nM (mean ± SD) in RF-
IgM/SSA/SSB subgroup (n = 16), 305 ± 79 nM in IRF5 low
subgroup (n = 39) and 331 ± 84 nM in IRF5 high subgroup
3 (n = 44) (Supplementary Figure S-3) (Kruskal–Wallis test
p = 0.02) supporting our finding of higher levels of CERS5 in
RF-IgM/SSA/SSB subgroup. CERS5 was, as mentioned, increased in the RF-IgM/SSA/SSB
subgroup, and is an enzyme catalyzing the formation of C16 : 0-
ceramide. We have previously quantified levels of sphingolipids
in SLE (29) and data was available for a selection of patients. C16 : 0-ceramide levels were 415 ± 143 nM (mean ± SD) in RF-
IgM/SSA/SSB subgroup (n = 16), 305 ± 79 nM in IRF5 low
subgroup (n = 39) and 331 ± 84 nM in IRF5 high subgroup
3 (n = 44) (Supplementary Figure S-3) (Kruskal–Wallis test
p = 0.02) supporting our finding of higher levels of CERS5 in
RF-IgM/SSA/SSB subgroup. peaks corresponding to IRF5 were detected in the blank samples
and no carry-over was observed between runs. MS/MS spectra
of two of the peptides detected in plasma from a SLE patient
is shown in Figure 5. IRF5 could repeatedly be detected in
plasma aliquots from a myositis patient using IP-MS utilizing
peptide exact mass (high-resolution m/z) and retention time. Levels were close to detection limit and fragment spectra of
IRF5 peptides could not always be obtained although aliquots
from the same sample were analyzed. Adding the criteria of
reporting fragmentation spectra of the unique peptides, IRF5 was
detected in two out of three separate experiments, not detected
in one SLE patient and for the second SLE patient fragment
spectra could be obtained in one out of two experiments. IP-MS, as used here, is not a quantitative method and the
capture of IRF5 might slightly differ between experiments and
not reach detection limit. Therefore, this is not the method IRF5 in Plasma To confirm the presence of IRF5 in plasma immunoprecipitation
tandem mass spectrometry (IP-MS/MS) was used. The targeted
MS/MS method was optimized for four unique tryptic IRF5
peptides using recombinant IRF5 protein as a standard. No May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 8 Idborg et al. SLE Subgroups Differ in IRF5 FIGURE 3 | SLE molecular subgroups. K-means clustering, visualized on the two first principal components (PC1 and PC2), identified three subgroups (1-red,
2-green and 3-blue) in sample set 1 (A) and set 2 (B) with a similar clustering pattern. The relative protein profiles (C) of the 9 proteins with the highest loadings in both
sample sets for the RF-IgM/SSA/SSB (red, n = 51), the IRF5 low (green, n = 129) and the IRF5 high (blue, n = 177) molecular subgroups are shown and both sample
set 1 (solid line) and set 2 (dashed line) shows concordant protein profiles. It is evident that the IRF5 high subgroup discriminate from the IRF5 low subgroup based on
levels of IRF5, ISG15, and NOS3, while it is evident that the RF-IgM/SSA/SSB subgroup differentiate from the other two in levels of SELE, SLC22A2, CERS5, and
ITGB1. Controls are included in gray for comparison but was not included in the clustering. Levels of IRF5 (D) are compared between the three molecular SLE
subgroups RF-IgM/SSA/SSB (red), IRF5 low (green), and IRF5 high (blue) subgroup. FIGURE 3 | SLE molecular subgroups. K-means clustering, visualized on the two first principal components (PC1 and PC2), identified three subgroups (1-red,
2-green and 3-blue) in sample set 1 (A) and set 2 (B) with a similar clustering pattern. The relative protein profiles (C) of the 9 proteins with the highest loadings in both
sample sets for the RF-IgM/SSA/SSB (red, n = 51), the IRF5 low (green, n = 129) and the IRF5 high (blue, n = 177) molecular subgroups are shown and both sample
set 1 (solid line) and set 2 (dashed line) shows concordant protein profiles. It is evident that the IRF5 high subgroup discriminate from the IRF5 low subgroup based on
levels of IRF5, ISG15, and NOS3, while it is evident that the RF-IgM/SSA/SSB subgroup differentiate from the other two in levels of SELE, SLC22A2, CERS5, and
ITGB1. Controls are included in gray for comparison but was not included in the clustering. Frontiers in Immunology | www.frontiersin.org IRF5 in Plasma The
levels of RF-IgM are compared between the three molecular SLE subgroups
RF-IgM/SSA/SSB (red), IRF5 low (green), and IRF5 high (blue) subgroup. We identified a weak positive association between IRF5
protein levels and the number of SLE risk alleles at one of two
SNP representing the IRF5 SLE genetic association. However,
this effect was not apparent when separating the data from SLE
patients and control individuals, thus it could be driven by the
allele frequency and protein level differences between these two
groups. This indicates that the IRF5 SLE risk variants are not
the sole drivers for the differences in IRF5 plasma levels that we
observe. As recently discussed elsewhere (41), the contribution
of IRF5 genetic risk to disease susceptibility is not known, and
it is possible that IRF5 may have both a genetic and non-
genetic contribution. It is an intriguing and novel finding that the IRF5 protein
occurs in the circulation and that it stands out as a potential
biomarker for SLE. The high IRF5 levels in the circulation may
reflect increased cell death in SLE patients. However, the IRF5
levels also vary to a large extent within the group of SLE patients. In addition, SPDEF, another transcription factor, showed the
opposite regulation in SLE plasma (10% decrease) and unless
SPDEF is strongly down-regulated in SLE, the difference in IRF5
cannot solely be explained by increased cell death/loss during
apoptotic clearance in patients. Reports of transcription factors
in circulation are sparse (42, 43) and by our approach using
antibodies designed to target a short linear sequence of the
protein, it is not possible to determine if the protein is full-length
or represents a splice variant or other modified product. There is
no information about extracellular function of IRF5. However,
the fact that IRF5 may be found on microparticles, known
to mediate cell-cell signaling, merits further investigations. In
addition, further studies are needed to investigate if the IRF5
protein is actively secreted and to study possible extracellular
functions of IRF5. FIGURE 4 | Serological characteristics of SLE molecular subgroups. The
levels of RF-IgM are compared between the three molecular SLE subgroups
RF-IgM/SSA/SSB (red), IRF5 low (green), and IRF5 high (blue) subgroup. ELISA, showed low or medium levels of IRF5 as measured by the
suspension bead array. IRF5 gene polymorphism is an established risk factor in
SLE (32, 37). IRF5 in Plasma Levels of IRF5 (D) are compared between the three molecular SLE
subgroups RF-IgM/SSA/SSB (red), IRF5 low (green), and IRF5 high (blue) subgroup. activity (p < 0.05) (SLE activity measure (SLAM) (15) equal or
above 6) (Supplementary Figure S-4). of choice in a screening of the entire cohort comparing SLE
and controls. Nevertheless, in cases where IRF5 was detected
there is no doubt about the identity of IRF5 and that IRF5
is present in plasma. The IP, accurate retention times (RT)
and high-resolution accurate-mass of unique IRF5 peptides
and their fragment spectra, confirm the presence of IRF5 in
the circulation. In addition, we developed a sandwich ELISA for detection
of IRF5 in plasma. IRF5 levels were significantly higher (p
= 0.014) in SLE (n = 25) compared to controls (n = 25)
(Supplementary Figure S-5). However, the sensitivity of this
assay was not sufficient for screening of the entire cohort
since the majority of the SLE patients analyzed (56%, n = 14)
report levels below quantification limit. Within this data we
aimed to correlate our results with the results obtained by the
suspension bead array. Excluding data outside the quantitative
range of the ELISA, Spearman’s rank correlation analysis was
performed on data from 11 SLE patients. A strong correlation
(Spearman’s rho = 0.63, p < 0.05) and a moderate R2 of 0.36
was obtained (Supplementary Figure S-6). However, the three
samples resulting in levels above the quantification range of the To further investigate the presence of IRF5 in plasma we
analyzed IRF5 positive microparticles (MPs). The number of
circulating MPs exposing IRF5 were significantly higher in SLE (n
= 63) compared to healthy controls (n = 20) (130.5 ± 88 vs. 36.5
± 14 MPs/µl, p < 0.0001) (Figure 6A). IRF5 positive MPs were
more frequently exposed on endothelial derived MPs (CD62E+
MPs) compared to platelet and leukocyte derived MPs (p <
0.0001) (Figure 6B). Furthermore, total IRF5+ MPs (regardless
of origin) were significantly higher in patients with higher disease May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 9 Idborg et al. SLE Subgroups Differ in IRF5 (detected by a different antibody) are increased in SLE compared
to controls. (detected by a different antibody) are increased in SLE compared
to controls. FIGURE 4 | Serological characteristics of SLE molecular subgroups. IRF5 in Plasma To investigate whether IRF5 levels in plasma
were regulated by known SLE genetic risk variants in IRF5 we
performed a protein quantitative trait locus analysis for two
previously reported SNPs (32). We identified a weak additive
association between IRF5 protein levels and the IRF5 SLE risk
variant rs4728142 (p = 0.003, beta = 0.07) in SLE patients and
controls combined, but this effect was not apparent in either
group alone. There was no association between rs10488631 and
IRF5 plasma protein levels (Supplementary Figures S-7, 8). Interestingly our unsupervised clustering of SLE patients
demonstrate that IRF5 is characteristic for two different SLE
subgroups. The IRF5 low subgroup also showed lower levels of
ISG15, an ubiquitin-like protein that is conjugated to intracellular
target proteins upon activation by IFN-α and IFN-β (44, 45),
suggesting that this subgroup might be described as a less
interferon dependent subgroup. On the other hand, the IRF5
high subgroup seems to be an interferon-driven subgroup with
higher levels of IRF5 and ISG15 and one might speculate that
patients in these two subgroups could respond differently to IFN-
α-inhibition. Serum levels of IFN-α did not differ between IRF5
high and low subgroup and might be explained by that IFN-α
is regulated by several genes and not only by IRF5. Building on
these observations, we suggest stratification of patients based on
plasma levels of IRF5 prior to clinical trials targeting the IFN
pathway. These subgroups need to be further investigated, e.g.,
in the light of type I IFN blockers (46) not reaching primary
endpoint. Stratification based on IRF5 levels may be more
efficient, definitely less expensive and more suitable to implement
in clinical routine, than to measure interferon signature on a
gene level. Serum levels of IFN-α in the IRF5 high subgroup was not
significantly different compared to the IRF5 low subgroup. In
both subgroups 40% were defined as having detectable levels of
IFN-α and the concentration (average ± SD) was 78 ± 122 pg/ml
and 67 ± 149 pg/ml for the IRF5 low and IRF5 high subgroup,
respectively. The number of IFN-α high patients, defined as a
concentration of >100 pg/ml) was 15 in both subgroups. Frontiers in Immunology | www.frontiersin.org DISCUSSION IRF5, a transcription factor involved in regulation of interferon
and cytokine production, showed the largest fold change among
the differentially expressed proteins between SLE patients and
controls. We also observed large variations in IRF5 levels between
subgroups of SLE patients. IRF5 gene polymorphism is a well-
known risk factor in SLE (38, 39) and in several other rheumatic
diseases (40). IRF5 is an intracellular protein, nevertheless we
detected IRF5 in plasma using affinity-based proteomics and the
extracellular location was confirmed by IP-MS in a selection of
plasma samples. To further illustrate the presence of IRF5 in
the circulation we report that IRF5 expressing microparticles In the IRF5 high subgroup, we detected higher levels of NOS3
(endothelial (e)NOS) as compared to the IRF5 low subgroup. May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 10 Idborg et al. SLE Subgroups Differ in IRF5 E 5 | Fragment spectra of endogenous IRF5 detected in plasma. The generated recombinant antibody (J-IRF5-5) was used to capture IRF5 by
precipitation in a plasma sample from a SLE patient. We obtained fragment spectra of two unique peptides of IRF5, i.e., (A) LITVQVVPVAAR with [M+2H]2+
633.4007 eluting at a retention time of 48.6 min and (B) FPSPEDIPSDK with [M+2H]2+ m/z of 616.29574 eluting at a retention time of 40.7 min. The retention
he masses of the unique peptides and the fragment spectra of these peptides confirms the presence of IRF5 in this plasma sample. an important regulator of nitric oxide (NO) production,
is essential for cardiovascular and immune functions
indicate an increased risk of cardiovascular events in the IRF5 low
subgroup. It is also possible that the high levels of NOS3 in the FIGURE 5 | Fragment spectra of endogenous IRF5 detected in plasma. The generated recombinant antibody (J-IRF5-5) was used to capture IRF5 by
immunoprecipitation in a plasma sample from a SLE patient. We obtained fragment spectra of two unique peptides of IRF5, i.e., (A) LITVQVVPVAAR with [M+2H]2+
m/z of 633.4007 eluting at a retention time of 48.6 min and (B) FPSPEDIPSDK with [M+2H]2+ m/z of 616.29574 eluting at a retention time of 40.7 min. The retention
times, the masses of the unique peptides and the fragment spectra of these peptides confirms the presence of IRF5 in this plasma sample. FIGURE 5 | Fragment spectra of endogenous IRF5 detected in plasma. DISCUSSION CCDC88A
(girdin, APE), a protein important for angiogenesis (50), was
also increased in the IRF5 high subgroup and decreased in the
IRF5 low subgroup. Inflammatory markers were increased in this
subgroup indicating that the IRF5 high subgroup is characterized
by more pronounced inflammation and one may speculate that
anti-inflammatory treatment is more likely to be beneficial for
this subgroup of SLE patients. Although validated HPA antibodies, targeting unique peptide
sequences, were used, there is still a risk that these mono-specific
polyclonal antibodies give rise to unspecific signals. Adding
additional antibodies to the same protein enhance the probability
of detecting the correct protein (56). However, the different
epitopes targeted by the additional antibodies might be subject
to differences in post translational modifications or differ in
affinity and might not confirm the detection although the correct
protein is present. In this work we confirmed the identity of
one protein (IRF5) in plasma by IP-MS using a recombinant
monoclonal antibody. We were also able to confirm the increased
levels of IRF5 in SLE patients compared to controls in a subset
of individuals utilizing a sandwich ELISA with a complementary
capturing antibody. Although we did not validate the differences
in IRF5 levels in subgroups of SLE in the entire cohort, we are
confident of the detection of IRF5 in plasma. The RF-IgM/SSA/SSB subgroup is characterized by increased
levels of SELE (endothelial cell adhesion molecule, E-selectin,
CD62E, ICAM-1), ITGB1, SLC22A2, and CERS5. SELE is a cell
adhesion glycoprotein on endothelium that can be stimulated
by e.g., TNF-α (35, 51). ITGB1 is a cell surface receptor,
which is part of the integrin family and it is important for
cell adhesion (52). CERS5 synthesizes C16-ceramide and the
increase in CERS5 was supported by the increase of C16-
ceramide in this subgroup. Ceramides are signaling lipids
involved in cell adhesion, inflammation as well as in a variety
of other physiological functions (53, 54). This subgroup was also
associated with higher levels of rheumatoid factor (RF) as well as
higher levels of SSA/SSB antibodies. We previously reported high
levels of RF-IgM (13), as well as higher levels of total IgG (55),
in SLE patients with SSA/SSB antibodies. The RF-IgM/SSA/SSB
subgroup share features with Sjögren’s syndrome. Diagnostic biomarkers and novel insight into possible
pathogenic pathways in SLE are of great importance and
we here report a panel of biomarker candidates that could
differentiate between SLE and controls. DISCUSSION The generated recombinant antibody (J-IRF5-5) was used to capture IRF5 by
immunoprecipitation in a plasma sample from a SLE patient. We obtained fragment spectra of two unique peptides of IRF5, i.e., (A) LITVQVVPVAAR with [M+2H]2+
m/z of 633.4007 eluting at a retention time of 48.6 min and (B) FPSPEDIPSDK with [M+2H]2+ m/z of 616.29574 eluting at a retention time of 40.7 min. The retention
times, the masses of the unique peptides and the fragment spectra of these peptides confirms the presence of IRF5 in this plasma sample. NOS3, an important regulator of nitric oxide (NO) production,
which is essential for cardiovascular and immune functions
through regulation of vascular tone, leucocyte adhesion and
platelet aggregation (47, 48). NOS3 is vasoprotective and low
levels of NOS3 are related to endothelial dysfunction (49). In
this context, it is difficult to dissect if the low levels of NOS3 indicate an increased risk of cardiovascular events in the IRF5 low
subgroup. It is also possible that the high levels of NOS3 in the
IRF5 high subgroup reflect damaged blood vessels since NOS3 is
expressed in the endothelium and not expected to be increased
in the circulation. In the microparticles, analyzed in another set
of SLE patients, the IRF5 positive microparticles were mainly of May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 11 Idborg et al. SLE Subgroups Differ in IRF5 FIGURE 6 | IRF5+ microparticles. Total IRF5+ MPs in SLE patients (n = 63) and healthy controls (n = 20) are shown (A). IRF5+ MPs in SLE patients were
phenotyped based on cell origin (B). PMPs, platelet derived MPs; LMPs, leukocyte derived MPs; EMPs, Endothelial derived MPs. *** < 0.001 (Mann–Whitney). Data is
presented as MPs/µl plasma. FIGURE 6 | IRF5+ microparticles. Total IRF5+ MPs in SLE patients (n = 63) and healthy controls (n = 20) are shown (A). IRF5+ MPs in SLE patients were
phenotyped based on cell origin (B). PMPs, platelet derived MPs; LMPs, leukocyte derived MPs; EMPs, Endothelial derived MPs. *** < 0.001 (Mann–Whitney). Data is
presented as MPs/µl plasma. Both the IRF5 high and the aPL+ subgroups were characterized
by pronounced inflammation. Our conclusions are based on
analysis of a large number of samples. However, validation in
additional SLE cohorts and in other disease cohorts is needed. endothelial origin, suggestive of endothelial damage. Frontiers in Immunology | www.frontiersin.org FUNDING Swedish Research Council (grant no: 2017-02577, grant no
2018-02399, grant no 2018-02535, grant no 2018-02000);
Innovative Medicines Initiative (EU/EFPIA) (ULTRA-DD grant
no: 115766); Stockholm County Council (ALF grant no:
20160378, grant no. 20170038), The Swedish Rheumatism
Association (grant no: R-748261, grant no: R-755861, grant
no: R-753741, grant no R-850611, grant no: R-739631); King
Gustaf V’s 80-year foundation (grant no: n/a); Funds from
Karolinska Institutet (grant no: n/a); Swedish Society of Medicine
and the Ingegerd Johansson Donation (grant nr SLS-713911,
grant nr SLS-708061); This study was supported by the
AstraZeneca-Karolinska Institutet Joint Research Program in
Translational Science. ACKNOWLEDGMENTS We would like to thank the patients and controls for participating
in the study. We are grateful to Eva Jemseby for collecting
all the blood-samples and coordinating nurses, and to Sonia
Möller and Birgitta Mannerstedt Fogelfors for assistance in
inclusion of patients. The IRF5 expression plasmid was prepared
by Protein Science Facility (PSF) at Karolinska Institutet (http://
ki.se/psf). Professor Lennart Truedsson and coworkers at Lund
University are acknowledged for measuring C2 and Professor Bo
Nilsson and coworkers at Uppsala University for C3a and TCC
measurements. We would like to acknowledge Susanna Eketjäll
and AstraZeneca for performing the cytokine screening. Ju Li
(Huai’an First People’s Hospital in China) is acknowledge for
performing the IRF5 ELISA. DISCUSSION Utilizing unsupervised
clustering of protein profiles, three molecular subgroups were
revealed and could be characterized by another set of biomarker
candidates. The RF-IgM/SSA/SSB subgroup essentially reflects
the autoantibody defined SSA/SSB+ subgroup, which has
previously been described (13, 55). The novel finding of
circulating IRF5 protein is of importance for the other two
subgroups. We suggest that stratification of patients based
on circulating levels of IRF5 prior to e.g., IFN modulating
treatments may be a valuable strategy. Furthermore, the
IRF5 high subgroup expressed multiple signs of systemic
inflammation, indicating that these patients may benefit from
anti-inflammatory treatment. This work adds new information to
the emerging need to classify the heterogeneous sample groups
within SLE. The extension of these observations indicate that
subgroups might be subject to different treatment perspectives,
despite similar clinical profile. g
j g
y
In a parallel study the same proteins were investigated but
the subgroups were predefined by autoantibody profile, building
on previous studies and own clinical experiences (13). The
SSA/SSB+ subgroup in that study consisted of 63 patients and
the largest fraction (43%) was assigned to the RF-IgM/SSA/SSB
subgroup in this study, while the second largest portion (32%)
was found in the IRF5 high subgroup which is in line with
a pronounced interferon signaling in the SSA/SSB+ subgroup. The frequency of nephritis was similar and relatively low
in both RF-IgM/SSA/SSB and SSA/SSB+ subgroups (20 and
21% respectively) while higher in other subgroups (>40%). CERS5 and ITGB1 were proteins characteristic for both RF-
IgM/SSA/SSB and SSA/SSB+ subgroups. The second subgroup
in our previous work, i.e., an aPL+ subgroup (n = 66), was to the
largest extent (58%) found in the IRF5 high subgroup in this work
and only 5% overlapped with the RF-IgM/SSA/SSB subgroups. May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 12 SLE Subgroups Differ in IRF5 Idborg et al. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fimmu. 2019.01029/full#supplementary-material AUTHOR CONTRIBUTIONS HI substantial contributions to the design of the work, data
interpretation, performed IP of IRF5, and drafted the manuscript. AZ substantial contributions to the design of the work, proteomic
analysis, data interpretation, and drafted the manuscript. EO
performed and analyzed IP-MS experiments, and wrote sections
of the manuscript. EW produced recombinant IRF5 and
wrote sections of the manuscript. CP performed phage display
selections of recombinant antibodies and their subsequent
validation and wrote sections of the manuscript. FM analysis
and interpretation of IRF5 positive MPs and wrote sections
of the manuscript. AC performed analysis of lipid mediators
and critically revised the manuscript. AS performed analysis of
RF and critically revised the manuscript. PP and JS performed
genetic data analysis and wrote sections and critically revised
the manuscript. CF-C developed and supervised the ELISA
analysis and critically revised the manuscript. JR interpretation
of RF data and design of RF experiments and critically revised
the manuscript. VO performed analysis of IFN-α and critically
revised the manuscript. GG clinical evaluation of sAPS patients
and critically revised the manuscript. MK clinical evaluation of
sSS patients and critically revised the manuscript. AL supervision
of leptin and fibronectin measurements and critically revised
the manuscript. CW responsible for analysis of lipid mediators
and critically revised the manuscript. AS and LR provided
genetic data and critically revised the manuscript. KK responsible
for MS-analysis of IRF5 and critically revised the manuscript. HP made the phage display library, supervised phage display
selections and antibody validation, and wrote sections of the
manuscript. SG supervision of antigen and antibody production
and validation of recombinant antibodies and wrote sections
of the manuscript. IG responsible for SLE cohort and clinical
data and critically revised the manuscript. PN substantial
contributions to the design of the work and responsible for ETHICS STATEMENT affinity proteomic platform and drafting the manuscript. ES
substantial contributions to the design of the work, responsible
for SLE cohort and clinical data, and drafting the manuscript. PJ
substantial contributions to the design of the work, responsible
for biomarker study, and drafting the manuscript. All authors
contributed to manuscript revision, read and approved the
final version. This
study
was
carried
out
in
accordance
with
the
recommendations of The Local Ethics Committee of the
Karolinska
University
Hospital/Karolinska
Institutet
in
Stockholm. All subjects gave written informed consent in
accordance with the Declaration of Helsinki. The protocol
was approved by The Ethical Review Board in Stockholm
(EPN Stockholm). This
study
was
carried
out
in
accordance
with
the
recommendations of The Local Ethics Committee of the
Karolinska
University
Hospital/Karolinska
Institutet
in
Stockholm. All subjects gave written informed consent in
accordance with the Declaration of Helsinki. The protocol
was approved by The Ethical Review Board in Stockholm
(EPN Stockholm). 3. Lisnevskaia L, Murphy G, Isenberg D. Systemic lupus erythematosus.
Lancet.
(2014)
384:1878–88.
doi:
10.1016/S0140-6736(14)
60128-8 REFERENCES 3. Lisnevskaia L, Murphy G, Isenberg D. Systemic lupus erythematosus. Lancet. (2014)
384:1878–88. doi:
10.1016/S0140-6736(14)
60128-8
4. Yu
C,
Gershwin
ME,
Chang
C. Diagnostic
criteria
for
systemic
lupus
erythematosus:
a
critical
review. J
Autoimmun. (2014)
48–49:10–3. doi: 10.1016/j.jaut.2014.01.004
5. Sanz I. New perspectives in rheumatology: may you live in interesting times:
challenges and opportunities in lupus research. Arthritis Rheumatol. (2017)
69:1552–9. doi: 10.1002/art.40109 3. Lisnevskaia L, Murphy G, Isenberg D. Systemic lupus erythematosus. Lancet. (2014)
384:1878–88. doi:
10.1016/S0140-6736(14)
60128-8 1. Hochberg MC. Updating the American College of Rheumatology revised
criteria for the classification of systemic lupus erythematosus. Arthritis
Rheum. (1997) 40:1725. doi: 10.1002/art.1780400928 4. Yu
C,
Gershwin
ME,
Chang
C. Diagnostic
criteria
for
systemic
lupus
erythematosus:
a
critical
review. J
Autoimmun. (2014)
48–49:10–3. doi: 10.1016/j.jaut.2014.01.004 2. Luijten
RKMAC,
Fritsch-Stork
RD,
Bijlsma
JWJ,
Derksen
RHWM. The use of glucocorticoids in Systemic Lupus Erythematosus. After
60
years
still
more
an
art
than
science. Autoimmun
Rev. (2013)
12:617–28. doi: 10.1016/j.autrev.2012.12.001 5. Sanz I. New perspectives in rheumatology: may you live in interesting times:
challenges and opportunities in lupus research. Arthritis Rheumatol. (2017)
69:1552–9. doi: 10.1002/art.40109 May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 13 Idborg et al. SLE Subgroups Differ in IRF5 generating recombinant antibodies to human proteins. PLoS ONE. (2015)
10:e0139695. doi: 10.1371/journal.pone.0139695 6. Ahearn JM, Liu C-C, Kao AH, Manzi S. Biomarkers for systemic lupus
erythematosus. Transl Res. (2012) 159:326–42. doi: 10.1016/j.trsl.2012.01.021 generating recombinant antibodies to human proteins. PLoS ONE. (2015)
10:e0139695. doi: 10.1371/journal.pone.0139695 7. Munroe ME, Vista ES, Guthridge JM, Thompson LF, Merrill JT, James JA. Proinflammatory adaptive cytokine and shed tumor necrosis factor receptor
levels are elevated preceding systemic lupus erythematosus disease flare. Arthritis Rheumatol. (2014) 66:1888. doi: 10.1002/art.38573 27. Säll A, Walle M, Wingren C, Müller S, Nyman T, Vala A, et al. Generation and analyses of human synthetic antibody libraries and their
application for protein microarrays. Protein Eng Design Select. (2016) 29:427–
37. doi: 10.1093/protein/gzw042 8. Carlsson A, Wuttge DM, Ingvarsson J, Bengtsson AA, Sturfelt G, Borrebaeck
CAK, et al. Serum protein profiling of systemic lupus erythematosus and
systemic sclerosis using recombinant antibody microarrays ∗. Mol Cell
Proteomics. (2011) 10:M110.005033. doi: 10.1074/mcp.M110.005033 28. Marcon E, Jain H, Bhattacharya A, Guo H, Phanse S, Pu S, et al. Assessment
of
a
method
to
characterize
antibody
selectivity
and
specificity
for
use
in
immunoprecipitation. Nat
Methods. (2015)
12:725–31. doi: 10.1038/nmeth.3472 29. REFERENCES Checa A, Idborg H, Zandian A, Sar DG, Surowiec I, Trygg J, et al. Dysregulations in circulating sphingolipids associate with disease activity
indices in female patients with systemic lupus erythematosus: a cross-sectional
study. Lupus. (2017) 26:1023–33. doi: 10.1177/096120331668670 9. Wu T, Ding H, Han J, Arriens C, Wei C, Han W, et al. Antibody-
array-based
proteomic
screening
of
serum
markers
in
systemic
lupus
erythematosus:
a
discovery
study. J
Proteome
Res. (2016)
15:2102. doi: 10.1021/acs.jproteome.5b00905 10. Hinchliffe TE, Lin Z-T, Wu T. Protein arrays for biomarker discovery in lupus. Proteomics Clin Appl. (2016) 10:625–34. doi: 10.1002/prca.201500060 30. Vilija O, Susanna B, Anders L, Johanna G, Agneta Z, Iva G, et al. IFN-λ1 with Th17 axis cytokines and IFN-α define different subsets in
systemic lupus erythematosus (SLE). Arthritis Res Therap. (2017) 19:1–
12. doi: 10.1186/s13075-017-1344-7 11. Schwenk JM, Gry M, Rimini R, Uhlén M, Nilsson P, Proteomik, et al. Antibody
suspension bead arrays within serum proteomics. J Proteome Res. (2008)
7:3168–79. doi: 10.1021/pr700890b 31. Leonard D, Svenungsson E, Dahlqvist J, Alexsson A, Ärlestig L, Taylor KE,
et al. Novel gene variants associated with cardiovascular disease in systemic
lupus erythematosus and rheumatoid arthritis. Ann Rheum Dis. (2018)
77:1063. doi: 10.1136/annrheumdis-2017-212614 12. Derek CR, Melody S-M, Yohei H, Mina JB. Single proteins might have dual
but related functions in intracellular and extracellular microenvironments. Nat Rev Mol Cell Biol. (2009) 10:228. doi: 10.1038/nrm2633 32. Langefeld
CD,
Ainsworth
HC,
Cunninghame
Graham
DS,
Kelly
JA,
Comeau
ME,
Marion
MC,
et
al. Transancestral
mapping
and
genetic load in systemic lupus erythematosus. Nat Commun. (2017)
8:16021. doi: 10.1038/ncomms16021 13. Idborg H, Zandian A, Sandberg A-S, Nilsson B, Elvin K, Truedsson
L,
et
al. Two
subgroups
in
systemic
lupus
erythematosus
with
features of antiphospholipid or Sjögren’s syndrome differ in molecular
signatures
and
treatment
perspectives. Arthritis
Res
Therap. (2019)
21:62. doi: 10.1186/s13075-019-1836-8 33. Wasserstein
RL,
Lazar
NA. The
ASA’s
statement
on
p-values:
context,
process,
and
purpose. Am
Statist. (2016)
70:129–
33. doi: 10.1080/00031305.2016.1154108 14. Idborg H, Eketjäll S, Pettersson S, Gustafsson JT, Zickert A, Kvarnström
M,
et
al. TNF-α
and
plasma
albumin
as
biomarkers
of
disease
activity
in
systemic
lupus
erythematosus. Lupus
Sci
Med. (2018)
5:e000260. doi: 10.1136/lupus-2018-000260 34. Ionides EL, Giessing A, Ritov Y, Page SE. Response to the ASA’s statement
on p-values: context, process, and purpose. Am Statist . (2017) 71:88–
9. doi: 10.1080/00031305.2016.1234977 15. Liang MH, Socher SA, Larson MG, Schur PH. REFERENCES Reliability and validity of
six systems for the clinical assessment of disease activity in systemic lupus
erythematosus. Arthritis Rheum. (1989) 32:1107. doi: 10.1002/anr.1780320909 35. The UniProt Consortium. UniProt: the universal protein knowledgebase. Nucl
Acids Res. (2017) 4:D158–69. doi: 10.1093/nar/gkw1099 16. Gladman DD, Ibañez D, Urowitz MB. Systemic lupus erythematosus disease
activity index 2000. J Rheumatol. (2002) 29:288. 36. Vitali C, Bombardieri S, Jonsson R, Moutsopoulos HM, Alexander EL,
Carsons SE, et al. Classification criteria for Sjögren’s syndrome: a revised
version of the European criteria proposed by the American-European
Consensus Group. Ann Rheum Dis. (2002) 61:554. doi: 10.1136/ard.61.6.554 17. Uhlén
M,
Björling
E,
Agaton
C,
Szigyarto
CA-K,
Amini
B,
Andersen E, et al. A human protein atlas for normal and cancer
tissues based on antibody
proteomics. Mol
Cell
Proteomics. (2005)
4:1920. doi: 10.1074/mcp.M500279-MCP200 37. Sigurdsson S, Nordmark G, Göring HHH, Lindroos K, Wiman A-C, Sturfelt
G, et al. Polymorphisms in the tyrosine kinase 2 and interferon regulatory
factor 5 genes are associated with systemic lupus erythematosus. Am J Hum
Genet. (2005) 76:528–37. doi: 10.1086/428480 18. Drobin K, Nilsson P, Schwenk JM. Highly multiplexed antibody suspension
bead arrays for plasma protein profiling. Methods Mol Biol. (2013)
1023:137. doi: 10.1007/978-1-4614-7209-4_8 38. Lazzari E, Jefferies CA. IRF5-mediated signaling and implications for SLE. Clin Immunol. (2014) 153:343–52. doi: 10.1016/j.clim.2014.06.001 19. Ihaka
R,
Gentleman
R. R:
A
Language
for
Data
Analysis
and
Graphics. J
Comput
Graph
Statist. (1996)
5:299–
314. doi: 10.1080/10618600.1996.10474713 39. Sigurdsson S, Nordmark G, Garnier S, Grundberg E, Kwan T, Nilsson O, et al. A risk haplotype of STAT4 for systemic lupus erythematosus is over-expressed,
correlates with anti-dsDNA and shows additive effects with two risk alleles of
IRF5. Hum Mol Genet. (2008) 17:2868–76. doi: 10.1093/hmg/ddn184 20. Haggmark A, Mikus M, Mohsenchian A, Hong MG, Forsstrom B, Gajewska B,
et al. Plasma profiling reveals three proteins associated to amyotrophic lateral
sclerosis. Ann Clin Transl Neurol. (2014) 1:544–53. doi: 10.1002/acn3.83 40. Nordang GBN, Viken MK, Amundsen SS, Sanchez ES, Flatø B, Førre OT,
et al. Interferon regulatory factor 5 gene polymorphism confers risk to
several rheumatic diseases and correlates with expression of alternative thymic
transcripts. Rheumatology. (2012) 51:619. doi: 10.1093/rheumatology/ker364 21. Dieterle F, Ross A, Schlotterbeck G, Senn H. Probabilistic quotient
normalization as robust method to account for dilution of complex biological
mixtures. Application in H-1 NMR metabonomics. Anal Chem. (2006)
78:4281–90. doi: 10.1021/ac051632c 41. Barnes B. REFERENCES Genetic versus non-genetic drivers of SLE: Implications of IRF5
dysregulation in both roads leading to SLE. Curr Rheumatol Rep. (2019)
21:1–5. doi: 10.1007/s11926-019-0803-3 22. Smyth GK, Speed T. Normalization of cDNA microarray data. Methods. (2003) 31:265–73. doi: 10.1016/S1046-2023(03)00155-5 42. Raghavan S, Manzanillo P, Chan K, Dovey C, Cox JS. Secreted transcription
factor controls Mycobacterium tuberculosis virulence. Nature. (2008) 454:717–
21. doi: 10.1038/nature07219 23. DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas
under two or more correlated receiver operating characteristic curves: a
nonparametric approach. Biometrics. (1988) 44:837–45. doi: 10.2307/2531595 43. Lomnytska M, Dubrovska A, Hellman U, Volodko N, Souchelnytskyi S. Increased expression of cSHMT, Tbx3 and utrophin in plasma of ovarian and
breast cancer patients. Int J Cancer. (2006) 118:412–21. doi: 10.1002/ijc.21332 24. Burgess-Brown
NA,
Mahajan
P,
Strain-Damerell
C,
Gileadi
O,
Gräslund S. Medium-throughput production of recombinant human
proteins:
protein
production
in
E. coli. Methods
Mol
Biol. (2014)
1091:73. doi: 10.1007/978-1-62703-691-7_5 44. Samuelsson B. Prostaglandins and Related Factors. 28. Metabolism of
Prostaglandin E1 in Guinea Pig Lung: The Structures of Two Metabolites. J
Biol Chem. (1964) 239:4097–102. 25. Keates T, Cooper CDO, Savitsky P, Allerston CK, Phillips C, Hammarström
M, et al. Expressing the human proteome for affinity proteomics: optimising
expression of soluble protein domains and in vivo biotinylation. New
Biotechnol. (2012) 29:515–25. doi: 10.1016/j.nbt.2011.10.007 45. Bogunovic
D,
Byun
M,
Durfee
LA,
Abhyankar
A,
Sanal
O,
Mansouri
D,
et
al. Mycobacterial
disease
and
impaired
IFN-γ
immunity in humans with inherited ISG15 deficiency. Science. (2012)
337:1684. doi: 10.1126/science.1224026 26. Zhong N, Loppnau P, Seitova A, Ravichandran M, Fenner M, Jain H,
et al. Optimizing production of antigens and fabs in the context of May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org Frontiers in Immunology | www.frontiersin.org 14 Idborg et al. SLE Subgroups Differ in IRF5 46. Peng L, Oganesyan V, Wu H, Dall’Acqua WF, Damschroder MM. Molecular
basis for antagonistic activity of anifrolumab, an anti-interferon–α receptor 1
antibody. mAbs. (2015) 7:428–39. doi: 10.1080/19420862.2015.1007810 54. Cinque B, Di Marzio L, Centi C, Di Rocco C, Riccardi C, Grazia Cifone
M. Sphingolipids and the immune system. Pharmacol Res. (2003) 47:421–
37. doi: 10.1016/S1043-6618(03)00051-3 y
47. Rapoport RM, Draznin MB, Murad F. Endothelium-dependent relaxation
in rat aorta may be mediated through cyclic GMP-dependent protein
phosphorylation. Nature. (1983) 306:174–6. doi: 10.1038/306174a0 55. Grönwall C, Hardt U, Gustafsson JT, Elvin K, Jensen-Urstad K, Kvarnström M,
et al. Frontiers in Immunology | www.frontiersin.org REFERENCES Depressed serum IgM levels in SLE are restricted to defined subgroups. Clin Immunol. (2017) 183:304–15. doi: 10.1016/j.clim.2017.09.013 48. Fritzsche C, Schleicher U, Bogdan C. Endothelial nitric oxide synthase
limits the inflammatory response in mouse cutaneous leishmaniasis. Immunobiology. (2010) 215(9–10):826–32. doi: 10.1016/j.imbio.2010.05.022 56. Uhlen M, Bandrowski A, Carr S, Edwards A, Ellenberg J, Lundberg
E, et al. A proposal for validation of antibodies. Nat Methods. (2016)
13:823. doi: 10.1038/nmeth.3995 49. Förstermann U, Sessa WC. Nitric oxide synthases: regulation and function. Eur Heart J. (2012) 33:829–37. doi: 10.1093/eurheartj/ehr304 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. 50. Kitamura T, Asai N, Enomoto A, Maeda K, Kato T, Ishida M, et al. Regulation
of VEGF-mediated angiogenesis by the Akt/PKB substrate Girdin. Nat Cell
Biol. (2008) 10:329–37. doi: 10.1038/ncb1695 51. Leeuwenberg JF, Smeets EF, Neefjes JJ, Shaffer MA, Cinek T, Jeunhomme TM,
et al. E-selectin and intercellular adhesion molecule-1 are released by activated
human endothelial cells in vitro. Immunology. (1992) 77:543–9. Copyright © 2019 Idborg, Zandian, Ossipova, Wigren, Preger, Mobarrez, Checa,
Sohrabian, Pucholt, Sandling, Fernandes-Cerqueira, Rönnelid, Oke, Grosso,
Kvarnström, Larsson, Wheelock, Syvänen, Rönnblom, Kultima, Persson, Gräslund,
Gunnarsson, Nilsson, Svenungsson and Jakobsson. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these
terms. 52. Shenkman B, Brill G, Solpov A, Vitkovsky Y, Kuznik B, Koltakov A, et al. CD4+ lymphocytes require platelets for adhesion to immobilized fibronectin
in flow: role of β1 (CD29)-, β2 (CD18)-related integrins and non-integrin
receptors. Cell Immunol. (2006) 242:52–9. doi: 10.1016/j.cellimm.2006.09.005 53. Bikman BT, Summers SA. Ceramides as modulators of cellular and
whole-body metabolism.(Science in medicine)(Report). J Clin Invest. (2011)
121:4222. doi: 10.1172/JCI57144 May 2019 | Volume 10 | Article 1029 Frontiers in Immunology | www.frontiersin.org 15
|
https://openalex.org/W3151015149
|
http://www.scielo.br/j/mioc/a/5tYQxw5PbLLrpR3jptmKJsb/?format=pdf&lang=en
|
English
| null |
Genomics and functional genomics in Leishmania and Trypanosoma cruzi: statuses, challenges and perspectives
|
Memórias do Instituto Oswaldo Cruz
| 2,021
|
cc-by
| 6,713
|
Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru 1Universidade Federal de Minas Gerais, Departamento de Parasitologia, Belo Horizonte, MG, Brasil
2Universidade Federal de Minas Gerais, Departamento de Bioquímica e Imunologia, Belo Horizonte, MG, Brasil
3Universidade de São Paulo, Faculdade de Medicina de Ribeirão Preto, Departamento de Biologia Celular e Molecular, Ribeirão Preto, SP, Brasil 1Universidade Federal de Minas Gerais, Departamento de Parasitologia, Belo Horizonte, MG, Brasil
2Universidade Federal de Minas Gerais, Departamento de Bioquímica e Imunologia, Belo Horizonte, MG, Brasil
3Universidade de São Paulo, Faculdade de Medicina de Ribeirão Preto, Departamento de Biologia Celular e Molecular, Ribeirão Preto, SP, Brasil The availability of Trypanosomatid genomic data in public databases has opened myriad experimental possibilities that have
contributed to a more comprehensive understanding of the biology of these parasites and their interactions with hosts. In this review,
after brief remarks on the history of the Trypanosoma cruzi and Leishmania genome initiatives, we present an overview of the
relevant contributions of genomics, transcriptomics and functional genomics, discussing the primary obstacles, challenges, relevant
achievements and future perspectives of these technologies. Key words: Leishmania - Trypanosoma cruzi - genomics - transcriptomics - functional genomics The Trypanosomatidae family comprises obligate
protozoan parasites from the Kinetoplastida order, in
cluding human and livestock disease agents. Trypano
soma cruzi, Trypanosoma brucei and Leishmania spe
cies are three parasites representative of this family and
are the etiological agents of Chagas disease, African
trypanosomiasis and leishmaniasis, respectively. Try
panosomatid genomics was born at FIOCRUZ in 1994. The Parasite Genome Network Planning Meeting was
held in April in Rio de Janeiro, and it was sponsored
by FIOCRUZ and the World Bank/WHO (World Health
Organization) Special Program for Research and Train
ing in Tropical Diseases (TDR). The genome projects of
T. cruzi, T. brucei, and Leishmania major were launched
at this meeting. The Trypanosomatids Genome Initiative
gathered several laboratories from different countries to
sequence reference strains of T. brucei, T. cruzi, and L. major. Eleven years were needed to reach sequencing
coverage and annotation status before the Tritryp ge
nomes were considered complete.(1,2,3,4) Financial con
straints, sequencing limitations of Sanger technology,
the computational capacity of tools available at the time,
and the limited number of groups with high-throughput
sequencing capacity and computational expertise ex
plain the length of time needed to complete the task. genome assembly is local (clones of tens of kilobases or
chromosomes) and therefore not so complex, resulting
in a high-quality assembled genome. Conversely, for T. REVIEW REVIEW 1|7 Mem Inst Oswaldo Cruz, Rio de Janeiro, Vol. 116: e200634, 2021
1| Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru cruzi, the clone-by-clone approach was impractical due
to the high repetitive content of the genome, and obtain
ing chromosome-specific libraries was highly difficult
to achieve due to the highly complex parasite karyotype. Therefore, a whole genome shotgun strategy was chosen
to sequence the genome of T. cruzi.(2) In this strategy, the
entire genome is fragmented, and no positional informa
tion of the individual sequences is available to the as
sembler algorithms to reconstruct the genome sequence. Compared to the T. brucei and L. major genomes, for T. cruzi, the assembly step was notably more complicated. Additionally, CL Brener, the reference strain for the T. cruzi genome project, is a hybrid between two divergent
lineages (TcII and TcIII). This added another layer of
complexity to the genome assembly because of the simi
larity between the two parental haplotypes. The initial
assembly attempt resulted in many pseudogenes, since
the assembler merged sequences from the two parental
haplotypes. More stringent assembly parameters were
then applied in an attempt to assemble the two haplo
types separately, but as a drawback, this strategy result
ed in a more fragmented genome assembly. In contrast
to L. major and T. brucei, no closure step to resolve gaps
was applied in the CL Brener T. cruzi genomic assembly. All these aspects contribute to the difference in the qual
ity of the first T. cruzi, T. brucei and Leishmania refer
ence genomes available in public databases. In this review, we will focus on T. cruzi and Leishma
nia omics, advances and challenges. The major achieve
ments in these areas are depicted in Figure. However,
a brief word on the first publications and the combined
efforts on the Tritryps is warranted. L. major and T. brucei genomes were sequenced and assembled using
a combination of a clone-by-clone approach and indi
vidual chromosome shotgun sequencing,(3,4) in which the Although structural three-way genome comparisons
among the Tritryps were somewhat limited due to the T. cruzi genome fragmentation, gene content comparisons
among the three parasites revealed a core genome of
~6,200 genes distributed in syntenic polycistronic units
containing a large number of genes transcribed from the
same DNA strand. Despite evolutionary distance, the
extent of syntenic blocks comparing T. doi: 10.1590/0074-02760200634
+ Corresponding author: akcruz@fmrp.usp.br
https://orcid.org/0000-0002-4260-4713
Received 26 December 2020
Accepted 19 February 2021 online | memorias.ioc.fiocruz.br Genomics and functional genomics in Leishmania and
Trypanosoma cruzi: statuses, challenges and perspectives aniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cruz3/+ online | memorias.ioc.fiocruz.br Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru brucei and Leish
mania genomes is impressive; 68 and 75% of the anno
tated genes are retained in the same genomic context,
and almost all of these genes, 94%, are part of the core doi: 10.1590/0074-02760200634
+ Corresponding author: akcruz@fmrp.usp.br
https://orcid.org/0000-0002-4260-4713
Received 26 December 2020
Accepted 19 February 2021 Daniella C Bartholomeu et al. Timeline showing some of the major achievements in the areas of genomics, transcriptomics and functional genomics in Leishmania and Try
panosoma cruzi. Important genomic initiatives launched before 1994 were included in a comprehensive and recent review by Ramírez, 2020.(5) Timeline showing some of the major achievements in the areas of genomics, transcriptomics and functional genomics in Leishmania and Try
panosoma cruzi. Important genomic initiatives launched before 1994 were included in a comprehensive and recent review by Ramírez, 2020.(5) meline showing some of the major achievements in the areas of genomics, transcriptomics and functional genomics in Le
nosoma cruzi. Important genomic initiatives launched before 1994 were included in a comprehensive and recent review by proteome of the three trypanosomatids.(1) In terms of gene
content, the total number of annotated protein-coding
genes was similar for T. brucei and Leishmania, ~8,000,
and significantly higher in T. cruzi, 12,000. Notably, only
32, 26 and 12% of species-specific genes were identified
in T. brucei, T. cruzi and Leishmania, respectively; their
predicted functions are clearly connected to these organ
isms’ most clear biological differences.(1) 2007, Sanger sequencing technology was used. Since
then, we have seen a notable improvement in new se
quencing technologies, which provide considerably
higher throughput and accurate short-read sequenc
ing, as well as noisy long-read sequencing. The quality
of long reads can be improved by sequencing a single
template multiple times using hairpin adaptors or using
high-quality short Illumina reads to correct long PacBio
or Nanopore reads. The use of high-quality consensus
long reads (10-100 kb) dramatically improves genome
assembly, allowing the resolution of many repetitive
regions, phasing alleles, distinguishing highly homolo
gous sequences, and identifying structural variants,
such as deletions, duplications, insertions, inversions,
and translocations. Recently, Trypanosomatid genome
projects have used both technologies, with long-read
sequencing offering assembly continuity and short-read
sequencing providing higher sequence accuracy. The
genomes of several T. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru cruzi strains, such as Berenice,
Dm28c, Bug2148, and TCC, were assembled using long
reads or a combination of long and Illumina reads, en
abling a reduction in the number of sequences generated
and improving the contiguity of the assembled genome. (10,11,12) More recently, high-quality chromosomal level
assemblies of Y and Brazil strains were obtained using
a combination of long and Illumina reads and Hi-C and
Chicago proximity-ligation libraries, improving genome
contiguity and assembly accuracy.(13) The improvement
of T. cruzi genome assemblies confirmed the compart
mentalisation of the parasite genome’s organisation. Berná et al. proposed the occurrence of two compart
ments named “core” and “disruptive” that differ in GC
content and gene composition.(10) The core compartment
comprises conserved and hypothetical genes and is syn
tenic with the T. brucei and Leishmania genomes, while
the disruptive core is composed of multigene families
encoding MASP, TcMUC, and trans-sialidase variable
surface proteins. Other multicopy gene families, such as
DGF-1, GP63, and RHS, are evenly distributed through Shortly after the publications of the Tritryp genomes,
the first comparative analysis of Leishmania genomes
was conducted between L. (Leishmania) infantum and
L. (Viannia) braziliensis with the available L. major ge
nome in 2007.(6) These species are associated with dif
ferent disease outcomes; typically, L. major leads to un
complicated cutaneous disease (LCL), L. infantum leads
to visceral disease (VL) and L. braziliensis is responsible
for the morbid mucocutaneous forms (MCL and LCL). (6) As expected, the study demonstrated the genomes to
be highly conserved at the content and synteny levels. (6) This comparative analysis contributed to unraveling
similarities and differences due to the restricted number
of species-specific genes detected; the highest number
of L. braziliensis-specific genes was 49.(6) Notably, this
study revealed that in contrast to the two Leishmania
from the subgenus Leishmania, L. braziliensis from the
Viannia subgenus contains an intact RNA-mediated in
terference pathway. The RNAi pathway was subsequent
ly shown to be functional and rapidly applied to gene
function studies.(7,8) In 2009, a critical contribution to the CL Brener T. cruzi genome sequence was the generation of a chromo
somal-level assembly by Weatherly et al.(9) A total of 41
pseudochromosomes for each CL Brener haplotype, TcII
and TcIII, were assembled based on the scaffolds gener
ated in 2005, BAC end sequences and synteny maps with
the T. brucei genome. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru Advances and difficulties in data generation and
analysis - For the first descriptions of the T. brucei,
Leishmania and T. cruzi genomes generated in 2005 and Mem Inst Oswaldo Cruz, Rio de Janeiro, Vol. 116, 2021 3|7 out the genome.(10) Wang et al.(13) proposed the occurrence
of three genomic compartments: (i) one corresponding to
the disruptive compartment described by Berná encom
passing rapidly evolving gene families associated with
immune evasion; (ii) a second compartment containing
gene families, such as TcSMUG, expressed in the vector
stage, distributed as tandem arrays and displaying mini
mal diversification; and (iii) a third compartment con
taining all other core genes. Regardless of the number
of compartments, it is clear that some T. cruzi genomic
regions evolve under strong selective pressure for diver
sification, while others exhibit low diversity.(10,13) These
improvements in T. cruzi genome assembly have allowed
a better understanding of the parasite genomic organisa
tion and disclosed the complete repertoire of genes en
coding surface proteins involved in several critical host-
parasite interactions. the gain or loss of chromosomal copies, respectively. For
a diploid genome, if the ratio chromosome median RDC/
genome median RDC is close to 1, the chromosome is
disomic; if this ratio is 1.5, or 2, the chromosome is tri
somic or tetrasomic, respectively, and so on. ,
p
y,
Allelic frequency analysis is another NGS-based ap
proach to estimate ploidy. As in RDC analysis, the ini
tial step consists of mapping NGS reads on a reference
genome. Next, the frequency of heterozygous SNPs that
have up to two and only two variants is computed. The
chromosome somy can then be inferred by computing
the proportion of reads that support each variant. In a
disomic chromosome, the same number of reads are ex
pected to support each heterozygous SNP, resulting in a
peak allele frequency of 0.5 (50%). For trisomic chromo
somes, the expected allele frequency is a combination of
0.33 and 0.66 frequencies, while in tetrasomic chromo
somes, frequencies of 0.25, 0.5 and 0.75 are expected. For monosomic chromosomes, no SNP should be identi
fied. Whenever possible, both RDC and allele frequency
approaches should be used to estimate somy, so inde
pendent evidence can be evaluated. However, the low
frequency of allele polymorphisms in many Leishmania
species/isolates may preclude allele frequency analysis,
and the chromosome somy based on NGS data is mainly
estimated by the RDC approach. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru p
It is very important to keep in mind, however, that
despite the many advances, the current sequencing
and genome assembly approaches do not have enough
resolution to generate the complete genome sequenc
ing of diploid organisms. Only more recently have as
sembler algorithms devoted to dealing with haplotype
reconstruction, i.e., set of single nucleotide variations
that distinguish chromosomal sequences from their ho
mologous pairs, been developed.(14,15) Although the use
of PacBio and Nanopore long reads by these assemblers
improves the reconstruction accuracy, haplotype assem
bly remains a complex computational task. Therefore,
for most genomes, only a mosaic haploid representation
of the genome sequence is available in public databases. This is especially relevant for T. cruzi and Leishmania
genomes, as they are prone to extensive chromosome
copy number variations.(16,17) These NGS-based methodologies and fluorescence
in situ hybridisation (FISH) analyses have been recently
used to infer ploidy in T. cruzi and Leishmania, reveal
ing that aneuploidy seems to be the rule in these organ
isms.(16,17,18) As many genomes of T. cruzi strains and
Leishmania species/strains have been sequenced, it is
now clear that these parasites display extreme chromo
some copy number variations (CCNV), a phenomenon
that affects many, if not all, chromosomes. Even within
a given parasite population, FISH analysis of Leishma
nia revealed variable chromosome ploidy among indi
vidual cells generating intrastrain heterogeneity, which
is a pattern known as mosaic aneuploidy.(18) The question
that emerged from these studies is what is the biological
meaning of these findings? Although complete haplotype reconstruction is still a
challenge, computational methodologies based on next-
generation sequencing (NGS) data have been developed
to estimate genome ploidy and chromosome “somies”,
such as allelic frequency analyses and read depth cover
age (RDC) (the average number of times a base of a ge
nome is sequenced). Both analyses require chromosom
al-level assembly of a reference genome and high RDC
provided by NGS data. Gene enrichment analysis of chromosomes consis
tently supernumerary in T. cruzi(17) suggested a possi
ble correlation between chromosome copy number and
dosage of genes involved in crucial parasite biologi
cal processes. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru brucei, sexual re
production has been previously demonstrated to occur
in their vectors.(24,25) The occurrence of recombination in
Trypanosomatids implies that genetic traits associated
with, for instance, virulence and drug resistance are not
restricted to specific subdivisions but instead can be re
combined and transferred, affecting parasite fitness and
adaptation to new niches.(26,27) Whereas fast-evolving sequencing platforms and bio
informatic tools are quickly overcoming most of the chal
lenges faced by researchers during genome sequencing,
assembly and annotation, as well as transcriptome analy
ses, gene manipulation protocols are only now experienc
ing significant improvements that will provide more sig
nificant advances in functional genomic studies. Genome manipulation tools and protocols are es
sential for any study aiming to determine gene function
and identify the elements involved in gene expression. In
the first report describing gene deletion in Leishmania,
published in 1990, it was demonstrated that the single al
lele of DHFR-TS can be replaced with high efficiency by
homologous recombination after transfection of L. major
promastigotes with linear dsDNA containing sequences
homologous to the target gene.(35) In T. cruzi, studies
based on gene manipulation began in 1991, when Lu and
Buck transfected epimastigotes with a plasmid vector in
which a sequence encoding the spliced leader (SL) repeat
was inserted upstream from the bacterial chlorampheni
col acetyltransferase (CAT) gene. Surprisingly, these au
thors succeeded in detecting CAT activity in lysates from
transfected parasites even in the absence of correct in
formation regarding the sequences required for gene ex
pression in T. cruzi. Similar to Leishmania, the first gene
deletion experiment in T. cruzi described the disruption
of only one allele of the gene encoding the flagellar ad
hesion molecule GP72 by homologous recombination.(36) Genome and transcriptome information catalysing
functional studies - A primary goal of any genome re
search is the elucidation of gene function and the mecha
nisms involved in the control of gene expression. The
combination of genomics and transcriptomics data and
analyses is greatly increasing our understanding of mo
lecular mechanisms of parasite adaptation to distinct
host environments. Due to recent advances in genomics,
we are progressing toward a more complete understand
ing of genome structure, gene function and, ultimately,
how the information encoded in an organism’s DNA
guides the synthesis of all RNA and protein molecules
to determine the characteristics of a living cell. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru A plethora of data on
differential gene expression and gene ontology analysis
permit investigation of the host and parasite responses
during infection; the available studies include a com
parative analysis of different species of Leishmania in
in vitro-infected human macrophages and a challenging
analysis of pauci-parasitic L. braziliensis human lesions. Similar studies simultaneously capturing the transcrip
tome dynamics in the parasites and host cells were re
ported for an infection time course of human fibroblasts
with two different T. cruzi strains, showing contrasting
virulence phenotypes.(32,33,34) Such studies are invaluable
for understanding parasite evasion, host response, and
parasite-driven host cell subversion. ing transcript levels, although independent aneuploidy
mechanisms of gene regulation were observed for chro
mosomes 5, 8 and 31. As the control of gene expression
in Leishmania operates at the posttranscriptional level,
changes in aneuploidy have emerged as a major adapta
tive strategy exploited by Leishmania to modulate ex
pression by altering gene dosage, allowing rapid adapta
tion to changing environments.(21) As more layers of novel information arise from com
parison of Leishmania field strains and species from dif
ferent geographical endemic areas and long-maintained
laboratory strains or drug-resistant versus drug-sensi
tive strains, an increasing number of questions emerge. Aneuploidy, chromosome-variable somy, loci-restricted
DNA amplification, and expansion and deletions in gene
arrays contribute together and to a different extent to
gene copy number variation. Some paradigmatic studies
have revealed the complexity of the genomic adaptation
of these parasites to the field environment.(22,23) These
studies and others indicate that the genomic plasticity
of Leishmania plays a role in determining phenotypic
variation and fitness gain in response to environmental
changes and challenges. Whole-genome sequencing has also provided new
insights into the population genetic structure of Try
panosomatids, demonstrating that facultative sex is a
common reproductive strategy in this group of parasites. Sequencing of 45 TcI T. cruzi field isolates from vec
tors and mammalian hosts in southern Ecuador revealed
that sexual meiotic reproduction occurs in some groups,
while in others, long-term clonality remains after epi
sodic hybridisation events. These distinct groups seem
to be genetically segregated even though they may cooc
cur in the same invertebrate and vertebrate hosts.(23) The
site of T. cruzi genetic exchange, whether it occurs in
the vector or mammalian host, remains unclear. On the
other hand, in Leishmania and in T. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru As an example, chromosome 31, which
was found to be supernumerary in the large majority
of strains and isolates analysed, is enriched with genes
involved in glycosylation and glycan biosynthesis, es
pecially the enzyme UDP-GlcNAc-dependent glycosyl
transferase, which is involved in mucin glycosylation
and crucial for many parasite interactions with inverte
brate and vertebrate hosts.(17,19) RDC analyses are based on the assumption that cov
erage is directly related to copy number. Basically, the
NGS reads are mapped on a reference chromosome se
quence, and the number of reads covering each position
or gene is computed. The number of copies of a given
gene, genomic region, or chromosome can then be esti
mated by dividing the median RDC in that region by the
median RDC of the entire genome. In the case of very re
petitive genomes, such as T. cruzi, instead of using RDC
of the whole genome as a normaliser, it is more reliable
to use the RDC of unique (single copy) genomic regions
because the reads that map to repetitive regions have low
mapping confidence.(17) It is also essential to control for
RDC variations along each chromosome sequence to
exclude segmental duplications/deletions that could bias
the median RDC value. In summary, an increase or de
crease in the median RDC of a chromosome compared
to the whole genome (or single-copy regions) indicates Recent studies have disclosed direct evidence for the
link between aneuploidy and gene expression in Leish
mania. For instance, Dumetz et al.(20) examined aneu
ploidy and gene expression in L. donovani strains under
different in vitro and in vivo conditions. The results re
vealed aneuploidy alterations among the different cul
ture and infection conditions and a positive correlation
between chromosome copy number and correspond 4|7 Daniella C Bartholomeu et al. The ideal scenario for evaluating parasite gene ex
pression within natural environments and/or concomi
tantly analysing profiles of gene expression of hosts and
parasites is currently possible. Of note, these analyses
depend on robust computational tools and genome data
of parasites and hosts. Quite informative studies on
parasite-host interactions have been reported that high
light the main differences between the transcriptomes of
Leishmania sand fly stages(30,31) by comparing organisms
maintained in vivo and in vitro. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru In addition to a poly-A tail at their 3’ end, ev
ery trypanosomatid mature mRNA possesses a common
sequence at its 5’ end, which is capped and contains the
same 39 nucleotides (not 35 nucleotides as postulated in
1985) named the spliced leader (SL). Once polycistronic
mRNAs are transcribed, coupled trans-splicing and poly
adenylation machinery, driven by polypyrimidine-rich
region sequences present within intergenic regions (IRs),
promotes the cleavage between the coding sequences and
the simultaneous insertion of the poly-A tail and SL on
upstream and downstream genes, respectively. Another
bizarre discovery is the enzyme that transcribes trypano
some mRNAs. T. brucei possesses all three RNA poly
merases and RNA polymerase II (RNA pol II) is respon
sible for the transcription of most protein-coding genes,
as in any eukaryote; however, two groups of T. brucei
protein-coding genes, VSG and PARP, are transcribed by
RNA polymerase I (RNA pol I), which, in most eukary
otes, transcribes exclusively ribosomal RNA genes. Sur
prisingly, in contrast to RNA polymerase I promoters,
no consensus sequences for RNA pol II promoters have
been identified in trypanosomatids, with the exception
of genes encoding SL transcripts. Therefore, to express
a foreign gene in T. cruzi or in Leishmania spp., IR con
taining polypyrimidine-rich sequences must be inserted
upstream and downstream from the exogenous gene in
the expression vector to allow correct trans-splicing and
polyadenylation. Moreover, as shown in early experi
ments, it is possible to express, albeit at low levels, a for
eign gene in T. cruzi or Leishmania without a transcrip
tional promoter. However, even though transcription of
endogenous protein-coding genes by RNA pol I has been
described only in T. brucei, RNA pol I promoters derived
from the ribosomal RNA locus have been successfully
used to increase the expression levels of foreign genes in
both T. cruzi and Leishmania.(40)
Since the early 1990s, major advances in our under
standing of the mechanisms controlling gene expression Gene knockout experiments are powerful tools used
to determine gene function. In contrast to T. brucei, pro
tocols that allowed reverse genetic manipulation of the
T. cruzi and Leishmania genomes have been used in a
limited number of studies that have revealed the function
of parasite genes and their roles in complex interactions
with parasite hosts. New protocols describing alterna
tive methodologies to facilitate genetic manipulation in
T. cruzi are indeed desirable. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru cruzi or in Leishmania spp., IR con
taining polypyrimidine-rich sequences must be inserted
upstream and downstream from the exogenous gene in
the expression vector to allow correct trans-splicing and
polyadenylation. Moreover, as shown in early experi
ments, it is possible to express, albeit at low levels, a for
eign gene in T. cruzi or Leishmania without a transcrip
tional promoter. However, even though transcription of
endogenous protein-coding genes by RNA pol I has been
described only in T. brucei, RNA pol I promoters derived
from the ribosomal RNA locus have been successfully
used to increase the expression levels of foreign genes in
both T. cruzi and Leishmania.(40) changes in the environment these parasites face during
their life cycles. Regulatory sequences that are present
mainly in the 3’ UTRs of mRNAs act as protein-binding
sites, and the regulatory sequences in the 3’ UTR and
RNA binding proteins (RBPs) are key factors that modu
late individual mRNA levels during the parasite life cy
cle.(37) Even before the availability of the whole genome
sequence, a combination of experimental approaches, in
cluding bioinformatics analyses and parasite transfection
with reporter genes, were used to identify elements in the
3’ UTRs of several genes that control mRNA abundance,
as well as translation. The identification of trans-acting
elements that bind to mRNA regulatory motifs requires
additional strategies, such as RNA affinity chromatog
raphy with parasite protein lysates. The development of
knockout or knockdown mutants is essential to directly
test the role of an RBP on global gene expression. In con
trast to T. brucei, in which the discovery of the RNAi
machinery allowed the testing of several RBPs, the lack
of RNAi machinery in T. cruzi(41) and all species of Leish
mania(7) from the subgenus Leishmania delayed the stud
ies in T. cruzi and Leishmania. revealed that this group of early branched eukaryotes has
developed peculiar transcription and mRNA process
ing mechanisms. Unlike most eukaryotes that transcribe
their genes into monocistronic pre-mRNAs containing
exons (coding sequences) and introns (mostly noncod
ing sequences), almost all trypanosome protein-coding
genes are intronless and transcribed into polycistronic
pre-mRNAs, which require processing into mature
mRNAs through “trans-splicing” and polyadenylation
reactions. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru For Try
panosomatids, such studies also allow us to understand
species differences that help us to make rational choices
in functional studies of pathways and gene networks rel
evant to parasite survival.(20,28,29) The study of mechanisms involved in gene expres
sion in T. cruzi and Leishmania yielded many surprises
about the Trypanosomatid family (for a review, see(37)). Although studies on the variant surface glycoprotein
(VSG) and tubulin genes showed identical 35 nucleotide
sequences added on the 5’ ends of different mRNAs from
T. brucei since 1985,(38) the coupled trans-splicing and
polyadenylation mechanisms were elucidated only after
gene manipulation protocols became well established in
this parasite.(39) A remarkable series of experiments then Mem Inst Oswaldo Cruz, Rio de Janeiro, Vol. 116, 2021 5|7 revealed that this group of early branched eukaryotes has
developed peculiar transcription and mRNA process
ing mechanisms. Unlike most eukaryotes that transcribe
their genes into monocistronic pre-mRNAs containing
exons (coding sequences) and introns (mostly noncod
ing sequences), almost all trypanosome protein-coding
genes are intronless and transcribed into polycistronic
pre-mRNAs, which require processing into mature
mRNAs through “trans-splicing” and polyadenylation
reactions. In addition to a poly-A tail at their 3’ end, ev
ery trypanosomatid mature mRNA possesses a common
sequence at its 5’ end, which is capped and contains the
same 39 nucleotides (not 35 nucleotides as postulated in
1985) named the spliced leader (SL). Once polycistronic
mRNAs are transcribed, coupled trans-splicing and poly
adenylation machinery, driven by polypyrimidine-rich
region sequences present within intergenic regions (IRs),
promotes the cleavage between the coding sequences and
the simultaneous insertion of the poly-A tail and SL on
upstream and downstream genes, respectively. Another
bizarre discovery is the enzyme that transcribes trypano
some mRNAs. T. brucei possesses all three RNA poly
merases and RNA polymerase II (RNA pol II) is respon
sible for the transcription of most protein-coding genes,
as in any eukaryote; however, two groups of T. brucei
protein-coding genes, VSG and PARP, are transcribed by
RNA polymerase I (RNA pol I), which, in most eukary
otes, transcribes exclusively ribosomal RNA genes. Sur
prisingly, in contrast to RNA polymerase I promoters,
no consensus sequences for RNA pol II promoters have
been identified in trypanosomatids, with the exception
of genes encoding SL transcripts. Therefore, to express
a foreign gene in T. REFERENCES 19. Buscaglia CA, Campo VA, Frasch ACC, Di Noia JM. Trypanoso
ma cruzi surface mucins: host-dependent coat diversity. Nat Rev
Microbiol. 2006; 4(3): 229-36. 1. El-Sayed NM, Myler PJ, Blandin G, Berriman M, Crabtree J, Ag
garwal G, et al. Comparative genomics of trypanosomatid para
sitic protozoa. Science. 2015; 309(5733): 404-9. 20. Dumetz F, Imamura H, Sanders M, Seblova V, Myskova J, Pescher
P, et al. Modulation of aneuploidy in Leishmania donovani during
adaptation to different in vitro and in vivo environments and its
impact on gene expression. mBio. 2017; 8(3): e00599-17. 2. El-Sayed NM, Myler PJ, Bartholomeu DC, Nilsson D, Aggarwal
G, Tran AN, et al. The genome sequence of Trypanosoma cruzi,
etiologic agent of Chagas disease. Science. 2015; 309(5733): 409-15. 21. Iantorno SA, Durrant C, Khan A, Sanders MJ, Beverley SM, War
ren WC, et al. Gene expression in Leishmania is regulated pre
dominantly by gene dosage. mBio. 2017; 8(5): e01393-17. 3. Ivens AC, Peacock CS, Worthey EA, Murphy L, Aggarwal G,
Berriman M, et al. The genome of the kinetoplastid parasite,
Leishmania major. Science. 2015; 309(5733): 436-42. 22. Ubeda JM, Raymond F, Mukherjee A, Plourde M, Gingras H, Roy
G, et al. Genome-wide stochastic adaptive DNA amplification at
direct and inverted DNA repeats in the parasite Leishmania. PLoS
Biol. 2014; 12(5): e1001868. 4. Berriman M, Ghedin E, Hertz-Fowler C, Blandin G, Renauld H,
Bartholomeu DC, et al. The genome of the African trypanosome
Trypanosoma brucei. Science. 2015; 309(5733): 416-22. 5. Ramirez JL. Trypanosoma cruzi genome 15 years later: what has
been accomplished? Trop Med Infect Dis. 2020; 5(3): 129. 23. Schwabl P, Imamura H, Van den Broeck F, Costales JA, Mai
guashca-Sánchez J, Miles MA, et al. Meiotic sex in Chagas dis
ease parasite Trypanosoma cruzi. Nat Commun. 2019; 10(1): 3972. 6. Peacock CS, Seeger K, Harris D, Murphy L, Ruiz JC, Quail MA,
et al. Comparative genomic analysis of three Leishmania species
that cause diverse human disease. Nat Genet. 2007; 39(7): 839-47. 24. Akopyants NS, Kimblin N, Secundino N, Patrick R, Peters N,
Lawyer P, et al. Demonstration of genetic exchange during cycli
cal development of Leishmania in the sand fly vector. Science. 2009; 324(5924): 265-8. 7. Lye LF, Owens K, Shi H, Murta SM, Vieira AC, Turco SJ, et al. Retention and loss of RNA interference pathways in trypanoso
matid protozoans. PLoS Pathog. 2010; 6(10): e1001161. 25. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru A major improvement that
has allowed for better control of genetic manipulation in
these parasites was the development of inducible expres
sion of gene products using the tetracycline repressor. This system, initially developed for T. brucei, requires
the generation of transgenic parasites that express the
tetracycline repressor from Escherichia coli. Although
tetracycline-dependent expression of a reporter gene
cloned downstream from the tet operator(42) has been suc
cessfully described in T. cruzi,(41) to date, this methodol
ogy has not been widely used to control exogenous gene
expression in either T. cruzi or Leishmania. We now have
a much broader collection of vectors that can be used to
perform genetic manipulation in T. cruzi and Leishma
nia, including vectors containing sequences that allow
the integration of the transfected gene into different loci
of the parasite genome. The most recent improvement in
our capacity to perform studies involving genome ma
nipulation in these parasites came with CRISPR/Cas9
technology. Due to the efforts made by a somewhat lim
ited number of research groups, highly efficient gene
manipulation protocols based on CRISPR/Cas9 technol
ogy have been developed for T. cruzi and Leishmania,
enabling the generation of mutant parasite cell lines with
targeted sequence modifications in their genomes in days
instead of months.(43,44,45,46,47,48) Using CRISPR/Cas9, al
terations in the genome can be created more precisely
and more efficiently due to the induction of site-specific
double-strand breaks (DSBs) caused by the RNA-guided
Cas9 endonuclease. If a donor DNA template is provided,
DSBs are efficiently repaired by the parasite homolo Since the early 1990s, major advances in our under
standing of the mechanisms controlling gene expression
in T. cruzi and Leishmania have been made due to ex
periments involving transfection of exogenous DNA into
parasites by conventional electroporation. More recently,
a new transfection methodology named nucleofection
using the Amaxa Nucleofector system resulted in con
siderably improved transfection efficiency. These gene
manipulation studies, performed mainly with T. cruzi
epimastigotes and Leishmania promastigotes, also re
vealed unique gene expression mechanisms. As a con
sequence of polycistronic transcription of protein-coding
genes, which are constitutively transcribed, as well as
the absence of sequences controlling transcription initia
tion, it became clear that T. cruzi and Leishmania genes
must be posttranscriptionally regulated in response to the Daniella C Bartholomeu et al. 6|7 13. Wang W, Peng D, Baptista RP, Li Y, Kissinger JC, Tarleton RL. ACKNOWLEDGEMENTS 17. Reis-Cunha JL, Rodrigues-Luiz GF, Valdivia HO, Baptista RP,
Mendes TA, de Morais GL, et al. Chromosomal copy number vari
ation reveals differential levels of genomic plasticity in distinct
Trypanosoma cruzi strains. BMC Genomics. 2015; 16(1): 499. To our colleagues for many inspiring discussions and con
tributions and apologise for those whose work was not cited
here due to space limitations. 18. Sterkers Y, Lachaud L, Crobu L, Bastien P, Pagès M. FISH analysis
reveals aneuploidy and continual generation of chromosomal mosa
icism in Leishmania major. Cell Microbiol. 2011; 13(2): 274-83. Daniella C Bartholomeu1, Santuza Maria Ribeiro Teixeira2, Angela Kaysel Cru Strain-specific genome evolution in Trypanosoma cruzi, the agent
of Chagas disease. PLoS Pathog. 2021; 17(1): e1009254. gous recombination DNA repair machinery, allowing not
only target gene deletion but also sequence replacement
that facilitates characterisation of functional domains in
protein-coding genes as well as noncoding regulatory
sequences.(49) Importantly, together with high-through
put DNA/RNA sequencing technologies, CRISPR/Cas9
genome editing will allow genome-wide studies, which
will produce a shift towards a global perspective on gene
function studies with the examination of the expression
and biological roles of gene networks in different stages
of the parasite life cycle and under different contexts of
host parasite interactions. 14. Sankararaman A, Vikalo H, Baccelli F. ComHapDet: a spatial
community detection algorithm for haplotype assembly. BMC
Genomics. 2020; 21(Suppl. 9): 586. 15. Majidian S, Kahaei MH, de Ridder D. Hap10: reconstructing ac
curate and long polyploid haplotypes using linked reads. BMC
Bioinformatics. 2020; 21(1): 253. 16. Rogers MB, Hilley JD, Dickens NJ, Wilkes J, Bates PA, Depledge
DP, et al. Chromosome and gene copy number variation allow ma
jor structural change between species and strains of Leishmania. Genome Res. 2011; 21(12): 2129-42. AUTHORS’ CONTRIBUTION All authors wrote and approved the final manuscript. REFERENCES Jenni L, Marti S, Schweizer J, Betschart B, Le Page RW, Wells
JM, et al. Hybrid formation between African trypanosomes dur
ing cyclical transmission. Nature. 1986; 322(6075): 173-5. 8. de Paiva RM, Grazielle-Silva V, Cardoso MS, Nakagaki BN,
Mendonça-Neto RP, Canavaci AM, et al. Amastin knockdown
in Leishmania braziliensis affects parasite-macrophage interac
tion and results in impaired viability of intracellular amastigotes. PLoS Pathog. 2015; 11(12): e1005296. 26. Lewis MD, Llewellyn MS, Yeo M, Acosta N, Gaunt MW, Mikes
MA. Recent, Independent and anthropogenic origins of Trypano
soma cruzi hybrids. PLoS Negl. Trop Dis. 2011; 5(10): e1363. 9. Weatherly DB, Boehlke C, Tarleton RL. Chromosome level as
sembly of the hybrid Trypanosoma cruzi genome. BMC Genom
ics. 2009; 10: 255. 27. Balmer O, Beadell JS, Gibson W, Caccone A. Phylogeography
and taxonomy of Trypanosoma brucei. PLoS Negl Trop Dis. 2011; 5(2): e961. 10. Berná L, Rodriguez M, Chiribao ML, Parodi-Talice A, Pita S, Rijo
G, et al. Expanding an expanded genome: long-read sequencing of
Trypanosoma cruzi. Microb Genom. 2018; 4(5): e000177. 28. Fiebig M, Kelly S, Gluenz E. Comparative life cycle transcrip
tomics revises Leishmania mexicana genome annotation and links
a chromosome duplication with parasitism of vertebrates. PLoS
Pathog. 2015; 11(10): e1005186. 11. Callejas-Hernández F, Rastrojo A, Poveda C, Gironès N, Fresno
M. Genomic assemblies of newly sequenced Trypanosoma cruzi
strains reveal new genomic expansion and greater complexity. Sci
Rep. 2018; 8(1): 14631. 29. Prieto Barja P, Pescher P, Bussotti G, Dumetz F, Imamura H, Ke
dra D, et al. Haplotype selection as an adaptive mechanism in the
protozoan pathogen Leishmania donovani. Nat Ecol Evol. 2017;
1(12): 1961-9. 12. Díaz-Viraqué F, Pita S, Greif G, de Souza RCM, Iraola G, Robello
C. Nanopore sequencing significantly improves genome assembly
of the protozoan parasite Trypanosoma cruzi. Genome Biol Evol. 2019; 11(7): 1952-7. 30. Inbar E, Hughitt VK, Dillon LA, Ghosh K, El-Sayed NM, Sacks
DL. The transcriptome of Leishmania major developmental stages
in their natural sand fly vector. mBio. 2017; 8(2): e00029-17. Mem Inst Oswaldo Cruz, Rio de Janeiro, Vol. 116, 2021 7|7 31. Fernandes MC, Dillon LA, Belew AT, Bravo HC, Mosser DM, El-
Sayed NM. Dual transcriptome profiling of Leishmania-infected
human macrophages reveals distinct reprogramming signatures. mBio. 2016; 7(3): e00027-16. 40. DaRocha WD, Silva RA, Bartholomeu DC, Pires SF, Freitas JM,
Macedo AM, et al. Expression of exogenous genes in Trypanoso
ma cruzi: improving vectors and electroporation protocols. Para
sitol Res. REFERENCES 2004; 92(2): 113-20. 32. Li Y, Shah-Simpson S, Okrah K, Belew AT, Choi J, Caradonna
KL, et al. Transcriptome remodeling in Trypanosoma cruzi and
human cells during intracellular infection. PLoS Pathog. 2016;
12(4): e1005511. 41. DaRocha WD, Otsu K, Teixeira SM, Donelson JE. Tests of cyto
plasmic RNA interference (RNAi) and construction of a tetracy
cline-inducible T7 promoter system in Trypanosoma cruzi. Mol
Biochem Parasitol. 2004; 133(2): 175-86. 42. Wirtz E, Leal S, Ochatt C, Cross GA. A tightly regulated inducible
expression system for conditional gene knock-outs and dominant-
negative genetics in Trypanosoma brucei. Mol Biochem Parasitol. 1999; 99(1): 89-101. 33. Belew AT, Junqueira C, Rodrigues-Luiz GF, Valente BM, Oliveira
AER, Polidoro RB, et al. Comparative transcriptome profiling of
virulent and non-virulent Trypanosoma cruzi underlines the role
of surface proteins during infection. PLoS Pathog. 2017; 13(12):
e1006767. 43. Peng D, Kurup SP, Yao PY, Minning TA, Tarleton RL. CRISPR-
Cas9-mediated single-gene and gene family disruption in Try
panosoma cruzi. mBio. 2014; 6(1): e02097-14. 34. Oliveira AER, Pereira MCA, Belew AT, Ferreira LRP, Pereira
LMN, Neves EGA, et al. Gene expression network analyses dur
ing infection with virulent and avirulent Trypanosoma cruzi
strains unveil a role for fibroblasts in neutrophil recruitment and
activation. PLoS Pathog. 2020; 16(8): e1008781. 44. Zhang WW, Matlashewski G. CRISPR-Cas9-mediated genome
editing in Leishmania donovani. mBio. 2015; 6(4): e00861. 45. Sollelis L, Ghorbal M, MacPherson CR, Martins RM, Kuk N, Cro
bu L, et al. First efficient CRISPR-Cas9-mediated genome editing
in Leishmania parasites. Cell Microbiol. 2015; 17(10): 1405-12. 35. Cruz AK, Titus R, Beverley SM. Plasticity in chromosome num
ber and testing of essential genes in Leishmania by targeting. Proc
Natl Acad Sci USA. 1993; 90(4): 1599-603. 46. Lander N, Li ZH, Niyogi S, Docampo R. CRISPR/Cas9-induced
disruption of paraflagellar rod protein 1 and 2 genes in Trypano
soma cruzi reveals their role in flagellar attachment. mBio. 2015;
6(4): e01012. 36. Cooper R, de Jesus AR, Cross GA. Deletion of an immunodomi
nant Trypanosoma cruzi surface glycoprotein disrupts flagellum-
cell adhesion. J Cell Biol. 1993; 122(1): 149-56. 37. Teixeira SM, daRocha WD. Control of gene expression and genet
ic manipulation in the Trypanosomatidae. Genet Mol Res. 2003;
2(1): 148-58. 47. Beneke T, Madden R, Makin L, Valli J, Sunter J, Gluenz E. A
CRISPR Cas9 high-throughput genome editing toolkit for kineto
plastids. R Soc Open Sci. 2017; 4(5): 170095. 38. Sather S, Agabian N. REFERENCES A 5’ spliced leader is added in trans to both
alpha- and beta-tubulin transcripts in Trypanosoma brucei. Proc
Natl Acad Sci USA. 1985; 82(17): 5695-9. 48. Burle-Caldas GA, Soares-Simões M, Lemos-Pechnicki L, Da
Rocha WD, Teixeira SMR. Assessment of two CRISPR-Cas9 ge
nome editing protocols for rapid generation of Trypanosoma cruzi
gene knockout mutants. Int J Parasitol. 2018; 48(8): 591-6. 39. Ullu E, Matthews KR, Tschudi C. Temporal order of RNA-pro
cessing reactions in trypanosomes: rapid trans splicing precedes
polyadenylation of newly synthesized tubulin transcripts. Mol
Cell Biol. 1993; 13(1): 720-5. 49. Burle-Caldas GA, Grazielle-Silva V, Laibida LA, DaRocha WD,
Teixeira SM. Expanding the tool box for genetic manipulation of
Trypanosoma cruzi. Mol Biochem Parasitol. 2015; 203(1-2): 25-33.
|
https://openalex.org/W4383196698
|
https://www.qeios.com/read/V86ZGI/pdf
|
English
| null |
Review of: "Which sociocultural determinants of pre-drinking amongst undergraduate university students influence motivation"
| null | 2,023
|
cc-by
| 280
|
Qeios, CC-BY 4.0 · Review, July 6, 2023 Qeios ID: V86ZGI · https://doi.org/10.32388/V86ZGI Review of: "Which sociocultural determinants of pre-drinking
amongst undergraduate university students influence
motivation" Olanrewaju O.P. Ajakaiye1 Olanrewaju O.P. Ajakaiye1 1 Landmark University Potential competing interests: No potential competing interests to declare. Yes This is a well researched and articulately presented paper, however, I observed as follows: This is a well researched and articulately presented paper, however, I observed as follows: 1. The paper title can be framed as: sociocultural determinants of pre-drinking and drinking games amongst
undergraduate university students 1. The paper title can be framed as: sociocultural determinants of pre-drinking and drinking games amongst
undergraduate university students The influence and motivation should be proven in the paper. Since there is determinant in the title, no need to add
influence and motivation. The influence and motivation should be proven in the paper. Since there is determinant in the title, no need to add
influence and motivation. 2. Since the study is looking at Undergraduates, can university policies on alcohol consumption be included. This is to tell
us if the University is predisposed to such social issue? 3. What is the country's law saying about alcohol consumption among young people. 4. What role does parent, guardian and care givers or anyone older than them, aside their peers that they had contact
with before their university experience. 5. The social cultural aspect of the paper us not empirical enough. You can not base sociocultural on peers alone, without
considering the influence of other social Institutions. 6. The limitations of the study was not reported. 6. The limitations of the study was not reported. Qeios ID: V86ZGI · https://doi.org/10.32388/V86ZGI 1/1
|
https://openalex.org/W4234237834
|
https://www.zora.uzh.ch/id/eprint/195481/1/2020_Schiedung_bg-17-6457-2020.pdf
|
English
| null |
Vertical mobility of pyrogenic organic matter in soils: A column experiment
| null | 2,020
|
cc-by
| 16,387
|
Zurich Open Repository and
Archive Zurich Open Repository and
Archive
University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch Year: 2020 g
y p
Schiedung, Marcus; Bellè, Severin-Luca; Sigmund, Gabriel; Kalbitz, Karsten; Abiven, Samuel (2020). Vertical
mobility of pyrogenic organic matter in soils: a column experiment. Biogeosciences, 17(24):6457-6474.
DOI: https://doi.org/10.5194/bg-17-6457-2020 Correspondence: Samuel Abiven (abiven@biotite.ens.fr) Correspondence: Samuel Abiven (abiven@biotite.ens.fr) Received: 16 July 2020 – Discussion started: 3 August 2020 Received: 16 July 2020 – Discussion started: 3 August 2020 Received: 16 July 2020 – Discussion started: 3 August 2020
Revised: 11 November 2020 – Accepted: 11 November 2020 – Published: 22 December 2020 eceived: 16 July 2020 – Discussion started: 3 August 2020
evised: 11 November 2020 – Accepted: 11 November 2020 – Published: 22 December 2020 Revised: 11 November 2020 – Accepted: 11 November 2020 – Published: 22 December 2020 Abstract. Pyrogenic organic matter (PyOM) is a major and
persistent component of soil organic matter, but its mobility
and cycling in soils is largely unknown. We conducted a col-
umn experiment with a topsoil and subsoil of a sand and a
sandy loam to study the mobility of highly 13C labeled rye-
grass PyOM (> 2.8 at. %), applied as a layer on a 7 cm long
soil column, under saturated conditions. Further, we used
fresh and oxidized PyOM (accelerated aging with H2O2) to
identify changes in its migration through the soil with aging
and associated surface oxidation. Due to the isotopic signa-
ture, we were able to trace the PyOM carbon (PyOM-C) in
the soil columns, including density fractions, its effect on na-
tive soil organic carbon (nSOC) and its total export in perco-
lates sequentially sampled after 1000–18 000 Lm−2. In total,
4 %–11 % of the added PyOM-C was mobilized and < 1 %
leached from the columns. The majority of PyOM-C was mo-
bilized with the first flush of 1000 Lm−2 (51 %–84 % of ex-
ported PyOM-C), but its export was ongoing for the sandy
soil and the loamy subsoil. Oxidized PyOM showed a 2–7
times higher mobility than fresh PyOM. In addition, 2-fold
higher quantities of oxidized PyOM-C were leached from the
sandy soil compared to the loamy soil. Besides the higher
mobility of oxidized PyOM, its retention in both soils in-
creased due to an increased reactivity of the oxidized PyOM
surfaces and enhanced the interaction with the soil mineral
phase. Density fractionation of the upper 0–2.3 cm, below the PyOM application layer, revealed that up to 40 % of the
migrated PyOM was associated with the mineral phase in
the loamy soil, highlighting the importance of mineral inter-
action for the long-term fate of PyOM in soils. Correspondence: Samuel Abiven (abiven@biotite.ens.fr) The nSOC
export from the sandy soil significantly increased by 48 %–
270 % with addition of PyOM compared to the control, while
no effect was found for the loamy soil after the whole perco-
lation. Due to its high sorption affinity towards the soil min-
eral phase, PyOM can mobilize mineral-associated soil or-
ganic matter in coarse-textured soils, where organo-mineral
interactions are limited, while finer-textured soils have the
ability to re-adsorb the mobilized soil organic matter. Our
results show that the vertical mobility of PyOM in soils is
limited to a small fraction. Aging (oxidation) increases this
fraction but also increases the PyOM surface reactivity and
thus its long-term retention in soils. Moreover, the migration
of PyOM affects the cycling of nSOC in coarse soils and thus
influences the carbon cycle of fire-affected soils. Vertical mobility of pyrogenic organic matter in soils: a column experiment Schiedung, Marcus ; Bellè, Severin-Luca ; Sigmund, Gabriel ; Kalbitz, Karsten ; Abiven, Samuel DOI: https://doi.org/10.5194/bg-17-6457-2020 DOI: https://doi.org/10.5194/bg-17-6457-2020 Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-195481
Journal Article
Published Version
The following work is licensed under a Creative Commons: Attribution 4. Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-195481
Journal Article
Published Version Originally published at:
Schiedung, Marcus; Bellè, Severin-Luca; Sigmund, Gabriel; Kalbitz, Karsten; Abiven, Samuel (2020). Vertical
mobility of pyrogenic organic matter in soils: a column experiment. Biogeosciences, 17(24):6457-6474. DOI: https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020
https://doi.org/10.5194/bg-17-6457-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License. 1
Introduction Pyrogenic organic matter (PyOM) is a product of artificial
(biochar) or wildfire-induced incomplete combustion. It is
one of the oldest global organic carbon (C) pools with res-
idence times of several millennia (Coppola et al., 2018; Vertical mobility of pyrogenic organic matter in soils:
a column experiment Marcus Schiedung1, Severin-Luca Bellè1, Gabriel Sigmund2, Karsten Kalbitz3, and Samuel Abiven1,4,5 1Department of Geography, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland
2Department of Environmental Geosciences, Centre for Microbiology and Environmental Systems Science,
University of Vienna, Althanstrasse 14, 1090 Vienna, Austria
3Institute of Soil Science and Site Ecology, Technische Universität Dresden, Pienner Straße 19, 01737 Tharandt, Germa
4L b
t i
d Gé l
i
CNRS
É
l
l
é i
PSL U i
it
I
tit t Pi
Si
L
l 1Department of Geography, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland
2Department of Environmental Geosciences, Centre for Microbiology and Environmental Systems Science,
University of Vienna, Althanstrasse 14, 1090 Vienna, Austria 1Department of Geography, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland
2Department of Environmental Geosciences, Centre for Microbiology and Environmental Systems Science,
University of Vienna, Althanstrasse 14, 1090 Vienna, Austria
3Institute of Soil Science and Site Ecology, Technische Universität Dresden, Pienner Straße 19, 01737 Tharandt, Germ
4Laboratoire de Géologie, CNRS – École normale supérieure, PSL University, Institut Pierre Simon Laplace,
Rue Lhomond 24, 75005 Paris, France
5 3Institute of Soil Science and Site Ecology, Technische Universität Dresden, Pienner Straße 19, 01737 Tharandt, Germany
4Laboratoire de Géologie, CNRS – École normale supérieure, PSL University, Institut Pierre Simon Laplace,
Rue Lhomond 24, 75005 Paris, France 5CEREEP-Ecotron Ile De France, ENS, CNRS, PSL University, Chemin de busseau 11,
77140 Saint-Pierre-lès-Nemours, France 5CEREEP-Ecotron Ile De France, ENS, CNRS, PSL University, Chemin de busseau 11,
77140 Saint-Pierre-lès-Nemours, France M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen The quanti-
ties and drivers controlling the vertical PyOM mobility in
dissolved or particulate form in soils, its effect on non-fire-
derived SOC during its migration, and the influence of aging
are not well understood so far. This is limiting our under-
standing of the fate of PyOM in the terrestrial C cycle. Between the continuum of terrestrial and aquatic ecosys-
tems, PyOM is continuously exported from soils to rivers
with less seasonality compared to non-fire-derived soil or-
ganic matter (Dittmar et al., 2012a; Hockaday et al., 2007;
Wagner et al., 2018). Globally, dissolved PyOM contributes
to 0.1 %–15 % of the total riverine and marine dissolved or-
ganic carbon (DOC) pool (Coppola and Druffel, 2016; Jones
et al., 2020). Furthermore, the quantity of dissolved PyOM
in rivers was found to be decoupled from the fire history of
the watershed (Ding et al., 2013; Santos et al., 2017), which
indicates that soils are an important intermediate storage for
PyOM in the terrestrial system prior to its export to aquatic
ecosystems (Abiven and Santín, 2019; Bird et al., 2015; San-
tín et al., 2016). In soils, PyOM contributes globally to 14 % (0 %–60 %) of
the total soil organic carbon (SOC), which makes it one of the
main components of organic matter (OM) in soils (Reisser et
al., 2016). Pyrogenic organic matter is found with residence
times in soils of several centuries to millennia, which is much
more than the average age of SOC and is mainly attributed to
its condensed and aromatic composition and thus increased
stability against degradation (Kuzyakov et al., 2014; Santos
et al., 2012; Schmidt et al., 2011; Singh et al., 2012). Within
the soil profile, PyOM contents can increase with depth, in-
dicating that vertical transport determines its long-term fate
in soils and terrestrial ecosystems (Hobley, 2019; Soucémar-
ianadin et al., 2019). g
y
y
In this study, we assessed the vertical PyOM mobility by
conducting saturated soil column experiments (7 cm length)
with flow interruption. To trace mobilized PyOM, we applied
highly 13C labeled (> 2.8 at. % in excess) ryegrass PyOM-
carbon (PyOM-C) on a topsoil and subsoil of a sand and
sandy loam and determined the effect of soil properties on
the PyOM mobility. Moreover, we compared the vertical mo-
bility of fresh and oxidized PyOM (accelerated aging with
H2O2) to identify changes in its mobility with aging and
associated surface oxidation. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen 6458 Masiello and Druffel, 1998) and an annual global produc-
tion from wildfires of 196–349 Tg of carbon (Jones et al.,
2019). After a wildfire, around 12 %–27 % of the initially
burned biomass can remain as PyOM on the site of burn-
ing (Santín et al., 2015). It can directly enter the soils or
can be transported laterally via mass transport prior to incor-
poration. Mass transport of PyOM mainly occurs during the
first rain event after a fire, resulting in a translocation and re-
deposition within the landscape and eventually in a PyOM
burial at depositional sites (Abney et al., 2019; Cotrufo et
al., 2016; Rumpel et al., 2015). In addition to this natural-
wildfire-derived PyOM, artificially produced biochar is used
as agricultural soil amendment to improve soil properties and
is recognized as a C sequestration strategy to mitigate climate
change (Lehmann, 2007). interactions of PyOM with the soil mineral phase, which
further depend on soil properties such as texture, pH and
Fe/Al-(hydr-)oxides content (Hobley, 2019; Pignatello et al.,
2015). In addition, PyOM is interacting with non-fire-derived
OM and influences its mobility by direct sorption and sta-
bilization on PyOM surfaces (Jiang et al., 2019; Mukherjee
and Zimmerman, 2013). However, due to its high molec-
ular weight (rich in aromatic compounds), PyOM has a
strong sorption affinity to the soil mineral phase (Kaiser and
Guggenberger, 2000). This can result in a mobilization of
non-fire-derived and less adsorbing OM that is already ad-
sorbed on the soil mineral surfaces (Jiang et al., 2016; Oren
and Chefetz, 2012; Zhang et al., 2017). Biotic and abiotic oxidation alter the surface reactiv-
ity of PyOM by increasing the abundance of oxygen-
and hydrogen-containing functional groups (e.g., carboxylic
groups) and thus influencing its properties over time and with
aging. Aging of PyOM is reported to enhance its water sol-
ubility and thus its mobility in soils with vertical percolation
(Abiven et al., 2011; Wagner et al., 2017). However, only
a small fraction of the total PyOM (< 1%) was found to
be solubilized and transported in soils (Abiven et al., 2011;
Maestrini et al., 2014; Major et al., 2010). In addition, it is
reported that PyOM found in fire-affected watersheds under-
went aging processes in soil prior to its export from the soils
to the riverine system (Hockaday et al., 2006). https://doi.org/10.5194/bg-17-6457-2020 Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 2
Materials and methods resolution) by using diffuse reflectance infrared Fourier-
transformed (DRIFT) spectroscopy (TENSOR 27 spec-
trophotometer, Bruker, Fällanden, Switzerland). Figure 1
shows the differences in the spectra of oxidized and fresh
PyOM for the three PyOM batches, indicating an overall in-
crease in O- and H-containing functional groups after the
PyOM oxidation (increases in absorbance at A, C, E and G;
Chatterjee et al., 2012; Keiluweit et al., 2010; Wood, 1988),
loss of aliphatic compounds (decrease in absorbance at B and
H; Chatterjee et al., 2012; Keiluweit et al., 2010), a shift in
aromaticity (increase at C and decrease at D) and decarbon-
ation (decreases at D and H; Rechberger et al., 2017); see
Fig. S2 in the Supplement for all spectra. 2.3
Soil column setup and percolation Columns of 11 cm length and 2.5 cm diameter were loaded
with 49.0–57.5 g of soil to reach a bulk density of 1.4 ±
0.1 gcm−3. The columns were loaded (from bottom to top)
with 1.5 cm of decarbonized and combusted quartz sand,
7 cm soil, 1 cm of a soil–PyOM mixture and 1 cm quartz
sand. The soil–PyOM mixture contained 0.5 g of PyOM
and 4.5 g of soil for each column, which is equivalent to
11 tPyOMha−1 input on the soil surface. Control columns
without addition of PyOM were packed with 8 cm of soil. For
each soil, four replicates with addition of fresh and oxidized
PyOM and controls were used. The columns were packed
dry and saturated from the bottom using a 0.01 M CaCl2
solution with a flow of 0.1–0.2 mLmin−1. The percolation
was conducted with 0.01 M CaCl2 from the top using Mar-
iotte’s bottles for a constant pressure head and an adjusted
flow of 2 mLmin−1. In total, 8640 mL (on average 590 ± 7
soil pore volumes) was percolated through each column over
5 d. Subsamples of 200 mL were sequentially sampled after
a percolation of 480, 1440, 3840, 6240 and 8640 mL. This
is equivalent to 1000, 3000, 8000, 13 000 and 18 000 Lm−2. The percolation was stopped for 3–5 h (flow interruption)
during the sampling, but the columns were continuously sat-
urated. The experiment was conducted at room temperature
and the columns were protected from light to avoid photo-
degradation. The percolated samples were not filtered to re-
duce the risk of sample cross contamination or losses. There-
fore, the percolates contained the total mobile fraction of
PyOM and nSOC including colloidal and dissolved forms. 2.1
Soils Topsoils (0–10 cm) and subsoils (40–60 cm) of a sand
and a sandy loam, hereafter sandy and loamy soil,
were used to obtain a range of texture and SOC con-
tents between 2.64–21.91 gCkg−1 (Table 1). The sandy
soil was sampled from an Entic Podzol near Gifhorn
(55◦22′44.0′′ N; 10◦25′224.5′′ E), Germany, under pine for-
est (Pinus sylvestris). The loamy soil was sampled from a
Haplic Luvisol east of Eiken (47◦32′33.5′′ N; 8◦00′31.5′′ E),
Switzerland, under mixed forest dominated by beech (Fagus
sylvatica). Both sites are similar in terms of mean annual
temperature (sandy soil = 8.8 ◦C and loamy soil = 10.0 ◦C)
and mean annual precipitation (sandy soil = 620 mm and
loamy soil = 780 mm). All soil samples were dried at 40 ◦C
over night and sieved to < 2mm. The three batches of ryegrass PyOM varied in C content,
δ13C, O : C, H : C ratios and DRIFT spectra (particularly
batch 3). This can be attributed to growing differences even
under similar and controlled conditions. To take into account
the variability, all calculations are based on the individual C
and δ13C values (Table 2). The pH was lower in the sandy topsoil (3.4 ± 0.1) com-
pared to the loamy topsoil (5.3 ± 0.1) but similar in both
subsoils with 4.1 ± 0.1 and 4.0 ± 0.1, respectively. Oxalate-
extractable amorphous Fe and Al (hydr)oxides (Fe(o) and
Al(o)) contents were higher in the loamy soil compared to
the sandy soil (Table 1). The soils further differed in the SOC
distribution between free particulate organic matter (fPOM)
and mineral-associated organic matter (MAOM) obtained
by density fractionation (see Sect. 2.4 for procedure). The
MAOM fraction contained 82.8 ± 0.2 % and 85.7 ± 1.0 % of
the SOC in the loamy topsoil and subsoil, respectively. The
sandy topsoil contained 73.2 ± 0.6 % of the SOC as fPOM. In the sandy subsoil, the fPOM contributed to 41.1 ± 0.8 %
of the SOC. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen Using highly 13C labeled rye-
grass PyOM under these controlled conditions allowed us,
on the one hand, to trace even small proportions of mobi-
lized PyOM-C in soils and PyOM-C potentially exported to
aquatic ecosystems and, on the other hand, to detect changes
in the native soil organic carbon (nSOC) mobility. We hy-
pothesized that (i) PyOM is continuously exported from the
soil but its rate decreases over time, (ii) a higher degree of
oxidation (aging) increases the mobility of PyOM through
soils, (iii) PyOM can be retained in soils during its migra-
tion and (iv) PyOM migration through the soil influences the
nSOC mobility. Pyrogenic organic matter and non-fire-derived OM differ
in biological (e.g., degradability), physical and chemical in-
teractions in soils (Bird et al., 2015; Pingree and DeLuca,
2017). Pyrolysis affects the chemical and physical properties
of the feedstock organic matter, which results in a high poros-
ity and larger surface areas depending on the fuel biomass,
duration and production temperature (Hammes and Abiven,
2013; Lehmann et al., 2015; Preston and Schmidt, 2006). The feedstock is one of the major precursors, and PyOM de-
rived from grass, for example, is reported with smaller and
lighter particles compared to wood-derived PyOM (Saiz et
al., 2018). The chemical composition, physical properties
and the particle size control the mobility in soils and the https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6459 https://doi.org/10.5194/bg-17-6457-2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6460 Table 1. Soil texture, total organic carbon (TOC), δ13C, pH, electrical conductivity (EC), oxalate-extractable Fe(o) and Al(o), and density
ractions (free particulate organic matter, fPOM; and mineral-associated organic matter, MAOM) for the topsoil (0–10 cm depth) and subsoil
40–60 cm) of the loamy and sandy soil (±1 SE). See Sect. 2.4 for methods. Table 1. Soil texture, total organic carbon (TOC), δ13C, pH, electrical conductivity (EC), oxalate-extractable Fe(o) and Al(o), and density
fractions (free particulate organic matter, fPOM; and mineral-associated organic matter, MAOM) for the topsoil (0–10 cm depth) and subsoil
(40–60 cm) of the loamy and sandy soil (±1 SE). See Sect. 2.4 for methods. Table 1. Soil texture, total organic carbon (TOC), δ13C, pH, electrical conductivity (EC), oxalate-extractable Fe(o) and Al(o), and density
fractions (free particulate organic matter, fPOM; and mineral-associated organic matter, MAOM) for the topsoil (0–10 cm depth) and subsoil
(40–60 cm) of the loamy and sandy soil (±1 SE). See Sect. 2.4 for methods. Soil depth
Texture∗
TOC
δ13C
pH (CaCl2)
EC (CaCl2)
Fe(o)
Al(o)
Density fractions
[cm]
[%]
[gkg−1 soil]
[‰]
[−]
[mScm−1]
[gkg−1]
[gkg−1]
[% of total SOC]
Sand
Silt
Clay
fPOM
MAOM
Loamy
soil
0–10
65
22
13
20.14
(0.67)
−29.1
(0.2)
5.3
(0.1)
2.33
(0.01)
1.85
(0.17)
1.30
(0.17)
17.2
(0.2)
82.8
(0.2)
40–60
62
23
15
5.66
(0.18)
−28.9
(0.2)
4.0
(0.1)
2.35
(0.03)
2.12
(0.10)
1.99
(0.15)
14.3
(1.0)
85.7
(1.0)
Sandy
soil
0–10
88
5
7
21.91
(0.01)
−28.8
(0.1)
3.4
(0.1)
2.45
(0.01)
1.01
(0.12)
0.43
(0.03)
73.2
(0.6)
26.9
(0.6)
40–60
92
3
5
2.64
(0.08)
−30.1
(0.2)
4.1
(0.1)
2.34
(0.01)
0.93
(0.04)
0.83
(0.10)
41.1
(0.8)
58.9
(0.8)
∗According to WRB texture classes. Table 2. Total C, δ13C, O : C and H : C ratios of PyOM used for the corresponding soil column experiment (±1 SE). See Sect. 2.4 for
methods. Table 2. Total C, δ13C, O : C and H : C ratios of PyOM used for the corresponding soil column experim
methods. Table 2. Total C, δ13C, O : C and H : C ratios of PyOM used for the corresponding soil column experiment (±1 SE). See Se
methods. PyOM
Soil
Type
Total C
δ13C
O : C
H : C
[%]
[‰]
[−]
[−]
1. Loamy
Fresh
40.6 (0.8)
4136 (5)
0.51
0.71
topsoil
Oxidized
42.1 (1.5)
4202 (5)
0.50
0.75
2. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Loamy
Fresh
35.7 (1.2)
3472 (8)
0.55
0.72
subsoil
Oxidized
38.9 (2.1)
3458(19)
0.54
0.72
3. Sandy topsoil
Fresh
48.5 (1.8)
2877 (6)
0.45
0.64
and subsoil
Oxidized
49.4 (1.3)
2943 (3)
0.42
0.66 2.4
Soils and percolate sample preparation and
analyses 2.2
13C labeled pyrogenic organic matter Highly 13C labeled ryegrass (Lolium Perenne L.) was pro-
duced in the multi-isotope controlled environment facility at
the University of Zurich (Studer et al., 2017). The ryegrass
was oven-dried at 40 ◦C and pyrolyzed at 450 ◦C for 4 h un-
der N2 atmosphere (Hammes et al., 2006). Three indepen-
dent growing batches of the initial ryegrass were pyrolyzed
separately and were used in our experiment as a proxy for
PyOM (Table 2). Artificially altered PyOM was produced by
chemical- and heat-accelerated oxidation presented by Cross
and Sohi (2013); in brief, 1 g of C was oxidized with 0.1 mol
of H2O2 at 80 ◦C for 2 d. The samples were gently shaken
five to seven times a day to ensure a homogeneous reaction. The samples were dried at 105 ◦C over night. The oxidation
was conducted in glass test tubes (20 cm length and 2.5 cm
diameter) with 1 g of PyOM using a 5 % H2O2 solution. These test tubes ensured a continuous exposure of PyOM to
the oxidant. The oxidized PyOM from five test tubes was ho-
mogenized and stored in a desiccator. Mid-infrared spectra at wavelengths from 4000–400 cm−1
were recorded (average of 64 scans per sample at 4 cm−1 Biogeosciences, 17, 6457–6474, 2020 https://doi.org/10.5194/bg-17-6457-2020 6460
M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment
Table 1. Soil texture, total organic carbon (TOC), δ13C, pH, electrical conductivity (EC), oxalate-extractable Fe(o) and Al(o), and density
fractions (free particulate organic matter, fPOM; and mineral-associated organic matter, MAOM) for the topsoil (0–10 cm depth) and subsoil
(40–60 cm) of the loamy and sandy soil (±1 SE). See Sect. 2.4 for methods. Soil depth
Texture∗
TOC
δ13C
pH (CaCl2)
EC (CaCl2)
Fe(o)
Al(o)
Density fractions
[cm]
[%]
[gkg−1 soil]
[‰]
[−]
[mScm−1]
[gkg−1]
[gkg−1]
[% of total SOC]
Sand
Silt
Clay
fPOM
MAOM
Loamy
soil
0–10
65
22
13
20.14
(0.67)
−29.1
(0.2)
5.3
(0.1)
2.33
(0.01)
1.85
(0.17)
1.30
(0.17)
17.2
(0.2)
82.8
(0.2)
40–60
62
23
15
5.66
(0.18)
−28.9
(0.2)
4.0
(0.1)
2.35
(0.03)
2.12
(0.10)
1.99
(0.15)
14.3
(1.0)
85.7
(1.0)
Sandy
soil
0–10
88
5
7
21.91
(0.01)
−28.8
(0.1)
3.4
(0.1)
2.45
(0.01)
1.01
(0.12)
0.43
(0.03)
73.2
(0.6)
26.9
(0.6)
40–60
92
3
5
2.64
(0.08)
−30.1
(0.2)
4.1
(0.1)
2.34
(0.01)
0.93
(0.04)
0.83
(0.10)
41.1
(0.8)
58.9
(0.8)
∗According to WRB texture classes. Table 2. 2.2
13C labeled pyrogenic organic matter Total C, δ13C, O : C and H : C ratios of PyOM used for the corresponding soil column experiment (±1 SE). See Sect. 2.4 for
methods. PyOM
Soil
Type
Total C
δ13C
O : C
H : C
[%]
[‰]
[−]
[−] M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6461 Figure 1. Difference of oxidized and fresh PyOM DRIFT spectra for PyOM 1 (loamy topsoil), PyOM 2 (loamy subsoil) and PyOM 3 (sandy
soil). Areas A–H indicate the main changes after oxidation, with the corresponding absorption bands indicating increases in A = 3500–
3200 cm−1, C−O bonds, hydroxyl groups and H2O; C = 1730–1680 cm−1, aromatic carbonyl/carboxyl C=O bonds and C=C bonds (1590–
1560 and 1620–1610 cm−1); E = 1375cm−1, O−H bonds and G = 1060–1020 cm−1, C−O bonds. Oxidation decreased the absorption at
bands B = 2980–2820 cm−1, aliphatic C−H bonds; D = 1500cm−1, aromatic C=C bonds; F = 1280–1200 cm−1, C−O and H−O bonds
and H = 880 and 805 cm−1, aliphatic C−H bonds. Decreases at 1480 and 864 cm−1 can be assigned to a decarbonation with oxidation. See
Fig. S1 in the Supplement for full spectra. Figure 1. Difference of oxidized and fresh PyOM DRIFT spectra for PyOM 1 (loamy topsoil), PyOM 2 (loamy subsoil) and PyOM 3 (sandy
soil). Areas A–H indicate the main changes after oxidation, with the corresponding absorption bands indicating increases in A = 3500–
3200 cm−1, C−O bonds, hydroxyl groups and H2O; C = 1730–1680 cm−1, aromatic carbonyl/carboxyl C=O bonds and C=C bonds (1590–
1560 and 1620–1610 cm−1); E = 1375cm−1, O−H bonds and G = 1060–1020 cm−1, C−O bonds. Oxidation decreased the absorption at
bands B = 2980–2820 cm−1, aliphatic C−H bonds; D = 1500cm−1, aromatic C=C bonds; F = 1280–1200 cm−1, C−O and H−O bonds
and H = 880 and 805 cm−1, aliphatic C−H bonds. Decreases at 1480 and 864 cm−1 can be assigned to a decarbonation with oxidation. See
Fig. S1 in the Supplement for full spectra. between density fractions. All samples were dried at 40 ◦C
over night. in 12 fractions each sampled after 6 min (see Fig. S2 for all
BTCs). The percolated volume was added to the last perco-
late fraction. Soil and density fraction samples were milled for further
measurement. If the sample mass of the fPOM fraction was
too little, the samples were ground manually with a mortar
and pestle to reduce a potential loss of sample material. The
freeze-dried percolate samples were homogenized by man-
ual grinding. Bulk soil and bulk PyOM samples were dried
at 40 ◦C over night and milled. 2.5
Hydraulic properties of soil columns Following the percolation experiment, breakthrough curves
(BTCs) were conducted in order to evaluate similar hydraulic
properties and flow conditions. Afterwards the soils were
sampled as described above (Sect. 2.4). The BTCs were per-
formed using a NaCl (1 gL−1) solution as an inert tracer. The
tracer solution was added for 25 min with a constant pressure
head allowing an average flow of 1 mLmin−1. Afterwards,
the percolation was continued with 0.01 M CaCl2 for a fur-
ther 47 min. The EC of the percolated solution was measured M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment The total C and δ13C, relative
to the international Vienna Pee Dee Belemnite (VPDB) stan-
dard, of all solid samples were measured using a dry com-
bustion module cavity ring-down spectroscopy system (Pi-
carro, Santa Clara, USA). Since our soils were carbonate-free
(pH < 6), the total organic C (TOC) was equal to the mea-
sured total C. To obtain O : C and H : C ratios of the PyOM,
C and H were measured by dry combustion and O by high-
temperature pyrolysis (TruSpec Macro analyzer, Leco, Saint
Joseph, USA). The convective velocity v [cmmin−1] and the diffusion
coefficient D [cm2 min−1] were estimated by using STAN-
MOD (version 2.08.1130; Šim˚unek et al., 2003) to solve
the deterministic equilibrium convection–diffusion equation. Due to high flow rates under saturated conditions, it can be
assumed that diffusion of the tracer within the soil was negli-
gible, and the dispersivity λ [cm] was calculated as the quo-
tient of the D and v (Vanderborght and Vereecken, 2007). No significant differences in dispersivity were found between
the columns of the same soil: 0.29 ± 0.04 cm for the loamy
topsoil, 0.19±0.04 cm for the loamy subsoil, 0.13±0.01 cm
for the sandy topsoil and 0.14 ± 0.02 cm for the sandy sub-
soil (see Table S1 in the Supplement for all values). There-
fore, the packing and the addition of the soil–PyOM layer
did not lead to any significant trend for changes in the hy-
draulic properties of the columns, and thus hydraulic param-
eters were excluded as further explanatory variables in this
experiment. 2.4
Soils and percolate sample preparation and
analyses The soil columns were sampled after drainage from the
bottom to the top to avoid any cross contamination with la-
beled material from soil–PyOM layer. Three soil layers of
2.3 cm below the soil–PyOM layer were sampled and dried
at 40 ◦C over night, corresponding to 0–2.3, 2.3–4.6 and 4.6–
7.0 cm depth layers. Amorphous Fe(o) and Al(o) were extracted by oxalate ex-
traction according to McKeague et al. (1971) and measured
using atomic absorption spectroscopy (ContrAA 700, Ana-
lytik Jena, Jena, Germany). Soil texture was determined after
oxidizing the organic material with H2O2, after which sam-
ples were wet sieved < 63 mm and the silt / clay fraction fur-
ther quantified by a Sedimat 4-12 (UGT, Müncheberg, Ger-
many). Density fractionation was conducted with 5 g of the first
0–2.3 cm below the soil–PyOM layer and bulk soil samples. A sodium polytungstate (SPT) solution adjusted to a density
of 1.8 gcm−3, as recommended by Lavallee et al. (2020), was
used to separate the fPOM after shaking and settling for 1 h. The floating fPOM was decanted after centrifugation (30 min
at 4000 rpm) and vacuum filtered using a glass fiber filter
(< 0.7 µm). The fPOM on the filter was rinsed with deion-
ized water to remove SPT. The remaining heavier MAOM
was rinsed with deionized water and centrifuged three times
to remove SPT. No further fractions were acquired, and the
commonly used ultrasonification, to separate occluded par-
ticulate organic matter, was avoided to reduce the risk of
physical breakdown of PyOM particles and potential shift At each sequential sampling time, the pH and EC
of the percolates were measured (914 pH/Conductometer,
Metrohm, Herisau, Switzerland). The pH and EC of bulk
soils were measured using a soil–solution ratio of 1 : 2.5 in a
0.01 M CaCl2 solution after shaking and settling for 1 h. The percolate samples were stored at 4 ◦C for a maxi-
mum of 3 weeks. If longer storage was required, the samples
were stored frozen. All liquid samples were freeze-dried and
weighed prior to further analysis. https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 2.6
Calculations and statistics The recovery of 13C derived from the labeled PyOM was
calculated with the atomic 13C fractions following the rec-
ommendations presented by Coplen (2011). The measured
δ13C values were used to calculate the isotope-amount ratios
R(13C/12C)sample of each sample, using an isotope-amount
ratio of 0.01118 for the VPDB standard. The atomic frac- https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 6462
M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment
Figure 2. Cumulative leaching loss of percolated fresh and oxidized PyOM from sandy and loamy topsoil and subsoil. The p values indicate
the significance of differences between fresh and oxidized PyOM after a total percolation of 18 000 Lm−2. All values are shown with
propagated SE. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen 6462 Figure 2. Cumulative leaching loss of percolated fresh and oxidized PyOM from sandy and loamy topsoil and subsoil. The p values indicate
the significance of differences between fresh and oxidized PyOM after a total percolation of 18 000 Lm−2. All values are shown with
propagated SE. tion of each sample x(13C)sample was calculated following
Eq. (1): with less total C. The recovery of 13C in milligrams was cal-
culated following Eq. (3): mrecovery13C =
xE
13C
sample
xE
13C
soil–PyOM
× msample,
(3) x
13C
sample =
R
13C/12C
sample
1 −R
13C/12C
sample
. (1) (3) (1) where xE(13C)soil–PyOM is the excess-isotope-amount frac-
tion of the corresponding soil–PyOM mixture, and msample
is the total mass of C measured in the sample in milligrams. This recovery calculation allowed us to distinguish between
three separate C pools: (1) TOC, (2) the labeled PyOM-C
and (3) nSOC. On average, the total recovery of TOC in the
soil and percolates was 91.6% ± 1.0 % and 91.4% ± 2.7 %
of added PyOM-C. The recoveries were normalized to 100 %
for further comparison. The
excess-isotope-amount
fraction
of
each
sample
xE(13C)sample was calculated following Eq. (2): xE
13C
sample = x
13C
sample −x
13C
control,
(2) (2) where x(13C)control is the atomic 13C fraction of the cor-
responding soil. Here, the mean of the control columns
was used to calculate the excess-isotope-amount fraction of
the individual soil column depth after the percolation. 3.3
Percolated nSOC The percolation and export of oxidized PyOM-C from the
columns were higher compared to fresh PyOM-C for all
soils over the whole percolations (Fig. 2). After a total per-
colation of 18 000 Lm−2, 0.70% ± 0.15 % of oxidized and
0.24%±0.03 % of fresh PyOM-C percolated from the sandy
topsoil (p < 0.01). From the sandy subsoil, 0.64% ± 0.08 %
of oxidized and 0.26% ± 0.07 % of fresh PyOM-C were
leached (p < 0.01). The loamy topsoil showed a percola-
tion of 0.40% ± 0.25 % of oxidized and 0.18% ± 0.03 % of
fresh PyOM (p = 0.16). Significantly more oxidized PyOM-
C leached from the loamy subsoil, with 0.40% ± 0.06 %
of oxidized PyOM-C compared to 0.17% ± 0.04 % of fresh
PyOM-C (p < 0.01). The total amount of percolated oxi-
dized and fresh PyOM-C did not differ significantly between
topsoil and subsoil for the loamy or the sandy soil. Between
the two soils, the export of oxidized PyOM-C was signifi-
cantly increased (p < 0.01) for the sandy topsoil and subsoil
compared to the loamy soil, while the export of fresh PyOM-
C was not significantly different (p = 0.38; Fig. 2). The addition of PyOM significantly increased the total per-
colated nSOC from the sandy topsoil and subsoil compared
to the control but did not change the total nSOC export from
the loamy soil (Fig. 3). The addition of fresh PyOM signifi-
cantly increased the total nSOC percolation compared to the
oxidized PyOM in the sandy topsoil and subsoil (p = 0.01). In total, 3.5% ± 0.6% (0.73 ± 0.05 g of nSOC per kilogram
of soil) of total initial nSOC leached with fresh PyOM and
2.5% ± 0.2 % (0.53 ± 0.02 g of nSOC per kilogram of soil)
of total nSOC with addition of oxidized PyOM from the
sandy topsoil. Thus, PyOM addition significantly increased
the nSOC leaching for the sandy topsoil compared to the
control without PyOM addition, from which 1.7% ± 0.1%
of the initial nSOC was leached (p < 0.01). From the sandy
subsoil, 4.9%±0.4 % of the total nSOC percolated from the
control while significantly more nSOC percolated with fresh
(9.9% ± 1.1 %; 0.26 ± 0.01 g of nSOC per kilogram of soil)
and oxidized (7.8%±0.5 %; 0.21±0.01 g of nSOC per kilo-
gram of soil) PyOM (p < 0.01). . Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen 6463 cant increase by 0.3–0.5 units. For the loamy topsoil, the first
flush (1000 Lm−2) showed significantly increased pH values
by 0.5–0.8 units with addition of PyOM but thereafter ap-
proached the pH of the percolates from the control. Changes
in pH were less dominant in the loamy subsoil, but the pH
increased continuously over the whole percolation. statistical analyses were performed using R version 4.0.0 (R
Core Team, 2020). The standard error (error of the mean) of
four replicates is presented for all data, and error propagation
was applied for cumulative nSOC and PyOM-C fluxes. Due
to a potential sample contamination after the experiment, one
control replicate of the sandy subsoil was excluded from the
analysis. One replicate of the loamy subsoil with addition of
oxidized PyOM was excluded from further analysis due to an
unsteady flow during the percolation. statistical analyses were performed using R version 4.0.0 (R
Core Team, 2020). The standard error (error of the mean) of
four replicates is presented for all data, and error propagation
was applied for cumulative nSOC and PyOM-C fluxes. Due
to a potential sample contamination after the experiment, one
control replicate of the sandy subsoil was excluded from the
analysis. One replicate of the loamy subsoil with addition of
oxidized PyOM was excluded from further analysis due to an
unsteady flow during the percolation. The EC increased significantly with addition of PyOM
(p < 0.01) in the first percolates compared to the control for
all soils (Table S2, Fig. S4). With further percolation, the EC
equilibrated to the background value of the percolate solu-
tion (2.20 mScm−1 of 0.01 M CaCl2) for all soils with and
without addition of PyOM. 3.3
Percolated nSOC g
y
(p
g
)
The first flush of 1000 Lm−2 caused the highest export
of PyOM-C from the soil columns (Table S2 in the Sup-
plement) and contributed to 80.4 %–84.3 % of total perco-
lated PyOM-C from the sandy soil and to 50.6 %–79.8 % of
the total percolated PyOM-C from the loamy soil (Fig. 2). The first flush of PyOM-C was similar between the sandy
topsoil and subsoil (2862.9–1114.7 µgPyOM-CL−1) and on-
going over the whole percolation time. For the loamy top-
soil, the first flush indicated higher PyOM-C concentra-
tions (596.4–1411.4 µgPyOM-CL−1) compared to the sub-
soil (347.5–724.2 µgPyOM-CL−1), but the concentrations
decreased to non-detectable levels for the last percolation
stage of 18 000 Lm2 from the loamy topsoil and were on-
going for the subsoil. Between the loamy and sandy topsoil, the total relative
nSOC percolation did not differ significantly for the controls
(p = 0.71) and with addition of oxidized PyOM (p = 0.86). But the addition of fresh PyOM resulted in a higher nSOC
percolation in the sandy topsoil compared to the loamy top-
soil (p = 0.01). For the subsoils, the total nSOC percola-
tion was significantly higher in sandy subsoil compared to
the loamy subsoil with fresh PyOM (< 0.01) and oxidized
PyOM (p < 0.01) but not for the controls (p = 0.28). The first flush (1000 Lm−2) showed the highest nSOC
concentrations in the percolates (Table S2). From the sandy
topsoil, 45.54±7.69 mgnSOCL−1 (p < 0.01) with fresh and
28.16 ± 2.09 mgnSOCL−1 (p = 0.05) with addition of oxi-
dized PyOM were leached, whereas significantly less nSOC
was leached from the control (12.12 ± 0.24 mgnSOCL−1). The nSOC concentrations in the percolates were lower for the
sandy subsoil (13.31–3.28 mgnSOCL−1) compared to the
topsoil but higher for the last percolate, indicating an ongoing
nSOC mobilization. The nSOC percolated from the loamy
topsoil in the first flush was 9.65 ± 1.07 mgnSOCL−1 for
the control and significantly increased to 21.14±1.96 mgL−1 2.6
Calculations and statistics The
mean atomic 13C fraction of all controls of the first perco-
late (1000 Lm−2) was used to calculate the excess-isotope-
amount fraction of percolates from soil columns with addi-
tion of PyOM. The first percolates were observed to provide
the most stable values for the atomic 13C fraction of the con-
trol due to higher C contents compared to later percolates Significant differences in PyOM-C between fresh and oxi-
dized PyOM treatments were tested with a t test. To test sig-
nificant differences of nSOC in soils and percolates between
controls and treatments with addition of PyOM, analysis of
variance (ANOVA) was applied and p values were computed
with the post hoc Tukey honest significance difference of
means method on a 95 % family-wise confidence level. The https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 3.2
pH and electrical conductivity of percolates The initial pH of the percolates increased with addition of
PyOM for all soils (Table S2, Fig. S3 in the Supplement). As an average of all percolates, the pH increased signifi-
cantly by 0.2±0.1 units in the percolates of the sandy topsoil. This effect was larger in the sandy subsoils with a signifi- https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 6464
M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment
Figure 3. Cumulative leaching loss of native soil organic carbon (nSOC) from sandy and loamy topsoil and subsoil for controls and columns
with addition of fresh and oxidized PyOM. The significant differences (p < 0.05) of the total percolated nSOC after 18 000 Lm−2 are
indicated by letters. All values are shown with propagated SE. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6464 Figure 3. Cumulative leaching loss of native soil organic carbon (nSOC) from sandy and loamy topsoil and subsoil for controls and columns
with addition of fresh and oxidized PyOM. The significant differences (p < 0.05) of the total percolated nSOC after 18 000 Lm−2 are
indicated by letters. All values are shown with propagated SE. (p = 0.01) and 15.89±2.08 mgL−1 (p = 0.16) with addition
of fresh and oxidized PyOM, respectively. The loamy subsoil
showed lower leached nSOC concentrations in the percolates
with 7.86 ± 0.49 mgnSOCL−1 compared to the topsoil with
addition of fresh (12.23±1.55 mgnSOCL−1; p = 0.07) and
with oxidized PyOM (10.92±0.79 mgnSOCL−1; p = 0.07). recovered, respectively. The recovery of oxidized PyOM-C
in these layers was mostly significantly higher compared to
the fresh PyOM-C (Fig. 4). Between topsoil and subsoil, the first layer below the soil–
PyOM layer (0–2.3 cm) showed no significant differences in
the recovery of PyOM-C for both sandy and loamy soil. The
sandy subsoil indicated higher recoveries of oxidized PyOM-
C (p = 0.12) compared to the topsoil in 2.3–4.6 cm depth but
not for fresh PyOM-C (p = 0.68). In 4.6–7.0 cm depth be-
low the PyOM layer, the recoveries of oxidized (p < 0.05)
and fresh PyOM-C (p < 0.01) were significantly higher in
the sandy subsoils compared to the topsoil. The loamy sub-
soil showed significantly higher fresh (p = 0.05) and oxi-
dized PyOM-C (p < 0.01) recoveries in 2.3–4.6 cm depth
compared to the topsoil. 3.2
pH and electrical conductivity of percolates For the deeper layer (4.6–7.0 cm),
the recoveries of oxidized (p < 0.05) and fresh PyOM-C
(p < 0.01) were also higher in the subsoil than in the topsoil. The relative recovery of PyOM-C did not differ significantly
between the loamy and sandy soils for the same depths. 3.4
Changes in fresh and oxidized PyOM-C and nSOC
in soil columns 3.4
Changes in fresh and oxidized PyOM-C and nSOC
in soil columns After the percolation, 89 %–96 % of the fresh and oxidized
PyOM-C remained at its initial location in the PyOM layer
in both topsoils and subsoils. The first 0–2.3 cm below the
soil–PyOM layer contained the largest proportions of mo-
bilized PyOM with no differences between oxidized and
fresh PyOM (Fig. 4). The recovered PyOM-C from this layer
ranged between 3.5 %–9.7 % (0.84–1.50 g of PyOM-C per
kilogram of soil) and 3.6 %–10.1 % (0.52–1.06 g of PyOM-
C per kilogram of soil) of added PyOM-C in the sandy and
loamy soil, respectively. With greater soil depth, the recover-
ies decreased to < 1 %. In the soil layers at 2.3–4.6 and 4.6–
7.0 cm below the soil–PyOM layer, only 0.01 %–0.13 % and
0.05 %–0.17 % of added fresh and oxidized PyOM-C were The total nSOC loss from the soil columns significantly in-
creased with PyOM for the sandy soil but not for the loamy
soil (Fig. 5). The nSOC contents decreased by 1.8 ± 0.2 % https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 chiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6465 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment
6465
Figure 4. Recovery of PyOM-C in soil below the soil–PyOM layer of the sandy and loamy topsoil and subsoil (±1 SE). The p values indicate
the significance of differences between fresh and oxidized PyOM at each depth. Figure 4. Recovery of PyOM-C in soil below the soil–PyOM layer of the sandy and loamy topsoil and subsoil (±1 SE). The p values indicate
the significance of differences between fresh and oxidized PyOM at each depth. subsoil depth below the soil–PyOM layer (0–2.3 cm). In the
loamy soil, 40.2±1.8 % of the PyOM-C was associated with
the MAOM fraction in the topsoil and subsoil, given as an
average of fresh and oxidized PyOM. In general, the propor-
tions of PyOM-C found in the two fractions did not differ
significantly between the fresh and oxidized PyOM and be-
tween the loamy topsoil and subsoil. The sandy subsoil in-
dicated significantly more oxidized PyOM-C in the MAOM
fraction compared to the topsoil (p = 0.05). 3.4
Changes in fresh and oxidized PyOM-C and nSOC
in soil columns (3.9 ± 2.6 g of nSOC per kilogram of soil) with fresh PyOM
and by 0.8 ± 0.1 % (1.8 ± 1.3 g of nSOC per kilogram of
soil) with addition of oxidized PyOM in the sandy top-
soil (p < 0.01). In the sandy subsoil, the PyOM resulted
in 4.8 ± 0.5 % (0.4 ± 0.2 g of nSOC per kilogram of soil)
and 2.6 ± 0.3 % (0.3 ± 0.2 g of nSOC per kilogram of soil)
lower nSOC contents after percolation with fresh and oxi-
dized PyOM, respectively (p < 0.01). The losses of nSOC
were significantly larger with fresh PyOM than with oxidized
PyOM in the sandy topsoil and subsoil (p = 0.01). 4.1
Mobility of PyOM Relative deviations of native soil organic carbon (nSOC)
to control of the total soils in soil columns (over all depth) after
the percolation for sandy and loamy topsoil and subsoil with addi-
tion of fresh and oxidized PyOM (±1 SE). Negative values indicate
leaching losses. The significance of differences of fresh and oxi-
dized PyOM and the significance of the deviation from the control
are shown with p values. No significant differences were found for
the loamy soil. Figure 5. Relative deviations of native soil organic carbon (nSOC) Figure 5. Relative deviations of native soil organic carbon (nSOC)
to control of the total soils in soil columns (over all depth) after
the percolation for sandy and loamy topsoil and subsoil with addi-
tion of fresh and oxidized PyOM (±1 SE). Negative values indicate
leaching losses. The significance of differences of fresh and oxi-
dized PyOM and the significance of the deviation from the control
are shown with p values. No significant differences were found for
the loamy soil. Figure 5. Relative deviations of native soil organic carbon (nSOC)
to control of the total soils in soil columns (over all depth) after
the percolation for sandy and loamy topsoil and subsoil with addi-
tion of fresh and oxidized PyOM (±1 SE). Negative values indicate
leaching losses. The significance of differences of fresh and oxi-
dized PyOM and the significance of the deviation from the control
are shown with p values. No significant differences were found for
the loamy soil. Figure 7. Total mobilized fresh (F) and oxidized (O) PyOM and
its relative proportion in the percolates after total percolation and
in the soil column in 0–2.3, 2.3–4.6 and 4.6–7.0 cm below the soil–
PyOM application layer for the sandy and loamy topsoil and subsoil
(±1 SE). The significance values are presented in Figs. 2 and 4. Figure 7. Total mobilized fresh (F) and oxidized (O) PyOM and
its relative proportion in the percolates after total percolation and
in the soil column in 0–2.3, 2.3–4.6 and 4.6–7.0 cm below the soil–
PyOM application layer for the sandy and loamy topsoil and subsoil
(±1 SE). The significance values are presented in Figs. 2 and 4. Figure 6. Relative recovery of fresh (F) and oxidized (O) PyOM-C
in fPOM and MAOM fractions in the first layer below the soil–
PyOM layer (0–2.3 cm) of sandy and loamy topsoil and subsoil
(±1 SE). 4.1
Mobility of PyOM The density fractionation of the first 0–2.3 cm below the soil–
PyOM layer revealed that large proportions of the PyOM-
C remained in the light fPOM fraction in the sandy soil
(Fig. 6). In the sandy topsoil, 93.3 ± 0.9 % of the PyOM-
C was found in the fPOM fraction. The same fraction con-
tributed to 86.3±1.7 % of the total PyOM-C in the first sandy At the end of the experiment, 3.8 %–10.8 % of the added
PyOM moved vertically from its initial location. This in-
cludes PyOM recovered in 7 cm of soil below the soil–
PyOM application layer and exported PyOM in the per-
colates (Fig. 7). Large parts of the mobilized PyOM were https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6466 6466
M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment
Figure 5. Relative deviations of native soil organic carbon (nSOC)
to control of the total soils in soil columns (over all depth) after
the percolation for sandy and loamy topsoil and subsoil with addi-
tion of fresh and oxidized PyOM (±1 SE). Negative values indicate
leaching losses. The significance of differences of fresh and oxi-
dized PyOM and the significance of the deviation from the control
are shown with p values. No significant differences were found for
the loamy soil. Figure 7. Total mobilized fresh (F) and oxidized (O) PyOM and
its relative proportion in the percolates after total percolation and
in the soil column in 0–2.3, 2.3–4.6 and 4.6–7.0 cm below the soil–
PyOM application layer for the sandy and loamy topsoil and subsoil
(±1 SE). The significance values are presented in Figs. 2 and 4. Figure 7. Total mobilized fresh (F) and oxidized (O) PyOM and
its relative proportion in the percolates after total percolation and
in the soil column in 0–2.3, 2.3–4.6 and 4.6–7.0 cm below the soil–
PyOM application layer for the sandy and loamy topsoil and subsoil
(±1 SE). The significance values are presented in Figs. 2 and 4. Figure 5. 4.2
Dynamic of mobilized PyOM However, mobilized PyOM is most likely less controlled by
microbial decomposition due to the high stability of PyOM
(Kuzyakov et al., 2014; Singh et al., 2012), allowing a po-
tential deeper migration. It needs to be noted that we only
included one type of PyOM (ryegrass derived and produced
at 450 ◦C), which constrains general conclusions since the
chemical and physical properties of PyOM, such as particle
size, are highly dependent on the feedstock and production
conditions (Lehmann et al., 2015; Saiz et al., 2018). We percolated the soil columns in total with 18 000 Lm−2,
which would be equal to a continuous precipitation of 23–
29 years given the mean annual precipitation of the two sites
(sandy soil = 620mm and loamy soil = 780mm). Therefore,
the percolation applied here over 5 d was conducted at rela-
tively high rates. This experimental duration avoided any ad-
ditional decomposition within the columns and allowed us to
maintain a continuously saturated soil column system. How-
ever, given the experimental setup, we were not able to es-
timate any PyOM transportation rate under field conditions
under which the transport is influenced by seasonal precipi-
tation variations and unsaturated conditions. The PyOM-C export was continuous for the sandy top-
soil and subsoil, indicating an ongoing mobilization and mi-
gration through the coarse soil. Besides this large export of
PyOM with the first flush, PyOM-C was not detectable in the
last percolated fraction of the loamy topsoil. Therefore, large
proportions of PyOM were able to migrate through the loamy
topsoil with the first flush, but with decreasing PyOM-C con-
centration, the retention and most likely the sorption to the
mineral phase and OM increased. In comparison, the loamy
subsoil retained larger proportions of the PyOM mobilized
with the first flush (flush of 51 %–58 % of the total exported
PyOM) but continuously released the retained PyOM into the
solution with further percolation. Under field conditions, pedoturbation (e.g., due to
swelling and shrinking of clay-rich soils) and bioturba-
tion would potentially promote the vertical translocation of
PyOM (Hobley, 2019; Rumpel et al., 2015). Physical frag-
mentation and breakdown of PyOM during environmental
aging reduces the particle size, which can increase the ver-
tical mobility of PyOM due to decreasing friction of smaller
particles during transport and the generation of colloids
(Hobley, 2019; Pignatello et al., 2015; Spokas et al., 2014). 4.2
Dynamic of mobilized PyOM relatively limited mobility of PyOM observed under experi-
mental and field conditions compared to non-pyrolyzed OM. The first flush, leached from the columns with 1000 Lm−2,
contributed to the highest export of PyOM from the soil
columns, and the mobilized amounts decreased with the per-
colation for all soils (Fig. 2 and Table S2). We hypothesized a
continuous export of PyOM-C and decrease with time, which
can be confirmed with our experiment. Our results clearly in-
dicate that the first flush is a major event of PyOM transport
through soil and contributed to 80 %–84 % and 51 %–79 %
of total exported PyOM from the sandy and loamy soil, re-
spectively. This can be attributed to mobile PyOM fractions
which are directly produced during the pyrolysis and easily
mobilized with the initial flux (Hilscher et al., 2009). There-
fore, the initial flux of PyOM may significantly contribute to
its total export from soils and its transition to aquatic systems
under field conditions. Most field experiments and observa-
tion miss the initial PyOM flux (lateral and vertical) with the
first rain event after a fire, resulting in a potential underesti-
mation of the dissolved transport rates of PyOM (Santos et
al., 2017). This may further cause an underestimation of the
vertical PyOM transport from depositional landscape posi-
tions after a redistribution following an initial lateral mass
transport (Rumpel et al., 2015). The export of fresh PyOM
with the first flush from the subsoils indicates that a large
proportion can be mobilized before any aging-associated ox-
idation occurs, which can be of significance at depositional
sites where relatively fresh PyOM can be buried. Don and Kalbitz (2005) reported that fresh and 12-month
in situ-incubated litter from a variety of temperate forest trees
(e.g., sycamore maple, mountain ash, beech, spruce and pine
litter) can release 0.3 %–6.5 % of water-extractable DOC. Liebmann et al. (2020) applied highly 13C labeled beech lit-
ter on the surface of a temperate forest floor and reported
that after 22 months 11.2 % of the applied litter migrated
within a depth of 0–140 cm, but 87 % of this mobilized lit-
ter fraction was found in the upper 5 cm, indicating a minor
importance of aboveground litter DOC input in deeper soils. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6467 4.1
Mobility of PyOM translocated to the first 0–2.3 cm below the soil–PyOM layer
(3.5 %–10.1 % of added PyOM-C; Fig. 4). The total recovery
of PyOM in this layer did not differ significantly between the
sandy and loamy soil. This indicates a potential accumula-
tion close to the transition of the soil–PyOM layer and the
upper 0–2.3 cm regardless of the soil texture. The PyOM-
C recovered in the deeper soil depth of 2.3–7.0 cm and in
the percolates was most likely derived from dissolved and
colloidal PyOM. Dissolved and colloidal PyOM is reported
to be a major mobile fraction in soils (Wagner et al., 2017,
2018). Abiven et al. (2011) reported that 0.31 wt. %–0.42 wt. %
of PyOM was mobilized in a batch experiment without any
soil addition as dissolved (< 0.45µm) and colloidal (0.45–
5 µm) forms. In field incubation experiments (1 to 2 years),
a small proportion of 0.041 %–0.004 % of initially added
PyOM was reported to be mobilized vertically to > 15cm
depth in dissolved forms (Maestrini et al., 2014; Major et al.,
2010). Hilscher and Knicker (2011) reported that 2.3 % of
added PyOM migrated to 5 cm depth, and 0.4 % was leached
from soil columns (8 cm length) and found in the column
outflow in a 1-year incubation experiment. We identified that
0.17 %–0.70 % of the added PyOM-C was exported from the
soil columns (> 7cm; Fig. 2). This is in accordance with the Figure 6. Relative recovery of fresh (F) and oxidized (O) PyOM-C
in fPOM and MAOM fractions in the first layer below the soil–
PyOM layer (0–2.3 cm) of sandy and loamy topsoil and subsoil
(±1 SE). Biogeosciences, 17, 6457–6474, 2020 https://doi.org/10.5194/bg-17-6457-2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 4.4
PyOM retention in soil The majority of the mobilized PyOM was retained in the soil
(92.8±1.0%). This indicates the importance of PyOM reten-
tion in soils during its migration and thus confirms our third
hypothesis. The density fractionation of the first soil layer (0–
2.3 cm) below the soil–PyOM layer revealed that most of the
translocated PyOM remained as fPOM with 85.6 %–94.5 %
and 56.9 %–61.4 % in the sandy and loamy soil, respectively
(Fig. 6). More than one-third of the PyOM (40.2 ± 1.8%)
in the loamy topsoil and subsoil, 0–2.3 cm below the soil–
PyOM layer, however, was found to be association with the
mineral phase. This is surprising considering the relatively
short interaction time of PyOM and the soil mineral surface
and soil aggregation in a saturated column experiment. y
In a batch experiment, Abiven et al. (2011) reported an in-
crease in water-extractable PyOM fraction by 40–50 times
after 10 years of natural aging compared to recent PyOM
and a higher aromaticity of the solubilized aged PyOM. This,
however, was estimated without any soil interaction of the
mobile fraction. Hockaday et al. (2006) provided indirect ev-
idence that PyOM in a fire-affected watershed is mainly de-
rived from PyOM previously aged in soils and that it is un-
dergoing a fractionation during its migration through the soil
depending on its initial aromaticity. Velasco-Molina et al. (2013), identified that PyOM accumulated in tropical deep
sombric horizons (> 40cm soil depth) and that this PyOM
underwent an oxidation process which increased its content
of carboxylic groups. In a recent study, Braun et al. (2020)
reported a decreasing aromaticity of water-extractable PyOM
extracted from agricultural soils compared to the bulk PyOM
and no changes after 3 years of aging under field condi-
tions. Contrastingly, Wagner et al. (2017) reported an in-
creased aromaticity of PyOM exported from soils with aging
(> 100years) compared to fresh bulk PyOM. The authors,
however, reported that the oxidation alone could not explain
the reported higher mobility of PyOM with aging. This high-
lights that oxidation is not only increasing its mobility but
also its reactivity in soil during aging and its transport. 4.2
Dynamic of mobilized PyOM These colloids tend to become more mobile with aging, de-
creasing particle size, and increasing pH, and in the presence
of OM, whereas their mobility tends to decrease in the pres-
ence of clay minerals, hydrophobic contaminants and high
ionic strengths due to aggregation (Castan et al., 2019; Sig-
mund et al., 2018). Fragmentation further increases the rel-
ative specific surface area of PyOM and may promote stabi-
lization and thus its retention in soils due to increased physic-
ochemical interaction with the mineral phase (Singh et al.,
2012; Xiao and Pignatello, 2015). The ongoing PyOM export from soils in our experiment
could potentially explain the steady, less seasonally affected
and from fire history decoupled flux of soil-derived PyOM
to rivers as observed in the field (Bao et al., 2019; Dittmar
et al., 2012a, b; Santos et al., 2017; Wagner et al., 2018). In our experiment, the proportion of percolated PyOM-C of
the total percolated C ranged between 2.4 %–17.2 % for the
first flush and between 0.2 %–2.8 % for the last percolates,
as an average of all soils (Table S2). Artificially produced
PyOM is reported to have a higher stability than PyOM natu-
rally produced during wildfires, which challenges the use of
one type as a proxy for the other (Santín et al., 2017). The
proportions observed here, however, are in line with globally
reported dissolved black carbon proportions on total riverine https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6468 (3 %–15 %) and marine (0.1 %–2.9 %) DOC (Coppola and
Druffel, 2016; Jaffé et al., 2013; Jones et al., 2020; Wagner
et al., 2018). However, we did not investigate degradation
(biotic or abiotic) of mobilized PyOM and nSOC after the
export from the soil, which would increase the proportion of
PyOM-C on the total DOC. surfaces with the soil mineral phase and the native soil OM. Scanning electron microscopy showed a preferential interac-
tion of partially oxidized PyOM and the soil mineral phase
(Brodowski et al., 2005). The increased PyOM reactivity and
mobility with oxidation can be attributed to the higher abun-
dance of functional groups containing hydrogen and oxy-
gen (e.g., carboxyl groups, Fig. 1) on the oxidized surface
(Knicker, 2011). 4.2
Dynamic of mobilized PyOM This oxidation consequently increased the
polarity, which enhances its water solubility and its interac-
tion with the mineral phase (Cheng et al., 2008; Fang et al.,
2014; Pignatello et al., 2015; Zhao and Zhou, 2019; Zimmer-
man, 2010). 4.3
Effect of oxidation on PyOM mobility and
reactivity The oxidation significantly increased the PyOM mobility and
resulted in 2–7 times higher PyOM-C recoveries in the soil in
2.3–7.0 cm (Fig. 4) and 2–3 times higher losses through per-
colation (Fig. 2) compared to fresh PyOM (Fig. 7). This con-
firms our second hypothesis that oxidation (aging) is enhanc-
ing the mobility of PyOM. The similar quantities of fresh
PyOM-C found in the percolates from the sandy and loamy
soil indicate that the mobility of fresh PyOM is most likely
only partially influenced by soil texture and rather controlled
by the total abundance of mobile compounds originated di-
rectly from the pyrolysis. For the oxidized PyOM, however,
the exported quantities of PyOM-C revealed a nearly 2-fold
higher mobility in the sandy soil than in the loamy soil. This
indicates a higher mobility of PyOM with aging in coarse-
textured soils and a potentially higher retention of the oxi-
dized PyOM in soils with a finer texture. Our results show that the long-term fate of PyOM in soils
is highly controlled by its degree of oxidation and thus will
change with aging. However, aging will not only increase the
PyOM mobility and solubilization but also its reactivity and
thus interaction with the soil mineral phase and OM and thus
its long-term sequestration. Therefore, future studies should
include the effect of aging for more than a few years under
field conditions. 4.5
Effects of PyOM on nSOC mobility able clay and silt content and may be predominately con-
trolled by the physical and chemical interaction rather than
biological processes, since these were neglectable in our ex-
periment given the short duration of 5 d. This rapid mineral
interaction will control the long-term stability of PyOM in
soils and requires more research under unsaturated and field
conditions and also different PyOM feedstocks. The addition of PyOM significantly enhanced the total nSOC
export in the sandy topsoil and subsoil by 48 %–270 %,
which is equivalent to an additional loss of 0.07–0.37 g of
nSOC per kilogram of soil (Figs. 3 and 5 and Table S2). The
nSOC export from the loamy soil was significantly increased
compared to the control for the first flush (1000 Lm−2) by
56 %–105 % (0.04–0.10 g of carbon per kilogram of soil) but
negligible over the whole percolation. Therefore, our fourth
hypothesis can be partially accepted, and the effect of PyOM
on nSOC mobility was clearly controlled by soil texture and
properties of the soil and PyOM. y
The higher proportion of PyOM recovered as fPOM in
the sandy soil indicates that the PyOM–mineral interac-
tion was limited, which is in agreement with the general
higher proportion of TOC in fPOM fraction (41 %–73 %)
and high sand contents (> 88%; Table 1). In coarse soils, Fe
and Al (hydr)oxides are considered to interact and stabilize
PyOM and SOC due to its great affinity to OM (Brodowski
et al., 2005; Pignatello et al., 2015; Wiesmeier et al., 2019). Slightly more fresh PyOM (p = 0.24) and significantly more
oxidized PyOM (p = 0.05) was recovered in the MAOM
fraction in the sandy subsoil compared to the topsoil. This
indicates that the sandy subsoil had a higher potential to re-
tain PyOM due to increased mineral interaction compared to
the topsoil. p
p
y
With PyOM, the pH of the percolates increased in all soils
except of the loamy subsoil, which can further enhance the
nSOC mobility (Table S2, Fig. S3). Increases in pH can
be associated with a liming effect due to carbonates which
are formed during the pyrolysis (Smebye et al., 2016). The
pH significantly controls the mobility of DOC (Kaiser and
Guggenberger, 2000; Kalbitz et al., 2000), and an increase
by 0.5 pH units was shown to enhance the DOC export by
50 % (Tipping and Woof, 1990). 4.5
Effects of PyOM on nSOC mobility We found increases in pH
by 0.2–0.8 units (Table S2, Fig. S3). The liming effect lasted
over the whole percolation for the sandy soil, which also
showed a continuously higher export of nSOC with PyOM
compared to the control. Therefore, the increasing pH in the
sandy soil, with low initial pH values of 3.4–4.1, may have
caused a re-mobilization of adsorbed nSOC-derived DOC. The fresh PyOM had a significantly higher liming effect as
indicated in the first flush of the sandy topsoil, as well as the
loamy topsoil and subsoil, while the oxidized PyOM caused
a higher EC in the first flush (Table S2, Fig. S4). This can
be attributed to a decarbonatization of PyOM with oxida-
tion, which was also observed with the mid-infrared analysis
(Fig. 1). Therefore, a liming effect of PyOM on the nSOC
mobility will potentially decrease with aging but is substan-
tial in coarse soils. Subsoils are unsaturated in OM due to little inputs, such as
DOC from upper soil horizons, root-derived and already mi-
crobially processed OM, but large mineral surfaces (Kaiser
and Kalbitz, 2012; Lützow et al., 2006). Therefore, the prob-
ability of mobilized PyOM to interact with the mineral phase
is higher in the subsoil, resulting in a higher retention com-
pared to topsoils where OM is already occupying sorption
sites on the mineral surfaces. The subsoils of the loamy soil
contained significantly more PyOM at 2.3–7.0 cm depth be-
low the soil–PyOM layer compared to the topsoil (Figs. 6 and
7). This was also the case for the last soil layer (4.6–7.0 cm)
of the sandy subsoil and topsoil. Therefore, the loamy and
sandy subsoils had a higher PyOM retention potential than
topsoils, where the nSOC contents were 5–10 times higher. It needs to be noted that the PyOM retained in this depth rep-
resented only < 1% of the added PyOM. In addition, we did
not include unsaturated flow conditions, which would resem-
ble the mobility and retention under field conditions. Barnes et al. (2014) reported that wood-derived PyOM
(mesquite biochar, 400 ◦C, 4 h) resulted in higher DOC fluxes
from organic-poor sandy soil in a soil column experiment
(filled with soil–PyOM mixtures containing 10 wt % PyOM)
but attributed this increase to PyOM-derived C and not soil-
derived C. . Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experimen 6469 4.4
PyOM retention in soil The soils in our experiment showed large differences in the
contents of amorphous Fe(o) and Al(o) and in texture with
13 %–15 % clay and 22 %–23 % silt in the loamy soil com-
pared to < 12 % silt and clay combined in the sandy soil (Ta-
ble 1). The aromatic compounds of the PyOM can directly
interact with the edge functional groups of clay (Joseph et
al., 2010; Lehmann et al., 2007; Pignatello et al., 2015). Brodowski et al. (2006) found up to 24 % of PyOM in for-
est soils to be occluded in aggregates and concluded that
PyOM can act as a binding agent for the aggregate forma-
tion. In a field incubation experiment of 10 months, Singh
et al. (2014) recovered > 25% of the added PyOM in the
occluded fraction in temperate forest soils, and Vasilyeva et
al. (2011) found up to 70 % of PyOM associated with the
mineral fraction after 55 years of bare fallow in Chernozem. Here, the MAOM fractions contain PyOM which is in direct
association with the mineral phase and occluded in aggre-
gates. Our results show that the PyOM–mineral interaction
and occlusions can occur very quickly in soils with reason- The reactivity of PyOM in soils clearly increased with oxi-
dation in our experiment and caused a higher retention of ox-
idized PyOM in 2.3–7.0 cm soil depth below the soil–PyOM
layer in both soils (Fig. 4). This increased retention can be
associated with enhanced interaction of the oxidized PyOM https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 4.5
Effects of PyOM on nSOC mobility It is likely that this mobilized nSOC would be
adsorbed again during its further transport through the loamy
soil (> 7cm). proportions of the mobilized PyOM were retained in the soil
and accumulated mainly in particulate form close to the ini-
tial layer within the first 0–2.3 cm. Less than 1 % of the
added PyOM migrated to greater depth and was exported
from the soil (> 7cm). Furthermore, the majority of the ex-
ported PyOM was mobilized with the first flush. Oxidation
and thus aging of PyOM significantly increased its mobility
and also its reactivity, resulting in an overall larger mobiliza-
tion but also larger retention in the soil of oxidized PyOM
compared to fresh PyOM. Both can be clearly ascribed to the
oxidized PyOM surfaces with a higher abundance of oxygen-
and hydrogen-containing functional groups. The migration
of oxidized PyOM was further largely influenced by the soil
texture, resulting in a higher export from the sandy soil and
higher retention in the loamy soil due to an increased associ-
ation to the soil mineral phase. proportions of the mobilized PyOM were retained in the soil
and accumulated mainly in particulate form close to the ini-
tial layer within the first 0–2.3 cm. Less than 1 % of the
added PyOM migrated to greater depth and was exported
from the soil (> 7cm). Furthermore, the majority of the ex-
ported PyOM was mobilized with the first flush. Oxidation
and thus aging of PyOM significantly increased its mobility
and also its reactivity, resulting in an overall larger mobiliza-
tion but also larger retention in the soil of oxidized PyOM
compared to fresh PyOM. Both can be clearly ascribed to the
oxidized PyOM surfaces with a higher abundance of oxygen-
and hydrogen-containing functional groups. The migration
of oxidized PyOM was further largely influenced by the soil
texture, resulting in a higher export from the sandy soil and
higher retention in the loamy soil due to an increased associ-
ation to the soil mineral phase. Dissolved organic matter mobility in sandy soils is mainly
controlled by adsorption on Fe and Al (hydr)oxides. High-
molecular-weight compounds with aromatic structures are
reported to have a higher sorption affinity and can desorb
less adsorptive compounds from soil mineral phases (Cow-
ard et al., 2019; Eusterhues et al., 2011; Kaiser and Kalbitz,
2012; Kalbitz et al., 2000). 4.5
Effects of PyOM on nSOC mobility This is also shown by a fraction-
ation of DOC migration through the soil (Oren and Chefetz,
2012) Recently, Zhang et al. (2020) identified a higher sorp-
tion affinity of dissolved organic matter derived from maize
straw PyOM by hydrophobic partition, H bonding and elec-
trostatic interactions compared to non-pyrolyzed dissolved
organic matter. Therefore, PyOM caused a re-mobilization of
nSOC by desorbing it from complexes of the mineral phase
and pre-existing OM. Due to a higher abundance of less ox-
idized highly aromatic compounds from fresh PyOM com-
pared to oxidized PyOM, the desorption of nSOC was more
dominant with fresh PyOM, while oxidized PyOM adsorbed
mainly on free mineral surfaces due to its higher reactivity. Fresh and oxidized PyOM significantly increased the mo-
bility of nSOC in the sandy soil and in the first flush of
the loamy soil but not over the whole experiment. This can
be attributed to a higher sorption affinity of high-molecular-
weight PyOM compounds to the mineral phase and thus a
desorption of already sorbed and mineral-associated nSOC,
which will eventually be exposed to microbial degradation. The re-mobilization of nSOC was greater in the sandy sub-
soil compared to the topsoil, supporting the concept that sub-
soil OM is already microbially processed and its association
to the mineral phase is weak (because of low availability of
mineral surfaces): hence it can be easily desorbed by younger
OM with a higher sorption affinity. Further research is needed to understand the fate of PyOM
under unsaturated and field conditions as well as larger scales
such as pedon and catena, including PyOM from different
feedstocks. We identified that the vertical PyOM mobility is
highly dependent on soil properties and the degree of PyOM
oxidation (age), which increases not only its mobility, but
also reactivity in soils and influences its effect on nSOC. This
will influence the pyrogenic carbon and nSOC dynamics in
the vadose zone and between the terrestrial and aquatic sys-
tems. The mobilization effect of PyOM on nSOC was more pro-
nounced in the sandy subsoil with 7.8 %–9.9 % of the initial
nSOC exported compared to 2.5 %–3.5 % of initial nSOC ex-
ported from the topsoil (Fig. 3). 4.5
Effects of PyOM on nSOC mobility The authors found no increase in DOC flux from
organic- and clay-rich soil but identified an increase in the
aromaticity of the DOC, and the authors identified that leach-
able PyOM fractions were lost but soil-derived C was re-
tained with PyOM. The authors concluded that the net in-
crease in DOC export from soils with moderate amounts of
clay, silt and OM is limited. Major et al. (2010) reported
that wood-derived PyOM amendment (mango wood biochar,
400–600 ◦C, 48 h) in a savanna soil (sandy clay loam) in-
creased the flux of non-PyOM-derived particulate organic
carbon and DOC by 2.3–4.1 times after 2 years under field
conditions. However, the authors attributed these increases
to a higher belowground net primary production and a cor- The higher retention of PyOM in the subsoils can explain
its accumulation in greater soil depth, which is found under
field conditions (Brodowski et al., 2007; Soucémarianadin et
al., 2019). We showed that PyOM can be continuously re-
mobilized from subsoils by percolating water and thus can
potentially be exported to deeper soil depth or to the ground-
water, which would finally result in the export from terrestrial
to aquatic systems such as rivers. Furthermore, it can be con-
sidered that large proportions of the mobilized PyOM will
not be affected by microbial degradation to the same extent
that non-pyrogenic SOC and DOC are during the percolation
through the soil (Don and Kalbitz, 2005; Kuzyakov et al.,
2014; Tipping et al., 2012). This would result in increasing
proportions of PyOM on the total subsoil OM. https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6470 responding increase in OM input with PyOM. Jones et al. (2012) found no change in the DOC flux after PyOM (wood
biochar, 450 ◦C, 48 h) from a sandy clay loam in a 3-year
field trial. By tracing the highly labeled PyOM-C, our re-
sults confirm that PyOM may have a limited effect on the
nSOC mobility in fine-textured loamy soils over the long-
term since we could not identify significant differences in the
cumulative nSOC loss from the soil columns with fresh and
oxidized PyOM. However, the first flush of dissolved PyOM
enhanced the loss of nSOC significantly in the loamy topsoil
and subsoil. 4.5
Effects of PyOM on nSOC mobility This supports the concept
of continuous sorption, microbial processing, and desorp-
tion during the vertical OM migration and thus an accumu-
lation of microbially processed OM in subsoils as described
by Kaiser and Kalbitz (2012) as the cascade concept. The
binding of microbial processed OM to the mineral surfaces is
weaker than for plant-derived compounds (high in aliphatic,
aromatic and carboxylic groups), and thus it is more easily
mobilized by PyOM with a high sorption affinity towards the
mineral surfaces. We found that even a small fraction of mo-
bilized PyOM may cause a significant mobilization of po-
tentially labile nSOC. Even if this effect decreased with oxi-
dized PyOM, it indicates a long-term effect on nSOC mobil-
ity and influence of the C cycle of fire-affected soils. Data availability. The data related to this article are available at
https://doi.org/10.5281/zenodo.4268490 (Schiedung and Abiven,
2020). Supplement. The supplement related to this article is available on-
line at: https://doi.org/10.5194/bg-17-6457-2020-supplement. Author contributions. MS and SA designed the experiment. MS
conducted the experiment, analyzed the data and wrote the
manuscript. SA, SLB, GS and KK provided input to the data dis-
cussion and the manuscript. References Coplen, T. B.: Guidelines and recommended terms for ex-
pression
of
stable-isotope-ratio
and
gas-ratio
measure-
ment results, Rapid Commun. Mass Sp., 25, 2538–2560,
https://doi.org/10.1002/rcm.5129, 2011. Abiven, S. and Santín, C.: Editorial: From Fires to Oceans:
Dynamics
of
Fire-Derived
Organic
Matter
in
Terres-
trial and Aquatic Ecosystems, Front. Earth Sci., 7, 31,
https://doi.org/10.3389/feart.2019.00031, 2019. Coppola, A. I. and Druffel, E. R. M.: Cycling of black car-
bon in the ocean, Geophys. Res. Lett., 43, 4477–4482,
https://doi.org/10.1002/2016GL068574, 2016. Abiven, S., Hengartner, P., Schneider, M. P. W., Singh, N.,
and Schmidt, M. W. I.: Pyrogenic carbon soluble frac-
tion is larger and more aromatic in aged charcoal than
in
fresh
charcoal,
Soil
Biol. Biochem.,
43,
1615–1617,
https://doi.org/10.1016/j.soilbio.2011.03.027, 2011. Coppola, A. I., Wiedemeier, D. B., Galy, V., Haghipour, N., Hanke,
U. M., Nascimento, G. S., Usman, M., Blattmann, T. M., Reisser,
M., Freymond, C. V., Zhao, M., Voss, B., Wacker, L., Sche-
fuß, E., Peucker-Ehrenbrink, B., Abiven, S., Schmidt, M. W. I., and Eglinton, T. I.: Global-scale evidence for the refrac-
tory nature of riverine black carbon, Nat. Geosci., 11, 584–588,
https://doi.org/10.1038/s41561-018-0159-8, 2018. Abney, R. B., Kuhn, T. J., Chow, A., Hockaday, W., Fogel,
M. L., and Berhe, A. A.: Pyrogenic carbon erosion after
the Rim Fire, Yosemite National Park: The Role of Burn
Severity and Slope, J. Geophys. Res.-Biogeo., 124, 432–449,
https://doi.org/10.1029/2018JG004787, 2019. Cotrufo, M. F., Boot, C., Abiven, S., Foster, E. J., Haddix, M.,
Reisser, M., Wurster, C. M., Bird, M. I., and Schmidt, M. W. I.: Quantification of pyrogenic carbon in the environment: An in-
tegration of analytical approaches, Org. Geochem., 100, 42–50,
https://doi.org/10.1016/j.orggeochem.2016.07.007, 2016. Bao, H., Niggemann, J., Huang, D., Dittmar, T., and Kao, S. J.: Different Responses of Dissolved Black Carbon and Dis-
solved Lignin to Seasonal Hydrological Changes and an Ex-
treme Rain Event, J. Geophys. Res.-Biogeo., 124, 479–493,
https://doi.org/10.1029/2018JG004822, 2019. Coward, E. K., Ohno, T., and Sparks, D. L.: Direct Evidence for
Temporal Molecular Fractionation of Dissolved Organic Matter
at the Iron Oxyhydroxide Interface, Environ. Sci. Technol., 53,
642–650, https://doi.org/10.1021/acs.est.8b04687, 2019. Barnes, R. T., Gallagher, M. E., Masiello, C. A., Liu, Z.,
and
Dugan,
B.:
Biochar-induced
changes
in
soil
hy-
draulic
conductivity
and
dissolved
nutrient
fluxes
con-
strained by laboratory experiments, PLoS One, 9, e108340,
https://doi.org/10.1371/journal.pone.0108340, 2014. Cross, A. and Sohi, S. P.: A method for screening the relative
long-term stability of biochar, GCB Bioenergy, 5, 215–220,
https://doi.org/10.1111/gcbb.12035, 2013. Bird, M. I., Wynn, J. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Brodowski, S., John, B., Flessa, H., and Amelung, W.: Aggregate-
occluded black carbon in soil, Eur. J. Soil Sci., 57, 539–546,
https://doi.org/10.1111/j.1365-2389.2006.00807.x, 2006. Competing interests. The authors declare that they have no conflict
of interest. Brodowski,
S.,
Amelung,
W.,
Haumaier,
L.,
and
Zech,
W.:
Black
carbon
contribution
to
stable
humus
in
German
arable
soils,
Geoderma,
139,
220–228,
https://doi.org/10.1016/j.geoderma.2007.02.004, 2007. Acknowledgements. We
thank
Esmail
Taghizadeh
and
Thomas Keller (University of Zurich) for support with analy-
ses and technical assistance. We also thank Rahel Wanner (Zurich
University of Applied Sciences) for CHN-O analyses. Castan, S., Sigmund, G., Hüffer, T., and Hofmann, T.: Biochar parti-
cle aggregation in soil pore water: The influence of ionic strength
and interactions with pyrene, Environ. Sci. Process. Impacts, 21,
1722–1728, https://doi.org/10.1039/c9em00277d, 2019. Financial support. This research has been supported by the Swiss
National Science Foundation (grant no. 200021_178768). Chatterjee, S., Santos, F., Abiven, S., Itin, B., Stark, R. E., and
Bird, J. a.: Elucidating the chemical structure of pyrogenic or-
ganic matter by combining magnetic resonance, mid-infrared
spectroscopy and mass spectrometry, Org. Geochem., 51, 35–44,
https://doi.org/10.1016/j.orggeochem.2012.07.006, 2012. Review statement. This paper was edited by Jens-Arne Subke and
reviewed by two anonymous referees. Cheng, C.-H. H., Lehmann, J., Thies, J. J. E., and Bur-
ton, S. D. S.: Stability of black carbon in soils across a
climatic gradient, J. Geophys. Res.-Biogeosci., 113, 1–10,
https://doi.org/10.1029/2007JG000642, 2008. 5
Conclusion and implementation The vertical mobility of PyOM was limited to only a small
fraction (< 11%) migrating through the soil columns. Large Biogeosciences, 17, 6457–6474, 2020 https://doi.org/10.5194/bg-17-6457-2020 6471 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Geochem., 31, 711–725, https://doi.org/10.1016/S0146-
6380(00)00046-2, 2000. Kaiser, K. and Kalbitz, K.: Cycling downwards – dissolved
organic matter in soils, Soil Biol. Biochem., 52, 29–32,
https://doi.org/10.1016/j.soilbio.2012.04.002, 2012. Hilscher, A. and Knicker, H.: Degradation of grass-derived pyro-
genic organic material, transport of the residues within a soil
column and distribution in soil organic matter fractions during
a 28 month microcosm experiment, Org. Geochem., 42, 42–54,
https://doi.org/10.1016/j.orggeochem.2010.10.005, 2011. Kalbitz, K., Solinger, S., Park, J. H., Michalzik, B., and Matzner,
E.: Controls on the dynamics dissolved organic matter in soils:
A review, Soil Sci., 165, 4, https://doi.org/10.1097/00010694-
200004000-00001, 2000. Hilscher, A., Heister, K., Siewert, C., and Knicker, H.: Mineralisa-
tion and structural changes during the initial phase of microbial
degradation of pyrogenic plant residues in soil, Org. Geochem.,
40, 332–342, https://doi.org/10.1016/j.orggeochem.2008.12.004,
2009. Keiluweit, M., Nico, P. S., and Johnson, M. G.: Dynamic Molecu-
lar Structure of Plant Biomass-Derived Black Carbon (Biochar),
Environ. Sci. Technol., 44, 1247–1253, 2010. Knicker,
H.:
Pyrogenic
organic
matter
in
soil:
Its
ori-
gin
and
occurrence,
its
chemistry
and
survival
in
soil
environments,
Quaternary
Int.,
243,
251–263,
https://doi.org/10.1016/j.quaint.2011.02.037, 2011. Hobley, E.: Vertical Distribution of Soil Pyrogenic Matter: A Re-
view, Pedosphere, 29, 137–149, https://doi.org/10.1016/S1002-
0160(19)60795-2, 2019. Hockaday, W. C., Grannas, A. M., Kim, S., and Hatcher,
P. G.: Direct molecular evidence for the degradation and
mobility of black carbon in soils from ultrahigh-resolution
mass spectral analysis of dissolved organic matter from
a fire-impacted forest soil, Org. Geochem., 37, 501–510,
https://doi.org/10.1016/j.orggeochem.2005.11.003, 2006. Kuzyakov, Y., Bogomolova, I., and Glaser, B.: Biochar stability in
soil: Decomposition during eight years and transformation as as-
sessed by compound-specific 14C analysis, Soil Biol. Biochem.,
70,
229–236,
https://doi.org/10.1016/j.soilbio.2013.12.021,
2014. Lavallee, J. M., Soong, J. L., and Cotrufo, M. F.: Conceptualizing
soil organic matter into particulate and mineral-associated forms
to address global change in the 21st century, Glob. Chang. Biol.,
26, 261–273, https://doi.org/10.1111/gcb.14859, 2020. Hockaday, W. C., Grannas, A. M., Kim, S., and Hatcher, P. G.: The transformation and mobility of charcoal in a fire-
impacted watershed, Geochim. Cosmochim. Acta, 71, 3432–
3445, https://doi.org/10.1016/j.gca.2007.02.023, 2007. Jaffé, R., Ding, Y., Niggemann, J., Vähätalo, A. V., Stub-
bins, A., Spencer, R. G. M., Campbell, J., and Dittmar,
T.: Global charcoal mobilization from soils via dissolution
and riverine transport to the oceans, Science, 340, 345–347,
https://doi.org/10.1126/science.1231476, 2013. Lehmann, J.: A handful of carbon, Nature, 447, 143–144,
https://doi.org/10.1038/447143a, 2007. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6472 Don, A. and Kalbitz, K.: Amounts and degradability of dis-
solved organic carbon from foliar litter at different de-
composition stages, Soil Biol. Biochem., 37, 2171–2179,
https://doi.org/10.1016/j.soilbio.2005.03.019, 2005. years
soil-biochar
incubations,
Geoderma,
333,
99–107,
https://doi.org/10.1016/j.geoderma.2018.07.016, 2019. Don, A. and Kalbitz, K.: Amounts and degradability of dis-
solved organic carbon from foliar litter at different de-
composition stages, Soil Biol. Biochem., 37, 2171–2179,
https://doi.org/10.1016/j.soilbio.2005.03.019, 2005. Jones, D. L., Rousk, J., Edwards-Jones, G., DeLuca, T. H., and Mur-
phy, D. V.: Biochar-mediated changes in soil quality and plant
growth in a three year field trial, Soil Biol. Biochem., 45, 113–
124, https://doi.org/10.1016/j.soilbio.2011.10.012, 2012. Eusterhues, K., Rennert, T., Knicker, H., Kögel-Knabner, I.,
Totsche, K., and Schwetmann, U.: Fractionation of Or-
ganic Matter Due to Reaction with Ferrihydrite?: Coprecipita-
tion versus Adsorption, Environ. Sci. Technol., 45, 527–533,
https://doi.org/10.1021/es1023898, 2011. Jones, M. W., Santín, C., van der Werf, G. R., and Do-
err, S. H.: Global fire emissions buffered by the pro-
duction of pyrogenic carbon, Nat. Geosci., 12, 742–747,
https://doi.org/10.1038/s41561-019-0403-x, 2019. Fang, Y., Singh, B., Singh, B. P., and Krull, E.: Biochar carbon
stability in four contrasting soils, Eur. J. Soil Sci., 65, 60–71,
https://doi.org/10.1111/ejss.12094, 2014. Jones, M. W., Coppola, A. I., Santín, C., Dittmar, T., Jaffé, R., Do-
err, S. H., and Quine, T. A.: Fires prime terrestrial organic carbon
for riverine export to the global oceans, Nat. Commun., 11, 2791,
https://doi.org/10.1038/s41467-020-16576-z, 2020. Hammes, K. and Abiven, S.: Identification of black carbon in the
Earth system Identification of Black Carbon in the Earth Sys-
tem, in: Fire phenomna and the Earth system: an interdisciplinary
guide to fire science, edited by: Belcher, C. M., Wiley-Blackwell,
Southern Gate, Chichester, UK, 157–176, 2013. Joseph, S. D., Camps-Arbestain, M., Lin, Y., Munroe, P., Chia, C. H., Hook, J., Van Zwieten, L., Kimber, S., Cowie, A., Singh, B. P., Lehmann, J., Foidl, N., Smernik, R. J., and Amonette, J. E.:
An investigation into the reactions of biochar in soil, Aust. J. Soil
Res., 48, 501–515, https://doi.org/10.1071/SR10009, 2010. Hammes, K., Smernik, R. J., Skjemstad, J. O., Herzog, A.,
Vogt, U. F., and Schmidt, M. W. I.: Synthesis and charac-
terisation of laboratory-charred grass straw (Oryza sativa) and
chestnut wood (Castanea sativa) as reference materials for
black carbon quantification, Org. Geochem., 37, 1629–1633,
https://doi.org/10.1016/j.orggeochem.2006.07.003, 2006. Kaiser, K. and Guggenberger, G.: The role of DOM sorption to
mineral surfaces in the preservation of organic matter in soils,
Org. References G., Saiz, G., Wurster, C. M., and McBeath,
A.: The Pyrogenic Carbon Cycle, Annu. Rev. Earth Planet. Sc., 43, 273–298, https://doi.org/10.1146/annurev-earth-060614-
105038, 2015. Ding, Y., Yamashita, Y., Dodds, W. K., and Jaffé, R.: Dis-
solved black carbon in grassland streams: Is there an ef-
fect of recent fire history?, Chemosphere, 90, 2557–2562,
https://doi.org/10.1016/j.chemosphere.2012.10.098, 2013. Braun,
M.,
Kappenberg,
A.,
Sandhage-Hofmann,
A.,
and
Lehndorff,
E.:
Leachable
soil
black
carbon
af-
ter
biochar
application,
Org. Geochem.,
143,
103996,
https://doi.org/10.1016/j.orggeochem.2020.103996, 2020. Dittmar, T., De Rezende, C. E., Manecki, M., Niggemann,
J., Coelho Ovalle, A. R., Stubbins, A., and Bernardes,
M. C.: Continuous flux of dissolved black carbon from a
vanished tropical forest biome, Nat. Geosci., 5, 618–622,
https://doi.org/10.1038/ngeo1541, 2012a. Brodowski, S., Amelung, W., Haumaier, L., Abetz, C., and Zech,
W.: Morphological and chemical properties of black carbon in
physical soil fractions as revealed by scanning electron mi-
croscopy and energy-dispersive X-ray spectroscopy, Geoderma,
128, 116–129, https://doi.org/10.1016/j.geoderma.2004.12.019,
2005. g
g
Dittmar, T., Paeng, J., Gihring, T. M., Suryaputra, I. G. N. A., and
Huettel, M.: Discharge of dissolved black carbon from a fire-
affected intertidal system, Limnol. Oceanogr., 57, 1171–1181,
https://doi.org/10.4319/lo.2012.57.4.1171, 2012b. https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6473 agement, edited by: Lehmann, J. and Joseph, S., Routledge,
Abingdon (UK), 281–298, 2015. Relevance of aboveground litter for soil organic matter forma-
tion – a soil profile perspective, Biogeosciences, 17, 3099–3113,
https://doi.org/10.5194/bg-17-3099-2020, 2020. Relevance of aboveground litter for soil organic matter forma-
tion – a soil profile perspective, Biogeosciences, 17, 3099–3113,
https://doi.org/10.5194/bg-17-3099-2020, 2020. agement, edited by: Lehmann, J. and Joseph, S., Routledge,
Abingdon (UK), 281–298, 2015. Saiz, G., Goodrick, I., Wurster, C., Nelson, P. N., Wynn, J., and
Bird, M.: Preferential Production and Transport of Grass-Derived
Pyrogenic Carbon in NE-Australian Savanna Ecosystems, Front. Earth Sci., 5, 1–13, https://doi.org/10.3389/feart.2017.00115,
2018. Lützow, M. V., Kögel-Knabner, I., Ekschmitt, K., Matzner, E.,
Guggenberger, G., Marschner, B., and Flessa, H.: Stabilization
of organic matter in temperate soils: Mechanisms and their rele-
vance under different soil conditions – A review, Eur. J. Soil Sci.,
57, 426–445, https://doi.org/10.1111/j.1365-2389.2006.00809.x,
2006. Santín, C., Doerr, S. H., Preston, C. M., and González-Rodríguez,
G.: Pyrogenic organic matter production from wildfires: a miss-
ing sink in the global carbon cycle, Glob. Change Biol., 21,
1621–1633, https://doi.org/10.1111/gcb.12800, 2015. Maestrini, B., Abiven, S., Singh, N., Bird, J., Torn, M. S., and
Schmidt, M. W. I.: Carbon losses from pyrolysed and original
wood in a forest soil under natural and increased N deposition,
Biogeosciences, 11, 5199–5213, https://doi.org/10.5194/bg-11-
5199-2014, 2014. Santín, C., Doerr, S. H., Kane, E. S., Masiello, C. A., Ohlson, M., de
la Rosa, J. M., Preston, C. M., and Dittmar, T.: Towards a global
assessment of pyrogenic carbon from vegetation fires, Glob. Change Biol., 22, 76–91, https://doi.org/10.1111/gcb.12985,
2016. Major, J., Lehmann, J., Rondon, M., and Goodale, C.: Fate
of soil-applied black carbon: Downward migration, leach-
ing and soil respiration, Glob. Chang. Biol., 16, 1366–1379,
https://doi.org/10.1111/j.1365-2486.2009.02044.x, 2010. Santín, C., Doerr, S. H., Merino, A., Bucheli, T. D., Bryant, R., As-
cough, P., Gao, X., and Masiello, C. A.: Carbon sequestration
potential and physicochemical properties differ between wild-
fire charcoals and slow-pyrolysis biochars, Sci. Rep., 7, 1–11,
https://doi.org/10.1038/s41598-017-10455-2, 2017. Masiello, C. A. and Druffel, E. R. M.: Black carbon in deep-sea
sediments, Science, 280, 1911–1913, 1998. McKeague, J. A., Brydon, J. E., and Miles, N. M.: Dif-
ferentiation
of
Forms
of
Extractable
Iron
and
Alu-
minum
in
Soils,
Soil
Sci. Soc. Am. J.,
35,
33–38,
https://doi.org/10.2136/sssaj1971.03615995003500010016x,
1971. Santos,
F.,
Torn,
M. S.,
and
Bird,
J. A.:
Biological
degradation
of
pyrogenic
organic
matter
in
temper-
ate
forest
soils,
Soil
Biol. Biochem.,
51,
115–124,
https://doi.org/10.1016/j.soilbio.2012.04.005, 2012. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Mukherjee, A. and Zimmerman, A. R.: Organic carbon and nu-
trient release from a range of laboratory-produced biochars
and biochar-soil mixtures, Geoderma, 193–194, 122–130,
https://doi.org/10.1016/j.geoderma.2012.10.002, 2013. Santos, F., Wagner, S., Rothstein, D., Jaffe, R., and Miesel,
J. R.: Impact of a Historical Fire Event on Pyrogenic
Carbon Stocks and Dissolved Pyrogenic Carbon in Spo-
dosols in Northern Michigan, Front. Earth Sci., 5, 1–9,
https://doi.org/10.3389/feart.2017.00080, 2017. Oren, A. and Chefetz, B.: Sorptive and Desorptive Fractionation of
Dissolved Organic Matter by Mineral Soil Matrices, J. Environ. Qual., 41, 526–533, https://doi.org/10.2134/jeq2011.0362, 2012. p
g
Schiedung, M. and Abiven, S.: Dataset to Manuscript: Vertical mo-
bility of pyrogenic organic matter in soils: A column experiment,
Zenodo, https://doi.org/10.5281/zenodo.4268490, 2020. Pignatello, J. J., Uchimiya, M., Abiven, S., and Schmidt, M. W. I.: Evolution of biochar properties in soil, in Biochar for envi-
ronmental management, edited by: Lehmann, J. and Joseph, S.,
Routledge, Abingdon (UK), 195–233, 2015. Schmidt, M. W. I., Torn, M. S., Abiven, S., Dittmar, T., Guggen-
berger, G., Janssens, I. A., Kleber, M., Kögel-Knabner, I.,
Lehmann, J., Manning, D. A. C., Nannipieri, P., Rasse, D. P., Weiner, S., and Trumbore, S. E.: Persistence of soil or-
ganic matter as an ecosystem property, Nature, 478, 49–56,
https://doi.org/10.1038/nature10386, 2011. Pingree, M. R. A. and DeLuca, T. H.: Function of Wildfire-
Deposited Pyrogenic Carbon in Terrestrial Ecosystems, Front. Environ. Sci., 5, 1–7, https://doi.org/10.3389/fenvs.2017.00053,
2017. Sigmund, G., Jiang, C., Hofmann, T., and Chen, W.: Environmental
transformation of natural and engineered carbon nanoparticles
and implications for the fate of organic contaminants, Environ. Sci. Nano, 5, 2500–2518, https://doi.org/10.1039/C8EN00676H,
2018. Preston, C. M. and Schmidt, M. W. I.: Black (pyrogenic) carbon:
a synthesis of current knowledge and uncertainties with spe-
cial consideration of boreal regions, Biogeosciences, 3, 397–420,
https://doi.org/10.5194/bg-3-397-2006, 2006. R Core Team: R: The R Project for Statistical Computing, R Foun-
dation, Vienna, Austria, 2020. Simunek, J., van Genuchten, M. Th., Sejna, M., Toride, N., and
Leij, F. J.: STANMOD computer software package for evaluat-
ing solute transport in porous media using analytical solutions
of the convection-dispersion solute transport equation, Version
2.08.1130, available at: https://www.pc-progress.com (last ac-
cess: 9 October 2019), 2003 Rechberger, M. V., Kloss, S., Rennhofer, H., Tintner, J., Watzinger,
A., Soja, G., Lichtenegger, H., and Zehetner, F.: Changes
in biochar physical and chemical properties: Accelerated
biochar aging in an acidic soil, Carbon N. Y., 115, 209–219,
https://doi.org/10.1016/j.carbon.2016.12.096, 2017. Singh, N., Abiven, S., Torn, M. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Lehmann, J., Kinyangi, J., and Solomon, D.: Organic matter sta-
bilization in soil microaggregates: Implications from spatial het-
erogeneity of organic carbon contents and carbon forms, Biogeo-
chemistry, 85, 45–57, https://doi.org/10.1007/s10533-007-9105-
3, 2007. Jiang,
X.,
Haddix,
M. L.,
and
Cotrufo,
M. F.:
Interac-
tions between biochar and soil organic carbon decompo-
sition: Effects of nitrogen and low molecular weight car-
bon compound addition, Soil Biol. Biochem., 100, 92–101,
https://doi.org/10.1016/j.soilbio.2016.05.020, 2016. Lehmann, J., Abiven, S., Kleber, M., Pan, G., Singh, B. P., Sohi,
S. P., and Zimmerman, A. R.: Persistence of biochar in soil, in
Biochar for Environmental Management, edited by: Lehmann, J. and Joseph, S., Routledge, Abingdon (UK), 235–282, 2015. Jiang, X., Tan, X., Cheng, J., Haddix, M. L., and Cotrufo,
M. F.: Interactions between aged biochar, fresh low molec-
ular
weight
carbon
and
soil
organic
carbon
after
3.5- Liebmann, P., Wordell-Dietrich, P., Kalbitz, K., Mikutta, R., Kalks,
F., Don, A., Woche, S. K., Dsilva, L. R., and Guggenberger, G.: https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment 6474 Wagner, S., Ding, Y., and Jaffé, R.: A New Perspective on the Ap-
parent Solubility of Dissolved Black Carbon, Front. Earth Sci.,
5, 1–16, https://doi.org/10.3389/feart.2017.00075, 2017. Smebye, A., Alling, V., Vogt, R. D., Gadmar, T. C., Mul-
der, J., Cornelissen, G., and Hale, S. E.: Biochar amend-
ment
to
soil
changes
dissolved
organic
matter
con-
tent
and
composition,
Chemosphere,
142,
100–105,
https://doi.org/10.1016/j.chemosphere.2015.04.087, 2016. Wagner, S., Jaffé, R., and Stubbins, A.: Dissolved black car-
bon in aquatic ecosystems, Limnol. Oceanogr. Lett., 168–185,
https://doi.org/10.1002/lol2.10076, 2018. Soucémarianadin, L., Reisser, M., Cécillon, L., Barré, P., Nicolas,
M., and Abiven, S.: Pyrogenic carbon content and dynamics in
top and subsoil of French forests, Soil Biol. Biochem., 133, 12–
15, https://doi.org/10.1016/j.soilbio.2019.02.013, 2019. p
g
Wiesmeier, M., Urbanski, L., Hobley, E., Lang, B., von Lützow,
M., Marin-Spiotta, E., van Wesemael, B., Rabot, E., Ließ, M.,
Garcia-Franco, N., Wollschläger, U., Vogel, H.-J., and Kögel-
Knabner, I.: Soil organic carbon storage as a key function of soils
– A review of drivers and indicators at various scales, Geoderma,
333, 149–162, https://doi.org/10.1016/j.geoderma.2018.07.026,
2019. Spokas, K. A., Novak, J. M., Masiello, C. A., Johnson, M. G.,
Colosky, E. C., Ippolito, J. A., and Trigo, C.: Physical Disintegra-
tion of Biochar: An Overlooked Process, Environ. Sci. Technol. Lett., 1, 326–332, https://doi.org/10.1021/ez500199t, 2014. Wood, D. J.: Characterisation of Charcoals by DRIFT, Mikrochim. Acta, 95, 167–169, https://doi.org/10.1007/BF01349745, 1988. Studer, M. S., Künzli, R., Maier, R., Schmidt, M. W. I., Sieg-
wolf, R. T. W., Woodhatch, I., and Abiven, S.: The MICE
facility–a new tool to study plant–soil C cycling with a holis-
tic approach, Isotopes Environ. Health Stud., 53, 286–297,
https://doi.org/10.1080/10256016.2016.1254209, 2017. Xiao, F. and Pignatello, J. J.: π+-π Interactions between (het-
ero)aromatic amine cations and the graphitic surfaces of pyro-
genic carbonaceous materials, Environ. Sci. Technol., 49, 906–
914, https://doi.org/10.1021/es5043029, 2015. Tipping, E. and Woof, C.: Release To the Soil Solution in Terms of
Humic Charge, Water, 41, 573–586, 1990. Zhang,
A.,
Zhou,
X.,
Li,
M.,
and
Wu,
H.:
Impacts
of
biochar
addition
on
soil
dissolved
organic
mat-
ter
characteristics
in
a
wheat-maize
rotation
system
in
Loess
Plateau
of
China,
Chemosphere,
186,
986–993,
https://doi.org/10.1016/j.chemosphere.2017.08.074, 2017. Tipping, E., Chamberlain, P. M., Fröberg, M., Hanson, P. J., and
Jardine, P. M.: Simulation of carbon cycling, including dissolved
organic carbon transport, in forest soil locally enriched with 14C,
Biogeochemistry, 108, 91–107, https://doi.org/10.1007/s10533-
011-9575-1, 2012. M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment S., and Schmidt, M. W. I.:
Fire-derived organic carbon in soil turns over on a centennial
scale, Biogeosciences, 9, 2847–2857, https://doi.org/10.5194/bg-
9-2847-2012, 2012. Reisser, M., Purves, R. S., Schmidt, M. W. I., and Abiven,
S.: Pyrogenic Carbon in Soils: A Literature-Based Inven-
tory and a Global Estimation of Its Content in Soil Or-
ganic
Carbon
and
Stocks,
Front. Earth
Sci.,
4,
1–14,
https://doi.org/10.3389/feart.2016.00080, 2016. Singh, N., Abiven, S., Maestrini, B., Bird, J. A., Torn, M. S., and
Schmidt, M. W. I.: Transformation and stabilization of pyro-
genic organic matter in a temperate forest field experiment, Glob. Chang. Biol., 20, 1629–1642, https://doi.org/10.1111/gcb.12459,
2014. p
g
Rumpel, C., Leifeld, J., Santin, C., and Doerr, S.: Movement of
biochar in the environment, in Biochar for Environmental Man- https://doi.org/10.5194/bg-17-6457-2020 Biogeosciences, 17, 6457–6474, 2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment https://doi.org/10.5194/bg-17-6457-2020 M. Schiedung et al.: Vertical mobility of pyrogenic organic matter in soils: a column experiment Zhang, P., Liu, A., Huang, P., Min, L., and Sun, H.: Sorption
and molecular fractionation of biochar-derived dissolved or-
ganic matter on ferrihydrite, J. Hazard. Mater., 392, 122260,
https://doi.org/10.1016/j.jhazmat.2020.122260, 2020. Vanderborght, J. and Vereecken, H.: Review of dispersivities
for transport modeling in soils, Vadose Zone J., 6, 29–52,
https://doi.org/10.2136/vzj2006.0096, 2007. Vasilyeva, N. A., Abiven, S., Milanovskiy, E. Y., Hilf, M., Rizhkov,
O. V. and Schmidt, M. W. I.: Pyrogenic carbon quantity and
quality unchanged after 55 years of organic matter deple-
tion in a Chernozem, Soil Biol. Biochem., 43, 1985–1988,
https://doi.org/10.1016/j.soilbio.2011.05.015, 2011. Zhao, Z. and Zhou, W.: Insight into interaction between biochar
and soil minerals in changing biochar properties and adsorption
capacities for sulfamethoxazole, Environ. Pollut., 245, 208–217,
https://doi.org/10.1016/j.envpol.2018.11.013, 2019. Zimmerman,
A. R.:
Abiotic
and
Microbial
Oxidation
of
Laboratory-Produced Black Carbon (Biochar), Environ. Sci. Technol., 44, 1295–1301, https://doi.org/10.1021/es903140c,
2010. Velasco-Molina, M., Knicker, H., and Macías, F.: The Potential of
Humic Material in Sombric-Like Horizons of Two Brazilian Soil
Profiles as an Efficient Carbon Sink within the Global C Cycle, in
Functions of Natural Organic Matter in Changing Environment,
vol. 9789400756, edited by: Xu, J., Wu, J., and He, Y., Springer
Netherlands, Dordrecht, 429–433, 2013. Biogeosciences, 17, 6457–6474, 2020 Biogeosciences, 17, 6457–6474, 2020 Biogeosciences, 17, 6457–6474, 2020 https://doi.org/10.5194/bg-17-6457-2020 https://doi.org/10.5194/bg-17-6457-2020
|
https://openalex.org/W3091030324
|
https://pure.ulster.ac.uk/ws/files/86187893/Main_paper_unblinded_86008527_.pdf
|
English
| null |
‘The Lynchpin of the Acute Stroke Service’—An envisioning of the scope and role of the advanced nurse practitioner in stroke care in a qualitative study
|
Journal of clinical nursing
| 2,020
|
cc-by
| 10,179
|
General rights
Th
i ht General rights
The copyright and moral rights to the output are retained by the output author(s), unless otherwise stated by the document licence. eneral rights
e copyright and moral rights to the output are retained by the output author(s), unless otherwise stated by the document Unless otherwise stated, users are permitted to download a copy of the output for personal study or non-commercial research and are
permitted to freely distribute the URL of the output. They are not permitted to alter, reproduce, distribute or make any commercial use of the
output without obtaining the permission of the author(s). If the document is licenced under Creative Commons, the rights of users of the documents can be found at
https://creativecommons.org/share-your-work/cclicenses/. If the document is licenced under Creative Commons, the rights of users of the documents can be found at
https://creativecommons.org/share-your-work/cclicenses/. Link to publication record in Ulster University Research Portal Publication Status:
Published (in print/issue): 01/12/2020 Document Version
Author Accepted version Document Licence:
CC BY General rights
The copyright and moral rights to the output are retained by the output author(s), unless otherwise stated by the document licence. The Lynchpin of the Acute Stroke Service” – An envisioning of the scope and role of
the advanced nurse practitioner in stroke care in a qualitative study Laird, LEA., McCauley, C.-O., Ryan, A., & Beattie , A. (2020). The Lynchpin of the Acute Stroke Service” – An
envisioning of the scope and role of the advanced nurse practitioner in stroke care in a qualitative study. Journal
of Clinical Nursing, 29(23-24), 4795-4805. https://doi.org/10.1111/jocn.15523 Laird, LEA., McCauley, C.-O., Ryan, A., & Beattie , A. (2020). The Lynchpin of the Acute Stroke Service” – An
envisioning of the scope and role of the advanced nurse practitioner in stroke care in a qualitative study. Journal
of Clinical Nursing, 29(23-24), 4795-4805. https://doi.org/10.1111/jocn.15523 Link to publication record in Ulster University Research Portal Take down policy Take down policy
The Research Portal is Ulster University's institutional repository that provides access to Ulster's research outputs. Every effort has been
made to ensure that content in the Research Portal does not infringe any person's rights, or applicable UK laws. If you discover content in
the Research Portal that you believe breaches copyright or violates any law, please contact pure-support@ulster.ac.uk Download date: 24/10/2024 Abstract Background: Stroke prevalence is rising internationally. Advanced practice nursing is established
across many jurisdictions, however its contribution to stroke services is under researched. Aim: To gain insights into the future scope and role of future advanced nurse practitioners in stroke
care from the perspectives of key stakeholders. Design: A qualitative descriptive approach Methods: Interviews were conducted in 2019 with a purposive sample of 18 participants, comprising
stroke nurses, stroke unit managers, stroke survivors and their family carers, recruited in one UK
healthcare trust. The research is reported in line with COREQ. Data were analysed in accordance
with an inductive content analysis approach. Results: The abstraction process generated four main themes. These were “The lynchpin of the
acute stroke service”, “An expert in stroke care”, “Person and family focussed”, and “Preparation for
the role”. Conclusion: These findings offer new perspectives on the potential scope and role of advanced nurse
practitioners in stroke service delivery. Further research should focus on how to address the
challenges confronted by advanced nurse practitioners when endeavouring to engage in
autonomous clinical decision-making. Impact: Study findings may advance post registration education curricula, clinical supervision models
and research directions. Relevance to clinical practice: There is support for the implementation of advanced practice nursing
in the hyper acute and acute stroke phases of the care pathway. An interprofessional model of
clinical supervision has potential to support the developing advanced nurse practitioner in
autonomous clinical decision making. Keywords: Advanced Nurse Practitioners, Education, Leadership, Qualitative Approaches, Stroke eywords: Advanced Nurse Practitioners, Education, Leadership, Qualitative Approaches, Stroke Introduction Stroke can affect people of all ages but is more prevalent among adults aged 65 years and older. In
tandem with ageing demographic trends and rising prevalence of metabolic syndrome, it is
anticipated that the prevalence of stroke will increase globally (GBD 2016 Stroke Collaborators,
2019). In the UK, the expectation is that there will be a 44% rise in the number of people
experiencing a new stroke over the next twenty years (Kings College London, 2017). The quality of
stroke care varies across the UK (Royal College of Physicians, 2017), and this is despite robust
research that demonstrates that access to hyper acute and acute stroke units, and faster
intervention of thrombolysis and thrombectomy, generate improved clinical outcomes (Friebel et
al., 2018; Hastrup et al., 2018). To date, stroke nurses have been pivotal to the delivery of hyper
acute and acute stroke services internationally (Middleton et al., 2015; Kummarg et al., 2018). In
addition, research has demonstrated that nurse led protocols for management of pyrexia,
hyperglycaemia and swallowing in the acute stroke phase reduce mortality and have potential for
long term and sustained benefits for patients (Middleton et al., 2017). This paper presents a
qualitative study that addresses the future role and scope of an advanced nurse practitioner in the
delivery of stroke services in a region of the UK. Background Advanced practice nursing is firmly established across many jurisdictions, including the US (National
Council of State Boards of Nursing APRN Advisory Committee, 2010), Australia (Nursing and
Midwifery Board of Australia, 2016) and the UK (Royal College of Nursing [RCN], 2018). Advanced
practice nursing defines a higher level of practice demonstrated by advanced clinical skills,
experience and knowledge. The advanced nurse practitioner (ANP) is educated to at least Master’s
degree (RCN, 2018), and in the US, nurse practitioners must be certified and licensed. In the UK,
nurses who meet the required competencies for ANPs will have their advanced status and
prescribing authority recorded on the Nursing and Midwifery Council register. There is a paucity of
published peer reviewed research nationally and internationally that has addressed advanced
practice nursing in the sphere of stroke care. In the grey literature, Minchin and Wensley (2003)
reported that the introduction of medical nurse practitioners, defined as experienced registered
nurses with further training and competence in assessing, diagnosing and treating complex
problems, facilitated timely referral to the specialist stroke team. More recently, Sanders (2019)
reported that the implementation of an advanced nurse practitioner programme in one stroke
service supported enhanced quality of care. A scoping review undertaken by Wilson & Ashcroft
(2018) has described a variety of nurse practitioner roles in stroke care in primary care, acute
hospital care and secondary prevention in the community. The four regions of the UK have made a commitment to enhancing and reshaping their stroke
services towards centralised models of care (NHS England, 2019; NHS Scotland, 2019; NHS Wales,
2017; Northern Ireland Health and Social Care Board, 2017). There is potential that the
implementation of ANPs in stroke care delivery can drive enhancements and efficiencies. ANPs in
the UK are supported by standards developed by the Royal College of Nursing (2018), and regional
practice frameworks (Northern Ireland Practice Education Council [NIPEC], 2016). Nurse prescribing
is a prerequisite skill to advanced nursing practice in the UK, and there is an expectation that ANPs
will contribute highly developed assessment, diagnostic, analytical and clinical judgemental skills,
and perform many functions previously reserved for doctors (RCN, 2018). This has relevance in
stroke care as pharmacological interventions and management are pivotal to the prevention, treatment, and long-term management of stroke. In addition, there is potential for the ANP to
expedite the treatment regimens for patients with ischaemic stroke in the hyper acute stroke phase. Methods The study employed a qualitative descriptive approach that utilised semi-structured interviews for
the collection of data. The qualitative description is a design that seeks to produce a low inference
description of a phenomenon, with the intention to remain close to the original data (Neergaard et
al., 2009; Sandelowski, 2000, 2010). With regards to methods, a variation sampling approach is
appropriate, in order to gain a broad insight into the phenomenon (Neergaard et al., 2009). In
addition, semi-structured interviews are commonly used in data collection, to glean a
straightforward description generated from a range of perspectives of individuals and groups
(Lambert & Lambert, 2012). The study was conducted in accordance with the consolidated criteria
for reporting qualitative research (COREQ supplementary file 1) (Tong et al., 2007). It incorporated a
purposive sampling approach to generate perspectives from adults that had experienced a stroke,
and their family carers, in addition to senior stroke nurses, specialist stroke nurses, and stroke
service managers. Background Whilst the evidence demonstrates that faster time to initiation of lysis treatment, is associated with
improved clinical outcomes, it is important to point out that lysis treatment is associated with
adverse events for up to 6% of patients (Jahan et al., 2019). To date, there are no ANPs employed in
stroke services in Northern Ireland. In a climate of increasing demand and tight fiscal management,
nurses with advanced skills have potential to reduce the burden of stroke and make a significant
contribution to the delivery of timely, effective and efficient care. There is currently a paucity of published research nationally and internationally that has addressed
advanced practice nursing in the sphere of stroke care and there is a lack of clarity around what an
ANP role in the delivery of stroke services will encompass. The present study aimed to explore
perspectives about the scope and role of future advanced nurse practitioners in the delivery of
stroke services from a range of key stakeholders. The purpose of the study was to ascertain the level
of support for the role and to develop a substantive description of scope and role to inform
curriculum development, service planning and future research. Participants and setting The study was conducted from July 2019 to November 2019 at two hospital sites in one healthcare
trust in the UK, and in the homes of stroke survivors and their family carers. The target population
for healthcare professionals was senior stroke nurses, specialist stroke nurses, and stroke unit
managers employed in the Trust’s stroke service. The inclusion criteria for these healthcare
professionals were at least four years’ experience in the delivery of stroke services, and willingness
to participate. The target population for service users was adults living at home, that had experienced stroke care
in the Trust, as well as their family carers. The inclusion criteria for stroke survivors were age 18
years and older, living at home, experienced a stroke in the previous six months, engagement in
community rehabilitation services, and ability and willingness to participate in an interview. The
inclusion criteria for family carers were age 18 years and older, with ability and willingness to
participate in an interview. The ability to participate in an interview, was construed by ability to engage in the stroke community rehabilitation service after discharge from hospital and confirmed
in consultation between the gate keeper appointed to support recruitment and the rehabilitation
service managers. The rationale for the mix of participant groups was to gain a breadth of perspectives that could
encompass the aspirations for advanced nursing practice in stroke services. It was anticipated this
this approach would also identify the challenges and strengths in the existing service, that
participants perceived could be addressed and/or built on, in advanced nursing practice. The
research invitation and information pack for participants included general information about
advanced nursing practice to ensure that all participant groups were sufficiently informed to be able
to provide perspectives. The purposive sampling method was used to recruit the participants, with
sampling continuing until no new substantive data or new category was acquired. Selection of the
participants was based on the variation of samples and the progression of the interviews. Accordingly, a total of 18 individuals provided their written informed consent to participate in the
study. These included four adults that had experienced a stroke, and their family carers (n=4), four
senior stroke nurses, three specialist stroke nurses, and three stroke unit managers. Participants and setting This study was approved by the Research Ethics Filter Committee of the School of Nursing and
School of Health Sciences, University of Ulster, and Northwest Liverpool Central REC 19/NW/0256 in
March 2019. The main ethical issues related to voluntariness, consent, confidentiality and
protection of data. Prepared letters of invitation and participant information sheets and separate
consent forms for stroke service participants, service user participants and carer participants
supported voluntariness, informed consent, and right to withdraw from the study. There was full
adherence to research governance pertaining to processing, storage and disposal of data. Data collection The data were collected through 18 face to face individual interviews conducted in the time period
from 2nd July 2019 to 22nd November 2019, with each lasting between 30 to 55 minutes. The
interviews with the healthcare professionals were conducted by the first author in private meeting
rooms in Healthcare Trust locations that were convenient to them. The interviews with the adults
that had experienced a stroke, and carers were conducted individually in a private room in their own
homes. The interviews with the adults that had experienced a stroke were conducted by the first
author, and the interviews with the family carers were conducted by the second author. All four
authors have expertise in qualitative interviewing and qualitative research. With the permission of
the participants, each interview was audio recorded. In addition, field notes during and after each
interview were made by the interviewers, to support data analysis. Interview guides were
formulated for each participant group and subjected to critical review by two specialist stroke nurses
employed in a healthcare trust not involved in this study, academic colleagues in the School of
Nursing, and a stroke advocacy group. Constructive feedback informed amendments and the final
versions that were used. The interview guides were focussed on perspectives of the participants and
their current and past experiences of delivering or receiving stroke care. The series of open general
questions were supported by probes designed to clarify responses and to elicit more detailed
information and are available in supplementary file 2. Rigour The conduct and presentation of this study was informed by the Consolidated criteria for reporting
qualitative research (Tong et al., 2007). Data trustworthiness was assessed by the four criteria
recommended by Lincoln and Guba (1988). The credibility and confirmability criteria were achieved
through a thorough engagement with the research from conception, through planning, physical
engagement in the field for purposive sampling, selecting and recruiting participants, undertaking
preliminary data analysis after each interview, ensuring accurate verbatim transcription of the audio
files, repeated review of the transcripts and cross checking with field notes, classification of the
extracted codes and categories, and maintenance of an audit trail. Furthermore, a summary of the
developing analysis and interpretation was shared with two of the senior nurse participants and one
service user and carer, and their review confirmed interpretation. Confirmability and dependability
of data is supported by the inclusion of raw data (meaning unit quotes), the data analysis and data
reduction through presentation of the main themes, sub-themes, and the results. To enhance the
level of transferability, the service user participants have been allocated ID codes P1, P2 etc, the
carer participants have been allocated ID codes C1, C2 etc, and the healthcare professional
participants are coded HP1, HP2 etc. The conduct and presentation of this study was informed by the Consolidated criteria for reporting
qualitative research (Tong et al., 2007). Data trustworthiness was assessed by the four criteria
recommended by Lincoln and Guba (1988). The credibility and confirmability criteria were achieved
through a thorough engagement with the research from conception, through planning, physical
engagement in the field for purposive sampling, selecting and recruiting participants, undertaking
preliminary data analysis after each interview, ensuring accurate verbatim transcription of the audio
files, repeated review of the transcripts and cross checking with field notes, classification of the
extracted codes and categories, and maintenance of an audit trail. Furthermore, a summary of the
developing analysis and interpretation was shared with two of the senior nurse participants and one
service user and carer, and their review confirmed interpretation. Confirmability and dependability
of data is supported by the inclusion of raw data (meaning unit quotes), the data analysis and data
reduction through presentation of the main themes, sub-themes, and the results. Data Analysis Qualitative content analysis is a systematic means of describing phenomenon (Schreier, 2012). The
interview data underwent qualitative content analysis in accordance with the inductive process
described by Elo and Kyngas (2008). This method of analysis was chosen, because of the paucity of
published research and the lack of clarity pertaining to the role of the ANP role in the delivery of
stroke services. The audio interview data were transcribed, and participant names were replaced by
pseudonyms. The preparation stage of the analysis involved a review of the transcriptions, followed
by repeated reading and study of the text to generate deeper understanding of the link between the
data and the scope and role of a future ANP in stroke care. The organisation phase encompassed 1)
the selection of meaning units and open codes, 2) the grouping of related codes, 3) categorisation of
the groups, and 4) the abstraction process which generated four main themes. This was a
progressive process whereby the extracted categories that evolved after successive interview data
were analysed until data saturation was reached. The initial data analysis and extraction of meaning
units and the grouping of related codes were carried out by the first author. Then the second author
reviewed and validated both the transcripts and the codes. A few incompatibilities in coding were
identified by the second author, leading to further study of the data on the part of the first author
and refinements in the coding and subsequently agreement was reached between the authors. Extracted codes that were identified as similar were classified into categories, and then grouped into
sub-themes, and then further grouped into the four main themes. All four members of the research
team were involved through discussions and critical appraisal of the analysis, in the formulation of
the final list of main themes, and sub-themes. These are presented in table 1. Findings A total of 18 people participated in this study of which four were adults that had experienced a
stroke, four were family carers, four were senior staff nurses, three were stroke unit managers, and
three were specialist stroke nurses. The participants that had experienced a stroke and their family
carers were aged 38-65years and 39-66 years respectively. Three of the four people that had
experienced a stroke were women, and two of the four family carers were women. All the stroke
nurses and stroke unit managers were women. Analysis of the interview data resulted in four main
themes. These were “The Lynchpin of the acute stroke service”, “An expert in stroke care”, “Person
and family focussed”, and “Preparation for the role”. Rigour To enhance the
level of transferability, the service user participants have been allocated ID codes P1, P2 etc, the
carer participants have been allocated ID codes C1, C2 etc, and the healthcare professional
participants are coded HP1, HP2 etc. “The lynchpin of the acute stroke service” The nurse being there
helped me. I was slow, and a wee bit overwhelmed but it was necessary.” (P1). Nurses appeared to be tuned into the fear experienced by people with a new stroke, and their
reflections portrayed a level of confidence that rendered a sense of calm. “You see the fear in their faces. In ED, someone was inserting a cannula, another doing an
ECG, another taking bloods, and the consultant was trying to get a cohesive history. I
introduced myself and explained that I’ll be with you through this journey. Later I went to
see her in the ward, and she recognised me, and when she felt secure enough, she let the
tears fall about everything that happened to her in such a short period of time.” (HP4). “You see the fear in their faces. In ED, someone was inserting a cannula, another doing an
ECG, another taking bloods, and the consultant was trying to get a cohesive history. I
introduced myself and explained that I’ll be with you through this journey. Later I went to
see her in the ward, and she recognised me, and when she felt secure enough, she let the
tears fall about everything that happened to her in such a short period of time.” (HP4). A senior staff nurse highlighted the negative impact of fear on blood pressure and pulse and
provided this as a rationale for the calming intervention of an ANP: “Anyone coming in with a stroke
is scared, and fear can exacerbate blood pressure and pulse. If you had the calming influence of one
nurse, who says I’ll be there with you.” (HP10). She later conjectured that the ANP role should
extend beyond the hyperacute stroke phase and stated: “Ideally you would like the ANP to stay with
the patient until they get them settled on the stroke ward.” (HP10). Furthermore, a family carer
postulated that one to one support for the patient should be provided for 24 hours “For the first 24
hours, I think that each patient should have a dedicated nurse that is just slowly looking after that
one patient and is focused on that one patient.” (C3) The healthcare participants highlighted that expediting the stroke pathway through enhanced
coordination would be pivotal to the delivery of evidence-based care. “The lynchpin of the acute stroke service” A specialist stroke nurse
explained: “When we get the hyper acute unit, there will be a faster pace in getting the patients in
and getting them out…. The ANP will be the one that knows the person with stroke is going to the
right place and expedite all their test investigations.” (HP4). It was anticipated that the ANP would
generate efficiency: “The ANP will make the journey for the patient as direct as possible, getting the
patient in the right place and making their journey as stress-free as possible. Having their scans and
doing everything in a timely fashion.” (HP5). “The lynchpin of the acute stroke service” This theme encompasses the scope of the ANP. The healthcare professionals conjectured
that the ANP role will predominantly fall within the acute treatment component of the
stroke pathway. A specialist stroke nurse stated: “The ANP would be the lynchpin of the
acute stroke service.” (HP6). The word lynchpin refers to a vital member of a group or
organisation, that holds together the other members or parts for them to function as
intended (Merriam-Webster Dictionary, 2020). This definition was reflected in data
conveying the importance of the rapid stroke team response, projecting a calming influence
in the hyper-acute stroke phase, and enhanced coordination of the stroke pathway. A family
carer illuminated the positive impact of early engagement with a senior nurse in the hyperacute
stroke phase: “There was a doctor standing behind the nurse in ED, and we told the nurse what had
happened. She instantly lifted the phone to the stroke team, and the team came down and
my wife was being dealt with in minutes.” (C4). For the stroke team response to be coordinated, timely and effective, the healthcare participants
proposed that the ANP should be available as soon as the person with suspected stroke is coming
through the hospital door. A senior staff nurse outlined that “the ANP will first see the patients in
ED, and she will then follow them in the ward” (HP7). A specialist stroke nurse explained that
“They'd be involved primarily with instigating everything that needs to be done for the patient.”
(HP1), and another conjectured that placing the ANP at the acute end of the stroke pathway would
not only expedite timely initiation of treatment but would lead to better clinical outcomes for
patients. “The ANP role should encompass the quick response diagnosis and the initiation of
treatment, because with the prescribing and thrombolysis, the scan needs to be read quickly. If we have all that in place, then obviously there will be a better outcome.” (HP1) Stroke is a frightening condition. The data richly illuminated the psychological and emotional
context of people and families feeling overwhelmed and fearful in the hyper acute stroke phase. “All the team came in very quickly; everything was done one after the other. I was getting
confused at the speed. I was kind of overwhelmed because my brain wasn't taking it all in. The speed was obviously paramount, and it was 100% efficient. “An expert in stroke care” This theme is an acknowledgement that the ANP will be an expert in stroke care. How this expertise
will manifest and be experienced by others was captured in data which conveyed bridging the gap
between stroke nursing and medicine, clinical competence, sharing knowledge and educating, and
the ability to implement change. The healthcare professionals anticipated that the ANP will take
responsibility for key aspects of clinical practice that are currently the remit of junior medical staff or
physician associates. They were appraising the parameters of the role: “An ANP may be doing more
than a junior doctor. I looked at the associate medical role, and the ANP role would not be far off
that.” (HP4). Their appraisal supported the understanding that “The ANP will be bridging the gap
between stroke nursing and medicine.” (HP8). Whilst they were keen to highlight their accrued competence to undertake full assessments of patients with stroke, it was less clear whether their
assessments were supporting autonomy in implementing plans for diagnostics, treatment and care. Interprofessional teamwork supports quality stroke care and underpins clinical confidence. A family
carer emphasised that ANPs must be able to convey clinical confidence within the inter professional
team, and particularly with medical staff: “The ANP must have a good relationship with the doctor
and be more affirmative with doctors if she/he thinks this or that should be done” (C2). The nurses
were anticipating the potential for power dynamics to surface and interfere with the ability of ANPs
to deliver fully on their role. A senior staff nurse stated that: “The ANP will need to be a confident person to say this is the way we should be doing it, and
to stand your ground with medical staff, for yourself and for your nursing staff and for your
patients.” (HP10). Stroke care in the region, is supported by an annual professions conference, and close relationships
between stroke organisations, universities and healthcare trusts. The healthcare participants shared
the expectation that the ANP will keep up to date with emerging research and best practice clinical
guidelines in stroke care, and act as an education resource. One nurse stated this as an essential
element of the role: “The ANP needs to have knowledge of the best practice and to share it” (HP7). “An expert in stroke care” Another nurse emphasised the ability to educate clinical colleagues: “The ANP needs to be able to
pass on that knowledge and expertise to other colleagues.” (HP6). It was further clarified that the
ANP’s education role will extend to patients and students. “An ANP is an expert in stroke care and will be the person for communicating up to date
methods and treatments and a resource for nurses, patients and students to go to, for
information. (HP10). A transformative leadership style was evoked. Perhaps this is not surprising given that the data
conveyed a time of flux and impending change: “A big thing is implementing change. There are
plans for a hyperactive unit, and my role is going to be changing.” (HP4). The healthcare
professionals conveyed a strong desire for the ANP to be the transformational agent, who can
engage collaboratively with multi-disciplinary colleagues to overcome challenges: “To be innovative
as well, and especially with the medical team, because there can be barriers between the doctors and
the nurses.” (HP10). A specialist stroke nurse highlighted an approach that the ANP may use to steer
the team towards successful change: “The ANP should be able in conjunction with colleagues, to say
this is what we need to do, and this is how we need to do it. Now, how can we achieve it?” (HP6) “The initial days were so important. Your husband's life is in their hands. You look at them
to look at you and to find out if there is something that the family can help with.” (C2). “The initial days were so important. Your husband's life is in their hands. You look at them
to look at you and to find out if there is something that the family can help with.” (C2). One major benefit of working closely with the person and family is the learning that can be derived
about past medical history, co-morbidities and self-management strategies. A significant proportion
of people that experience a stroke have comorbidities, such as diabetes, cardiovascular disease, or
other long-term conditions. A tendency for healthcare professionals to focus on the stroke diagnosis
and give lesser attention to comorbidities was conveyed by the service user and carer participants. The importance of paying attention to comorbidities was stressed. A patient related “I have a
chronic back injury. I was telling them, and some of the nurses did not seem to understand. Then
there was one nurse, and she pushed to get the medications for me.” (P4). Patients need to feel
confident that nurses are not only paying attention to the past medical history, but that they are
giving due attention to the treatment of co-existing conditions: “I have diabetes, and the most
important thing of concern for me in the early days after my stroke was that the nursing staff didn’t
seem to understand my schedules for insulin and eating.” (P2). This statement conveys the
understanding that the patient may not be able to start fully engaging with the new stroke diagnosis
and care plans until he/she is assured that the treatment regimens for co-existing conditions are put
in place to their satisfaction. Stroke affects people in uniquely individual ways. Some stroke symptoms are overt, such as a limb
weakness. Other symptoms, such as fatigue, speech and language difficulties, cognitive deficits and
difficulties with emotions can present significant challenges to the person but manifest in less
apparent ways. The importance of an ANP taking time to listen attentively and to support the
formulation of questions and answers in the presence of aphasia, was emphasised by stroke
survivors. “The nurse was with me, that first night, and she asked me a question, and then said write
down the answer, so I picked up the pen in my right hand, and I couldn’t use my right hand. She then put it in my left and I just scribbled, and she understood what I was asking for. “Person and Family Centred” Stroke is a condition, that affects lives in a most abrupt manner. One third of people with a new
stroke will experience depression, and the majority that are discharged from hospital, leave with a
disability. This understanding might explain why approaches that serve to actively engage, empower
and support the person and family from early in the stroke diagnosis, pervade the data. Nurses
conjectured that the values of the ANP will manifest in a desire to take time to share the diagnosis
and pertinent information with the patient and family: “I envisage that the ANP will be the type of
nurse that wants the patients to get their diagnosis with their families, takes time to sit and explains the details and the impact it may have on them.” (HP10). Furthermore, the service users and carers
were anticipating that the ANP will perceive the person living with stroke and the family as integral
members of the stroke team and actively encourage their contribution in care planning. A patient
explained: “The nurse said to my sister “Is anybody staying tonight?” I think she understood the
importance of somebody being there, you know, as my husband had the kids to come home to.” (P3). A carer put forward the view that the establishment of early rapport and trust with close members
of the family is not only crucial to wellbeing but is also a way of drawing on their lived experience of
caring for their loved one. “Preparation for the role” The fourth theme is an acknowledgement that ANPs will require preparation for the role and
encompasses the development of an ANP skills facilitated through clinical education placements,
clarification on who should deliver the lysis bolus, and clinical supervision. The healthcare
professionals outlined a skill set that comprises history taking, medical assessment and identification
of stroke mimics, lysis administration, GTN infusion administration, NIH assessments and
interpretation of diagnostics, nurse prescribing, medication reviews, and progress reviews. Nurses
were keen to highlight that their skill set was advancing in line with medical advances in stroke
treatments. A nurse stated: “Obviously, we do the lysis observations, and we’re getting more GTN infusions. Then you
have the fasting blood glucose protocols for people that are nil by mouth. We are getting
more advanced and more technical. You need to have your skills set because their condition
can change in an instant.” (HP8). When nurses take on more advanced roles, there is a risk that some fundamental elements of care
will receive lesser attention. A nurse pointed out that there are consequences if this was to happen:
“Don’t forget the fundamental skills too. People do not realise how important the swallow screen is. When we're doing the lysis, we're keeping these patients without swallow screens for longer than
necessary.” (HP4). The healthcare professionals identified the emergency department and neurovascular / transient
ischaemic attack (TIA) clinics as ideal first placements for ANP trainees to hone their diagnostic skills. It was recommended that trainees should then rotate to placements in hyper-acute and acute stroke
unit care, because “it is important to know how hyper acute and acute stroke care is delivered”. (HP9). It was proposed that additional learning could be attained in stroke review clinics, and
regional centres of excellence: “Consider placement days in other hospitals as well, to see the
excellence that they provide, like the clot retrieval in the regional hospital. Maybe a short placement
in the stroke review clinics too.” (HP7). Whilst the healthcare professionals largely conveyed an
incremental approach through a series of different clinical learning placements, consideration was
also given to a person-centred approach. “The ANP trainee needs to be in the TIA clinics and ED and see the patient from when they
come in the door, and then follow them through the whole aspect of lysis treatment. “The initial days were so important. Your husband's life is in their hands. You look at them
to look at you and to find out if there is something that the family can help with.” (C2). I felt
so much relief that she was able to understand me.” (P3). The healthcare professional, service user and carer participants stressed the importance of and the
anticipation that the ANP will take account of the many ways that stroke can affect people, and that
this will generate a sensitive communication approach. More specifically, a carer conveyed the
concept of ‘tuning in’ to the patient: “They (ANPs) need to understand the way stroke affects people,
and the way it can change them. My sister would be much slower in processing conversations and
movement. There’s nothing physically showing. The ANP would need to be tuned in. At that time
Carol was quite emotional.” (C1). “Preparation for the role” They
need to get the whole process of door to needle.” (HP5) An area in need of clarity uncovered in our data, pertained to whether an ANP or a physician will
administer the Lysis bolus infusion. Prompt screening for suitability for Lysis treatment, and rapid
door to needle times are hallmarks of a modern 24/7 hyper-acute stroke service. A specialist stroke
nurse contended: “I can order the diagnostics, the CT scans, and it's a group discussion on the lysis. I'm not saying whether the ANP would want to give the lysis, but you certainly are a big influence on
the decision making.” (HP4). The nurses indicated a hesitancy with regards to taking on the lead
role for Lysis bolus administration, and that perspective was carried through to ward manager level:
“The ANP would have the active part to play with the doctor, who is still administering the bolus. I think that's something that needs to remain with the physician. It’s more the initial assessment that
the ANP could have greater involvement, and aid the decision making around that.” (HP2) The healthcare professionals supported the need for a clinical supervision team to aid the
development of the ANP. The proposed membership of the team included “an ANP or stroke
specialist nurse already in post, and a stroke consultant and someone from diagnostics”. (HP8). A
nurse highlighted the contribution that a consultant physician could bring to the team: “A team must
include a consultant who sees people with stroke on a regular basis, or a neurologist who would also
have the knowledge, experience, and research background.” (HP6). The advantages of widening the
team beyond nursing and medical expertise were identified: “We need involvement of radiology
because you’ll be examining and interpreting CT scans and MRIs.” (HP4). A ward manager gave
consideration for pharmacist involvement: “The medical staff need to be involved, and maybe to an
extent input from the pharmacist, because we work closely with the pharmacist on the ward.” (HP3). In addition, nurses pointed out that the supervision team will need support and guidance from the
Stroke Lead in the university. This was based on the understanding that “the Stroke Lead will be
delivering the education and will have the knowledge to guide the team” (HP4), and that a joint up
approach would have most potential for success. Discussion The findings of the present study indicated strong support for advanced nursing practice in the
delivery of stroke service. Wilson and Ashcroft’s (2018) scoping review of nurse practitioner roles in
stroke care identified a wide variety of different roles undertaken that spanned the entire stroke
care pathway, including primary care, pre-hospital care, acute care treatment, and secondary care
prevention. This broad scope contrasts with the findings of our study. In our study, the dominant
perspective was that the ANP will be the lynchpin of the acute stroke service, with priority roles in
instigating the rapid stroke team response. The psychosocial context of people and families feeling
overwhelmed and fearful was moderated by nurses introducing themselves and building early
rapport. Our findings also differed from Wilson and Ashcroft (2018) with the envisioning that the
ANP will expedite timely transit through the stroke pathway. The literature more generally indicates
that ANP leadership has a positive impact on service delivery (Vaismoradi et al., 2016; Kraus &
DuBois, 2017). However, Kraus and Dubois caution that further research is required to establish the
relationship between the leadership practices of APNs and clinical outcomes. The ‘Expert in stroke care’ theme refers to up to date knowledge about stroke treatments, ability to
share best practice guidelines, clinical confidence, and transformational leadership. A key challenge
is whether the ANP will be able to translate clinical confidence into autonomous clinical decision
making. An integrative review of the literature (Heinen et al., 2019) has reported that leadership
competencies for advanced nursing practice fall within clinical, professional, health systems. and
health policy domains. The potential for power dynamics within the interprofessional team to
reduce the scope of ANPs was a key finding in emergency care research undertaken by Boman et al. (2018). The nurse practitioner role was perceived as a threat to colleagues and organizational
structures, with the consequence that their autonomous status only pertained to care of individuals
with non-urgent clinical needs. Boman et al. concluded that in order to achieve successful
implementation of advanced practice nursing, there must be engagement with co-workers as part of the process. Further support for the need to harness interprofessional support and address
organisational factors for successful implementation of advanced nursing practice is derived from a
qualitative study conducted by Casey et al (2018). The values articulated in our study place the person and family firmly at the centre of stroke care
planning. Discussion Patients and family carers understand that the focus of nurses will be on the management
of acute stroke, but they are concerned that their co-existing medical conditions, may receive lesser
attention. This is an interesting finding, given that research has indicated that diabetes management
may be sub-optimal in stroke care (Mitchell et al., 2012). If the ANP utilises approaches that actively
involve, support and empower the person and family unit as anticipated, there is potential for
agreement about priorities in care and partnership approaches towards improved management of
co-morbidities. Healthcare professionals experience challenge in communicating with stroke
survivors with speech and cognitive impairments (Clancy et al., 2020), and therefore the training
needs of the ANPs in this regard will need to be addressed. More generally, the research that has
investigated the nature of the discourse between ANPs and people and their families, demonstrates
mixed findings (Jenkins et al., 2018; Siouta et al., 2019). There is evidence that ANPs in primary care
are contributing towards quality person-centred care (Jenkins et al., 2018). However, in other
spheres of care, a discourse dominated by the biomedical model of care is surfacing. For example,
Siouta et al (2019) utilised discourse analysis to investigate the communication style of ANP
consultations in nurse-led chemotherapy clinics. What emerged was discourse framed by the
biomedical model, with only fragments of the values of person-centredness evident when the ANP
was localising the person’s health problems to their sociocultural context. The inter-connectedness
of social and personal values and power is manifested in discourse (Foucault, 2002). With the trend
towards expanding the scope of advanced nursing practice, the authors of the present study
recommend that discourse analysis is afforded greater attention by nurse educators and
researchers. Preparation for the ANP role encompasses development of a skill set, clinical education placements,
role clarification, and clinical supervision. Our findings indicate that the skill set of stroke nurses in
the UK has already evolved, and embraces history taking, medical assessment, National Institute of
Health stroke assessment scores, interpretation of diagnostics, treatment and care. In addition, our
findings convey that specialist stroke nurses are prescribing, and undertaking medication and
progress reviews. What will differentiate the ANP from the beside stroke nurse, will be advanced
assessment skills, prescribing and administering the lysis regime, and autonomous clinical decision
making, in line with the imperative that ANPs will execute diagnostic, analytical and clinical
judgemental skills (NIPEC, 2016). Discussion The literature demonstrates that the implementation of advanced
nursing practice in new clinical fields needs careful planning (Boman et al., 2018; Casey et al., 2018). Role clarity is a significant area that must be addressed, before implementation of ANPs (Casey et
al., 2018). A finding of the present study was the lack of clarify about whether an ANP or a physician
should administer the Lysis bolus infusion in the hyper acute stroke phase. Hesitancy was evident
among the nurse participants with regards to taking on this role. It is possible that the ANP
prescribing role in the hyper acute stroke phase could expedite the commencement of treatment
regimes. There is a narrow time window of opportunity to treat the patient with acute ischemic
stroke, for successful outcomes, and this carries risk. Adverse events can occur in up to 7% of
patients (Jahan et al., 2019). Even in a tight 30 to 120-minute treatment window, there is pressure
to treat early, because faster time from arrival at the hospital door to initiation of lysis treatment, is associated with improved clinical outcomes (Jahan et al., 2019). There are inherent hazards, when
making clinical decisions in such a narrow time frame, and this may in part explain the hesitancy
among the nurses for this crucial role. Therefore, it is important that the prescribing role of ANPs in
the delivery of hyper acute stroke services is developed and supported by Trust protocols, and
processes are put in place to ensure that ANP trainees are supported to gain the requisite
confidence and competence. A participant in our study cautioned that the ANP should not dismiss
fundamental nursing skills in advancement of their role and pointed out that quality stroke care was
dependent on fundamental needs of patients being addressed. This is an important consideration
given the growing concern that fundamental nursing skills are being de-valued (Feo et al., 2019). A
recommendation therefore is that ANPs embrace and advocate for exemplary fundamental skills. The clinical placements proposed for supporting the development of the skill set of the student ANP
include the emergency department, TIA clinics, the hyper-acute stroke unit, including access to
regional centres of excellence for thrombectomy services, the acute stroke unit, and stroke review
clinics. A key finding in the present study was the broad support for an inter professional model of
supervision for the developing ANP trainee. Limitations The context of the study was a region in the UK where its healthcare staff and service users are
preparing for major reorganisation of stroke services. This was therefore a time of flux. Despite
this context, the participants were keen to share their perspectives, and their passion for stroke care
was evident in the data. A total of 18 people participated in this study, comprising individuals that
had experienced a stroke and their family carers, stroke unit managers, senior staff nurses, and
specialist stroke nurses. In total, only three of the participants were male. This gender imbalance
was not unanticipated among the stroke service users, given the evidence that women are more
likely to experience stroke (Fonseca et al., 2018), nor in a study where most participants are nurses. Despite a slightly smaller sample size than was proposed at the outset of the study, data saturation
was achieved, and the analysis was opened to critical dialogue with the team. A summary of the
themes generated was presented to a subgroup of four participants and was verified. These
measures support the trustworthiness of the results. Discussion A model of interprofessional supervision team has
potential to build the quality of collegial cohesion that will be able to address organisational
contexts, power dynamics and role clarity (Boman et al., 2018; Casey et al., 2018). Conclusions This qualitative study aimed to address a lack of clarity around the potential scope and role of
advanced nurse practitioners in the delivery of stroke services. There was strong support for an
advanced nurse practitioner role in the acute stroke phase of the pathway. A challenge that
surfaced pertained to how the ANP can be enabled to move from confidence in patient assessment
to autonomous clinical decision making, lysis prescribing and administration. Given the hesitancy of
nurses to take on a role in administration of the lysis bolus, our study suggests that role clarification
will be a key area that needs to be addressed for successful implementation of advanced practice nursing in acute stroke services. Prescribing and administering lysis treatment is not without risk,
and ANPs will need clinical supervision and prescribing protocols in place in their Trusts to support
them to develop confidence and competence in their role. The fear experienced with a new stroke
was strongly conveyed in our study, and in addition, an expectation that advanced nurse
practitioners will utilise person centred approaches and demonstrate sensitivity in communicating
with the person with stroke and their family carers. The literature indicates a tendency for advanced
nurse practitioners to adopt a consultation style that is framed by the biomedical model. We
therefore recommend that discourse analysis be incorporated into education programmes for
advanced nurse practitioner trainees. Our study supports the premise that advanced nurse
practitioners can make a significant contribution to the delivery of timely, effective and efficient
stroke care, however further research will be required to establish the relationship between the
practices of APNs and clinical outcomes. Relevance to Clinical Practice Nurses are pivotal to the delivery of evidence informed stroke services, and nurse led protocols for
the management of people in the acute stroke phase can reduce mortality. There is potential for the
implementation of advanced practice nursing in stroke services to drive forward further
enhancements in care. This study is relevant to clinical practice because it aimed to clarity the
potential scope and role of advanced nurse practitioners in the delivery of stroke services. Our study
indicates strong support for the implementation of advanced practice nursing in the hyper-acute and
acute stroke phases of the care pathway. Our findings demonstrate that nurses are confident in
undertaking a range of assessments of people with acute stroke, but that they will require education
and an interprofessional model of clinical supervision in order to develop the confidence and
competence for the level of autonomous clinical decision making that is required of an advanced
nurse practitioner. The literature indicates that reducing door to needle times is crucial for
enhanced clinical outcomes for patients with ischaemic stroke. Our findings indicate that nurses are
informing decisions with regards to administration of lysis, but that they are hesitant about taking on
a lead role in administering the lysis bolus. It is important that nurses engage with medical staff in
open dialogue and discussion and resolve the hesitancy of nurses to undertake this vital role. There
is an expectation that advanced nurse practitioners will utilise person centred approaches to actively
involve people with stroke and their family carers in their care, however the literature suggests that
advanced nurse practitioners have a tendency to adopt a consultation style that is framed by the
biomedical model. The consultation style of the developing advanced nurse practitioner is therefore
an area that will need to be monitored in education curricula and assessed in clinical practice. Further research will be required to establish the relationship between the practices of APNs and
clinical outcomes. What does this paper contribute to the wider global clinical
community? •
New perspectives on the scope and role of advanced nurse
practitioners in stroke service delivery. •
There is support for the advanced nurse practitioner role
particularly in the acute stroke phase of the pathway. •
Our findings indicate a need to clarity the role of advanced
nurse practitioners in lysis bolus administration in the hyper
acute stroke phase. Relevance to Clinical Practice What does this paper contribute to the wider global clinical
community? What does this paper contribute to the wider global clinical
community? •
New perspectives on the scope and role of advanced nurse
practitioners in stroke service delivery. •
There is support for the advanced nurse practitioner role
particularly in the acute stroke phase of the pathway. •
Our findings indicate a need to clarity the role of advanced
nurse practitioners in lysis bolus administration in the hyper
acute stroke phase. References Boman, E., Egilsdottir, H.O., Levy-Malmberg, R. 2018. Nurses’ understanding of a developing nurse
practitioner role in the Norwegian emergency care context: A qualitative study. Nordic J Nurs Res
doi: 10.1177/2057158518783166. Boman, E., Egilsdottir, H.O., Levy-Malmberg, R. 2018. Nurses’ understanding of a developing nurse
practitioner role in the Norwegian emergency care context: A qualitative study. Nordic J Nurs Res
doi: 10.1177/2057158518783166. Casey. M., O’Connor, L., Cashin, A., Fealy, G., Smith, R., O’Brien, D., Stokes, D., McNamara, M.,
O’Leary, D., Glasgow, M.E. 2018. Enablers and challenges to advanced nursing and midwifery
practice roles. J Nurs Manag 27 (2); 271– 277. doi: 10.1111/jonm.12697. Clancy, L., Povey, R., Rodham, K. 2020. “Living in a foreign country”: experiences of staff–patient
communication in inpatient stroke settings for people with post-stroke aphasia and those supporting
them. Disabil Rehabil 42 (3); 324-334. doi: 10.1080/09638288.2018.1497716. Elo, S., Kyngäs, H. 2008. The qualitative content analysis process. J Adv Nurs 62: 107– 115. doi:
10.1111/j.1365-2648.2007.04569. Feo, R., Frensham, L. J., Conroy, T., Kitson, A. 2019. “It’s just common sense”: Preconceptions and
myths regarding fundamental care. Nurs Edu Practice (36); 82-84. doi:10.1016/j.nepr.2019.03.006 Fonseca, A.C., Marto, J.P., Alves, P.N., Inácio, N., Viana-Baptista, M., Melo, T.P., Ferro, J.M., Almeida,
A.G. 2018. Women Who Have Ischemic Strokes Have a Higher Burden of Left Atrial Fibrosis Than
Men - A Cardiac Magnetic Resonance Study. Stroke (49); 2584–89. doi:10.1161/STROKEAHA.118.022105. Foucault, M. 2002. Archaeology of Knowledge. Oxon: Routledge. Friebal, R., Hauck, K., Aylin, P. 2018. Centralisation of acute stroke services in London: Impact
evaluation using two treatment groups. Health Econ 27 (4); 722-32. doi: 10.1002/hec.3630. GBD 2016 Stroke Collaborators. 2019. Global, regional, and national burden of stroke, 1990–2016: a
systematic analysis for the Global Burden of Disease Study 2016. Lancet Neurol. 48; 439-458. doi:
10.1016/S1474-4422(19)30034-1. Hastrup, S., Johnsen, S.P., Terkelsen, T., Hundborg, H.H., von Weitzel-Mudersbach, P., Simonsen,
C.Z., Hjort, N., Møller, A.T., Harbo, T., Poulsen, M.S., de Morales Ayudarte, N.R., Damgaard, D.,
Andersen, G. 2018. Effects of centralizing acute stroke services - A prospective cohort study. Neurology 91(3):e236-e248. doi: 10.1212/WNL.0000000000005822. Health and Social Care Board. 2017. Reshaping Stroke Services in Northern Ireland. Available at:
http://www.hscboard.hscni.net/stroke/. Accessed 25 March 2019. Heinen, M., van Oostveen, C., Peters, J., Vermeulen, H., Huis, A. 2019. An integrative review of
leadership competencies and attributes in advanced nursing practice. J Adv Nurs 75(11), 2378-92. doi: 10.1111/jan.14092. References Jahan, R., Saver, J.L., Schwamm, L.H., Fonarow, G.C., Liang, Li., Matsouaka, R.A., Xian, Y., Holmes,
D.N., Peterson, E.D., Yavagal, D., Smith, E.E. 2019. Association between time to treatment with Jahan, R., Saver, J.L., Schwamm, L.H., Fonarow, G.C., Liang, Li., Matsouaka, R.A., Xian, Y., Holmes,
D.N., Peterson, E.D., Yavagal, D., Smith, E.E. 2019. Association between time to treatment with endovascular reperfusion therapy and outcomes in patients with acute ischemic stroke treated in
clinical practice. JAMA. 2019;322(3):252-263. doi:10.1001/jama.2019.8286 endovascular reperfusion therapy and outcomes in patients with acute ischemic stroke treated in
clinical practice. JAMA. 2019;322(3):252-263. doi:10.1001/jama.2019.8286 endovascular reperfusion therapy and outcomes in patients with acute ischemic stroke treated in
clinical practice. JAMA. 2019;322(3):252-263. doi:10.1001/jama.2019.8286 Jenkins, J., Docherty, M., Cain, J. 2018. Advanced Nurse Practitioners impact across Primary Care. Int
J Int Care 2, 18, 1-2. doi: 10.5334/ijic.s2340. Kings College London. 2017. The Burden of Stroke in Europe. Available at:
https://www.stroke.org.uk/sites/default/files/the_burden_of_stroke_in_europe_-
_challenges_for_policy_makers.pdf. Accessed 20 February 2020. Kraus, E., DuBois, J.M. 2017. Knowing Your Limits: A Qualitative Study of Physician and Nurse
Practitioner Perspectives on NP Independence in Primary Care. J Gen Intern Med 32, 284–290. doi.org/10.1007/s11606-016-3896-7. Kummarg, U., Sindhu, S., Muengtaweepongsa, S. 2018. The Early Outcomes of Nurse Case
Management in Patients with Acute Ischemic Stroke Treated with Intravenous Recombinant Tissue
Plasminogen Activator: A Prospective Randomized Controlled Trial. Neurol Res Int
doi:10.1155/2018/1717843. Management in Patients with Acute Ischemic Stroke Treated with Intravenous Recombinant Tissue
Plasminogen Activator: A Prospective Randomized Controlled Trial. Neurol Res Int
doi:10.1155/2018/1717843. Lambert, VA, Lambert, CE (2012) Qualitative descriptive research: An acceptable design. Pacific Rim
International Journal of Nursing Research 16: 255–256. Middleton, S., Grimley, R., Alexandrov, A.W. 2015. Triage, Treatment, and Transfer - Evidence-Based
Clinical Practice Recommendations and Models of Nursing Care for the First 72 Hours of Admission
to Hospital for Acute Stroke. Stroke 46 (2); 18-25. doi: 10.1161/STROKEAHA.114.006139. Middleton, S., Coughlan, K., Mnatzaganian, G., Low Choy, N., Dale, S., Jammali-Blasi, A., Levi, C.,
Grimshaw, J.M., Ward, J., Cadilhac, D.A., McElduff, P., Hiller, J.E., D’Este, C. 2017. Mortality
Reduction for Fever, Hyperglycemia, and Swallowing Nurse-Initiated Stroke Intervention. QASC Trial
(Quality in Acute Stroke Care) Follow-Up. Stroke 48; 1331-36. doi: 10.1161/STROKEAHA.116.016038. Mitchell, E.A., Coates, V.E., Ryan, A.A., McCarron, M.O., Lyttle, D., McCrum-Gardner E. 2012. Hyperglycaemia monitoring and management in stroke care: policy vs. practice. Diabet Med 29 (9)
1108-1114. doi: 10.1111/j.1464-5491.2012.03693. Mitchell, E.A., Coates, V.E., Ryan, A.A., McCarron, M.O., Lyttle, D., McCrum-Gardner E. 2012. References Hyperglycaemia monitoring and management in stroke care: policy vs. practice. Diabet Med 29 (9)
1108-1114. doi: 10.1111/j.1464-5491.2012.03693. Mitchell, E.A., Coates, V.E., Ryan, A.A., McCarron, M.O., Lyttle, D., McCrum-Gardner E. 2012. Hyperglycaemia monitoring and management in stroke care: policy vs. practice. Diabet Med 29 (9)
1108-1114. doi: 10.1111/j.1464-5491.2012.03693. Minchin, A., Wensley, M. 2003. The medical nurse practitioner’s role in early stroke recognition. Nurs Times; 99 (7); 33–35. Minchin, A., Wensley, M. 2003. The medical nurse practitioner’s role in early stroke recognition. Nurs Times; 99 (7); 33–35. Minchin, A., Wensley, M. 2003. The medical nurse practitioner’s role in early stroke recognition. Nurs Times; 99 (7); 33–35. National Council of State Boards of Nursing APRN Advisory Committee. 2010. Consensus Model for
APRN Regulation: Licensure, Accreditation, Certification & Education
https://www.ncsbn.org/Consensus_Model_for_APRN_Regulation_July_2008.pdf
National Health Service England. 2019. The NHS Long Term Plan. https://www.longtermplan.nhs.uk/wp-content/uploads/2019/01/nhs-long-term-plan-june-2019.pdf
National Health Service Wales. 2017. 2017 – 2020 Stroke Delivery Plan
https://gov.wales/sites/default/files/publications/2018-12/stroke-delivery-plan-2017-to-2020.pdf https://www.ncsbn.org/Consensus_Model_for_APRN_Regulation_July_2008.pdf National Health Service England. 2019. The NHS Long Term Plan. https://www.longtermplan.nhs.uk/wp-content/uploads/2019/01/nhs-long-term-plan-june-2019.pdf National Health Service Wales. 2017. 2017 – 2020 Stroke Delivery Plan
https://gov.wales/sites/default/files/publications/2018-12/stroke-delivery-plan-2017-to-2020.pdf National Health Service Scotland. 2019. Scottish Stroke Improvement Programme 2019 Report. https://www.strokeaudit.scot.nhs.uk/Publications/docs/2019/Scottish-Stroke-Improvement-
Programme-2019-National-Report.pdf National Health Service Scotland. 2019. Scottish Stroke Improvement Programme 2019 Report. https://www.strokeaudit.scot.nhs.uk/Publications/docs/2019/Scottish-Stroke-Improvement-
Programme-2019-National-Report.pdf Wilson, E., Ashcraft, S. 2019. Ischemic Stroke: Management by the Nurse Practitioner. J Nurs Practit
15(1), 47-53. doi: 10.1016/j.nurpra.2018.07.019. National Health Service Scotland. 2019. Scottish Stroke Improvement Programme 2019 Report.
https://www.strokeaudit.scot.nhs.uk/Publications/docs/2019/Scottish-Stroke-Improvement-
Programme-2019-National-Report.pdf Neergaard, M. A., Olesen, F., Andersen, R. S., & Sondergaard, J. 2009. Qualitative description– the
poor cousin of health research? BMC Medical Research Methodology, 9(1), 52–56. doi:10.1186/1471-2288-9-52 Neergaard, M. A., Olesen, F., Andersen, R. S., & Sondergaard, J. 2009. Qualitative description– the
poor cousin of health research? BMC Medical Research Methodology, 9(1), 52–56. doi:10.1186/1471-2288-9-52 Northern Ireland Practice Education Council. 2016. Advanced Nursing Practice Framework. Belfast:
Department of Health, Social Services and Public Safety. Northern Ireland Practice Education Council. 2016. Advanced Nursing Practice Framework. Belfast:
Department of Health, Social Services and Public Safety. Nursing and Midwifery Board of Australia. 2016. Safety and quality guidelines for nurse practitioners. Melbourne: Nursing-and-Midwifery-Board. Royal College of Nursing. 2018. Royal College of Nursing Standards for Advanced Level Nursing
Practice. London: Royal College of Nursing. Royal College of Physicians. 2017. Sentinel Stroke National Audit Programme (SSNAP) Clinical audit
April 2017 – July 2017 Public Report. Available at:
https://www.strokeaudit.org/Documents/National/Clinical/AprJul2017/AprJul2017-
PublicReport.aspx. Accessed 15 May 2019. Royal College of Physicians. 2017. Sentinel Stroke National Audit Programme (SSNAP) Clinical audit
April 2017 – July 2017 Public Report. Available at:
https://www.strokeaudit.org/Documents/National/Clinical/AprJul2017/AprJul2017-
PublicReport.aspx. Accessed 15 May 2019. Royal College of Physicians. 2019. Stroke and transient ischaemic attack in over 16s: diagnosis and
initial management - NICE guideline. Available at: https://www.rcplondon.ac.uk/guidelines-
policy/stroke-and-transient-ischaemic-attack-over-16s-diagnosis-and-initial-management-nice-
guideline. Sanders, C., Ashman, G. 2018. The impact of an Advanced Nurse Practitioner training programme in
an acute stroke service. B J Neur Nurs 14 (3). doi:10.12968/bjnn.2018.14.3.130. Sandelowski, M. 2000. Whatever happened to qualitative description? Research in Nursing and
Health, 23, 334–340. Sandelowski, M. 2010. What’s in a name? Qualitative description revisited. Research in Nursing and
Health, 33, 77–84. doi:10.1002/nur.20362 Schreier, M. 2012. Qualitative content analysis in practice. Thousand Oaks, CA: Sage. Siouta E., Farrell, B., Chan, A., Walshe, C., Molassiotis, A. 2019. Communicative constructions of
person-centred and non-person-centred caring in nurse-led consultations. Eur. J. Oncol. Nurs 40, 10-
21. doi: 10.1016/j.ejon.2019.02.008. Tong A, Sainsbury P, Craig J. 2007. Consolidated criteria for reporting qualitative research (COREQ): a
32-item checklist for interviews and focus groups. Int J Qual Health Care. 2007;19(6):349-357. Vaismoradi, M., Griffiths, P., Turunen, H., Jordan, S. 2016. Transformational leadership in nursing
and medication safety education: a discussion paper. J Nurs Manag 24 (7); 970-980. doi:10.1111/jonm.12387. Table 1: Main themes, sub-themes and selected meaning units in the envisaging of an advanced
nurse practitioner in stroke care. National Health Service Scotland. 2019. Scottish Stroke Improvement Programme 2019 Report.
https://www.strokeaudit.scot.nhs.uk/Publications/docs/2019/Scottish-Stroke-Improvement-
Programme-2019-National-Report.pdf Main themes
Sub-themes
Selected meaning unit
‘The lynchpin
of the acute
stroke
service’
The instigator of the rapid
stroke team response
“The ANP role should encompass the quick
response diagnosis and the initiation of
treatment”
A calming influence in the
hyper acute stroke phase
“The calming influence of one nurse, who says I’ll
be there with you”
Expediting the Stroke
Pathway
“The ANP will make the journey for the patient as
direct as possible”
‘An expert in
stroke care’
Bridging the gap between
stroke nursing and medicine
“An ANP will be doing more than a junior doctor”
Clinical confidence
“The ANPs must be confident in what they are
doing”
Shares knowledge and
educates
“The ANP needs to have knowledge of the best
practice and to share it”
Can implement change
“A big thing is implementing change”
‘Person and
family
focussed’
Actively engages the person
and family in care planning
“You look at them to look at you and to find out if
there is something that the family can help with”
Pays attention to the person’s
medical history
“There was one nurse, and she pushed to get the
medications for me”
Communicates with
sensitivity, anticipating
speech, language and
cognitive deficits
“They need to understand the way stroke affects
people, and the way it can change them”
‘Preparation
for the role’
The ANP skills set
“You need to have your skills set because their
condition can change in an instant”
Clinical Education Placements
“TIA clinics and ED will hone their diagnostic
skills”
Clarification on who should
administer the Lysis bolus
“I'm not saying whether the ANP would want to
give the lysis”
Clinical Supervision
“A team must include a consultant who sees
people with stroke on a regular basis” e 1: Main themes, sub-themes and selected meaning units in the envisaging of an advanced
e practitioner in stroke care.
|
https://openalex.org/W4254914254
|
https://europepmc.org/articles/pmc6367807?pdf=render
|
English
| null |
Pilot Randomized Controlled Trial Testing the Influence of Front-Of-Pack Sugar Warning Labels on Food Demand
|
AEA Randomized Controlled Trials
| 2,019
|
cc-by
| 5,984
|
Ang et al. BMC Public Health (2019) 19:164
https://doi.org/10.1186/s12889-019-6496-8 Ang et al. BMC Public Health (2019) 19:164
https://doi.org/10.1186/s12889-019-6496-8 Open Access © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Front-of-pack (FOP) nutrition warning labels to identify potentially harmful foods/beverages have
recently been considered in Singapore. The objective of this study was to pilot test two promising FOP warning
labels intended to reduce purchases of products high in sugar to determine whether a full scale trial testing one or
both these labels using actual purchases is warranted. Methods: Five hundred twelve participants ≥21 years old and residing in Singapore completed all study elements
online via the NUSMart Online Grocery Store study website. The study was designed as a Randomized Controlled
Trial (RCT) where consumers were randomized and asked to hypothetically shop in one of three versions of an
online grocery store; 1) no FOP label (control), 2) a graphical high-in-sugar label shaped like a stop sign, or 3) a text-
based warning label. The proportion of labelled products purchased (primary outcome) and all secondary measures
of diet quality were calculated using participants’ orders. Ordinary Least Squares (OLS) regression was used to
compare purchasing behavior across the three study arms. Results: The proportion of high-in-sugar products selected (i.e., those targeted for labelling) was largest in the no
label control arm at 20%. The proportion was a non-statistically significant 2 percentage points lower (P = 0.146) for
the high-in-sugar stop-sign label arm and 4 percentage points lower (P < 0.05) in the warning label with deterrent
text arm. We could not reject the hypothesis of equal effectiveness of the two warning labels (P = 0.231). Conclusions: Results suggest that the two health warning labels have potential to reduce demand for high-in-sugar
products in Singapore. Future studies should test the influence of these labels using actual purchases in efforts to
identify whether either labelling strategy should be considered for adoption in the local setting. Trial registration: The American Economic Association’s registry for randomized controlled trials; AEARCTR-0003800. Registered 18 January 2019. Trial registration: The American Economic Association’s registry for randomized controlled trials; AEARCTR-0003800. Registered 18 January 2019. Keywords: Front-of-pack labeling, Nutrition labeling, Warning labels, Sugar, Online grocery store Pilot randomized controlled trial testing the
influence of front-of-pack sugar warning
labels on food demand Felicia Jia Ler Ang, Sagun Agrawal and Eric A. Finkelstein* Felicia Jia Ler Ang, Sagun Agrawal and Eric A. Finkelstein* Felicia Jia Ler Ang, Sagun Agrawal and Eric A. Finkelstein* Background to decipher for many shoppers and there is scant evi-
dence that the panel has helped to curtail rising rates of
obesity and NCDs [8–10]. The incidence of obesity, diabetes and other non-com-
municable diseases (NCDs) has risen rapidly in recent
years. As diet is a key risk factor for the onset of NCDs
[1–4], policy-makers have been looking to identify strat-
egies aimed at discouraging unhealthy food consumption
[5–7]. Most pre-packaged foods and beverages include a
nutrition information panel (NIP) to help consumers
make healthier purchases. However, the NIP is difficult Singapore, the country of focus for this effort, recog-
nized the limitations of the NIP and supplemented it
with a simple front-of-pack (FOP) label termed the
Health Choice Symbol (HCS). The HCS symbol was first
introduced in 2001 and although optional, is strongly
encouraged by the Singapore government. It offers the
Health Promotion Board’s endorsement for products
that are healthier options within a food category, includ-
ing options that are Lower in Sugar and Lower in * Correspondence: eric.finkelstein@duke-nus.edu.sg
Program in Health Services & Systems Research, Duke-NUS Medical School, 8
College Road, Singapore 169857, Singapore * Correspondence: eric.finkelstein@duke-nus.edu.sg
Program in Health Services & Systems Research, Duke-NUS Medical School, 8
College Road, Singapore 169857, Singapore Ang et al. BMC Public Health (2019) 19:164 Ang et al. BMC Public Health (2019) 19:164 Ang et al. BMC Public Health (2019) 19:164 Page 2 of 8 Page 2 of 8 In this study, we use an experimental web-based
grocery store to pilot test two different theory- and
evidence-based ‘FOP’ warning labels aimed to reduce
purchases of high-in-sugar products, even in the pres-
ence of the HCS symbol and NIP. The first label we
consider is an English language version similar to the
one used in Chile (Fig. 1 Left Panel) that shows a black
stop sign (Arm termed SS) with the words high-in-sugar
in the center (Fig. 1 Left Panel) [5]. The second label we
consider is a text-based health warning label (Arm
termed TW), which is similar to labels considered in
several municipalities in the US (Fig. 1 Right Panel) and
also resembles the warning label on cigarettes, but with-
out the accompanying graphics (Fig. 1 Right Panel) [22]. Given the strongly worded language similar to tobacco
warning labels that are used in the text-based health
warning label, we hypothesized that the proportion of
labelled (or targeted for labelling in Control Arm) prod-
ucts among respondents would be the largest in Control
and smallest in the warning label condition. There are
three reasons to assume the text based warning label will
show greater effectiveness. First, it is likely to generate
greater levels of loss framing through negative termin-
ology including ‘warning’ and ‘tooth decay’. Second,
because it mirrors tobacco warning labels, the negative
association may lead to an implicit bias against purchas-
ing. Finally, because of the requirement to include the
full message in a readable format, it is larger than the
stop sign label and therefore may be more salient to
consumers. We hypothesized a similar ordering for
secondary outcomes, including total sugar purchased,
sugar (g) per dollar spent, and total spending. Saturated Fat. Although this particular label has not
been
systematically
evaluated,
FOP
nutrition
labels
appear to outperform other forms of nutritional labels in
improving consumers’ ability to find and use nutritional
information in purchasing decisions [11–13]. Therefore,
the HCS logos may improve a shopper’s ability to identify
the healthier products even when the NIP is available on
the back of the label [14]. However, these logos appear on
only a small percentage of products (roughly 9%) and do
not identify the worst offending foods and beverages when
it comes to sugar or other harmful ingredients. In this study, we use an experimental web-based
grocery store to pilot test two different theory- and
evidence-based ‘FOP’ warning labels aimed to reduce
purchases of high-in-sugar products, even in the pres-
ence of the HCS symbol and NIP. The first label we
consider is an English language version similar to the
one used in Chile (Fig. 1 Left Panel) that shows a black
stop sign (Arm termed SS) with the words high-in-sugar
in the center (Fig. 1 Left Panel) [5]. The second label we
consider is a text-based health warning label (Arm
termed TW), which is similar to labels considered in
several municipalities in the US (Fig. 1 Right Panel) and
also resembles the warning label on cigarettes, but with-
out the accompanying graphics (Fig. 1 Right Panel) [22]. only a small percentage of products (roughly 9
not identify the worst offending foods and bever
it comes to sugar or other harmful ingredients. Research has shown that, compared with non
labels like the Nutrition Facts Panel, dire
semi-directive labels may improve consumers
find and understand nutritional information
Consumers tend to prefer simple FOP labe
appreciate interpretational aids like descriptor
codes [11, 18]. However, there is some evid
positive FOP labels targeting healthier foods m
sufficient to discourage consumption of les
alternatives [14, 19]. As a result, health warn
have recently been proposed as a complemen
native to positive FOP food labels. Studie
warnings for tobacco products showed impr
sumer education, greater knowledge of health
tobacco use, and decreased purchases [20,
study showed reduced intention to purchase S
presence of SSB warning labels [22]. The
suggest that warning labels identifying harmfu
ents or adverse effects of certain food product
potential to improve diet quality. Therefore,
vated by several social psychological theories,
loss-framing [23] and theories of risk percep
providing a clearly identifiable and salient m
consumers on which foods are highest in harm
dients could effectively signal which foods to
thus further positively alter food purchasing
even in the presence of the NIP and HCS l
Several empirical studies showing the effect
tobacco warning labels and warning labels
foods provide additional support for testing s
in Singapore [14, 20, 26–28]. Fig. 1 Warning labels Research has shown that, compared with non-directive
labels like the Nutrition Facts Panel, directive and
semi-directive labels may improve consumers’ ability to
find and understand nutritional information [14–17]. Consumers tend to prefer simple FOP labels and to
appreciate interpretational aids like descriptors or color
codes [11, 18]. However, there is some evidence that
positive FOP labels targeting healthier foods may not be
sufficient to discourage consumption of less healthy
alternatives [14, 19]. As a result, health warning labels
have recently been proposed as a complement or alter-
native to positive FOP food labels. Studies of text
warnings for tobacco products showed improved con-
sumer education, greater knowledge of health harms of
tobacco use, and decreased purchases [20, 21]. One
study showed reduced intention to purchase SSBs in the
presence of SSB warning labels [22]. These studies
suggest that warning labels identifying harmful ingredi-
ents or adverse effects of certain food products have the
potential to improve diet quality. Therefore, as moti-
vated by several social psychological theories, including
loss-framing [23] and theories of risk perception [24],
providing a clearly identifiable and salient message to
consumers on which foods are highest in harmful ingre-
dients could effectively signal which foods to avoid and
thus further positively alter food purchasing patterns
even in the presence of the NIP and HCS logos [25]. Several empirical studies showing the effectiveness of
tobacco warning labels and warning labels on select
foods provide additional support for testing such labels
in Singapore [14, 20, 26–28]. p
y
g g
p
g
g
Given the strongly worded language similar to tobacco
warning labels that are used in the text-based health
warning label, we hypothesized that the proportion of
labelled (or targeted for labelling in Control Arm) prod-
ucts among respondents would be the largest in Control
and smallest in the warning label condition. There are
three reasons to assume the text based warning label will
show greater effectiveness. First, it is likely to generate
greater levels of loss framing through negative termin-
ology including ‘warning’ and ‘tooth decay’. Second,
because it mirrors tobacco warning labels, the negative
association may lead to an implicit bias against purchas-
ing. Finally, because of the requirement to include the
full message in a readable format, it is larger than the
stop sign label and therefore may be more salient to
consumers. We hypothesized a similar ordering for
secondary outcomes, including total sugar purchased,
sugar (g) per dollar spent, and total spending. Online grocery store For this pilot and future research studies, an online
grocery store (NUSMart Online Grocery Store) was de-
veloped. At the time of the pilot, NUSMart contained
over 1800 non-fresh food and beverage products com-
monly purchased at local markets in Singapore (see
Additional file 1). The web store was designed to mirror
an actual web-based grocery store in look and feel. It Fig. 1 Warning labels Page 3 of 8 Page 3 of 8 Page 3 of 8 Ang et al. BMC Public Health (2019) 19:164 Ang et al. BMC Public Health contained products across major Food & Beverage
categories, including: checkout below or above the minimum or maximum re-
spectively. The minimum expenditure was intended to
ensure sufficient purchasing data would be collected per
sales order and the maximum was intended to ensure
that our results were not overly influenced by a few
shoppers with very large expenditures. Following the
shopping task, participants completed a brief survey and
were compensated according to the web panel’s in-house
point system. The survey included information on age,
gender, height, weight, ethnicity, presence of children in
household, and whether the participant is the primary
grocery shopper in the household. Beverages
Dairy Products
Cooking & Baking
Frozen & Chilled Products
Confectionery
Cereals, Bakery & Spreads Beverages
Dairy Products
Cooking & Baking
Frozen & Chilled Products
Confectionery
Cereals, Bakery & Spreads Beverages Dairy Products Cereals, Bakery & Spreads All products include a picture of the item and current
retail price. A subset of qualifying products also have the
HCS logo displayed. The store operates similar to other
on-line grocery stores, with a cart that fills as consumers
shop on the store and the ability to review purchases
before checkout. Participants and procedures We powered the study to detect differences of at least 3
percentage points across arms in terms of the percentage
of high in sugar products purchased. Assuming a
common group standard deviation of 0.83 (based on un-
published data from ongoing studies), an alpha of 0.05
and power of 0.8, and adjusted for multiple comparisons,
a sample of 170 participants per arm was required to
test our hypotheses. Based on this power calculation, 512 participants were
recruited anonymously from an on-line panel in August
2017. Potential participants were emailed unique links
that directed them to a screener. They were excluded if
they were under 21 years of age or a non-resident of
Singapore. All others were offered the chance to partici-
pate. Those who consented were randomized into 1 of
the 3 arms and asked to spend between S$50 (approxi-
mately 37 USD) and S$250 (approximately 183 USD) on
NUSMart as if it were a real household grocery shopping
trip (see Fig. 3 for diagram of study flow). A pop-up
message
appeared
on-screen
if
they
attempted
to Data analysis y
All analyses on primary and secondary outcomes were
conducted using Ordinary Least Squares (OLS) regres-
sion. A Generalized Linear Model (GLM) with logit link
was also used for analysis of the primary outcome, given
it represents a proportion. However, as results were
identical to the OLS results, we do not report the GLM
results although they are available upon request. Specif-
ically, the outcome of interest was regressed on treat-
ment indicators for the two labelling conditions, with
the Control Arm being the omitted reference group. Results were run on the full shopping basket and separ-
ately for beverages given Sugar Sweetened Beverages are
a prime target of labelling efforts [29–31]. All regres-
sions controlled for age, gender, ethnicity, body mass
index (BMI), whether the participant is a primary pur-
chaser for the household and has children. All statistical
analyses were performed using STATA. Measures The primary outcome of interest is the proportion of
high in sugar products purchased, as this is the most
direct test of the influence of the labels. However, it is
possible that consumers could respond to the labels
by purchasing fewer labelled products but not reduce
their net sugar intake, partly because a change in the
labels
could
also
influence
their
total
spending. Therefore, we also include the following secondary
outcomes: We identified products to receive a warning label
based on the percentage of sugar as compared to other
products within the food category. We chose a within
category approach to mirror the approach taken for the
HCS program. A food product is classified as high-in-
sugar if it is among the top 20% of products with the
highest sugar content per 100 g within the food category. A beverage is classified as high-in-sugar if it contains at
least 10 g per 100 ml (i.e. 10%) of sugar. Using this ap-
proach, 20% of food within each food category and 27%
of beverages were defined as high-in-sugar and received
the corresponding label for the SS and TW arms. As
with the HCS symbol, the labels were displayed at the
bottom of the product images (See Fig. 2). Figure 2
shows the storefront and an example of a fictional prod-
uct as it appears in each arm of the study. Total sugar purchased (in g) per shopping trip,
Sugar purchased per dollar spent (in grams per $),
Total spending (in $) given that high-in-sugar prod-
ucts tend to be less expensive, and
Total expenditure on high-in-sugar products ($). Total expenditure on high-in-sugar products ($). Data screening Table 1 presents the characteristics of the final sample,
by allocated Arm. Five hundred twelve participants were
part of the final sample for the analysis. The total sample Ang et al. BMC Public Health (2019) 19:164 Page 4 of 8 Ang et al. BMC Public Health Fig. 2 Example of the Pilot-DIET NUSMart storefront with a sample of the warning labels on the same fictional product as it appears in each study arm -DIET NUSMart storefront with a sample of the warning labels on the same fictional product as it appears in each study arm Fig. 2 Example of the Pilot-DIET NUSMart storefront with a sample of the warning labels on the same fictional product as it appears in each study arm Table 3 presents the regression output for each
dependent variable when the sample is restricted to
beverage purchases made by the 432 participants who
purchased beverages. For this restricted sample, the pro-
portion of High-in-Sugar products was 33% for the
Control arm. The proportion was 6 percentage points
lower (P = 0.085) for the SS arm and 11 percentage
points lower (P = 0.002) for the TW arm compared to
Control. As with the full sample we could not reject the
hypothesis of equal effectiveness of the two warning
labels (P = 0.172) nor were there any statistically signifi-
cant differences across arms in any of the secondary
outcomes. was largely Chinese (86.1%) and the mean age was 38.1
years (SD = 11.5). The average BMI was 22.8 (SD = 4.9). The majority (72.9%) reported being the primary grocery
shopper for the household, and about half (46.7%) were
female. Table 2 presents the regression output for each
dependent variable for the full shopping basket. Both SS
and TW participants purchased a lower proportion of
High-in-Sugar products than Control participants but
the difference was only statistically significant for TW
(P < 0.01). Differences between SS and TW were not
statistically significant (P = 0.231). None of the secondary
outcomes (total sugar purchased (g), sugar purchased
per dollar spent (g per $), total spending ($) and total
expenditure on high-in-sugar products ($)) were statisti-
cally different across arms. Higher BMI is associated with a higher proportion of
High-in Sugar products purchased (P < 0.01). Older age
was associated with higher purchases of sugar (P < 0.01) Ang et al. BMC Public Health (2019) 19:164 Page 5 of 8 Ang et al. BMC Public Health Fig. 3 Participant flow diagram trial in Singapore using actual purchases. Results lend
support to proceeding with a full scale trial as one of the
two labels generated a statistically significant reduction
in labelled products purchased. Our findings are consist-
ent with recent studies examining SSB warning labels. A
text-only warning label was shown to reduce purchase
probabilities of SSBs, reduce perceived product attract-
iveness, quality and taste, and reduce perceptions of
consumer “coolness” in a hypothetical experiment [32]. Another hypothetical trial focusing on warning labels for
SSBs showed that the labels increase parents’ understand-
ing of health harms associated with over-consumption of and greater spending (P < 0.01). There were also signifi-
cant effects of gender on sugar purchased per dollar
spent, with women on average purchasing 1.5 g per
dollar less than men (P < 0.01). Chinese respondents also
purchased significantly less total sugar (P < 0.05) and
sugar per dollar (P < 0.01) than non-Chinese. Discussion For example, the
influence of labels may differ when shopping for a
few products for immediate consumption, as is likely
when shopping in a convenience store, compared to
when making larger purchases for foods to last over a
longer period of time. Effectiveness may also wane
over repeated shops. Hunger and other visceral fac-
tors may also mediate the relationship between labels
and food purchases regardless of venue and time to
consumption. Results could also be influenced by the
color, size, placement and implementation strategy
(e.g., what percent of products are labelled) of the
labels. In this pilot, the two warning labels were of
differing sizes because we needed the health warning
label to be large enough such that the text could be
clearly seen on even small devices. One reason the
text based label was more effective may be due to its
larger dimensions. Although we could not realistically
reduce the size of this label, we could test the effect
of a larger stop sign label. Finally, a small sample size
could have masked true but relatively small differ-
ences in outcomes between arms. Many of these
concerns can be addressed by a carefully conducted 3
arm randomized trial using repeated actual, as op-
posed to hypothetical, purchases which is now in the
planning stages. SSBs and reduce intentions to purchase SSBs for their
children [22]. To date, no studies have assessed how the
food labelling law in Chile has impacted purchases of
sugar or other macronutrients. Although our study only found one of the labels to be
effective at influencing purchases of targeted products, a
full scale trial including both labels should be pursued
given that we could not reject the hypothesis that one
label outperformed the other. Moreover, a full scale trial
with actual purchases will allow for determining whether
label that effectively influences purchasing patterns also
leads to improvements in diet quality. This is relevant
given that an effective label may not reduce sugar or
calories purchased if consumers alter their behavior by
purchasing more of unlabeled products. As this is a pilot study, it is subject to several limita-
tions. All shopping was hypothetical and may not
generalize to actual purchases. Discussion The primary objective of this pilot study was to deter-
mine whether one or both of two promising FOP warn-
ing labels for high in sugar products would be worth
testing further in a large-scale randomized controlled Table 1 Descriptive Statistics of the participants (n = 512) in the Pilot-DIET Study by allocated Arm
Variable
Mean/Proportion in Sample
Arm 1: Control (n = 175)
Arm 2: High-in-Sugar
Stop Sign Label (n = 167)
Arm 3: Warning Label with
Deterrent Text (n = 170)
Mean (SD) or %
Age (SD)
38.1 (11.9)
38.2 (12.2)
37.9 (10.5)
BMI (kg/m2) (SD)
22.4 (3.6)
24.0 (6.6)
21.9 (3.9)
Female (%)
55.4
38.9
45.3
Ethnicity (% Chinese)
85.1
86.2
87.1
Primary Purchaser (%)
72.6
75.5
70.6
Have Children (%)
42.9
46.7
44.1 Table 1 Descriptive Statistics of the participants (n = 512) in the Pilot-DIET Study by allocated Arm
Variable
Mean/Proportion in Sample Table 1 Descriptive Statistics of the participants (n = 512) in the Pilot-DIET Study by allocated Arm Page 6 of 8 Ang et al. BMC Public Health (2019) 19:164 Page 6 of 8 Table 2 Estimates of the Impact of Warning Labels on Measures of Diet Quality in the Pilot-DIET Study (N = 512)
Dependent Variable
Proportion of High-in
Sugar Products (%)
Total Sugar
Purchased (g)
Sugar purchased per
dollar spent (g / $)
Total Dollar Spent ($)
Total expenditure on
high-in-sugar products ($)
Coefficient [Std. Error]
Coefficient [Std. Error]
Coefficient [Std. Error]
Coefficient [Std. Error]
Coefficient [Std. Error]
Constant
0.08
351.82
7.90
60.76
−4.92
[0.04]
[179.93]
[1.77]
[13.44]
[4.82]
Stop Sign Label
−0.02
48.91
0.51
2.35
0.61
[0.02]
[65.44]
[0.645]
[4.89]
[1.75]
Warning Label
−0.04 ***
26.18
0.36
2.01
−1.61
[0.02]
[64.55]
[0.64]
[4.82]
[1.73]
Age (years)
0.00
10.50 ***
0.03
0.79 ***
0.27 ***
[0.00]
[2.60]
[0.03]
[0.19]
[0.07]
BMI (kg/m2)
0.01 ***
10.20 *
0.10 *
−0.15
0.58 ***
[0.00]
[5.82]
[0.06]
[0.44]
[0.16]
Female
0.02
−88.05
−1.50 ***
−2.39
2.22
[0.01]
[56.00]
[0.55]
[4.18]
[1.50]
Chinese
−0.03 *
−196.51 **
−2.45 ***
−0.60
−3.12
[0.02]
[77.35]
[0.76]
[5.78]
[2.07]
Primary grocery Purchaser
−0.01
−47.61
0.35
−3.24
−0.68
[0.02]
[62.21]
[0.61]
[4.65]
[1.67]
Has Children
0.01
−7.07
−0.12
1.29
−1.36
[0.02]
[60.95]
[0.60]
[4.55]
[1.63]
* P < 0.1, ** P < 0.05, *** P < 0.01 effectiveness may be size and venue specific and differ
for web versus in store shopping. Authors’ contributions
d
f h EAF, FJLA conceived of the study. FJLA led data collection and SA data
analysis. EAF and FJLA took lead on the writing and all authors did critical
review. All authors read and approved the final manuscript. Conclusions Global Asia Institute (grant number AG-2014-001). Neither funder had any
role in the study design, data collection, analysis and interpretation of the
data; or the writing of the report. The research was conducted independ-
ently of the funders. Results from the present pilot suggest that FOP warning
labels have the potential to reduce demand for high in
sugar products and should be tested via a full scale
randomized trial. This test is warranted given that our
pilot results suggest that even an effective label that
reduces demand for high in sugar products may not
generate a reduction in sugar or calories purchased,
which is the ultimate goal of the labelling policy. Availability of data and materials The datasets used and/or analyzed during the current study are available
from the corresponding author on reasonable request. Additional file Additional file 1: NUSMart product categories in the Pilot-DIET study. NUSMart Category names, number of products per category, and propor-
tions of products qualifying for the logos per category. (DOCX 14 kb) Discussion The NUSMart store at
the time this study was conducted also had fewer prod-
ucts than would appear in a full grocery store but more
products than available in most convenience stores and
it is likely that the number and type of products will
influence the effectiveness of FOP labels. The NUSMart
store has been expanded to include over 4000 products,
which will allow for a more realistic test of the effect-
iveness of these labels. However, it is worth noting
that even if shown to be effective (or ineffective), Page 7 of 8 Ang et al. BMC Public Health (2019) 19:164 Page 7 of 8 Table 3 Estimates of the Impact of Warning Labels on Measures of Diet Quality for Beverage Purchases in the Pilot-DIET Study (N = 432)
Dependent
Variable
Proportion of High-in Sugar
Products (%)
Total Sugar
Purchased (g)
Sugar purchased per dollar
spent (g / $)
Total Dollar
Spent ($)
Total expenditure on high-in-
sugar products ($)
Coefficient [Std. Error]
Coefficient [Std. Error]
Coefficient [Std. Error]
Coefficient
[Std. Error]
Coefficient [Std. Error]
Constant
0.06
76.47
19.73
12.28
−3.79
[0.10]
[132.96]
[5.43]
[7.10]
[3.52]
Stop Sign Label
−0.06 *
54.97
−0.06
0.57
0.08
[0.03]
[44.21]
[1.81]
[2.36]
[1.17]
Warning Label
−0.11 ***
−0.48
−2.10
1.52
−0.25
[0.03]
[44.22]
[1.81]
[2.36]
[1.17]
Age (years)
0.00 ***
3.06 *
−0.01
0.13
0.20 ***
[0.00]
[1.75]
[0.07]
[0.09]
[0.05]
BMI (kg/m2)
0.00
4.62
−0.02
0.00
0.12
[0.00]
[4.52]
[0.19]
[0.24]
[0.12]
Female
0.08 ***
−32.72
0.63
−4.16 **
1.07
[0.03]
[38.29]
[1.56]
[2.05]
[1.01]
Chinese
0.04
33.14
−2.25
5.12 *
1.38
[0.04]
[54.40]
[2.22]
[2.91]
[1.44]
Primary grocery
Purchaser
−0.04
−55.38
−1.09
−0.75
−1.40
[0.03]
[41.79]
[1.71]
[2.23]
[1.11]
Has Children
−0.02
−32.57
−0.29
−1.36
−1.19
[0.03]
[41.24]
[1.68]
[2.20]
[1.09]
* P < 0.1, ** P < 0.05, *** P < 0.01 Ethics approval and consent to participate This study protocols and procedures are in accordance with the Declaration
of Helsinki and were approved by the National University of Singapore
Institutional Review Board Reference Code: S-17-172. Written informed con-
sent was obtained from all subjects. Abbreviations FOP: Front-of-pack; GLM: Generalized Linear Model; HCS: Healthier choice
symbol; NCDs: Non-communicable diseases; NIP: Nutrition information panel;
OLS: Ordinary least squares; RCT: Randomized controlled trial; SS: Black stop-
sign with the words high-in-sugar; TW: Health warning label with deterring
text Consent for publication
Not Applicable. Competing interests
The authors declare that they have no competing interests. References Global,
regional, and National Consumption of sugar-sweetened beverages, fruit
juices, and Milk: a systematic assessment of beverage intake in 187
countries. PLoS One. 2015;10(8):e0124845. 5. Corvalan C, Reyes M, Garmendia ML, Uauy R. Structural responses to the
obesity and non-communicable diseases epidemic: the Chilean law of food
labeling and advertising. Obes Rev. 2013;14(Suppl 2):79–87. 5. Corvalan C, Reyes M, Garmendia ML, Uauy R. Structural responses to the
obesity and non-communicable diseases epidemic: the Chilean law of food
labeling and advertising. Obes Rev. 2013;14(Suppl 2):79–87. 6. Mozaffarian D. Dietary and policy priorities for cardiovascular disease,
diabetes, and obesity: a comprehensive review. Circulation. 2016;133(2):187–
225. 6. Mozaffarian D. Dietary and policy priorities for cardiovascular disease,
diabetes, and obesity: a comprehensive review. Circulation. 2016;133(2):187–
225. 31. Malik VS, Popkin BM, Bray GA, Despres JP. Hu FB. Sugar-sweetened
beverages, obesity, type 2 diabetes mellitus, and cardiovascular disease risk. Circulation. 2010;121(11):1356–64. 7. Popkin BM, Hawkes C. Sweetening of the global diet, particularly beverages:
patterns, trends, and policy responses. Lancet Diab Endocrinol. 2016;4(2):
174–86. 32. Bollard T, Maubach N, Walker N, Ni Mhurchu C. Effects of plain packaging,
warning labels, and taxes on young people’s predicted sugar-sweetened
beverage preferences: an experimental study. Int J Behav Nutr Phys Act. 2016;13(1):95. 32. Bollard T, Maubach N, Walker N, Ni Mhurchu C. Effects of plain packaging,
warning labels, and taxes on young people’s predicted sugar-sweetened
beverage preferences: an experimental study. Int J Behav Nutr Phys Act. 2016;13(1):95. 8. Cowburn G, Stockley L. Consumer understanding and use of nutrition
labelling: a systematic review. Public Health Nutr. 2005;8(1):21–8. 9. Grunert KG, Wills JM. A review of European research on consumer response
to nutrition information on food labels. J Public Health. 2007;15(5):385–99. 10. Golan E, Kuchler F, Mitchell L, Greene C, Jessup A. Economics of food
labeling. J Consum Policy. 2001;24(2):117–84. 11. Hawley KL, Roberto CA, Bragg MA, Liu PJ, Schwartz MB, Brownell KD. The
science on front-of-package food labels. Public Health Nutr. 2013;16(3):430–9. 12. Becker MW, Bello NM, Sundar RP, Peltier C, Bix L. Front of pack labels
enhance attention to nutrition information in Novel & Commercial Brands. Food Policy. 2015;56:76–86. 13. Machin L, Aschemann-Witzel J, Curutchet MR, Gimenez A, Ares G. Does
front-of-pack nutrition information improve consumer ability to make
healthful choices? Performance of warnings and the traffic light system in a
simulated shopping experiment. Appetite. 2018;121:55–62. 14. Feunekes GI, Gortemaker IA, Willems AA, Lion R, van den Kommer M. Funding
Fi
i l g
Financial support for this study was provided by the Singapore National
Medical Research Council (grant number NMRC-HSRG-0060-2016) and the Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Page 8 of 8 Page 8 of 8 Page 8 of 8 Ang et al. BMC Public Health (2019) 19:164 Ang et al. BMC Public Health (2019) 19:164 Ang et al. BMC Public Health (2019) 19:164 Received: 11 September 2018 Accepted: 29 January 2019 References 26. Wilkinson C, Room R. Warnings on alcohol containers and advertisements:
international experience and evidence on effects. Drug Alcohol Rev. 2009;
28(4):426–35. 1. Reedy J, Krebs-Smith SM, Miller PE, Liese AD, Kahle LL, Park Y, et al. Higher
diet quality is associated with decreased risk of all-cause, cardiovascular
disease, and cancer mortality among older adults. J Nutr. 2014;144(6):881–9. 1. Reedy J, Krebs-Smith SM, Miller PE, Liese AD, Kahle LL, Park Y, et al. Higher
diet quality is associated with decreased risk of all-cause, cardiovascular
disease, and cancer mortality among older adults. J Nutr. 2014;144(6):881–9. 1. Reedy J, Krebs-Smith SM, Miller PE, Liese AD, Kahle LL, Park Y, et al. Higher
diet quality is associated with decreased risk of all-cause, cardiovascular
disease, and cancer mortality among older adults. J Nutr. 2014;144(6):881–9. 27. VanEpps EM, Roberto CA. The influence of sugar-sweetened beverage
warnings. Am J Prev Med. 2016;51(5):664–72. y
g
2. Basu S, Yoffe P, Hills N, Lustig RH. The relationship of sugar to population-
level diabetes prevalence: an econometric analysis of repeated cross-
sectional data. PLoS One. 2013;8(2):e57873. y
2. Basu S, Yoffe P, Hills N, Lustig RH. The relationship of sugar to population-
level diabetes prevalence: an econometric analysis of repeated cross-
sectional data. PLoS One. 2013;8(2):e57873. 2. Basu S, Yoffe P, Hills N, Lustig RH. The relationship of sugar to population-
level diabetes prevalence: an econometric analysis of repeated cross-
sectional data. PLoS One. 2013;8(2):e57873. 28. Arrua A, Machin L, Curutchet MR, Martinez J, Antunez L, Alcaire F, et al. Warnings as a directive front-of-pack nutrition labelling scheme: comparison
with the guideline daily amount and traffic-light systems. Public Health
Nutr. 2017;20(13):2308–17. 3. Malik VS, Popkin BM, Bray GA, Despres JP, Willett WC, Hu FB. Sugar-
sweetened beverages and risk of metabolic syndrome and type 2 diabetes:
a meta-analysis. Diabetes Care. 2010;33(11):2477–83. 3. Malik VS, Popkin BM, Bray GA, Despres JP, Willett WC, Hu FB. Sugar-
sweetened beverages and risk of metabolic syndrome and type 2 diabetes:
a meta-analysis. Diabetes Care. 2010;33(11):2477–83. 29. Ruff RR. Sugar-sweetened beverage consumption is linked to global adult
morbidity and mortality through diabetes mellitus, cardiovascular disease
and adiposity-related cancers. Evid Based Med. 2015;20(6):223–4. 4. Te Morenga L, Mallard S, Mann J. Dietary sugars and body weight:
systematic review and meta-analyses of randomised controlled trials and
cohort studies. BMJ. 2013;346. 30. Singh GM, Micha R, Khatibzadeh S, Shi P, Lim S, Andrews KG, et al. Received: 11 September 2018 Accepted: 29 January 2019 24. Moran AJ, Roberto CA. Health warning labels correct Parents’
misperceptions about sugary drink options. Am J Prev Med. 2018. 24. Moran AJ, Roberto CA. Health warning labels correct Parents’ 25. Strahan EJ, White K, Fong GT, Fabrigar LR, Zanna MP, Cameron R. Enhancing
the effectiveness of tobacco package warning labels: a social psychological
perspective. Tob Control. 2002;11(3):183–90. References Front-
of-pack nutrition labelling: testing effectiveness of different nutrition
labelling formats front-of-pack in four European countries. Appetite. 2008;
50(1):57–70. 15. Antúnez LE, Giménez ABS, Maiche AP, Ares GP. Influence of interpretation
aids on attentional capture, visual processing, and understanding of front-
of-package nutrition labels. J Nutr Educ Behav. 2015;47(4):292–9 e1. 16. Ares G, Giménez A, Bruzzone F, Antúnez L, Sapolinski A, Vidal L, et al. Attentional capture and understanding of nutrition labelling: a study based
on response times. Int J Food Sci Nutr. 2012;63(6):679–88. 17. Roberto CA, Shivaram M, Martinez O, Boles C, Harris JL, Brownell KD. The
smart choices front-of-package nutrition label. Influence on perceptions and
intake of cereal. Appetite. 2012;58(2):651–7. 18. Hodgkins C, Barnett J, Wasowicz-Kirylo G, Stysko-Kunkowska M, Gulcan Y,
Kustepeli Y, et al. Understanding how consumers categorise nutritional
labels: a consumer derived typology for front-of-pack nutrition labelling. Appetite. 2012;59(3):806–17. 19. Hartley J, Black A, Rayner M. Just read the label: understanding nutrition
information in numeric, verbal and graphic formats. (London: HMSO, 1992). Inf Design J. 1996;8(1):86–90. 20. Hammond D. Health warning messages on tobacco products: a review. Tob
Control. 2011;20(5):327–37. 20. Hammond D. Health warning messages on tobacco products: a review. Tob
Control. 2011;20(5):327–37. 21. Borland R, Hill D. Initial impact of the new Australian tobacco health
warnings on knowledge and beliefs. Tob Control. 1997;6(4):317–25. 21. Borland R, Hill D. Initial impact of the new Australian tobacco health
warnings on knowledge and beliefs. Tob Control. 1997;6(4):317–25. 22. Roberto CA, Wong D, Musicus A, Hammond D. The influence of sugar-
sweetened beverage health warning labels on Parents’ choices. Pediatrics. 2016;137(2):e20153185. 22. Roberto CA, Wong D, Musicus A, Hammond D. The influence of sugar-
sweetened beverage health warning labels on Parents’ choices. Pediatrics. 2016;137(2):e20153185. 23. Bansal-Travers M, Hammond D, Smith P, Cummings KM. The impact of
cigarette pack design, descriptors, and warning labels on risk perception in
the US. Am J Prev Med. 2011;40(6):674–82.
|
https://openalex.org/W2884289401
|
https://repositorium.uni-muenster.de/transfer/miami/0066fee6-8888-45a0-b201-a54584b2cae0
|
English
| null |
Visual attention in 5-year-olds from three different cultures
|
PloS one
| 2,018
|
cc-by
| 12,766
|
RESEARCH ARTICLE Visual attention in 5-year-olds from three
different cultures Moritz Ko¨ster1,2*, Shoji Itakura3, Relindis Yovsi4, Joscha Ka¨rtner1 1 Department of Psychology, University of Mu¨nster, Fliednerstraße 21, Mu¨nster, Germany, 2 Institute of
Psychology, Free University Berlin, Habelschwerdter Allee 45, Berlin, Germany, 3 Department of
Psychology, Graduate School of Letters, Kyoto University, Yoshida-honmachi, Sakyo-ku, Kyoto, Japan,
4 Independent ECD consultant, Brussels, Belgium * moritz.koester@fu-berlin.de * moritz.koester@fu-berlin.de a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Editor: Kim A. Bard, University of Portsmouth,
UNITED KINGDOM Received: June 21, 2017
Accepted: June 24, 2018
Published: July 16, 2018 Copyright: © 2018 Ko¨ster et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: The data assessment in Cameroon was
partly funded by a DAAD fellowship (German
Academic Exchange Service) to MK. The data
assessment in Cameroon was partly funded by an
Owen Aldis Award (International Society for
Human Ethology) to MK. Ruth Baumann received a
PROMOS stipend from the University of Mu¨nster. We received financial support by Open Access
Publication Fund of University of Mu¨nster. OPEN ACCESS OPEN ACCESS
Citation: Ko¨ster M, Itakura S, Yovsi R, Ka¨rtner J
(2018) Visual attention in 5-year-olds from three
different cultures. PLoS ONE 13(7): e0200239. https://doi.org/10.1371/journal.pone.0200239 Citation: Ko¨ster M, Itakura S, Yovsi R, Ka¨rtner J
(2018) Visual attention in 5-year-olds from three
different cultures. PLoS ONE 13(7): e0200239. https://doi.org/10.1371/journal.pone.0200239 Citation: Ko¨ster M, Itakura S, Yovsi R, Ka¨rtner J
(2018) Visual attention in 5-year-olds from three
different cultures. PLoS ONE 13(7): e0200239. https://doi.org/10.1371/journal.pone.0200239 Editor: Kim A. Bard, University of Portsmouth,
UNITED KINGDOM Abstract Cognitive processes differ markedly between children from different cultures, with best evi-
dence for attention to visual scenes and the activities of others. Children from urban West-
ern cultures tend to focus on focal objects, whereas children from urban East-Asian cultures
rather attend to contextual elements of a visual scene. Regarding the attention to others’
activities, children from subsistence-based farming communities often observe several
activities simultaneously, while children from urban Western contexts focus on activities
sequentially. Here we assessed 144 5-year-old children from three prototypical cultural con-
texts (urban Germany, rural Cameroon, urban Japan) to investigate variations in attention
across a variety of tasks. Attention to the elements of a visual scene was assessed in an
optical illusion task, in picture descriptions and an eye-tracking paradigm. Attention to and
learning from others’ activities was assessed in a parallel action task and a rule-based
game. Some tasks indicated higher context-sensitive attention in urban Japan, while other
findings indicated higher context-sensitive attention in urban Germany. Levels of parallel
attention and learning from others’ activities were lower in rural Cameroonian children com-
pared to the urban samples. Across tasks, the visual attention measures were unrelated. These findings substantiate that culture has a profound influence on early cognitive develop-
ment, already in the preschool years. Furthermore, they raise critical questions about the
early origins of cultural specificities in attention and the generalizability of attention phenom-
ena beyond specific tasks and populations. Visual attention in children from different cultures developed a set of tasks to assess diverse aspects of children’s visual attention and employed
these tasks in three prototypical cultural contexts (urban Germany, rural Cameroon, urban
Japan). The main objective was to assess multiple indicators of children’s attention to visual
scenes and the activities of others in order to shed new light on cultural differences in diverse
aspects of visual attention, and how they may be related to each other in the preschool years. Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. Regarding the attention to visual scenes, there is a research tradition that focuses on edu-
cated urban middle-class populations in Western and Eastern cultural contexts and describes
two prototypical attention styles [2]. An analytic style with a focus on focal objects and their
properties (i.e., low context-sensitivity), described for people from Western cultural contexts,
and a holistic style with a higher sensitivity for the context and the relations between elements
in a scene (i.e., high context-sensitivity), described for East Asian adults. For example, Masuda
and Nisbett [5] found that US-Americans tended to report a focal fish swimming in an aquar-
ium, while Japanese participants reported more details from the background, including plants
and smaller animals, when describing a picture. Similar differences were found in visual atten-
tion processes as measured by participants’ gaze behavior [6, 7]. For example, Chua and col-
leagues [6] presented pictures with a focal object on a background (e.g. a tiger in the woods)
and recorded the gaze behavior of Chinese and US-American university students. They
reported that Chinese students spent more time looking on the background than US-Ameri-
can students. In the same vain, East Asian participants perceive more relations between objects
[8, 9] and are more easily deceived by optical illusions, when adjusting a focal element within a
deceptive context [10], compared to Western participants. These attentional phenomena are
assumed to index more general attention styles, with higher or lower sensitivity for contextual
elements of a visual scene, which explain variation across verbal, non-verbal, and non-seman-
tic tasks [1, 2]. Recent studies found a relation between different measures, namely picture
descriptions and gaze pattern in adults [11] and a relation between picture descriptions, mne-
monic measures and even visual cortical processes in early childhood [12]. Introduction Human basic cognitive processes differ strongly between cultures. A specific interest lies in the
developmental origins of cultural differences in visual attention in the childhood years [1–4]. Two major lines of research from the past decades revealed cultural differences in the attention
to visual scenes (for reviews, see [1, 2]) and to others’ activities when learning from others (for
reviews, see [3, 4]). Thus far, both lines of research were investigated independently and
focused on different age groups and different cultural contexts. In the present study, we PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 1 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Visual attention in children from different cultures more time shifting their attention to different simultaneous activities and learning opportuni-
ties, compared to children from Euro-American urban middle-class families, who show a
more focused, sequential attention pattern when learning from others. For instance, when
learning a new activity, triads of 6- to 10-year-olds from Indigenous-heritage regions of
Mexico were often keenly observing the model and the other child and distributed their atten-
tion between multiple events simultaneously. Euro-American children showed a rather
focused attention style, focusing their attention on one event [18–20]. According to Rogoff
and colleagues, the keen observation of others’ activities, typical reported for subsistence-
based communities, also has implications for observational learning. For example, 5- to
11-year-old Indigenous-heritage children from Guatemala were better at attending to ongoing
events, compared to Euro-American children. They were given a distractor toy and were told
to wait, while the experimenter demonstrated how to produce a toy animal to another child,
Guatemalan children were more often attending to both the distractor toy and the ongoing
activity simultaneously and, as a consequence, were better at learning the demonstrated action
sequence. Namely, they needed less support when given the chance to reproduce actions on a
toy animal one week later [21]. Rogoff also proposes that children in these contexts, keenly
attending to the activities of others, are also better at extracting conventional rules and regular-
ities by observing others’ activities [3]. Rogoff and colleagues explain these culture-specific attention patterns when observing the
activities of others by different types of learning opportunities [22]. Children from Indige-
nous-heritage communities typically participate in the life of adults and learn by community
participation (keen observation of and pitching into the activities of others). In contrast, learn-
ing in the US is often based on direct teaching and segregated from everyday life, which
becomes specifically apparent in the context of formal education. Both lines of research describe cultural differences in the way children attend to different
aspects of their environment. However, both lines of research are disparate and rely on very
different theoretical assumptions and empirical findings from different cultural contexts, com-
paring urban Western with urban Eastern cultural contexts or urban Western with rural sub-
sistence-based communities. Furthermore, there
is evidence that differences in context-sensitive attention are socialized and culturally trans-
mitted via verbal learning processes [11, 12]. Cross-cultural differences in holistic and analytic attention emerge roughly between 5 and
7 years of age, with evidence from picture description [13] and optical illusion tasks [11, 14,
15], as well as the Framed Line Test [16, 17]. In a study by Imada and colleagues [13], 6- to
7-year-olds (but not younger children) from Minneapolis, USA, and Kyoto, Japan, showed sig-
nificant differences across several indicators from a picture description task and an Ebbin-
ghaus illusion. A recent study compared the degree of context-dependent attention in optical
illusions in children from more diverse cultural contexts, an urban sample from the United
Kingdom, an urban Namibian sample, and a sample of traditional Himba children across a
broad age range [14]. The researchers found that participants’ deception to the optical illusions
increased in UK children in the early school years, but only between 9 and 10 years in urban
Namibian children. Overall, it remained at a very low level in traditional Himba children
across the investigated age range, from as early as 3 years of age into adulthood. The authors
explained these effects mainly by urban environmental factors as well as different levels of
experience with print media. Overall, these findings show that culture-specific attention styles
start to emerge in the late preschool years, before the 6th year of age, and further increase in
the years thereafter. In another research tradition in developmental psychology, influenced by cultural anthro-
pology, Rogoff and colleagues [3, 4] have theorized and documented differences in attention
and the consequences for learning by observing the activities of others in urban Western and
rural subsistence-based contexts in Central America. The authors describe a distributed atten-
tion pattern for children from Indigenous-heritage communities of the Americas, spending PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 2 / 21 The main purpose of the current study is to assess analytic and
holistic visual attention [1, 2] together with sequential and distributed attention [3, 4] and
potential consequences for learning from others’ activities. Specifically, we were interested in
cultural differences in attention to visual scenes and the activities of others which already exist
in the preschool years, before children have been influenced by formal schooling. Concerning
schooling, it has been argued that it affects visual attention and learning from others in the
sense that it leads to more focused and sequential patterns of attention and generally encour-
ages direct teaching and learning at the expense of distributed attention to others’ activities
[4]. We selected three cultural contexts, each representing an often-studied prototypical cultural
contexts. These were urban middle-class samples from Western and East-Asian cultures, a
selection informed by the first line of research, and a sample of children living in a subsis-
tence-based farming ecology in rural Cameroon, also an often studied and well-described cul-
tural context [23]. The characteristics of the latter nicely map onto cultural contexts described
by Rogoff, especially in terms of children’s education through participation in communal
endeavors and adults’ everyday activities. In developing their argument, Rogoff and colleagues
repeatedly draw on findings from Indigenous-heritage, subsistence-based communities out-
side the Americas, mainly findings from Sub-Sahara Africa and Asia, with low levels of formal
education [3, 4, 23]. These contexts were selected because they capture the essence of those included in
previous research (e.g. [1, 3]). The urban German middle-class represents a prototype of an PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 3 / 21 Visual attention in children from different cultures individualistic [24] (or autonomous [25]) cultural context, with small family and household
sizes (mainly the nuclear family) and high levels of formal education. Parents are occupied in
professional jobs, and their children usually attend the kindergarten. Children furthermore
engage in organized hobby groups, and possess a large variety of advanced toys, including
computer games. The focus of parental behavior and socialization goals lies on dyadic interac-
tions and individual development, such as making choices independently [25, 26]. The life-
world of children in Japan looks very similar in terms of the ecology (urbanization, education,
wealth, modernity), however, the social structure is often referred to as interdependent. This
is, personal relationships and socialization goals are characterized by stable, often life-long
social bonds between family members and friends, which come with specific role obligations
and entitlements [27], manifesting in an interdependent self-concept [23, 24]. Regarding the
environment, Japanese urban contexts are marked by higher complexity [28] (e.g., indicated
by pictures of scenes from cities in Japan and the United States). The lifeworld of children
from the Nso culture in rural Cameroon differs from those of Western and Eastern urban con-
texts in a number of ways. Children grow up in large, extended family settings in subsistence-
based villages, dominated by a relational cultural model [23]. Most parents are farmers and
engage their children in household tasks and fieldwork from early on [26, 29]. From age 4,
most children attend preschool in the mornings, while their parents work on the fields outside
the village. Primary socialization goals are obedience and taking over responsibilities associ-
ated with social roles in hierarchical social relationships. A large body of research on the cultural differences in human basic cognitive functions
focusses on the early school years and the years thereafter. In the present study, we aimed to
understand cultural differences in visual attention with no or only minimal schooling experi-
ences (i.e., the preschool in Cameroon). Furthermore, we aimed to understand the relation
between different tasks on attention to scenes and other’s behavior and the generalization of
phenomena beyond previously studied cultural contexts. Towards this end, we adapted and developed a set of tasks to assess attention to visual
scenes and others’ behavior in Mu¨nster (urban Germany), Banten (a farming village in rural
Cameroon) and Kyoto (urban Japan), at the age of five. To obtain multiple measures for chil-
dren’s holistic and analytic attention (i.e., high or low context-sensitivity), we employed classi-
cal tasks which assess children’s context-sensitive attention, namely an optical illusion task, an
eye-tracking paradigm, and a picture description task. To measure children’s attention to oth-
ers’ activities, we measured their learning performance for actions that occur in parallel and by
observing the conventions of a rule-based game. First, children saw two action sequences
simultaneously (manual production of a toy), their gaze was recorded, and they could repro-
duce both action sequences afterwards. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Results We assessed 144 5-year-old children (M = 5;5 years, SD = 0;4 in Germany, M = 5;6 years,
SD = 0;4 in Cameroon, and M = 5;8 years, SD = 0;3 in Japan) from Mu¨nster (urban Germany;
n = 43), farming villages in Banten near Kumbo (rural Cameroon; n = 52), and Kyoto (urban
Japan; n = 49). The age of the children was significantly different between cultures, F(2, 141) =
8.62, p < .001, namely children from Japan were older then children from Germany and Cam-
eroon, both |t| > 2.53, p < .013. However, overall, age did not correlate with the 14 dependent
measures reported throughout the analyses in any of the three cultures (i.e., only 1 out of 42
correlations reached p < .05). Thus, age was not entered as a covariate in the subsequent analy-
ses. Proportions of girls and boys (60% girls in Germany, 45% girls in Cameroon, and 52%
girls in Japan) did not differ between the three samples, χ2 = 2.22, p >.25. Note that not all children completed the full set of tasks and that, for each task, analyses are
based on the complete subsets from each culture (find details about the procedure, analyses,
and exclusion criteria in the Materials and Methods section below.) All data reported in the
manuscript are available in the Supporting Information (S1 File). Second, children saw two actors playing a rule-based
game that included sorting rules (objects to locations) and hand activities, before they played
the game with the experimenter to assess their learning performance. Drawing on the two lines of research outlined above, we hypothesized that visual attention
measures tend towards the holistic style in Kyoto as compared to Mu¨nster, and, based on the
findings from the optical illusion tasks [14, 15], a more object-focused attention style for Ban-
ten, compared to children from the urban contexts. Furthermore, we expected higher levels of
distributed attention when observing parallel activities in the village of Banten as compared to
the Western urban context in Mu¨nster and, possibly, also compared to Japan. Regarding the
two different theoretical views on children’s attention across cultures, namely analytic versus
holistic and sequential versus distributed attention, we aimed to explore if these measures
would be associated with each other across different tasks and domains (i.e., attention to visual
scenes and the activities of others), in the preschool years. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 4 / 21 Visual attention in children from different cultures Cultural contexts Parameters of children’s family contexts are summarized in Table 1. There were significant dif-
ferences in the number of siblings, with a higher number of siblings in rural Cameroon com-
pared to two urban contexts, both |t| > 11.62, p < .001, also reflected in the people living in the
household, both |t| > 13.67, p < .001. In Germany, the majority of mothers and fathers worked
in the professional jobs (62.8% and 74.4%, respectively), in Cameroon most parents were farm-
ers (mothers: 92.5%, fathers: 89.6%), and in Japan mothers were mostly house wives (41.8%)
with husbands being office workers (51.0%). We tested for potential correlations between three socio-demographic variables, which we
assessed from all children (number of siblings, people in the household, years of maternal edu-
cation, see Table 1). The correlation of these three measures with all 14 dependent measures
from the three different tasks (in 3 cultures) revealed that only 8 out of 126 correlations (i.e.,
6.35% of all correlations) were significant at the level of p < .05, which corresponds pretty
much to the chance level. Thus, these variables were not included as covariates in the subse-
quent analyses. This is, since the potential covariates (age of the mother, number of siblings,
people in the household, years of maternal education) were not independent of the group vari-
able culture (independent variable), and there was no major influence of these potential covar-
iates on the dependent variables, the preconditions for an analysis of covariance (ANCOVA)
were not met ([30], p. 200). Note. The table presents means with standard deviations in parentheses. Note. The table presents means with standard deviations in parentheses. Optical illusion task We tested children’s deception by context information with an optical illusion task [11–15] for
four illusions (two Ebbinghaus illusions, Mu¨ller-Lyer illusion, Sander illusion), see Fig 1A, Table 1. Family contexts. Variables
Germany
Cameroon
Japan
F
p
Age mother (years)
39.9 (5.3)
37.7 (7.7)
40.0 (3.8)
1.11
>.25
Number of siblings
1.1 (0.8)
5.1 (2.1)
1.2 (0.9)
8.62
< .001
People in household
4.0 (1.0)
6.6 (2.0)
4.1 (0.8)
168.32
< .001
Mother, years of school
16.0 (3.1)
7.1 (2.8)
15.5 (1.8)
174.92
< .001 Table 1. Family contexts. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 5 / 21 Visual attention in children from different cultures Fig 1. Optical illusion task. (A) The four optical illusions. The red element had to be adjusted at the side indicated by the black arrow. (B) Group comparisons indicate
the results of t-tests, following significant main effects. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi org/10 1371/journal pone 0200239 g001 Fig 1. Optical illusion task. (A) The four optical illusions. The red element had to be adjusted at the side indicated by the black arrow. (B) Group comparisons indicate
the results of t-tests, following significant main effects. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g001 each illusion presented twice. Before the illusion task, the same red elements were shown with-
out the gray, illusory contextual elements, to obtain a measure of children’s accuracy. In a first step, the illusion scores were entered into a repeated-measures ANOVA with task
(4 tasks) as within factor and culture (3 contexts) as between factor. We found a main effect of
task, F(3, 414) = 131.59, p < .001, η2 = .49, and culture, F(2, 138) = 11.76, p < .001, η2 = .15,
but no culture x task interaction, F(6, 414) = 1.21, p = .301, η2 = .02. Urban German and urban
Japanese children were deceived to a higher degree (M = 20.1% and M = 17.7%) than children
from rural Cameroon (M = 13.9%), see Fig 1B. Mean deception values, separated by task were:
Ebbinghaus, circle: 9.3%; Ebbinghaus, diamond: 8.0%; Mu¨ller-Lyer: 24.1%; Sander: 27.1%. We
further assessed the accuracy of the adjustments of the red shapes in control trials, without
context. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Optical illusion task Urban German and urban Japanese children were more accurate (M = 5.2% and
M = 5.4%) than children from rural Cameroon (M = 9.5%), F(2, 138) = 59.41, p < .001, η2 =
.46, see Fig 1B. In a second step, we explored the correlations between the scores of the different illusions,
to see if they would assess the same perceptual phenomenon. This revealed that the scores
from both versions of the Ebbinghaus illusion were correlated, consistently in all three cultures
(urban Germany: r = .44, p = .004; rural Cameroon: r = .23, p = .115; urban Japan: r = .34, p =
.015). Likewise, the scores from the Mu¨ller-Lyer and the Sander illusion were correlated
(urban Germany: r = .29, p = .063; rural Cameroon: r = .35, p = .014; urban Japan: r = .30, p =
.032). All other correlations between the optical illusions were low (urban Germany: both |r| <
.16, p > .314; rural Cameroon: |r| < .11, p > .461; urban Japan: |r| < .11, p > .453). Thus, these
two pairs of illusions seem to assess independent perceptual processes, which may be described
as field dependence (Ebbinghaus illusions) and sensitivity to carpentered corners (Mu¨ller-Lyer
and the Sander illusion). 6 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Visual attention in children from different cultures Fig 2. Picture description task. (A) Children described pictures with a focal object to the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g002 Fig 2. Picture description task. (A) Children described pictures with a focal object to the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g002 Fig 2. Picture description task. (A) Children described pictures with a focal object to the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g002 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Picture description task Another task to assess context-sensitivity in terms of explicit attention to focal and background
elements and their features are picture description tasks [11–13]. Here, children described pic-
tures with a focal object (animals and means of transport), in front of a simple background
(e.g., natural scenes, roads and buildings), see Fig 2A, to the experimenter. The relative number of references to the object, compared to the references to the back-
ground (object score) differed between cultures, F(2, 121) = 14.95, p < .001, η2 = .20, and was
higher in urban Japanese children, compared to both other samples, see Fig 2B. German chil-
dren uttered a higher proportion of relations between the elements of a scene, compared to
rural Cameroonian children (M = .057 versus M = .024 relations per picture) and Japanese
children, where relations were almost absent (M = .013 relations per picture), F(2, 121) = 7.72,
p < .001, η2 = .11. Part of these findings may be explained by differences in how talkative children were, F(2,
121) = 7.63, p < .001, η2 = .11. Picture descriptions were most verbose in urban Germany
(M = 3.9 references to object or background and their features), followed by rural Cameroon
(3.3 references) and then urban Japan (M = 2.7 references), and differed significantly between
Germany and Japan. Correlations between number of references (i.e., volume) and the depen-
dent variables (object score and relations) revealed a highly negative correlation between
object score and volume across samples, all r < -.75, all p < .001, but no correlation with the
number of relations, all r < .15, all p > .353. Therefore, we also looked at the object score for
the first reference made by the participants, i.e., the percentage of picture descriptions that
started with the object and not the background. Similar to the results of the object score, this
analysis revealed a significantly higher proportion of first references to the object in urban PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 7 / 21 Visual attention in children from different cultures Japanese (M = .95) compared to urban German (M = .82) and rural Cameroonian children
(M = .85), F(2, 121) = 6.53, p = .002, η2 = .10. Japanese (M = .95) compared to urban German (M = .82) and rural Cameroonian children
(M = .85), F(2, 121) = 6.53, p = .002, η2 = .10. Eye-tracking task To assess early visual processing of scenes, similar pictures to those in the picture description
task where presented, participants’ gaze behavior was recorded [6, 11]. Children saw real pic-
tures which displayed objects in front of a simple background and abstract (non-semantic) pic-
tures with artificial objects [31] on abstract backgrounds [32], see Fig 3A. These where
included because they were unfamiliar to children from all contexts. In a first step, we entered the proportion of (1) the total looking time spent exploring the
object and (2) the latency of the first fixation to the object into two independent ANOVAs
with the within factor picture type (natural, abstract) and culture as a between factor. Both
ANOVAs revealed a main effect of picture type, latency: F(1, 127) = 207.13, p < .001, η2 = .62,
looking time: F(1, 127) = 414.49, p < .001, η2 = .77, and culture, latency: F(2, 127) = 72.60, p <
.001, η2 = .53, looking time: F(2, 127) = 46.92, p < .001, η2 = .10, and the looking time on the
object (but not the latency score) revealed a culture x picture type interaction, F(2, 127) = 7.70,
p < .001, η2 = .11. Given this interaction, we further explored the cultural differences in look-
ing time in subsidiary ANOVAs, split for the picture types. For natural pictures, rural Camer-
oonian children looked at the objects in each picture longest (object focus: M = 82% of the
looking time), compared to urban German children (M = 73%) and urban Japanese children
(M = 72%), see Fig 3B, F(2, 127) = 70.17, p < .001, η2 = .53, and, F(2, 127) = 24.46, p < .001, η2
= .28, respectively. For the abstract pictures, there were significant differences in the object
focus between cultures, F(2, 127) = 34.85, p < .001, η2 = .35, again, with a higher focus on the
object in rural Cameroon, (M = 65%), compared to urban Germany (M = 52%), and urban Fig 3. Visual attention in an eye-tracking task. (A) Children saw natural pictures with a clear object and background, as well as abstract objects background
combinations. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g003 Fig 3. Visual attention in an eye-tracking task. Eye-tracking task (A) Children saw natural pictures with a clear object and background, as well as abstract objects background
combinations. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g003 Fig 3. Visual attention in an eye-tracking task. (A) Children saw natural pictures with a clear object and background, as well as abstract objects background
combinations. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g003 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 8 / 21 Visual attention in children from different cultures Japan (M = 46%). The first fixation onto the object, collapsed over stimulus type, was signifi-
cantly later in Japanese (M = 907 ms) compared to German (M = 548 ms) and rural Cameroo-
nian children (M = 459 ms), F(2, 127) = 72.60, p < .001. Furthermore, we explored the correlations between the scores of the different measures, to
see if they would assess the same perceptual phenomenon. Correlational analyses revealed that
all four measures were closely related in urban Germany (all six correlations: |r| > .31, p <
.059, at least at the level of a trend). However, the correlations were less consistent in rural
Cameroon and urban Japan, where correlations were only found between the two measures
(Object focus and first fixation) within the two stimulus categories, namely for normal pictures
in Japan (r = -.31, p < .042), and for abstract pictures in Cameroon (r = -.51, p < .001) and
Japan (r = -.49, p < .001). Parallel actions task We aimed to capture children’s distributed attention, that is, the extent to which children are
able to attend to two activities in parallel, more rigorously than previous studies [19–21]. There-
fore, we developed a video-based task, with two action sequences shown simultaneously, see Fig
4A and S2 File. As a direct measure of distributed attention, we recorded the gaze behavior of
the children and, as an indirect measure of distributed attention, children were given the oppor-
tunity to reproduce the two handicrafts afterwards and their performance was coded. The number of attention shifts from one action sequence to the other was higher in urban
Japanese, compared to urban German, and compared to rural Cameroonian children, and
attention shifts were also significantly more frequent in urban Germany compared to rural
Cameroon, see Fig 4B, F(2, 126) = 35.54, p < .001, η2 = .36. Furthermore, rural Cameroonian
children focused more on one of the two action sequences (M = 64.9%), compared to the Fig 4. Attention to and reproduction of parallel action sequences. (A) Children saw a video, in which 2 actions sequences were performed in parallel, and their gaze
was recorded. Later on the reproduction of actions was analyzed. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p <
.01, p < .001, Bonferroni corrected. htt
//d i
/10 1371/j
l
0200239 004 Fig 4. Attention to and reproduction of parallel action sequences. (A) Children saw a video, in which 2 actions sequences were performed in parallel, and their gaze
was recorded. Later on the reproduction of actions was analyzed. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p <
01 p < 001 Bonferroni corrected Fig 4. Attention to and reproduction of parallel action sequences. (A) Children saw a video, in which 2 actions sequences were performed in parallel, and their gaze
was recorded. Later on the reproduction of actions was analyzed. (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p <
.01, p < .001, Bonferroni corrected. Fig 4. Attention to and reproduction of parallel action sequences. (A) Children saw a video, in which 2 actions sequences were performed in parallel, and their gaze
was recorded. Later on the reproduction of actions was analyzed. Rule-based game The rule-based game was designed to assess the competence to infer conventional rules based
on attending others playing a game [1, 2]. Specifically, we wanted to test children’s ability to
understand the rules underlying the observed actions of a social game. Children saw a video
with two people playing a rule-based game, see Fig 5A, before child and experimenter played
the game together. Rural Cameroonian children acquired fewer rules (M = 1.06 remembered rules), compared
to German (M = 2.44) and Japanese children (2.48), F(2, 139) = 24.81, p < .001, η2 = .26, see
Fig 5B. Action reproduction differed significantly between all three cultural contexts with the
highest number of reproduced action by urban Japanese children (M = 2.64), and higher
action reproduction skills in urban Germany (M = 2.07), compared to rural Cameroon (1.39),
F(2, 139) = 11.74, p < .001, η2 = .15. Both measures were correlated in the rural Cameroonian
sample (r = .34, p = .017) but not in the two urban samples (both |r| < .03, p > .87). Correlations between the measures between the different tasks Regarding the between-task correlations within each cultural context, there was no consistent
correlational pattern. This was indicated by the fact that, first, no single correlation between
two measures reached significance across all three contexts and, second, that less than 10% of
all correlations (uncorrected) were above |r| = .30. Parallel actions task (B) Group comparisons indicate the results of t-tests, following significant ANOVAs. p < .05, p <
.01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g004 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 9 / 21 Visual attention in children from different cultures urban German (M = 60.0%) and to the Japanese children (M = 59.9%), F(2, 126) = 5.71, p =
.004, η2 = .08. With regard to the number of actions reproduced, children from rural Cameroon exhibited
fewer of the nine action sequences (M = 1.75) than children from urban Germany (M = 3.65)
and Japan (M = 3.44), F(2, 132) = 20.73, p < .001, η2 = .24. However, when looking at the pro-
portion of both parallel actions out of all reproduced actions, in the number of all actions,
there were no differences between cultural contexts, F(2, 129) = 1.22, p = .300, η2 = .02. Correlational analyses, to see if the different measures would assess similar attention pro-
cesses, revealed close associations between the rate of attention shifts and the distribution of
attention (Germany: r = -.42, p = .009; Cameroon: r = -.44, p = .002; Japan: r = -.21, p = .164),
this is, the more they shifted their gaze between action sequences, the more equal they distrib-
uted their gaze time between both actions. Noteworthy, this close association may be due to
the close dependency of both measures, with more attention shifts allowing an more equal
distribution of attention towards the two action. Furthermore, the number of reproduced
actions was closely related to the proportion of parallel actions children reproduced (Germany:
r = .74, p < .001; Cameroon: r = .24, p = .108; Japan: r = .62, p < .001). However, there were
no correlations between the visual attention measures and the learning measures (all |r| > .26,
p > .13). Again, this may be because both measures are interdependent, with more actions
reproduced leading to higher probability of parallel actions to be reproduced. Discussion p < .05, p < .01, p < .001, Bonferroni corrected. https://doi.org/10.1371/journal.pone.0200239.g005 combined the cultural contrasts of previous studies, namely Western vs. East-Asian urban
middle-class and Western urban middle-class vs. Non-Western subsistence-based farming
ecologies. This also allowed us to test the consistency of different aspects of children’s attention
pattern across tasks and cultures. Taken together, the findings of the present study indicate that basic cognitive functions
vary highly between cultures, already in the preschool years. At the same time, as outlined in
more detail below, our findings were much more heterogeneous than former literature sug-
gested and, despite the significant cross-cultural differences in attention to scenes and others’
activities, the different measures were not related to each other. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Discussion The aim of the present study was to investigate similarities and differences in the visual atten-
tion to scenes [1, 2] and to the activities of others [3, 4], in preschool children from different
cultural contexts. Towards this end, we investigated these phenomena across several tasks in
three prototypical cultures (urban Western, urban Eastern and a rural subsistence-based vil-
lage contexts). First, this was to assemble tasks which assess different aspects of children’s
visual attention processes, namely analytic and holistic attention [1, 2], as well as sequential
and distributed attention [3, 4]. Second, we assessed these tasks in three cultural contexts that PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 10 / 21 Visual attention in children from different cultures Fig 5. Learning conventions in a rule-based game. (A) Children saw a video, in which 2 players played a rule-based game including 4 rules and 4 actions. Later on,
their reproduction for the rules and actions was tested, when playing the game with the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. https://doi org/10 1371/journal pone 0200239 g005 Fig 5. Learning conventions in a rule-based game. (A) Children saw a video, in which 2 players played a rule-based game including 4 rules and 4 actions. Later on,
their reproduction for the rules and actions was tested, when playing the game with the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. Fig 5. Learning conventions in a rule-based game. (A) Children saw a video, in which 2 players played a rule-based game including 4 rules and 4 actions. Later on,
their reproduction for the rules and actions was tested, when playing the game with the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. p < .05, p < .01, p < .001, Bonferroni corrected. Fig 5. Learning conventions in a rule-based game. (A) Children saw a video, in which 2 players played a rule-based game including 4 rules and 4 actions. Later on,
their reproduction for the rules and actions was tested, when playing the game with the experimenter. (B) Group comparisons indicate the results of t-tests, following
significant ANOVAs. Cultural differences in attention to visual scenes Our main assumption was that Japanese (urban East-Asian) children would show greater lev-
els of holistic attention, compared to German (urban Western) children. The results were
mixed, some pointing into the expected direction and other pointing into the opposite direc-
tion Taken together, like in former studies, the results from the optical illusion task did not dif-
fer between cultures and the results from the eye-tracking task show first hints for the classical
differences between urban Western and urban Eastern contexts. Furthermore, results were
contrary to the classical cultural pattern in the picture description task, pointing towards
higher levels of context-sensitive attention in Germany compared to Japan. Furthermore,
there were no consistent correlations between tasks in the preschool age, which is also consis-
tent with former studies, reporting correlations only for older children and adults [11, 12]. The visual attention of children from rural Cameroon differed from both urban contexts
and was characterized by a high object focus across tasks. In this sample, we found the lowest PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 11 / 21 Visual attention in children from different cultures level of deception in the optical illusion task. Furthermore, Cameroonian children made the
first saccade on the object most rapidly and spent more time exploring the object than both
other samples. In the picture description task, Cameroonian children fell somewhere between
the other two samples. The reduced deceivability of rural Cameroonian children is generally in
line with ecological accounts of optical illusions, which emphasize the importance of the expe-
riences with carpentered corners for the effect of optical illusions like the Mu¨ller-Lyer and the
Sander illusion (cf. [33]). Specifically, the present findings complement recent studies con-
ducted in another rural village context, namely in traditional Himba people [14], where con-
text-sensitivity in the Ebbinghaus task was very low across the whole life span. Thus, cultural
differences in context-sensitive attention are present already in the preschool years, when they
are not yet found in the classical eastern western comparison (see [13, 16] and above). The
higher object focus in the eye-tracking paradigm is consistent with the low level of context sen-
sitivity in the illusion tasks. Alternatively, this may also reflect an unfamiliarity-effect, because
the objects shown here, both real and abstract, are less common in the Nso children’s lifeworld
and may have led to an increased interest. Cultural differences in attention to visual scenes One potential explanation for the low levels of context-sensitivity found in the picture
description task would be that this sample of Japanese urban dwelling children were non-tradi-
tional or differed in some other way from the typical Japanese samples in other studies [1, 2]. However, the participants came from the same population as in the study by Imada and col-
leagues [13], where context-sensitive attention, pooled across several tasks, including picture
descriptions, emerged in the school years. Overall, these findings suggest that visual attention towards focal or contextual elements of
a scene is influenced by the cultural context. However, in the early childhood years it seems
not yet to be a consistent construct that aligns visual attention across different types of tasks
(e.g., verbal, non-verbal, semantic, abstract). Potentially, the culture-specific context-sensitivity
pattern reported in literature may override the differences identified here later in development
[11, 12, 13, 34], possibly via verbally guided learning processes [11, 12, 35], for example, as
found in formal schooling. The differences in visual attention identified here, for the preschool
years, may be based on different cultural and environmental learning experiences. For exam-
ple, they may rather reflect children’s basic familiarity with the stimulus materials and stimuli,
rather than culturally transmitted attention styles. In line with this proposal, see recent studies
by Ko¨ster and colleagues [11, 12], for similar inconsistencies in context sensitive attention in
5-year-olds, which develop in more coherent pattern from around 7 years of age. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Cultural differences in in attention to others’ activities Regarding children’s attention to others’ activities, we found a different pattern than hypothe-
sized. Specifically, in the parallel action task, children from rural Cameroon focused their atten-
tion rather on one of two activities and shifted their gaze between scenes at a lower rate than
children from both urban contexts. Furthermore, their learning performance was at an overall
lower rate. Similarly, in the rule-based game, rural Cameroonian children performed fewer
rules and actions compared to urban German and Japanese children. The comparison between
urban Germany and urban Japan did not reveal many differences, but there were more frequent
shifts of attention in Japan then in Germany, when observing two action sequences in parallel. Interestingly, the attention pattern towards parallel actions, namely a more unilateral atten-
tion on one of the two activities in rural Cameroonian children, resembles the more object-
focused attention of Cameroonian children found in the visual attention task. Although the
attention and learning pattern was different from previous studies [3, 4], it may be speculated
that the ability to distribute attention to various aspects of a visual scenes or when observing PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 12 / 21 Visual attention in children from different cultures others’ activities allows children to grasp more details about the activities and conventions of
others. Here, this may explain higher scores of distributed attention as well as learning scores
in Germany and Japan. However, within cultures, we found no consistent correlations
between the tasks assessing the attention to visual scenes and the activities of others, despite
moderately large sized samples. Differences in visual attention from a lifeworld perspective Most importantly, the task testing visual attention to scenes employed here were, thus far,
mostly applied in Western and Eastern urban contexts, and the materials used to test visual
attention to others activities used materials certainly more familiar to German and Japanese
children. Furthermore, the form of presentation, namely on a computer screen, was not
known to Cameroonian children. Thus the present results, and in particular the learning per-
formances for others’ activities have to been interpreted in the light of the very different life-
world’s and learning contexts, which children from the different sample reported here grow
up in. We outlined the contrast of the lifeworlds of the prototypical contexts chosen here in the
introduction. In the tenet outlined above, the manifold variations in children’s visual attention
between cultures identified here, are very likely due to the different experiences children make
in their environment for their first five years of life. In this sense, we conceptualize early cul-
tural differences in visual attention as a results of versatile learning experiences. At least, com-
mon dichotomous perspectives, based on one or a few experimental tasks and the comparison
of a two cultural contexts, do not account for the variations between and within the cultural
contexts identified here. In this sense, the present results also illustrate the great challenges for the development of
experimental materials, which may capture different aspects of children’s attention in a cultur-
ally fair way. For example, regarding rural Cameroon, we chose very simple materials for the
construction of the toys and very basic material and actions in the social game. However, it
may still be less common for children from Cameroon to tinker handicrafts or to learn rule-
based games or, critically, to acquire novel information from a screen, instead of a live interac-
tion. Noteworthy, although the children watched the two tasks simultaneously, they were
given the construction tasks sequentially, which may be more typical in the urban contexts. Regarding the pictorial stimuli, Cameroonian children did only recognize and label about half
of the objects assessed in the picture description task (and only those were taken into account
in the analyses). Similarly, abstract stimuli might be more familiar to children in Mu¨nster and
Kyoto. Thus, the present findings on learning from others may demonstrate that cognitive
functions are inextricably knit to everyday visual experiences and materials (cf. [36]). Visual attention in children from different cultures culture-specific pattern of attention, as indicated by the correlation of different measures of
context-sensitivity found in older children [12] and adults [11]. Specifically, recent findings
highlight the role of language in cultural transmission processes [11, 12, 35]. To better under-
stand the enculturation process of general attention styles, which may emerge later in life,
future studies should be complemented by longitudinal or cross-sectional assessments, across
a broader age-range. With regard to the very different lifeworlds of children from the present study, the tasks
employed here may rather reflect the activities of urban Western and East-Asian cultures. This
had very likely negative consequences for the learning performance of the rural Cameroonian
children. Future research may benefit from adapting some of the experimental tasks more
closely to the daily activities and the materials in this cultural context. This includes children’s
activities and play habits, the materials and pictorial stimuli used, as well as the form of presen-
tation. For example, using life interactions to demonstrate activities. It should also be noted that, besides those features of the tasks that assess the attention to
the elements of a visual scene and others’ activities, each task requires additional and unique
cognitive capacities and skills that may have contributed to cultural differences and compro-
mised associations between tasks. For instance, performance in the optical illusion tasks may
furthermore depend on inhibitory control, and both the picture description and eye-tracking
tasks may depend on the familiarity with the natural, but also the abstract stimuli used. Finally,
the reproduction tasks for the observed activates require advanced memory and, in the case of
the artcraft, manual skills. Although we tried to keep these requirements as low as possible, we
cannot preclude that these have caused some of the inconsistencies found in the present study. Thus, for future research it would be desirable to assess the diverse skills and possibly experi-
ences which contribute to the differential response pattern in different tasks in early
childhood. Taken together, the present study highlights the general importance (i) to assess common
phenomena from cross-cultural Psychology with more diverse populations and tasks, (ii) to
analyze changes in a broader age range, in order to understand developmental trajectories,
and (iii) to assess more thoroughly and formally specific characteristics of the eco-social envi-
ronment and adapt tasks more closely to different lifeworlds. Thus, the present study under-
lines the necessity of further research, to elucidate theoretical accounts on ecological and social
factors that contribute to inter-individual variations in cognitive development. Conclusion The cultural differences in attention to the elements of a visual scene and the activities of oth-
ers in the preschool years, demonstrate early differences in development between cultures,
which are more diverse than common theoretical accounts suggest. Human cognitive func-
tions and processes align with and are tightly knit to the very specific experiences, such as the
learning materials and activities. At least for the phenomenon of context-sensitivity, it may
only be later in life that more general attention styles shape visual processes. It is a major chal-
lenge for future research to identify the learning mechanisms and socio-ecological factors that
give rise to the cultural versatility and culture-specific developmental trajectories of human
basic cognitive functions in early childhood and later in life. Future directions By assessing visual attention with multiple tasks and methods and in novel cultures, the pres-
ent findings add an important piece of puzzle to the existing literature. Because all measures
indicated high cross-cultural variation at an early age already, there does not seem to be much
generalizability beyond the specific contexts and tasks. Thus, more generally, the field would
benefit from a higher variation of cultural contexts and experimental tasks assessed in these
contexts. Beyond the description of variations, it would also be highly valuable to more thor-
oughly assess environmental variables and cultural transmission processes (e.g., socialization),
which may better elucidate the developmental origins of these variations. We selected the preschool age in the present study to avoid the influence of formal school-
ing. This age may yet have been too early for attention processes to develop into a coherent PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 13 / 21 Participants We assessed 144 5-year-old children from three different cultural contexts, selected for their
ecosocial profiles. Forty-three children lived in middle-class families from Mu¨nster (urban PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 14 / 21 Visual attention in children from different cultures Germany), 52 children came from small subsistence-based farming villages in Banten near
Kumbo (rural Cameroon), and 49 children were from middle-class families in Kyoto (urban
Japan). In Cameroonian villages, children were recruited in cooperation with local schools. In
Kyoto and Mu¨nster, mothers were contacted via databases from the university. Four additional
data assessments from rural Cameroon were not included in the analysis, because children
came from a different ethnic group and did not speak Lamnso, the local language. Informed
written consent was obtained from each parent, in each context, and children gave informed
assent. Furthermore, not all children completed the full set of tasks. The number of missing
children is indicated for each task below. Ethics statement This research was conducted in accordance with the Declaration of Helsinki and the Ethical
Principles of the German Psychological Society (DGPs), the Association of German Profes-
sional Psychologists (BDP), and the American Psychological Association (APA). It involved
no invasive or otherwise ethically problematic techniques and no deception (and therefore,
according to National jurisdiction, did not require a separate vote by a local Institutional
Review Board; see the regulations on freedom of research in the German Constitution (§ 5
(3)), and the German University Law (§ 22)). Stimuli and procedure Children visited the laboratory for one experimental session. In Cameroon the laboratory was
set up close to the school, whereas in Japan and Germany children visited the Laboratory of
the University with a parent. Because the research focus was also on associations between
tasks, but not on mean differences between conditions, assessments follow a fixed order, start-
ing a warm-up phase, followed by the optical illusion task, the parallel learning task, the social
game task, and finally the eye-tracking and the picture description task. The instructions for
each task were read out to the children and children repeated the instructions prior to the start
of each task. The stimuli presentation procedures were implemented in psychophysics
toolbox (Version 3.0.12, on MATLAB, Version R2013a) and with the respective presentation
programs in the eye-tracking tasks (Cameroon and Germany: ExperimentCenter, Version
3.5.169; Japan: Tobii Studio, Version 3.3.2). The presentation was on a notebook display and
keyboard in Cameroon and a desktop Monitor and external keyboard in Japan and Germany. However, we used the same size for stimulus across cultural-contexts, 15 inch, at distance of
50–70 cm and we did not note any difficulties in the use of the keyboards in either of the two
setups. Optical illusion task. Four different optical illusions (two versions of the Ebbinghaus illu-
sion, Mu¨ller-Lyer illusion, Sander illusion; see Fig 1A) were shown twice, resulting in eight tri-
als, presented in a randomized order. An adjustable element and a reference element were
colored in red and deceiving context elements were colored in gray, see Fig 1C. The red ele-
ment that could be adjusted was indicated by a black arrow and could be adjusted between -35
and +35 percent, compared to the size of the reference element via two keys of a keyboard. Children were asked to pay attention to the red elements to the same size as the reference
element and to “not pay attention to the context, but only to the red element” (to avoid an rela-
tive interpretation of the task instruction). Prior to the actual task, children were instructed
carefully and could practice the adjustment of a red element in one training trial. Trials were
presented in a randomized order and the side of the context elements was counterbalanced. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Each occurrence of the following categories was coded: (a) References to the focal
object and its features (e.g., camel, car is large, looks happy), (b) references to the background
(e.g., desert, road) and its features (e.g., is rocky, has green leaves), and (c) any relations that
were made between elements within the picture (e.g., is driving on, is looking at). In order to quantify participants’ descriptions of the object compared to the background,
we computed an object score: For each trial, all references to the object were divided by the
number of all references to the object and the background. Thus, a score of 1 would indicate
that a participant only talks about the object, and a score of 0 would indicate that a participant
only refers to the background. These scores were averaged over all trials for each participant. Furthermore, we calculated the proportion of relations compared to all (number of relations
divided by the sum of all references to the object, the background and all relations) as a second
indicator for their context-sensitivity. Finally, we looked at the average volume of references
(to object or background) and the proportion of first references, which referred to the object. In Germany and Japan the coding was done by native speakers. In Cameroon the data
were translated and transcribed from the local language (Lamnso) to English for later coding. To compute inter-rater reliability in the Japanese sample, 20% of the picture descriptions
were translated and transcribed to German by a native Japanese, fluent in German. Inter-
rater agreements were assessed for more than 20% of the data (Cohen’s kappas for were:
Germany: κ object and features = .82, κ background and features = .79, κ relations = .91; Cameroon:
κ object and features = .80, κ background and features = .89, κ relations = .98; Japan: κ object and features =
.63, κ background and features = .81, κ relations = .57, the low kappa for relations in the Japanese sam-
ple was due to the low number of relations uttered by the children). Visual attention in children from different cultures element. This was to assess participants’ overall accuracy and correct the degree to which chil-
dren were deceived by the context [11–13]. Children’s illusion score for each task was computed by subtracting the percent of decep-
tion in the optical illusion tasks from the percent of deception in the trials without contextual
information (in both conditions, with and without contextual information, we calculated the
deception as the difference between the adjusted element and the red reference element). The
mean deception over both trials of each illusion in percent (i.e., adjusting the left or the right
shape) was used as the context-sensitivity measure for this task. For the overall accuracy, that
is the precision of adjustment in trials without context, we averaged the absolute differences
between the adjustable and the context element across all trials in the no context condition. Three children were excluded from the analyses of the optical illusion task (Cameroon:
n = 2; Japan: n = 1). This was due to very high deviation between the reference and the adjust-
able element, indicated by an accuracy value that deviated more than 2 SD from the sample
specific mean, indicating difficulties in task comprehension. Picture description task. Twenty real pictures which displayed a focal object (animals
and means of transport), in front of a simple background (e.g., natural scenes, roads and build-
ings), see Fig 2. Pictures were taken by the first author or downloaded from a public domain
database (pixabay.com). Pictures were presented for 15 s each, in a randomized order and sep-
arated by a blank screen. Children were instructed to tell the experimenter, what they see on
the pictures (exact wording: “. . . tell me everything you see on the pictures”). While children
described the pictures, the experimenter listened attentively. The final analyses are based on
those 11 out of the initial 20 pictures that the Cameroonian children reliably identify and label. Audio recordings of 15 seconds were taken for each picture and coded in MaxQDA (Ver-
sion 12). PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Stimuli and procedure Furthermore, as a control condition, prior to the optical illusion task, children adjusted the
size of each pair of red elements for all eight trials without the presence of the gray context PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 15 / 21 Visual attention in children from different cultures Eye-tracking task. Children saw 40 real, semantic pictures which displayed objects in
front of a simple background [6, 11], see Fig 3A. These pictures were similar to those of the
picture description tasks and taken from the same sources. Furthermore, 40 abstract, non-
semantic pictures with abstract objects in front of abstract backgrounds were shown. We used
artificial objects from experimental psychology (greebles, fribbles, geons and multipart geons,
e.g., [31], taken from an online database: http://wiki.cnbc.cmu.edu/Novel_Objects) and fractal
pictures (20 pictures; created with quadrium 2.0, quadrium.en.softonic.com) or details of
abstract drawings (20 pictures) as backgrounds, cf. [32]. The pictures of both sets were pre-
sented in a randomized order. Trials started with a fixation dot (shown for 1 s), followed by the stimulus (5 s). The instruc-
tion for the children was to “. . .look at the pictures attentively. . .”, while the experimenter sat
beside them. Participants’ gaze behavior was recorded binocularly, at a sampling rate of 60 Hz or higher. In Cameroon and Germany we used a SMI redm250 (SensoMotoric Instruments GmbH, Tel-
tow, Germany), in Japan we used a Tobii X60 (Tobii Technology, Stockholm, Sweden) eye-
tracking system. Individual fixations were identified by the respective eye-tracking software
(Cameroon and Germany: BeGaze, Version 3.5.101; Japan: Tobii Studio, Version 3.3.2). Fixa-
tions were then exported for further analyses in MATLAB (Version 2013a). Areas of interest
(AOI) were drawn around the objects of each stimulus using BeGaze (Version 3.5.101) and
imported into MATLAB as a template, to assure that AOIs were identical across contexts. To quantify participants’ visual attention to the object, relative to the background, we calcu-
lated an object focus score: The duration of all fixations made into the AOI of the object was
divided by the duration of all fixations on the picture within the 5 s of stimulus presentation. Thus, a score of 1 would indicate that the participant only looks at the object, whereas a score
of 0 would indicate that a participant does only look at the background. As a further measure
for participants’ object bias, we looked at the average latency, until the first fixation entered the
AOI of the object (cf. [6]). Twenty children were excluded from the analyses of this task, due to technical errors occur-
ring during this task (Germany: n = 4; Japan: n = 4), insufficient trials with valid recordings (5
or less recordings; Germany: n = 4; Japan: n = 7), and a child that did not say anything in this
task (Cameroon: n = 1). PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 16 / 21 Data from fourteen children were excluded from this task, due to a lack of motivation to
participate in both conditions (Germany: n = 1; Japan: n = 4), insufficient trials with valid
recordings per condition (i.e., less than 10 trials with more than 1.5 seconds or 5 fixation with
recorded gaze behavior, which indicates that children did not attend the stimulus or where
staring; Germany: n = 2; Cameroon: n = 1; Japan: n = 3), inconsistent gaze behavior (less than
15% of presentation time used for object exploration in one condition, indicating bad eye-
tracking recordings; Germany: n = 2), and technical problems during assessment (Japan:
n = 1). Parallel action task. In the parallel action task children saw a video with two action
sequences shown in parallel (i.e., the display was split in two halves), see Fig 1D. Specifically,
each video displayed a pair of hands producing artificial handicrafts from four different col-
ored pellets of modelling clay, two additional materials (e.g., wires or sticks), and two tools
(e.g., a pounder or a scarper). In both action sequences, an artificial object was produced in
nine action steps. Specifically, each pellet was modified, with a tool or with the hands, before
all pellets were assembled, including the two additional materials. The display of the action
sequences was precisely timed, such that each action step took 20 seconds, the hands in both
sequences started simultaneously and ended each action step simultaneously in their starting
position, at the lower edge of the screen. The side of the presentation of the two action
sequences was counterbalanced across participants. Children were not told that they would have to reproduce the shown actions, but instructed
to watch exactly, what is done in the videos. During the presentation of the video, the gaze
behavior was recorded, using the same apparatus as in the eye-tracking task, see above. After PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 17 / 21 Visual attention in children from different cultures the presentation of the video, children were given two trays with the pellets, materials and
tools from the presented action sequences, one after another, and were asked to reproduce
what they had seen in the video. For each tray children had seven minutes of time, or until the
child indicated that they had finished. The experimenter sat beside the child, pretending to
read, but gave a series of standardized cues (after one and two minutes: “. . .Try to do exactly
what was done in the video.”; after four minutes the experimenter indicated the unused pellets,
materials and tools: “Do you remember what was done with [. . .], just do what you think was
done”; after 6 minutes: “You have to finish soon. . .”). After seven minutes the tray was taken
away and the second tray was handed to the child for another seven minutes. Because pilot
data indicated that one of the action sequences was somewhat more difficult to reproduce, all
children started with the more difficult object, before they received the tray with the somewhat
easier object. This was to avoid stark differences in the number of actions reproduced, and our
interest to look at sequences that were displayed in parallel. The analysis focused on, first, children’s gaze behavior when watching the action sequences
and, second, their reproduced action steps. After preprocessing the eye-tracking data as in the
scene exploration task (see above), we calculated the number of saccades that shifted from one
action sequence to the other (e.g., from left to right or vice versa), divided by the overall gaze
time in seconds. Furthermore, to estimate the distribution of their attention to both sequences,
we computed the proportion of time that children focused on the preferred action sequence
(i.e., the action sequence that the child looked at for longer). That is, a score of 1 would indicate
that the child only attended to one of the sequences, whereas a score of 0.6 would indicate that
the child looked for 60% of the time to the preferred sequence and only 40% of the time to
the non-preferred sequence. With regard to children’s ability to reproduce actions of both
sequences, we looked at correctly reproduced actions, namely correct tool/material-pellet
combinations (e.g., pounder to red pellet), followed by the correct action (e.g., squeezing the
red pellet). We looked at the proportion of reproduced actions that were shown in parallel. This is, we divided the number correctly reproduced actions, which were shown in parallel,
by the total number of actions that where reproduced. Inter-rater agreements for correctly
reproduced actions were assessed for > 20% of the data and Cohen’s kappa for each context
was κ > .81. PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Nine children were excluded from the behavioral analyses of this task, due to a lack of moti-
vation to continue with the task or the data assessment (Germany: n = 3; Japan: n = 4), and a
technical error occurring during the assessment (Germany: n = 1). Eight additional partici-
pants were excluded only from the eye-tracking analyses due to incomplete or insufficient eye-
tracking recordings (Germany: n = 4; Japan: n = 4) Rule-based game. In the rule-based game children where shown a video with two people
playing a social game (Fig 4A). Each turn of the game comprised taking a card with a certain
pattern (e.g., a square), sorting the pattern into an envelope on a cardboard with a certain
shape (e.g., into a star shape) and to perform a certain action (e.g., clapping hands). Each of
four moves was presented twice in the video. The stimulus videos were videotaped for each
context with local research assistants. The timing (20 s per move) and the speech was fully
scripted. In particular, the actors labeled what they were doing (“these are stars [. . .], I do clap,
clap, clap” ) but did not mention the rules explicitly (e.g., combination of pattern on the card
and shape of the envelope). Before the game started, children were instructed to watch carefully and explicitly asked to
remember the rules and the actions, because they would play the game with the experimenter
later on. After the presentation of the video, the child and the experimenter moved to a table
and played the rule-action game. The child started and the cards were sorted in a way that the
child drew each pattern first, before the experimenter drew the same pattern. It was then PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 18 / 21 Visual attention in children from different cultures observed, whether the child remembered the rule (pattern on card to shape of envelope alloca-
tion) and whether they performed an action that was demonstrated in the video. If the child
hesitated and could not remember a rule or an action, the experimenter asked: “Think about
it, do you remember where this card was placed/which action was done next. Acknowledgments We would like to thank Chisato Fukuda, Kanako Shirai, Ruth Baumann, Eunis Yovsi, Gaston
Funyuy, Marlene Krieger, Marius Gruber, Hanna Sinder, Lena Brentrup, Franca Ohde, Lena
Knu¨wer, Sonja Duhe, and Hannah Rohberg for their contributions to task development, data
assessment, and data coding. Ruth Baumann received a PROMOS stipend from the University
of Mu¨nster. We thank all the children for their participation. Author Contributions Conceptualization: Moritz Ko¨ster, Shoji Itakura, Relindis Yovsi, Joscha Ka¨rtner. Data curation: Moritz Ko¨ster. Formal analysis: Moritz Ko¨ster. Investigation: Moritz Ko¨ster. Methodology: Moritz Ko¨ster, Joscha Ka¨rtner. Project administration: Moritz Ko¨ster, Shoji Itakura, Relindis Yovsi, Joscha Ka¨rtner. Supervision: Shoji Itakura, Joscha Ka¨rtner. Writing – original draft: Moritz Ko¨ster, Joscha Ka¨rtner. Writing – review & editing: Shoji Itakura, Relindis Yovsi. Conceptualization: Moritz Ko¨ster, Shoji Itakura, Relindis Yovsi, Joscha Ka¨rtner. Data curation: Moritz Ko¨ster. Formal analysis: Moritz Ko¨ster. Investigation: Moritz Ko¨ster. Methodology: Moritz Ko¨ster, Joscha Ka¨rtner. Methodology: Moritz Ko¨ster, Joscha Ka¨rtner. Project administration: Moritz Ko¨ster, Shoji Itakura, Relindis Yovsi, Joscha Ka¨rtner. Supervision: Shoji Itakura, Joscha Ka¨rtner. Supervision: Shoji Itakura, Joscha Ka¨rtner. Writing – original draft: Moritz Ko¨ster, Joscha Ka¨rtner. Writing – original draft: Moritz Ko¨ster, Joscha Ka¨rtner. Writing – review & editing: Shoji Itakura, Relindis Yovsi. Writing – review & editing: Shoji Itakura, Relindis Yovsi. Otherwise you
may guess and try.” Inter-rater agreements for the comprehension of rules and correctly reproduced actions
were assessed for > 20% of the data (Cohen’s kappas for each context was κrule comprehension =
1.0, and κaction reproduction > .91). Two children were excluded from the behavioral analyses of this task, due to a lack of moti-
vation to continue the data assessment (Germany: n = 1), and a procedural error by the experi-
menter (Germany: n = 1). References Dev Sci. 2013; https://doi.org/10.1111/desc12016 14. Bremner AJ, Doherty MJ, Caparos S, Fockert J, Linnell KJ, Davidoff J. Effects of culture and the urban
environment on the development of the Ebbinghaus illusion. Child Dev. 2016; https://doi.org/10.1111/
cdev.12511 PMID: 27059268 15. Segall M, Campbell D, Herskovits MJ. The Influence of Culture on Visual Perception. New York: The
Bobbs-Merrill Company. 1966 16. Duffy S, Toriyama R, Itakura S, Kitayama S. Development of cultural strategies of attention in North
American and Japanese children. J Exp Child Psychol. 2009; https://doi.org/10.1016/jjecp200806006 17. Kitayama S, Duffy S, Kawamura T, Larsen JT. Perceiving an object and its context in different cultures:
A cultural look at New Look. Psychol. Sci. 2003; https://doi.org/10.1111/1467-9280.02432 PMID:
12741741 18. Mejı´a-Arauz R, Rogoff B, Dexter A, Najafi B. Cultural variation in children’s social organization. Child
Dev. 2007; https://doi.org/10.1111/j1467-8624200701046x 19. Mejı´a-Arauz R, Rogoff B, Paradise R. Cultural variation in children’s observation during a demonstra-
tion. Int J Behav Dev. 2005: https://doi.org/10.1080/01650250444000342 20. Correa-Cha´vez M, Rogoff B, Mejı´a Arauz R. Cultural patterns in attending to two events at once. Child
Dev. 2005; https://doi.org/10.1111/j1467-8624200500870x 21. Correa-Cha´vez M, Rogoff B. Children’s attention to interactions directed to others: Guatemalan Mayan
and European American patterns. Dev Psychol. 2009; https://doi.org/10.1037/a0014144 22. Rogoff B, Moore L, Najafi B, Dexter A, Correa-Cha´vez M, Solis J. Children’s development of cultural
repertoires through participation in everyday routines and practices. In Grusec JE, Hastings PD, editors. Handbook of socialization: Theory and research. New York: Guilford Publications; 2007. pp. 490–515. 23. Keller H, Ka¨rtner J. Development–The cultural solution of universal developmental tasks. In Gelfand M,
Chiu C-Y, Hong Y-Y, editors. Advances in Culture and Psychology, Volume Three. New York: Oxford
University Press; 2013. pp 63–116. https://doi.org/10.1093/acprof:oso/97801999304490030002 24. Markus HR, Kitayama S. Culture and the self: Implications for cognition, emotion, and motivation. Psy-
chol Rev, 1991; https://doi.org/10.1037/0033-295X.98.2.224 25. Ka¨rtner J. The autonomous developmental pathway: The primacy of subjective mental states for
human behavior and experience. Child Dev. 2015; https://doi.org/10.1111/cdev12377 26. Ko¨ster M, Cavalcante L, Vera Cruz de Carvalho R, Doˆgo Resende B, Ka¨rtner J. Cultural influences on
toddlers’ prosocial behavior: How maternal task assignment relates to helping others. Child Dev, 2016;
https://doi.org/10.1111/cdev.12636 PMID: 28262931 27. Rothbaum F, Pott M, Azuma H, Miyake K, Weisz J. The development of close relationships in Japan
and the United States: Paths of symbiotic harmony and generative tension. Child Dev, 2000. https://doi. org/10.1111/1467-8624.00214 28. Miyamoto Y, Nisbett RE, Masuda T. References References
1. Nisbett RE, Peng K, Choi I, Norenzayan A. Culture and systems of thought: holistic versus analytic cog-
nition. Psychol Rev. 2001; https://doi.org/10.1037/0033-295X1082291
2. Nisbett RE, Masuda T. Culture and point of view. Proc Natl Acad Sci. 2003; https://doi.org/10.1073/
pnas1934527100
3. Rogoff B. The Cultural Nature of Human Development New York, NY: Oxford University Press; 2003. 4. Rogoff B, Paradise R, Mejı´a-Arauz R, Correa-Cha´vez M, Angelillo C. Firsthand learning through intent
participation. Annu Rev Psychol. 2003; https://doi.org/10.1146/annurevpsych54101601145118 1. Nisbett RE, Peng K, Choi I, Norenzayan A. Culture and systems of thought: holistic versus analytic cog-
nition. Psychol Rev. 2001; https://doi.org/10.1037/0033-295X1082291 1. Nisbett RE, Peng K, Choi I, Norenzayan A. Culture and systems of thought: holistic versus analytic cog-
nition. Psychol Rev. 2001; https://doi.org/10.1037/0033-295X1082291 2. Nisbett RE, Masuda T. Culture and point of view. Proc Natl Acad Sci. 2003; https://doi.org/10.1073/
pnas1934527100 2. Nisbett RE, Masuda T. Culture and point of view. Proc Natl Acad Sci. 2003; https://doi.org/10.1073/
pnas1934527100 3. Rogoff B. The Cultural Nature of Human Development New York, NY: Oxford University Press; 2003. 4. Rogoff B, Paradise R, Mejı´a-Arauz R, Correa-Cha´vez M, Angelillo C. Firsthand learning through intent
participation. Annu Rev Psychol. 2003; https://doi.org/10.1146/annurevpsych54101601145118 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 19 / 21 Visual attention in children from different cultures 5. Masuda T, Nisbett RE. Attending Holistically Versus Analytically: Comparing the Context Sensitivity of
Japanese and Americans. J Pers Soc Psychol. 2001; https://doi.org/10.1037/0022-3514815922 6. Chua HF, Boland JE, Nisbett RE. Cultural variation in eye movements during scene perception. Proc
Natl Acad Sci. 2005; https://doi.org/10.1073/pnas0506162102 7. Cohen AS, Sasaki JY, German TC, Kim HS. Automatic Mechanisms for Social Attention Are Culturally
Penetrable. Cog Sci. 2015; https://doi.org/10.1111/cogs12329 8. Chiu LH. A cross-cultural comparison of cognitive styles in Chinese and American children. Int J Psy-
chol. 1972; https://doi.org/10.1080/00207597208246604 9. Ji L, Peng K, Nisbett RE. Culture, control, and perception of relationships in the environment. J Pers
Soc Psychol. 2000; https://doi.org/10.1037/0022-3514785943 10. Doherty M, Tsuji H, Phillips WA. The context sensitivity of visual size perception varies across cultures. Perception. 2008; https://doi.org/10.1068/p5946 11. Ko¨ster M, Ka¨rtner J. Context-sensitive attention is socialized in the parent child interaction. 2018. 12. Ko¨ster M, Castel J, Gruber T, Ka¨rtner J. Visual cortical networks align with behavioral measures of con-
text-sensitivity in early childhood. NeuroImage. 2017; https://doi.org/10.1016/j.neuroimage.2017.08. 008 PMID: 28780400 13. Imada T, Carlson SM, Itakura S. East-West cultural differences in context-sensitivity are evident in early
childhood. References Culture and the physical environment. Holistic versus analytic per-
ceptual affordances. Psychol Sci. 2006; https://doi.org/10.1111/j.1467-9280.2006.01673.x PMID:
16466418 29. Ko¨ster M, Schuhmacher N, Ka¨rtner J. A cultural perspective on prosocial development. Human Ethol-
ogy Bulletin; (2015). 20 / 21 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0200239
July 16, 2018 Visual attention in children from different cultures Visual attention in children from different cultures 30. Tabachnick BG, Fidell LS. Using multivariate statistics. Boston: Allyn & Bacon; 2007. 31. Gauthier I, Tarr MJ. Becoming a “Greeble” expert: Exploring mechanisms for face recognition. Vision
Res. 1997; https://doi.org/10.1016/S0042-6989(96)00286-6 32. Kaspar K, Ko¨nig P. Overt attention and context factors: the impact of repeated presentations, image
type, and individual motivation. PloS one. 2011; https://doi.org/10.1371/journalpone0021719 33. Henrich J, Heine SJ, Norenzayan A. The weirdest people in the world? Behav Brain Sci. 2010; https://
doi.org/10.1017/S0140525X0999152X 34. Doherty MJ, Campbell NM, Tsuji H, Phillips WA. The Ebbinghaus illusion deceives adults but not young
children. Dev Sci. 2016; https://doi.org/10.1111/j.1467-7687.2009.00931.x PMID: 20712737 35. Senzaki S., Masuda T, Takada A, Okada H. The communication of culturally dominant modes of atten-
tion from parents to children: a comparison of Canadian and Japanese parent-child conversations dur-
ing a joint scene description task. PloS one. 2016; 6. Cole M. Cultural psychology: A once and future discipline. Harvard University Press; 1998. 36. Cole M. Cultural psychology: A once and future discipline. Harvard University Press; 1998. 21 / 21
|
https://openalex.org/W4361854698
|
https://hal.science/hal-04059124/document
|
English
| null |
Key-Recovery by Side-Channel Information on the Matrix-Vector Product in Code-Based Cryptosystems
|
Lecture notes in computer science
| 2,023
|
cc-by
| 8,266
|
To cite this version: Boly Seck, Pierre-Louis Cayrel, Idy Diop, Vlad-Florin Dragoi, Kalen Couzon, et al.. Key-Recovery
by Side-Channel Information on the Matrix-Vector Product in Code-Based Cryptosystems. 25th
International Conference on Information Security and Cryptology (ICISC 2022), Nov 2022, Séoul,
South Korea. pp.219-234, 10.1007/978-3-031-29371-9_11. hal-04059124 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-04059124
https://hal.science/hal-04059124v1
Submitted on 18 Oct 2023 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Key-Recovery by Side-Channel Information on
the Matrix-Vector Product in Code-Based
Cryptosystems Boly Seck1,2[0000−0002−2362−601X], Pierre-Louis Cayrel2[0000−0002−6708−868X],
Idy Diop1[0000−0002−9143−196X], Vlad-Florin Dragoi4[0000−0002−8673−9097], Kalen
Couzon3, Brice Colombier2[0000−0002−6028−3028], and Vincent
Grosso2[0000−0002−3874−7527] 1 ESP, Laboratoire d’imagerie médicale et de Bio-informatique,
Dakar, Sénégal
seck.boly@ugb.edu.sn
2 Univ Lyon, UJM-Saint-Etienne, CNRS, Laboratoire Hubert Curien UMR 5516,
F-42023, Saint-Etienne, France
pierre.louis.cayrel@univ-st-etienne.fr
3 Univ de Versailles Saint-Quentin, Yvelines, France
kalen.couzon@ens.uvsq.fr
4 Faculty of Exact Sciences, Aurel Vlaicu University, Arad, Romania
vlad.dragoi@uav.ro pierre.louis.cayrel@univ-st-etienne.fr Univ de Versailles Saint-Quentin, Yvelines, Fran kalen.couzon@ens.uvsq.fr Abstract. The modern security protocols in most of our systems rely
primarily on three basic functions of asymmetric cryptography: public
key encryption, digital signature, and key exchange. Today, we only do
key exchange (TLS 1.3) with the ECDH protocol. The confidentiality
is persistent because the session keys are discarded at the end and to
certify this key exchange, we sign it with RSA or ECDSA. However,
these cryptosystems are at least theoretically attackable in a quantum
computer model. Thus the NIST PQC standardization process has given
significant momentum to research on code-based public-key cryptosys-
tems specifically. Their security is based on the hardness of the syndrome
decoding problem. In this article, we first propose a new formalism of the
matrix-vector product in based-code cryptography. Second, we present
a chosen-ciphertext attack on the first step of Niederreiter decryption
by solving the matrix-vector product problem with side-channel infor-
mation. Finally, we put this result to recover secret information in code-
based cryptosystems including some candidates for the extension of the
NIST PQC normalization process. Keywords: · Code-Based Cryptography · Side-Channel Attack · Matrix-
Vector Product Problem · NIST PQC Standardization 1
Introduction In recent years, a lot of research has been done on quantum computers [17, 32,
14]. These are computers that exploit the phenomena of quantum mechanics Boly et al. 2 to solve difficult mathematical problems in number theory, such as the Integer
Factorization Problem or the Discrete Logarithm Problem. Shor [28] proved that
if large-scale quantum computers are built, they will be able to break most of
the current asymmetric cryptography like RSA, ECDSA, and ECDH schemes. This would seriously compromise the confidentiality and integrity of all digital
communications. Since then, cryptographic community proposed alternative solutions which
remain safe in the quantum era. These schemes are called post-quantum resis-
tant. In 2016, the National Institute of Standards and Technology (NIST) made
a call to the community to propose post-quantum secure solutions for standard-
ization. The process consists of several rounds, and only some of the candidates
in each round are chosen to enter the next round. The most popular approaches
are those based on the search for low-weight words for lattice, the problem of
decoding random codes, solving multivariate polynomial systems, isogenies, and
hash functions [7, 5]. Lattice-based cryptography has the reputation of being
very efficient. Code-based cryptography using some codes is often considered to
be already more mature and reliable such as McEliece [23] and Niederreiter [25]
cryptosystems. The majority of code-based post-quantum cryptosystems base their security
on the classic hard problem in code-based cryptography: the binary Syndrome
Decoding Problem (SDP). Informally, for a binary linear code C of length n and
dimension k, having a parity-check matrix H, the SDP is defined as follows: given
s ∈Fn−k
2
, find a binary vector x having less than t values equal to one, such that
Hx = s. The best algorithm to solve this problem in this original version is the
Information Set Decoding (ISD) proposed by Prange [27]. The ISD techniques
are considered the best strategy for message recovery. It consists, in randomly
permuting the matrix H (denote P such a permutation) until the support of
the permuted x is included in the set {0, . . . , n −k −1}, i.e., the set where the
HP is in upper triangular form. It has been considerably improved since then
[3, 18, 19, 21, 22, 29], although the complexity remains exponential in t. 1
Introduction A recent possible solution to solve the syndrome decoding problem is to use
Integer Linear Programming (ILP). The idea was first proposed by Feldman [11]
and later improved by Feldman et al. [12]. Since the initial problem is nonlinear,
some relaxation was proposed in order to decrease the complexity. Most recently,
Cayrel et al. [9] showed that the SDP becomes considerably easier to solve if
the syndrome is computed in N. They perform a laser fault injection attack on
the matrix-vector product when computing the syndrome in the encapsulation
of Classic McEliece. This allows them by corrupting some specific instructions
during this operation to have a syndrome in N. To solve the syndrome decoding
problem in N, they propose to define the SDP as an ILP inspired by the ideas
of Tanatmis et al. [33]. The complexity of recovering the secret message from
the faulty syndrome is polynomial O(n2) with an optimized version of their
algorithm. Afterwards, Colombier et al. [10] proposed to perform a message-recovery
attack in Classic McEliece that relies on side-channel information only instead Key-Recovery by Side-Channel Information on CBC 3 of laser fault injection in the previous work[9]. The latter depends on the very
strong attacker model and does not apply to optimized implementations of the
algorithm that make optimal usage of the machine words capacity. Improvements
include the power consumption analysis that is sufficient to obtain an integer
syndrome using machine learning techniques. To recover the secret message they
use the computationally-efficient score function and known information-set de-
coding methods. Contribution: In this work, a key-recovery chosen-ciphertext attack against code-
based cryptosystems is performed. We analyze in particular the secret opera-
tion of matrix-vector multiplication in Niederreiter decryption using a physical
attack. First, we will introduce a new formalism in code-based cryptography. Informally, for z in Fn−k
2
of any weight, the Matrix-Vector Product Problem
(MVPP) is defined as follows: given z∗in Nn−k , find S ∈F(n−k)×(n−k)
2
such
that SzT = z∗. To get z∗in Nn−k, we will use the same method of the power
analysis attack in [10]. This method is based on side-channel analysis using ran-
dom forests to recover z∗from the Hamming weight information obtained from
the matrix-vector product in the first step of Niederreiter decryption. 1
Introduction Second,
we show that if we can construct the matrix Z∗= (z∗
1, · · · , z∗
n−k) correctly, we
can directly find the secret of the cryptosystem. We obtain directly the secret
without solving the syndrome decoding problem unlike in [9, 10] and this is
applicable for most of the code-based cryptosystems. Organization: The paper is organized as follows. In Section 2, we focus on code-
based cryptosystems, and in particular on the results of the NIST PQC com-
petition. Section 3 defines the new formalism in code-based cryptography, the
Matrix-Vector Product Problem (MVPP). In Section 4, we present our attack
on the matrix-vector product in Niederreiter decryption using a side-channel
attack. Finally, we conclude this paper in Section 5. 2.1
Encoding Theory The best-known algorithms for solving this problem are all exponential in t. Except if the syndrome is computed in N instead of F2 [9]. Definition 3 (N-SDP). Let H ∈Mn−k,n (N), with hi,j ∈{0, 1} for all i, j,
a vector s ∈Nn−k and t ∈N∗. The syndrome decoding problem in N is to find
x ∈Nn with xi ∈{0, 1} such that HxT = s and wt(x) ≤t. Definition 3 (N-SDP). Let H ∈Mn−k,n (N), with hi,j ∈{0, 1} for all i, j,
a vector s ∈Nn−k and t ∈N∗. The syndrome decoding problem in N is to find
x ∈Nn with xi ∈{0, 1} such that HxT = s and wt(x) ≤t. H and x are sampled in the same way as for the binary SDP, only the matrix-
vector multiplication operation changes, and thus its result s.i g
Thus we define the new problem on the matrix-vector product as follows, Definition 4 (Binay-Matrix-Vector Product Problem (MVPP)). Let
z ∈Fn−k
2
of any weight, a vector z∗∈Nn−k. The matrix-vector product problem
is to find S ∈F(n−k)×(n−k) such that SzT = z∗. Definition 4 (Binay-Matrix-Vector Product Problem (MVPP)). Let
z ∈Fn−k
2
of any weight, a vector z∗∈Nn−k. The matrix-vector product problem
is to find S ∈F(n−k)×(n−k) such that SzT = z∗. We can find z∗for side-channel information with power consumption analysis
and then with a chosen-ciphertext attack we find S. 2.1
Encoding Theory Notations The following conventions and notations are used. A finite field
is denoted by F, and the ring of integers by N. Vectors (column vectors) and
matrices are written in bold, e.g., a binary vector of length n is x ∈{0, 1}n, an
m × n integer matrix is A = (ai,j)0≤i≤m−1
0≤j≤n−1
∈Mm,n (N). A[i] denotes the i-th ≤j≤
line of A and a row sub-matrix of A indexed by a set I ⊆{0, . . . , m −1} is
denoted by AI, = (ai,j)
i∈I
0≤j≤n−1. The same applies to column vectors, i.e., xI is ≤j≤
the sub-vector induced by the set I on x. ≤j≤
the sub-vector induced by the set I on x. Error-Correcting Codes An [n, k] linear code C over Fq is a vector subspace
of Fn
q , where k, n are positive integers with k < n. The elements of C are called 4 Boly et al. codewords. The support of a codeword Supp(c) is the set of non-zero positions
of c. We will represent a code either by its generator matrix G ∈Fk×n
q
such
that its lines form a basis of the vector space C, or by its parity-check matrix,
H ∈F(n−k)×n
q
, where HGT = 0 holds. One of the key elements of decoding is
the use of metrics. In the Hamming metric, we consider codes with coefficients
in Fq (generally, F2). Definition 1 (Hamming metric). Let x ∈F2, the Hamming weight wt(x)
is the number of non null coordinates in x, and the distance between two vectors
x and y is the number of non null coordinates in wt(x −y). The hardness of general decoding for a linear code is an NP-complete problem
in coding theory [4]. This is the Syndrome Decoding Problem (SDP), which is
the hard problem in code-based cryptography. The hardness of general decoding for a linear code is an NP-complete problem
in coding theory [4]. This is the Syndrome Decoding Problem (SDP), which is
the hard problem in code-based cryptography. Definition 2 (Binary-SDP). Let H ∈F(n−k)×n
2
, a vector s ∈Fn−k
2
and
t ∈N. The syndrome decoding problem is to find x ∈Fn
2 such that HxT = s
and wt(x) ≤t. The best-known algorithms for solving this problem are all exponential in t. Except if the syndrome is computed in N instead of F2 [9]. 7 https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.
800-56Br1.pdf 5 https://nvlpubs.nist.gov/nistpubs/FIPS/NIST.FIPS.186-4.pdf
6 2.2
NIST PQC Standardization and Result On July 5, 2022, NIST released the first four winning algorithms from a campaign
launched in 2016 to standardize post-quantum cryptographic algorithms. These
future standards will be default options for selecting post-quantum algorithms in
the majority of security products. Provided that these post-quantum algorithms
are also combined with proven classical algorithms through hybrid mechanisms. The main goal of the process started by NIST is to replace three standards that
are considered the most vulnerable to quantum attacks, i.e., FIPS 186-45 (for
digital signatures), NIST SP 800-56A6, and NIST SP 800-56B7(both for keys 5 https://nvlpubs.nist.gov/nistpubs/FIPS/NIST.FIPS.186-4.pdf
6 6 https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP. 800-56Ar2.pdf 7 https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP. 800-56Br1.pdf Key-Recovery by Side-Channel Information on CBC 5 establishment in public-key cryptography). For the first round of this competi-
tion, 69 candidates met the minimum criteria and the requirements imposed by
NIST. 26 out of 69 were announced on January 30, 2019, for moving to the second
round. Of these, 17 are public-key encryption and/or key-establishment schemes
and 9 are digital signature schemes. In July 2020, NIST started the third round
of this process where only seven finalists were admitted (four PKE/KEM and
three signature schemes). In addition to the finalists, eight alternate candidates
were selected. The first four algorithms selected are a key establishment algorithm named
CRYSTALS-Kyber; and three digital signature algorithms named CRYSTALS-
Dilithium, FALCON, and SPHINCS+. The first three of these algorithms are
based on structured lattices; the last one, SPHINCS+ is a hash-based signature
scheme. These four algorithms will therefore be used as the basis for writing U.S. federal standards. The scope of the NIST announcement is international with
strong involvement of the cryptography research community, which will make
the future US standards also used as de facto international industry standards. Beside the four winners, an extension of the NIST PQC standardization cam-
paign (4th round) is planned for four key establishment algorithms: BIKE [1],
HQC [24], Classic McEliece [2] (all three based on error-correcting codes), and
SIKE [16] (isogeny graphs-based). Classic McEliece was the first selected final-
ist as a key encapsulation mechanism, while BIKE and HQC were alternative
candidates. The latter two use special codes to reduce the size of the public key,
which is considered the main drawback of code-based cryptosystems. Classic McEliece is a code-based scheme using binary Goppa codes, the same
codes that McEliece originally proposed in [23]. 2.2
NIST PQC Standardization and Result During Round 2 the scheme
merged with NTS-KEM, which was using the same codes. The Classic McEliece
scheme uses the dual of McEliece’s scheme, as proposed by Niederreiter [25], and
tightly turns this OW-CPA PKE into an IND-CCA2 KEM. BIKE (Bit Flipping Key Encapsulation) is a key encapsulation mechanism
(KEM) based on quasi-cyclic codes with moderate density parity check matrices. The code structure in BIKE is public and allows to reduce the size of the public
key. Bit flipping corrects errors by repeatedly flipping the input bits that, given
the secret moderate-density parity checks, seem most likely to be errors. HQC (Hamming Quasi-Cyclic) uses error-correcting codes built from Reed-
Muller and Reed-Solomon. The public key includes a random h and s = x+h·y,
where x, y are secretes and small Hamming weights. The ciphertext includes
u = r1 + r2 · h and v = M + s · r2 + e, where r1, r2, e are small Hamming
weights and M is a message encoded using an error-correcting code. The receiver
computes v−u·y = M+s·r2 +e−u·y, which is close to M since x, y, r1, r2, e
are small, and decodes the error-correcting code to recover M. SIKE (Supersingular Isogeny Key Encapsulation) is a key encapsulation
mechanism based on the hard problem of pseudo-random walks in supersingular
isogeny graphs. SIKE is a relatively new problem in the cryptographic arena and
currently undergoing several attacks like its instantiation SIDH (Supersingular
Isogeny Diffie–Hellman key exchange protocol) [8, 13, 20, 34, 35]. These are key Boly et al. 6 recovery attacks, reduces of the level security, side-channel attacks, and fault
injection. Some of these algorithms could therefore later join the same standardization
process as the four algorithms already selected. The final objective of NIST is
indeed to be able to standardize a varied range of algorithms to cover a majority
of use cases. Most of these constructions based on error-correcting codes use
matrix-vector products in the decryption, as in Niederreiter’s scheme (Table 1).ii (
)
The goal of our attack is to find the secrete matrix Q. But first, let’s as-
sume that we already have the result of the product Q−1z in N using the same
technique as in [10]. 2.2
NIST PQC Standardization and Result Table 1: Niederreiter PKE scheme
KeyGen(n, k, t) = (pk, sk)
H-parity-check of C that corrects t errors
An n × n permutation matrix P
An (n −k) × (n −k) invertible matrix Q
Compute Hpub = QHP
pk = (Hpub, t)
sk = (Q, H, P )
Encrypt(m, pk) = z
Encode m →e \\ error vector of wt(e) = t
z = Hpube
Decrypt(z, sk) = m
Compute z∗= Q−1z = Sz \\ target of our attack
z∗= HP e
e∗= Decode(z∗, H)
Retrieve m from P −1e∗ Table 1: Niederreiter PKE scheme 3.1
On the Decryption of Niederreiter Our attack on Niederreiter’s decryption is now described. It consists in directly
finding the secret matrix Q. In the following, we note S = Q−1 ∈F(n−k)×(n−k)
2
. We assume that, we can recover the result of the matrix-vector product Sz in
N (z∗∈Nn−k) with side-channel information as in [10]. Key-Recovery by Side-Channel Information on CBC 7 Profiled side-channel measurements. We performed side-channel measurements
during the computation of the product Sz in the Niederreiter decryption imple-
mentation. The vector z∗is computed as the matrix-vector product Sz = z∗. We have recorded a single trace that will be sufficient to form the training set
for the profiled attack. This trace is composed of n samples and stored as a row
vector. We chose the ciphertexts zi in F(n−k)
2
linearly independent as the inputs
of the matrix-vector product algorithm. In addition, we stored a second trace,
used as a test set when training the classifier. For both traces, we also stored
the Hamming weights of the intermediate value resulting from the matrix-vector
product Szi. Profiled side-channel measurements. We performed side-channel measurements
during the computation of the product Sz in the Niederreiter decryption imple-
mentation. The vector z∗is computed as the matrix-vector product Sz = z∗. We have recorded a single trace that will be sufficient to form the training set
for the profiled attack. This trace is composed of n samples and stored as a row
vector. We chose the ciphertexts zi in F(n−k)
2
linearly independent as the inputs
of the matrix-vector product algorithm. In addition, we stored a second trace,
used as a test set when training the classifier. For both traces, we also stored
the Hamming weights of the intermediate value resulting from the matrix-vector
product Szi. After the traces acquisition, we performed an adequate preprocessing for
reducing the dimension (eight dimensions since there are nine possible values
for the Hamming weight of a byte) of the data by Linear Discriminant Analysis
(LDA) to make it easier to handle by the classifier. We chose the random forest
algorithm, used previously for side-channel analysis with good results [15], to
recover the Hamming weight of z∗. We obtained the Hamming weight of the intermediate value of the prod-
uct Szi, we derived the entries of z∗in N with 98.65% accuracy. 1. Can we know if the matrix Z∗is not correct? Boly et al. 8 2. If so, how can we correct the errors and find the secret matrix S? 2. If so, how can we correct the errors and find the secret matrix S? 2. If so, how can we correct the errors and find the secret matrix S? We will discuss question 2 in Section 3.2. For the first point, we assume that
∗∗
∗ 2. If so, how can we correct the errors and find the secret matrix S? We will discuss question 2 in Section 3.2. For the first point, we assume tha 2. If so, how can we correct the errors and find the secret matrix S? We will discuss question 2 in Section 3.2. For the first point, we assume that in
Step 2 we obtain the matrix Z∗∗instead of Z∗. So we have We will discuss question 2 in Section 3.2. For the first point, we assume that in
Step 2 we obtain the matrix Z∗∗instead of Z∗. So we have S′ = Z∗∗Z−1
(2)
Z∗∗= Z∗+ Er
(3) (2) and Z∗∗= Z∗+ Er
(3) (3) where Er is an error matrix. How to distinguish S from S′? We know that S is an invertible matrix in F2. Thus it’s enough to look directly
at its coefficients and compute its determinant.i We have shown that our attack allows us to directly find the secret matrix S
in the case where there is no error in Step 2. Otherwise, we know how to detect
it. We have two levels of optimization of this attack either minimize the risk of
errors when recovering the matrix Z∗or reduce its coefficients modulo an integer
number to speed up the computations. We can choose judiciously the zi at step
1, for example, taking zi of low Hamming weights allows having regular words
with a “1” for each zi. This can considerably reduce the risk of errors during
the acquisition of the traces. Moreover, in this case, we would have Z = In−k
and we obtain the secrete matrix S directly without computing Z−1. We can
also suppose that the victim does not accept to decrypt n −k ciphertexts for
example, but with the choice of ciphertexts with low regular weights we avoid
this problem. We will now see how to correct the errors in the matrix Z∗and find the
correct matrix S. correct matrix S. 3.1
On the Decryption of Niederreiter Indeed, the
Hamming distance between two consecutive intermediate values is exactly the
number of 1’s found in the bitwise AND between the row of the matrix S and
the byte of the ciphertext z. Computing the value of the integer z∗entry is
equivalent to counting those ones, which in turn is equivalent to summing the
Hamming distances between consecutive intermediate values (the absolute value
of the difference of their Hamming weights). In our implementation (n = 6, 960,
k = 5, 413 and t = 119), the Hamming distance between two consecutive inter-
mediate values is small and satisfies the condition in [10, Equation (3)] to recover
the entries of z∗in N with good accuracy (82% for Hamming distance). Course of the attack. We propose a chosen-ciphertext attack that essentially
consists of 4 steps:
(
k) Step 1. We choose the ciphertexts or vectors zi in F(n−k)
2
linearly indepen-
dent. We therefore define a matrix Z = (z1, · · · , zn−k) which is invertible. Step 1. We choose the ciphertexts or vectors zi in F(n−k)
2
linearly indepen-
dent. We therefore define a matrix Z = (z1, · · · , zn−k) which is invertible. i
(
)
Step 2. For each vector zi thanks to the side-channel attack, we have the
vector z∗
i = Szi in N (in reality we get the Hamming weight for each component). This gives us a new matrix Z∗= (z∗
1, · · · , z∗
n−k). (
1
n
k)
Step 3. We solve a matrix system SZ = Z∗with S the unknown matrix
in F(n−k)×(n−k)
2
. Since Z is invertible, we multiply on the right-hand side by its
inverse and we obtain S = Z∗Z−1. (1) (1) Then we just have to read the entries of the right matrix to get the values of S
and thus the secret matrix Q. A toy example is discribed in the Appendix A. Then we just have to read the entries of the right matrix to get the values of S
and thus the secret matrix Q. A toy example is discribed in the Appendix A. The attack as presented above allows to find the secret matrix directly. How-
ever, in Step 2, we can raise two questions: 3.2
Error Correction In this section, we will provide an answer to question 2 and show that we can
indeed find the matrix S in some cases. We consider the case where we have Er
in the matrix Z∗at Step 2, equations (2) and (3). We consider two assumptions
h1 et h2 about Er: 1. The matrix Er has coefficients 0 or 1, (h1). fi
2. The matrix Er has, at most, a 1 on each row, (h2). These two assumptions are not restrictive, we will see that we can deduce the
general case and we assume that the error can be controlled to some extent, i.e.,
Z∗∗does not differ “too much" from Z∗. f
According to the above assumptions, there exist two finite sets I and J such
that: Er =
X
(i,j)∈I×J
Ei,j
(4) (4) with Ei,j the square matrix of order n −k where all coefficients are zero,
except the one of row i and column j which is 1. We will need the following lemma: We will need the following lemma: Key-Recovery by Side-Channel Information on CBC
9 Key-Recovery by Side-Channel Information on CBC
9 9 Lemma 1. Let 1 ≤a, b ≤n. Let M = (mi,j) be a square matrix of order n−k. then : Lemma 1. Let 1 ≤a, b ≤n. Let M = (mi,j) be a square matrix of order n−k. then :
Ea,bM =
0
· · ·
0
0
· · ·
0
... · · ·
... mb,1 · · · mb,n−k
... · · ·
... 0
· · ·
0
0
· · ·
0
←a-th row Ea,bM =
0
· · ·
0
0
· · ·
0
... · · ·
... mb,1 · · · mb,n−k
... · · ·
... 0
· · ·
0
0
· · ·
0
←a-th row
0
· · ·
0
0
· · ·
0
... · · ·
... 3.2
Error Correction
Ea,bM =
mb,1 · · · mb,n−k
... · · ·
... 0
· · ·
0
0
· · ·
0
←a-th row In other words: [Ea,bM]i,j =
(
0
if i ̸= a
mb,j
if i = a To find S despite the error in Z∗. We have To find S despite the error in Z∗. We have SZ = Z∗+ Er = Z∗+
X
(i,j)∈I×J
Ei,j Hence S = Z∗Z−1 + ErZ−1 = Z∗Z−1 +
X
(i,j)∈I×J
(Ei,jZ−1) From the above we deduce the following theorem: Theorem 1. For any i ∈[1, n −k], there exists j ∈[1, n −k] and ε ∈{0, 1}
such that Z∗∗Z−1[i] −εZ−1[j] is binary and Z∗∗Z−1[i] −εZ−1[j] = S[i]. Theorem 1. For any i ∈[1, n −k], there exists j ∈[1, n −k] and ε ∈{0, 1}
such that Z∗∗Z−1[i] −εZ−1[j] is binary and Z∗∗Z−1[i] −εZ−1[j] = S[i]. Theorem 1. For any i ∈[1, n −k], there exists j ∈[1, n −k] and ε ∈{0, 1}
such that Z∗∗Z−1[i] −εZ−1[j] is binary and Z∗∗Z−1[i] −εZ−1[j] = S[i]. Proof. Let us suppose |I × J| = 1, let I × J = (a, b). Then we have S = Z∗Z−1 + Ea,bZ−1. According to Lemma 1, only the line a of Ea,bZ−1 is nonzero. We deduce that for all i ̸= a, According to Lemma 1, only the line a of Ea,bZ−1 is nonzero. We deduce that for all i ̸= a, Z∗∗Z−1[i] = S[i]. It is ,therefore, sufficient to take ε = 0 and any j. According to Lemma 1, It is ,therefore, sufficient to take ε = 0 and any j. According to Lemma 1, Ea,bZ−1[a] = Z−1[b] and so it suffices to take ε = 1 and j = b. and so it suffices to take ε = 1 and j = b. and so it suffices to take ε = 1 and j = b. Let (a, b) ∈I × J, (c, d) ∈(I × J) \ (a, b) and if |I × J| ≥2, the hypothesis
(h2) implies that c ̸= a. 3.2
Error Correction fi
j
Let (a, b) ∈I × J, (c, d) ∈(I × J) \ (a, b) and if |I × J| ≥2, the hypothesis
(h2) implies that c ̸= a. Boly et al. 10 According to Lemma 1, we have According to Lemma 1, we have Ec,dZ−1[a] = 0. Z∗Z−1[a] +
X
(i,j)∈I×J
(Ei,jZ−1[a]) = Z∗Z−1[a] + Ea,bZ−1[a]. Ec,dZ−1[a] = 0. thus Z∗Z−1[a] +
X
(i,j)∈I×J
(Ei,jZ−1[a]) = Z∗Z−1[a] + Ea,bZ−1[a]. Z∗Z−1[a] +
X
(i,j)∈I×J
(Ei,jZ−1[a]) = Z∗Z−1[a] + Ea,bZ−1[a]. We thus have, on each line, at most one contribution. We deduce then 1. if i ̸∈I, then Z∗∗Z−1[i] = S[i], it is enough to take ε = 0 and any j. 2. if i ∈I, then there exists j such that (i, j) ∈I × J, we have Z∗∗Z−1[i] =
S[i] + Z−1[j], so it is enough to take the j given previously and ε = 1. We deduce that in some cases, it is possible to find S by the following algorithm
1. Algorithm 1 Finding S with errors in Z∗ Table 2: McEliece PKE scheme
KeyGen(n, k, t) = (pk, sk)
G-generator matrix of C that corrects t errors
An n × n permutation matrix P
An k × k invertible matrix S
Compute Gpub = SGP
pk = (Gpub, t)
sk = (S, G, P )
Encrypt(m, pk) = z
Encode m →c = mGpub
z = c + e \\ e is an error vector of wt(e) = t
Decrypt(z, sk) = m
Compute z∗= zP −1
z∗= mSG + eP −1
m∗= Decode(z∗, G)
Retrieve m from m∗S−1 Table 2: McEliece PKE scheme
KeyGen(n, k, t) = (pk, sk)
G-generator matrix of C that corrects t errors
An n × n permutation matrix P
An k × k invertible matrix S
Compute Gpub = SGP
pk = (Gpub, t)
sk = (S, G, P )
Encrypt(m, pk) = z
Encode m →c = mGpub
z = c + e \\ e is an error vector of wt(e) = t
Decrypt(z, sk) = m
Compute z∗= zP −1
z∗= mSG + eP −1
m∗= Decode(z∗, G)
Retrieve m from m∗S−1 Table 2: McEliece PKE scheme Table 2: McEliece PKE scheme G-generator matrix of C that corrects t errors An n × n permutation matrix P Thus we have the following result : Thus we have the following result : 1. If i ̸∈I, then the sequence (εk) is null and it is enough to take any (jk) and
two by two distinct.i 2. If i ∈I, considering the set Gi defined above and according to what precedes,
it is enough to take the sequence (εk) constant equal to 1 and the (jk) given
by Gi. 2. If i ∈I, considering the set Gi defined above and according to what precedes,
it is enough to take the sequence (εk) constant equal to 1 and the (jk) given
by Gi. In the case where the matrix Er has negative coefficients or is not binary, we
can adapt Theorem 1. It is sufficient to allow the sequence εk to take the value
-1 and to be able to subtract (or add) the same row several times. In the case where the matrix Er has negative coefficients or is not binary, we
can adapt Theorem 1. It is sufficient to allow the sequence εk to take the value
-1 and to be able to subtract (or add) the same row several times. Algorithm 1 Finding S with errors in Z∗ 1: We assume that we can determine the erroneous line(s) of S (for example, S is not
binary). 1: We assume that we can determine the erroneous line(s) of S (for example, S is not
binary). )
2: Let Li be an erroneous row of S, we subtract from Li the rows of the matrix Z−1
and keep those that are binary. 2: Let Li be an erroneous row of S, we subtract from Li the rows of the matrix Z−1
and keep those that are binary. 3: We thus obtain a list of possible candidates for S and for each candidate matrix,
we compute its determinant to check its invertibility in F2. 4: In particular, if this list is reduced to one element, we obtain S. We will now lighten the assumptions by deleting (h2). According to Theorem
1, we can deduce the general case of our approach. Corollary 1. Let i ∈[1, n−k], let ri be the Hamming weight of the vector Er[i],
there exists a sequence (jk)1≤k≤ri of distinct pairwise elements and a sequence
(εk)1≤k≤ri such that Z∗∗Z−1[i]−
X
Z∗∗Z−1[i]−
ri
X
k=1
εkZ−1[jk] is binary and Z∗∗Z−1[i]−
ri
X
k=1
εkZ−1[jk] = S[i]. Proof. We use the same notations as before. We suppose that |I ×J| ≥2 (if not,
we are in the previous case). Let (a, b) ∈I × J. p
)
( , )
We try to count the couples (a, t) with t in J. There are as many as the
amount of “1" on the row Er[a], in other words, there are ra couples (a, t). [ ],
,
Let Ga = { (a, t) | t ∈J} = {(a, j1), (a, j2), · · · , (a, jra)}. By Lemma 1 , for all c ̸= a and d ∈J, the a-th row of Ec,dZ−1 is zero. We
deduce that S[a] = Z∗∗Z−1[a] = Z∗Z−1[a]+ErZ−1[a] = Z∗Z−1[a]+
X
(i,j)∈I×J
(Ei,jZ−1)[a] Key-Recovery by Side-Channel Information on CBC 11 = Z∗Z−1[a] +
ra
X
k=1
Z−1[jk]. 3.3
Comparison to other Attacks Recall that the goal of our attack is to find the secret matrix Q in the Niederreiter
scheme. It has been shown in various previous works that it is possible to obtain
secret information about the decryption in the McEliece scheme (Table 2). Falko
Strenzke proposed in [30, 31] two attacks on each of the two calls of the Extended
Euclidean Algorithm (EEA) in McEliece decoding with the parameters n =
2, 048 and t = 50. This vulnerability in the Patterson algorithm [26] in the error
correction phase allows an attacker to gather information about the secret n×n
permutation matrix P through a timing side channel. The first attack [30] targets the second call of the EEA in the Patterson
algorithm to determine the polynomials forming the error locator polynomial
σ(x). The polynomial of deg(σ(x)) ≤t consists of two polynomials a(x) and
b(x) whose degrees have a direct impact on the number of iterations of the EEA. This variation in the number of iterations implies a difference in the execu-
tion times and makes possible a timing attack. The attacker creates ciphertext
(chosen-ciphertext attack) using random error vectors with Hamming weight
wt = 4 and then lets the decryption routine decrypt the ciphertext. It evaluates
whether zero or one iteration occurred in the EEA. If an iteration has occurred,
deg(b(x)) = 1, nothing is done, and if there are no iterations, deg(b(x)) = 0, the
error vector is added as a new row of a matrix over F2 having n columns. Each
time a row is added, a Gauss-Jordan elimination is performed and the rank is
determined. Once the maximum rank is reached (here 2,036), the attack is com-
pleted with 7,848,229 ciphertexts. However, such an approach only recovers the
secret permutation matrix P when the Hamming weight of error e is small (2
or 4). The second attack [31] is based on the vulnerabilities that are present in the
inversion of the error syndrome through the extended euclidean algorithm (first
call in the Patterson algorithm). Strenzke showed the existence of a timing side
channel vulnerability in the syndrome inversion that allows the attacker to gain
knowledge of the zero-element of the secret support. It is based on the analysis of
the key equation to deduce the relations between the degrees of the polynomials
involved in it. Algorithm 1 Finding S with errors in Z∗ We notice that, unlike in the previous case, we cannot give an algorithm to
determine a list of possible candidates for the matrix S. A similar approach as
the one presented above would be too expensive. We do not know, a priori, the
number of rows to remove from each erroneous row. Although correcting the
error in the matrix Z∗at Step 2 is theoretically possible, it may be difficult in
practice. Boly et al. 12 4
Conclusion This article presents a key-recovery attack against the Matrix-Vector Product
Problem, which is a new formalism that we introduce in based-code cryptog-
raphy. We have also shown that with a side-channel attack on this operation,
we can recover secret information on based-code cryptosystems without solv-
ing the hardness of the binary syndrome decoding problem. In addition to the
side-channel information, we performed a chosen-ciphertext attack, which, with
careful choice of the ciphertexts, can find the secret matrix without errors. When
noise (errors) is present during the attack, we have shown that in some cases it
is possible to find the secret matrix. Our attack can be applied to code-based
cryptosystems with matrix-vector product operations. permutation matrix P . The Table 3 give more details on the comparison with
Strenzke’s attacks to find the secret matrix P . permutation matrix P . The Table 3 give more details on the comparison with
Strenzke’s attacks to find the secret matrix P . permutation matrix P . The Table 3 give more details on the comparison with
Strenzke’s attacks to find the secret matrix P . [3]
A. Becker, A. Joux, A. May, and A. Meurer. “Decoding Random Binary
Linear Codes in 2n/20: How 1 + 1 = 0 Improves Information Set Decod-
ing”. In: Annual International Conference on the Theory and Applications
of Cryptographic Techniques. Ed. by D. Pointcheval and T. Johansson.
Vol. 7237. Lecture Notes in Computer Science. Cambridge, UK: Springer,
Apr. 2012, pp. 520–536. 3.3
Comparison to other Attacks As in the first attack, this approach only works for Hamming
weights of 2, 4, or 6 of the error vector e to recover the secret permutation
matrix P . Despite the improvements in [6], the main problem with these two
previous attacks is the number of cases (depending on the Hamming weight of
e) that can be exploited to find the secret. In our attack, we have no constraints
on the Hamming weights of the ciphertext (or error vector e) to find the secret
matrix Q in the case that we correctly construct the matrix Z∗with a random
forest. Moreover, we attack the least complex step of Niederreiter decoding (first
step). The Niederreiter PKE is slightly different from the McEliece PKE (Table 1
and Table 2). However, here too, an error vector is chosen during the encryption
and decryption features, and since these features are the prerequisites of our
attack, it is also applicable to McEliece’s PKE. Unlike the attack of Strenzke in
[30] we only need 2,048 ciphertexts instead of 7,848,229 to find the secret n × n Key-Recovery by Side-Channel Information on CBC 13 Table 3: Attacks to recover the secret matrix P
Attack
Hamming weight
Number of
ciphertexts
Target
Timing attacks of
Strenzke
2, 4 or 6
7,848,229 in [30]
EEA in Patterson
algorithm
Our attack against
MVPP
no constraints
2,048
First step in
McEliece’s
decryption Table 3: Attacks to recover the secret matrix P References [1]
C Aguilar Melchor, N Aragon, P Barreto, S Bettaieb, L Bidoux, O Blazy,
J. Deneuville, P Gaborit, S Ghosh, S Gueron, et al. “BIKE: Bit Flipping
Key Encapsulation”. In: NIST Post-Quantum Cryptography Standardiza-
tion Project (Round 3) (2020). [2]
M. R. Albrecht, D. J. Bernstein, T. Chou, C. Cid, J. Gilcher, T. Lange,
V. Maram, I. von Maurich, R. Misoczki, R. Niederhagen, et al. “Classic
McEliece”. In: NIST Post-Quantum Cryptography Standardization Project
(Round 3), https://classic. mceliece. org (2020). [3]
A. Becker, A. Joux, A. May, and A. Meurer. “Decoding Random Binary
Linear Codes in 2n/20: How 1 + 1 = 0 Improves Information Set Decod-
ing”. In: Annual International Conference on the Theory and Applications
of Cryptographic Techniques. Ed. by D. Pointcheval and T. Johansson. Vol. 7237. Lecture Notes in Computer Science. Cambridge, UK: Springer,
Apr. 2012, pp. 520–536. Boly et al. 14 [4]
E. R. Berlekamp, R. J. McEliece, and H. C. A. van Tilborg. “On the
inherent intractability of certain coding problems (Corresp.)” In: IEEE
Transactions on Information Theory 24.3 (1978), pp. 384–386. [5]
D. J. Bernstein and T. Lange. “Post-quantum cryptography”. In: Nature
549.7671 (2017), pp. 188–194. [6]
D. Bucerzan, P.-L. Cayrel, V. Dragoi, and T. Richmond. “Improved timing
attacks against the secret permutation in the McEliece PKC”. In: Inter-
national Journal of Computers Communications & Control 12.1 (2016),
pp. 7–25. [7]
J. A. Buchmann, D. Butin, F. Göpfert, and A. Petzoldt. “Post-quantum
cryptography: state of the art”. In: The new codebreakers (2016), pp. 88–
108. [8]
W. Castryck and T. Decru. An efficient key recovery attack on SIDH (pre-
liminary version). Cryptology ePrint Archive, Paper 2022/975. https:
//eprint.iacr.org/2022/975. 2022. url: https://eprint.iacr.org/
2022/975. [9]
P.-L. Cayrel, B. Colombier, V.-F. Drăgoi, A. Menu, and L. Bossuet. “Message-
recovery laser fault injection attack on the classic McEliece cryptosystem”. In: Annual International Conference on the Theory and Applications of
Cryptographic Techniques. Springer. 2021, pp. 438–467.i [10]
B. Colombier, V.-F. Drăgoi, P.-L. Cayrel, and V. Grosso. “Profiled Side-
channel Attack on Cryptosystems based on the Binary Syndrome Decoding
Problem”. In: IEEE Transactions on Information Forensics and Security
(2022), pp. 3407–3420. doi: 10.1109/TIFS.2022.3198277. [11]
J. Feldman. “Decoding error-correcting codes via linear programming”. PhD thesis. Massachusetts Institute of Technology, Cambridge, MA USA,
2003. [12]
J. Feldman, M. J. Wainwright, and D. R. Karger. “Using linear program-
ming to Decode Binary linear codes”. In: IEEE Transactions on Informa-
tion Theory 51.3 (2005), pp. References 954–972. y
(
)
[13]
T. B. Fouotsa and C. Petit. “A new adaptive attack on SIDH”. In: Cryp-
tographers’ Track at the RSA Conference. Springer. 2022, pp. 322–344. [14]
L. Gyongyosi and S. Imre. “A survey on quantum computing technology”. In: Computer Science Review 31 (2019), pp. 51–71. [15]
B. Hettwer, S. Gehrer, and T. Güneysu. “Applications of machine learning
techniques in side-channel attacks: a survey”. In: Journal of Cryptographic
Engineering 10.2 (2020), pp. 135–162. [16]
D. Jao, R. Azarderakhsh, M. Campagna, C. Costello, A. Jalali, B. Koziel,
B. LaMacchia, P. Longa, M. Naehrig, J. Renes, et al. “SIKE-Supersingular
isogeny key encapsulation”. In: NIST Round 3 (2020). [17]
M. V. Larsen, X. Guo, C. R. Breum, J. S. Neergaard-Nielsen, and U. L. An-
dersen. “Deterministic multi-mode gates on a scalable photonic quantum
computing platform”. In: Nature Physics 17.9 (2021), pp. 1018–1023. [18]
P. J. Lee and E. F. Brickell. “An Observation on the Security of McEliece’s
Public-Key Cryptosystem”. In: Workshop on the Theory and Application Key-Recovery by Side-Channel Information on CBC 15 of of Cryptographic Techniques. Ed. by C. G. Günther. Vol. 330. Lec-
ture Notes in Computer Science. Davos, Switzerland: Springer, May 1988,
pp. 275–280. of of Cryptographic Techniques. Ed. by C. G. Günther. Vol. 330. Lec-
ture Notes in Computer Science. Davos, Switzerland: Springer, May 1988,
pp. 275–280. [19] [19]
J. S. Leon. “A probabilistic algorithm for computing minimum weights
of large error-correcting codes”. In: IEEE Transactions on Information
Theory 34.5 (1988), pp. 1354–1359. [20]
L. Maino and C. Martindale. “An attack on SIDH with arbitrary starting
curve”. In: Cryptology ePrint Archive (2022). [21]
A. May, A. Meurer, and E. Thomae. “Decoding Random Linear Codes
in ˜O(20.054n)”. In: International Conference on the Theory and Applica-
tion of Cryptology and Information Securitys. Ed. by D. H. Lee and X. Wang. Vol. 7073. Lecture Notes in Computer Science. Seoul, South Korea:
Springer, Dec. 2011, pp. 107–124. [22]
A. May and I. Ozerov. “On Computing Nearest Neighbors with Appli-
cations to Decoding of Binary Linear Codes”. In: Annual International
Conference on the Theory and Applications of Cryptographic Techniques. Ed. by E. Oswald and M. Fischlin. Vol. 9056. Lecture Notes in Computer
Science. Sofia, Bulgaria: Springer, Apr. 2015, pp. 203–228. i
[23]
R. J. McEliece. “A public-key cryptosystem based on algebraic”. In: Coding
Thv 4244 (1978), pp. 114–116. [24]
C. A. Melchor, N. Aragon, S. Bettaieb, L. Bidoux, O. Blazy, J. References Bos,
J.-C. Deneuville, A. Dion, P. Gaborit, J. Lacan, et al. Hamming Quasi-
Cyclic (HQC). NIST Post-Quantum Cryptography Standardization Project
(Round 3), 2020. [25]
H. Niederreiter. “Knapsack-type cryptosystems and algebraic coding the-
ory”. In: Prob. Contr. Inform. Theory 15.2 (1986), pp. 157–166. [26]
N. Patterson. “The algebraic decoding of Goppa codes”. In: IEEE Trans-
actions on Information Theory 21.2 (1975), pp. 203–207. [27]
E. Prange. “The use of information sets in decoding cyclic codes”. In: IRE
Transactions on Information Theory 8.5 (1962), pp. 5–9. [28]
P. W. Shor. “Algorithms for quantum computation: discrete logarithms
and factoring”. In: Proceedings 35th annual symposium on foundations of
computer science. Ieee. 1994, pp. 124–134.i [29]
J. Stern. “A method for finding codewords of small weight”. In: Interna-
tional Colloquium on Coding Theory and Applications. Ed. by G. D. Cohen
and J. Wolfmann. Vol. 388. Lecture Notes in Computer Science. Toulon,
France: Springer, Nov. 1988, pp. 106–113. [30]
F. Strenzke. “A timing attack against the secret permutation in the McEliece
PKC”. In: International Workshop on Post-Quantum Cryptography. Springer. 2010, pp. 95–107. [31]
F. Strenzke. “Timing attacks against the syndrome inversion in code-based
cryptosystems”. In: International Workshop on Post-Quantum Cryptogra-
phy. Springer. 2013, pp. 217–230. [32]
S Takeda and A Furusawa. “Toward large-scale fault-tolerant universal
photonic quantum computing”. In: APL Photonics 4.6 (2019), p. 060902. Boly et al. 16 [33]
A. Tanatmis, S. Ruzika, H. W. Hamacher, M. Punekar, F. Kienle, and
N. Wehn. “A separation algorithm for improved LP-decoding of linear
block codes”. In: IEEE Transactions on Information Theory 56.7 (2010),
pp. 3277–3289. [34]
É. Tasso, L. De Feo, N. El Mrabet, and S. Pontié. “Resistance of isogeny-
based cryptographic implementations to a fault attack”. In: International
Workshop on Constructive Side-Channel Analysis and Secure Design. Springer. 2021, pp. 255–276. [35]
F. Zhang, B. Yang, X. Dong, S. Guilley, Z. Liu, W. He, F. Zhang, and
K. Ren. “Side-channel analysis and countermeasure design on ARM-based
quantum-resistant SIKE”. In: IEEE Transactions on Computers 69.11 (2020),
pp. 1681–1693. A
Simple Version of Our Attack Case 1: no errors in Z∗ Let the matrices Z invertible in F2 and Z∗in N respectively constructed in Step
1 and recovered in Step 2 of our attack. One chooses here n −k = 3, we have
for instance
Z =
1 1 1
1 0 1
1 1 0
its inverse
Z−1 =
−1 1
1
1 −1 0
1
0 −1
and
Z∗=
2 2 1
1 0 1
2 1 2
. its inverse its inverse and and Z∗=
2 2 1
1 0 1
2 1 2
. From the equation 1, S = Z∗Z−1, we find
S =
1 0 1
0 1 0
1 1 0
. From the equation 1, S = Z∗Z−1, we find S =
1 0 1
0 1 0
1 1 0
. Case 2: few errors in Z∗
We keep the same Z, its inverse and Z∗matrices in case 1. According to equation 3, Z∗∗= Z∗+ Er, we have Case 2: few errors in Z∗ We keep the same Z, its inverse and Z∗matrices in case 1. According to equation 3, Z∗∗= Z∗+ Er, we have According to equation 3, Z∗∗= Z∗+ Er, we have Key-Recovery by Side-Channel Information on CBC 17 Er =
1 0 0
0 0 0
0 0 0
. Er =
1 0 0
0 0 0
0 0 0
. By performing the same operation as before, we obtain the following S′
matrix according to equation 2 S′ =
0 1 2
0 1 0
1 1 0
. This matrix S′ is not binary, so we deduce that the first row contains a fault. We then apply the algorithm 1 of Section 3.2 to determine the list of possible
candidates for the matrix S S′[1] −Z−1[1] = [1 0 1]
S′[1] −Z−1[2] = [−1 2 2]
S′[1] −Z−1[3] = [−1 1 3]. Only the first case gives a binary vector, we deduce that S′[1] = S[1] + Z−1[1]
and we have directly S. A
Simple Version of Our Attack Case 3: errors in Z∗
We consider the error matrix We consider the error matrix Er =
0 0 0
0 1 0
0 0 0
. We then obtain the following matrix S′ =
1 0 1
1 0 0
1 1 0
. Here the matrix is binary, moreover its determinant det(S′) = 1. In this case,
we cannot detect that the matrix is not correct.
|
https://openalex.org/W2894856023
|
https://europepmc.org/articles/pmc6176114?pdf=render
|
English
| null |
A Systematic Review and Meta-Analysis of Alpha Synuclein Auto-Antibodies in Parkinson's Disease
|
Frontiers in neurology
| 2,018
|
cc-by
| 8,428
|
SYSTEMATIC REVIEW
published: 01 October 2018
doi: 10.3389/fneur.2018.00815 A Systematic Review and
Meta-Analysis of Alpha Synuclein
Auto-Antibodies in Parkinson’s
Disease
Kirsten M. Scott 1*, Antonina Kouli 1, Su L. Yeoh 2, Menna R. Clatworthy 3† and
Caroline H. Williams-Gray 1† 1 Department of Clinical Neurosciences, John van Geest Centre for Brain Repair, University of Cambridge, Cambridge,
United Kingdom, 2 University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom, 3 MRC Laboratory of
Molecular Biology, Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, United Kingdom Immune dysfunction has been associated with Parkinson’s disease (PD) and its
progression. Antibodies play an important role in both innate and adaptive responses,
acting as powerful effector molecules that can propagate inflammation by activating
innate immune cells. Alpha synuclein binding antibodies have been described in PD
patients with conflicting associations. In this article, we consider the potential mechanistic
basis of alpha synuclein auto-antibody development and function in PD. We present
a systematic review and meta-analysis of antibody studies in PD cohorts showing
that there is weak evidence for an increase in alpha synuclein auto-antibodies in PD
patients particularly in early disease. The confidence with which this conclusion can
be drawn is limited by the heterogeneity of the clinical cohorts used, inclusion of
unmatched controls, inadequate power and assay related variability. We have therefore
made some recommendations for the design of future studies. Edited by:
Cristoforo Comi,
Università degli Studi del Piemonte
Orientale, Italy Reviewed by:
Tomasz Brudek,
Bispebjerg Hospital, Denmark
Natalia P. Rocha,
University of Texas Health Science
Center at Houston, United States Reviewed by:
Tomasz Brudek,
Bispebjerg Hospital, Denmark
Natalia P. Rocha,
University of Texas Health Science
Center at Houston, United States
*Correspondence:
Kirsten M. Scott
kms61@cam.ac.uk *Correspondence:
Kirsten M. Scott
kms61@cam.ac.uk *Correspondence:
Kirsten M. Scott
kms61@cam.ac.uk *Correspondence:
Kirsten M. Scott
kms61@cam.ac.uk †These authors have contributed
equally to this work †These authors have contributed
equally to this work Specialty section:
This article was submitted to
Multiple Sclerosis and
Neuroimmunology,
a section of the journal
Frontiers in Neurology Specialty section:
This article was submitted to
Multiple Sclerosis and
Neuroimmunology,
a section of the journal
Frontiers in Neurology Keywords: antibodies (Abs), alpha synuclein (α syn), auto-antibodies, Parkinson’s disease (PD), peripheral
inflammation, Fcγ receptor INTRODUCTION Parkinson’s disease (PD) is a neurodegenerative disorder characterized by loss of dopaminergic
neurons in the substantia nigra resulting in a movement disorder and many non-motor symptoms,
including dementia, postural hypotension and gut dysfunction (1). Whilst dopaminergic
treatments may alleviate the motor symptoms, there are currently no disease-modifying therapies
that slow clinical progression. Received: 10 July 2018
Accepted: 10 September 2018
Published: 01 October 2018 Immune dysfunction has been associated with PD and its progression (2–5) and represents
a tractable target for disease modification. However, the cellular and molecular mechanisms
underpinning this association have yet to be elucidated. Potential pathways include the activation
of adaptive immunity via antigen-specific recognition of alpha-synuclein or non-specific innate
immune activation due to cell damage and death. POTENTIAL MECHANISMS UNDERLYING
ANTIBODY GENERATION IN PD of the peripheral immune system to a central nervous system
(CNS) antigen. Monomeric alpha synuclein is abundant in the
CNS in pre-synaptic terminals of neurons and is also produced
by platelets and red blood cells peripherally. Pathological forms
of the protein range from soluble oligomers to mature insoluble
fibrillar forms (8). Multiple studies have sought to measure
alpha synuclein in either the blood or serum [reviewed in
(9)] for use as a biomarker. Substantial variation in levels
may be a confounding factor in studies measuring alpha
synuclein antibodies as these may be undetectable if already
bound. B lymphocytes can produce antibodies via T cell-independent
(TI) and T cell-dependent pathways (TD) (see Figure 1). TI
pathways involve the recognition of multimeric carbohydrate
and lipid antigens by the B cell receptor (BCR) or by toll like
receptors (TLR) on the cell surface of “B1” cells (or marginal
zone B cells in the spleen). This leads to the production of
polyreactive IgM that binds with low affinity and can facilitate the
removal of blood borne encapsulated organisms (17). Antibodies
produced in this context are called “natural antibodies.” Most of
the literature on alpha synuclein antibodies suggests that these
are natural antibodies (18–21). Natural antibodies are part of
innate immune surveillance against pathogens or cell damage
and are present from an early point in development (22). They
are predominantly IgM but IgG and IgA natural antibodies have
also been described (22). Antibodies to alpha synuclein epitopes
could be generated via this process. A recent study demonstrated the presence of alpha-synuclein
specific CD4 and CD8 T cells in PD patients, implicating an
alpha-synuclein specific adaptive immune response in disease
pathogenesis (10). CD4 T cells orchestrate adaptive immunity,
including humoral responses which result in the production
of
antibodies. Antibodies
are
powerful
immune
effector
molecules produced by plasma cells, terminally differentiated B
lymphocytes. The most common circulating antibody isotype
is IgG, that can readily initiate and propagate inflammation
by activating complement and engaging cell surface antibody
receptors [Fcγ receptors (FcγR)] that are expressed by most
innate immune cells. The recent description of alpha synuclein specific T cells in
patients with PD (10) supports the thesis that alpha synuclein
antibodies may be generated by a TD response. These antibodies
recognize protein antigens and their production requires a
cognate interaction between “B2” cells and CD4 T cells. POTENTIAL MECHANISMS UNDERLYING
ANTIBODY GENERATION IN PD This
facilitates iterative rounds of somatic hypermutation and clonal
selection within a germinal center reaction to generate class-
switched long lived plasma cells or memory B cells capable
of initiating a secondary response upon further encounter of
the antigen (22). The plasma cells that arise from this process
are able to produce large quantities of specific, high affinity
class-switched antibodies (17). Humoral responses to self-antigen
are limited by negative selection of self-reactive clones during
B cell development. However, if the self-antigen is modified
sufficiently, as in the case of alpha synuclein toxic species,
and is present in an immunogenic context, such as cell death,
some B cell clones may be activated to produce alpha synuclein
antibodies. Such an antibody response might change over time;
firstly IgM may dominate, but with progression of the germinal
center reaction, there is class switching to IgG or IgE. Secondly,
with persistent exposure to neo-antigen, clones with higher
levels of somatic hypermutation and higher affinity antibodies
would be selected. Thirdly, the overall level of alpha synuclein
antibody might change with age, as older age is associated with
decreasing antibody response to antigens (e.g., vaccines) and
immunosenescence of the B cell compartment (23). Alpha synuclein-specific IgG antibodies have been described
in PD, but their role is unclear with many conflicting studies. Publication bias favoring positive findings in this field may
also further complicate attempts to unmask a true effect. The
presence of alpha synuclein specific antibodies in early disease
could potentially contribute to pathology by exacerbating local
inflammation in the brain, promoting neuronal damage and
causing disease progression. Consistent with this hypothesis,
IgG isolated from PD patients and injected into rat substantia
nigra causes selective dopaminergic cell death that was absent
in animals receiving control IgG (11). There is also attenuation
of disease in Fcγ receptor knockout mice receiving PD IgG,
confirming that activation of microglia by PD IgG is pathogenic
(12). Approximately 30% of dopaminergic cells in the substantia
nigra of post-mortem PD brains were bound by IgG highlighting
that immunoglobulins do cross the blood brain barrier in PD and
may play a role in disease (13). Alternatively, alpha synuclein auto-antibodies may play
a protective role, facilitating the clearance of toxic protein
species by opsonizing alpha-synuclein for FcγR-mediated uptake
by phagocytes. Consistent with this hypothesis, the passive
peripheral transfer of alpha-synuclein specific antibodies in some
mouse models of PD improved disease outcomes (14). Citation: Scott KM, Kouli A, Yeoh SL,
Clatworthy MR and Williams-Gray CH
(2018) A Systematic Review and
Meta-Analysis of Alpha Synuclein
Auto-Antibodies in Parkinson’s
Disease. Front. Neurol. 9:815. doi: 10.3389/fneur.2018.00815 The accumulation of aggregated alpha-synuclein within CNS neurons is the pathological
hallmark of PD (6). There is also evidence that misfolded alpha synuclein accumulates in the
periphery, for example in the gut, in early stages of disease (7), providing a route for the exposure October 2018 | Volume 9 | Article 815 1 Frontiers in Neurology | www.frontiersin.org Scott et al. Alpha Synuclein Auto-Antibodies in PD Frontiers in Neurology | www.frontiersin.org POTENTIAL MECHANISMS UNDERLYING
ANTIBODY GENERATION IN PD There is evidence that FcγRI
and FcγRIIB/C are required for uptake of alpha synuclein by CNS
derived cells in culture and that this is mediated by the presence
of alpha synuclein specific antibodies (26). One recent paper
suggested that FcγRIIB (a low affinity inhibitory Fc receptor)
is not only responsible for the inhibition of phagocytosis of
alpha synuclein fibrils (via low affinity binding with the fibrils
themselves) but also mediates cell to cell transmission of
alpha synuclein (27). In addition, the glycosylation status of
immunoglobulin also affects downstream binding and effector
function (28). A study investigating the IgG glycome in PD
showed significant differences between patients and controls,
with the authors concluding that the changes observed in PD
may result in enhanced Fcγ RIIIa-mediated antibody-dependent
cellular cytotoxity (with the potential to contribute to chronic
inflammation) (29). SYSTEMATIC REVIEW OF ALPHA
SYNUCLEIN ANTIBODY STUDIES IN PD
We [AK, SLY and KS] searched the literature for studies
published prior to 1st June 2018 using Pubmed, Medline,
Frontiers in Neurology | www.frontiersin.org Cochrane database, Embase, Google scholar and Keele Web of
Science. We used the following search terms: “Antibody and
Parkinson’s Disease,” “Auto-antibody and Parkinson’s disease,”
“Alpha synuclein antibody,” “Alpha synuclein auto-antibody.” To
ensure complete study capture we also searched using “Auto-
antibody dementia” “Antibody dementia.” Reference lists of the
selected papers were also manually searched to identify additional
studies. Papers were excluded if they did not involve PD patients,
if they did not measure alpha synuclein antibodies and if
there was no control group. Otherwise all papers measuring
antibodies to alpha synuclein or its epitopes in Parkinson’s
disease patients were included in the systematic review. The
literature searches were done between 1 May 2018 and 6 June
2018. Summary information from each study was compiled into
a table (Table 1). (25). Different subclasses of IgG (IgG1, IgG2, IgG3 and IgG4)
have different affinities for the FcγR on cells which can be either
activating or inhibitory [see (25)]. There is evidence that FcγRI
and FcγRIIB/C are required for uptake of alpha synuclein by CNS
derived cells in culture and that this is mediated by the presence
of alpha synuclein specific antibodies (26). POTENTIAL MECHANISMS UNDERLYING
ANTIBODY GENERATION IN PD One recent paper
suggested that FcγRIIB (a low affinity inhibitory Fc receptor)
is not only responsible for the inhibition of phagocytosis of
alpha synuclein fibrils (via low affinity binding with the fibrils
themselves) but also mediates cell to cell transmission of
alpha synuclein (27). In addition, the glycosylation status of
immunoglobulin also affects downstream binding and effector
function (28). A study investigating the IgG glycome in PD
showed significant differences between patients and controls,
with the authors concluding that the changes observed in PD
may result in enhanced Fcγ RIIIa-mediated antibody-dependent
cellular cytotoxity (with the potential to contribute to chronic
inflammation) (29). In order to assess whether studies were adequately powered,
mean alpha synuclein antibody titres (or optical density) in
each group and standard deviations were recorded and used
to calculate required sample size to detect a difference of the
magnitude reported. The following formula was used to calculate
sample size [modified from (43)]. October 2018 | Volume 9 | Article 815 POTENTIAL MECHANISMS UNDERLYING
ANTIBODY GENERATION IN PD Trials of
both passive and active immunization therapies targeting alpha
synuclein are underway (15, 16). B cell activation to generate plasma cell-producing antibodies
generally occurs within secondary lymphoid organs (lymph
nodes and spleen) but may also occur in tertiary lymphoid
follicles that develop in inflamed tissues. The site of B cell
activation to generate alpha synuclein-specific responses is
unclear and may be peripheral or within the CNS. Follicles have
been described in the meninges of patients with multiple sclerosis
(24), with the potential to generate CNS localized antibodies, but
whether such structures exist in PD is unknown. Clearly, it is critical to have a better understanding of how
alpha synuclein autoantibodies relate to PD and its progression. In particular, there is a need to discern whether they constitute
a useful diagnostic or prognostic biomarker or may have
potential therapeutic relevance. In this article, we will consider
the potential mechanistic basis of their role in PD, present a
systemic review of antibody studies in PD cohorts, critically
discuss the value and limitations of existing data and make
recommendations for future studies. Antibodies bind non-specifically to Fcγ receptors on other
immune cells (e.g., phagocytes, monocytes, dendritic cells) or
via engagement of their Fc region with complement components October 2018 | Volume 9 | Article 815 2 Scott et al. Alpha Synuclein Auto-Antibodies in PD FIGURE 1 | Possible T independent and T dependent mechanisms of antibody generation in PD. Microglia and neuron images modified from templates obtained
https://smart.servier.com/smart_image/microglia-3/ under Creative Commons Attribution 3.0 Unported License. TfH, T follicular helper cell; pTfH, peripheral T
follicular helper cell; NK, Natural killer; PAMP, pathogen associated molecular motif; DAMP, damage associated molecular motif, TLR, toll like receptor. FIGURE 1 | Possible T independent and T dependent mechanisms of antibody generation in PD. Microglia and neuron images modified from templates obtained
https://smart.servier.com/smart_image/microglia-3/ under Creative Commons Attribution 3.0 Unported License. TfH, T follicular helper cell; pTfH, peripheral T
follicular helper cell; NK, Natural killer; PAMP, pathogen associated molecular motif; DAMP, damage associated molecular motif, TLR, toll like receptor. (25). Different subclasses of IgG (IgG1, IgG2, IgG3 and IgG4)
have different affinities for the FcγR on cells which can be either
activating or inhibitory [see (25)]. SYSTEMATIC REVIEW OF ALPHA
SYNUCLEIN ANTIBODY STUDIES IN PD nA = κnB and nB = (1 + 1
κ)(Swithinz1 −a
2 + z1 −β
µA −µB
)
2
October 2018 | Volume 9 | Article 815 nA = κnB and nB = (1 + 1
κ)(Swithinz1 −a
2 + z1 −β
µA −µB
)
2 We [AK, SLY and KS] searched the literature for studies
published prior to 1st June 2018 using Pubmed, Medline, October 2018 | Volume 9 | Article 815 Frontiers in Neurology | www.frontiersin.org 3 Alpha Synuclein Auto-Antibodies in PD Scott et al. TABLE 1 | Summary of studies measuring alpha synuclein antibodies in Parkinson’s disease. Paper
Method
Fluid
N (HC = healthy
controls)
Matched Mean age of
PD (SD)
Disease duration
years (SD)
H and Y (SD)
Finding (in PD vs. controls)
Required
N∧∧
<=5 years
DD
Xu et al. (30)***
Electrochemical
impedance
spectroscopy
Serum
60 PD, 29 HC
Yes
69.4 (SD10.8)
1.4 (1.44)
20 HandY1, 20
HandY2, 20
HandY3
↑in PD, more in
HandY 1 and 2 than
controls, no diff
betweeen stages
382
Horvath et al. (31)***
indirect ELISA
Plasma,
CSF
20 PD, 20 HC
Yes
Mild: 65.5
(38–79*)
Moderate: 67.2
(56–77*)
2.8 (1–8*) months
(<1 year)
1.5 to 2
↑in PD vs. HC in
CSF and plasma
Decreased in
moderate vs. mild
disease
N/A
Smith et al. (9)
ELISA
Serum
14 PD, 11 PD
syndrome, RBD 10, 9
HC
Yes
RBD 58 (SD 9),
PD 63 (9)
Median 3.5 (1–12*)
1.3 (range 1–3.5)
No difference
N/A
Gruden et al. (32)***
ELISA
Serum
32 PD, 26 HC
Yes
60.8 (2)**
8.6 (3.4)**
Subgroup <5
2.1 (0.6)
↑in PD vs. HC,
greater difference
with monomers than
oligomers
23
Shalash et al. (33)
ELISA
Serum
46 PD, 20 HC
Yes
56.26 (SD12.26)
5.2 (3.36)
3 (1.5–3.5 range)
↑in PD vs. HC
N/A
7-10 years
DD
Akhtar et al. (34)
ELISA
Serum,
CSF
Serum: 53 PD, 16 HC
CSF: 93 PD, 52 HC
Both CSF and serum
for 24 participants
No
Serum 70.9 (7)
CSF 67.1 (9.4)
7.9 (5)
3 (1–4) (median
+ range)
CSF ↑, serum →
77
Brudek et al. (19)
ELISA, MSD
Plasma
46 iPD, 46 HC
No
62.4 (6.7)
7.9 (5)
2 (median)
↓in PD vs. HC
126
Papachroni et al. (35)
Immunoblot
Serum
31 iPD, 20 FPD, 26 HC
Yes
Idiopathic: 65.1
(11.6), Familiial:
66.1 (12.7)
Calculated 7.2 iPD,
9.4 FPD
2.4 (FPD), 2.5
iPD
↑in FPD vs. Frontiers in Neurology | www.frontiersin.org ndard deviation unless otherwise specified. The table is ordered according to disease duration. Patient and control groups were considered “matched” if there were no significant between-group differences
. One paper was removed due to cohort overlap (42). N/A was recorded in the sample size column if there was not sufficient data to do the power calculation. *Range, **SEM, ***author overlap, ∧∧in each Swithin =
s
(n1 −1) S12 + (n2 −1) S22
n1 + n2 −2 n1 = sample size (SS) in patients, n2 = SS in controls
S1 = SD in patients, S2 = SD in controls. n1 = sample size (SS) in patients, n2 = SS in controls
S1 = SD in patients, S2 = SD in controls. ndard deviation unless otherwise specified. The table is ordered according to disease duration. Patient and control groups were considered “matched” if there were no significant between-group differences
. One paper was removed due to cohort overlap (42). N/A was recorded in the sample size column if there was not sufficient data to do the power calculation. *Range, **SEM, ***author overlap, ∧∧in each |
Paper
Method
Fluid
N (HC = healthy
controls)
Matched Mean age of
PD (SD)
Disease duration
years (SD)
H and Y (SD)
Finding (in PD vs. controls)
Required
N∧∧
Besong-Agbo et
al. (18)
ELISA
Serum
62 iPD, 46 HC
Yes
68.6 (9)
10.2(6)
>3
↓in PD vs. HC
60
Unknown DD
Bryan et al. (40)
Electrochemical
impedance
spectroscopy
Serum
30 PD, 14 HC
No
Not reported
Not reported
1 to 3
↑in PD vs. HC,
increasing up to
HandY 2 then
decreasing for
HandY 3. N/A
Heinzel et al. (20)
ELISA
Serum,
CSF
66 PD, 69 HC (CSF 59
PD and 46 controls)
Yes
No ages
reported
Not reported
2
No difference
214
Woulfe et al. (41)
ELISA
Serum
Serum: 28 PD, 19 HC
CSF: 4 PD, five controls
Not
reported
Not reported
Not reported
Not reported
No difference
N/A
Numbers refer to mean and standard deviation unless otherwise specified. The table is ordered according to disease duration. Patient and control groups were considered “matched” if there were no significant between-group differences
in age and gender distributions. One paper was removed due to cohort overlap (42). N/A was recorded in the sample size column if there was not sufficient data to do the power calculation. *Range, **SEM, ***author overlap, ∧∧in each
group, DD, Disease duration. Numbers refer to mean and standard deviation unless otherwise specified. The table is ordered according to disease duration. Patient and control groups were considered “matched” if there were no significant between-group differences
in age and gender distributions. One paper was removed due to cohort overlap (42). N/A was recorded in the sample size column if there was not sufficient data to do the power calculation. *Range, **SEM, ***author overlap, ∧∧in each
group, DD, Disease duration. Where: K = nA/nB (matching ratio between groups—nA = PD
patients, nB = controls) p
Swithin = pooled standard deviation across groups α = Type I error (set at 0.05) yp
β = Type II error (1-β = power, set at 0.8) β = Type II error (1-β = power, set at 0.8) The pooled within sample standard deviation was calculated
to overcome differences in variation between the groups [from
(44)]: Swithin =
s
(n1 −1) S12 + (n2 −1) S22
n1 + n2 −2
n1 = sample size (SS) in patients, n2 = SS in controls
S1 = SD in patients, S2 = SD in controls. SYSTEMATIC REVIEW OF ALPHA
SYNUCLEIN ANTIBODY STUDIES IN PD PD or
controls
N/A
Yanamandra et al. (36)***
Elisa, western blot,
biocore surface
plasmon
resonance
Serum
39 PD, 23 HC
Yes
55.7 (10)
7.7 (5.6)
HandY1-2 27,
HandY 2.5–4 12
↑PD vs. HC
N/A
Caggiu et al. (37)
ELISA
Serum
40 PD, 40 HC
Yes
69.8 (7.95)
8.42(4.29)
3.01 (0.88)
↑in PD vs. controls
to three peptides
(similar to HSV)
N/A
Maetzler et al., (38)
ELISA
Serum
93 PD (demented
subgroup 31), 194
controls
No
68.5(SD9)
PDND, 76.7
(SD8) PDD
9.5 (1–26*)
2 (1–4)
No difference
N/A
10-12 years
DD
Alvarez-Castelao
et al. (39)
ELISA
immunoblots
Plasma
55 iPD, 104 LRRK2
carriers, 85 HC
No
67.8 (9.9) iPD
68.37 (10.2)
LRRK2
12 (8.7) iPD
13 (11) LRRK2
2.44 (0.8) iPD,
2.55 (0.88)
LRRK2
Controls and iPD no
difference
Using stringent
criteria ↑antibodies
in LRKK2
pre-manifest
N/A
ontiers in Neurology | www.frontiersin.org
4
October 2018 | Volume 9 October 2018 | Volume 9 | Article 815 4 Alpha Synuclein Auto-Antibodies in PD Scott et al. Frontiers in Neurology | www.frontiersin.org META-ANALYSIS OF ALPHA SYNUCLEIN
ANTIBODY STUDIES IN PD We undertook a meta-analysis, stratified by disease duration
given the suggestion in the literature that this is a relevant factor
[e.g., (36)]. Studies with mean disease durations of 5.9 years and
less were included in an “early disease” meta-analysis and those
with disease durations of 7 years or more were included in a “later
disease” meta-analysis given the trends noted in the review above
and in Table 1. More stringent data quality criteria were adopted for the
meta-analysis than for the systematic review described above. Inclusion criteria: i) The study measured antibodies to full length alpha synuclein ii) The antibodies were measured using titres (either relative or
absolute) as a continuous measure iii) The study included both idiopathic PD patients and controls iv) The study stipulated a measure of disease duration for the
cohort v) The controls were age and gender matched to the patients vi) Antibodies were measured in either serum or plasma If a study had not published appropriate statistical tests to
determine whether the controls were matched appropriately to
the patients this was performed (independent samples t-test
for age; chi-squared test for gender). The study estimates were
extracted from the included papers according to the protocol
below; Study estimate extraction: Study estimate extraction: i)
Means and standard deviations were used as the basis for the
study estimates, if reported. ii)
If these were not reported, then the median and interquartile
ranges were extracted and converted into means and
standard deviations using the methodology described in (45)
and an online calculator (http://www.comp.hkbu.edu.hk/~
xwan/median2mean.html). iii) If the above estimates were not described in the text then they
were estimated from the boxplots or graphs published in the
text. October 2018 | Volume 9 | Article 815 5 Alpha Synuclein Auto-Antibodies in PD Scott et al. the response to specific epitopes deemed to be relevant due to
their similarity to EBV (37). As all studies used different assays and units of measurement,
it was not possible to do a direct comparison using the
raw unstandardised mean difference. The study estimates were
therefore used to calculate the standardized difference and the
associated variance (yi and vi, respectively) using the metafor
package for R in R studio (version 1.0.153), and the following
formulas (44): S2 = standard deviation in controls S2 = standard deviation in controls A random effects model was used to assess the overall
difference between patients and controls. Forest plots were
generated to show the results graphically. Funnel plots were
generated to plot standardized mean difference (x axis) against
standard error (y axis) to assess the impact of publication bias
and heterogeneity. The variance of d (referred to as vi) is given by the following
formula (see (44) page 27): vi = n1 + n2
n1n2
+
d2
2(n1 + n2) Patient age also varies between study cohorts, ranging from a
mean of 55.7 (36) to 69.8 [(37); Table 1]. Antibody responses vary
with age and gender (47). It is therefore also critical to ensure that
patient and control groups are well-matched. Of the 17 studies
reviewed, seven either did not report appropriate demographic
information or the control group was not matched to the patients. Clinical Heterogeneity There is wide variation in disease stage and duration across
studies (see Table 1). Previous studies have noted an increase in
early disease e.g., (42). Of the five papers reporting a mean disease
duration of 5 years or less (see Table 1), four report an increase
in alpha synuclein antibodies in patients compared to controls
(representing a total of 196 patients and 121 controls excluding
the first Gruden et al paper as described above) (9, 30, 31, 33,
36, 42). Only the smallest of the studies in early PD showed no
PD-control difference (N = 14 PD patients and nine controls)
(9). Even taking a conservative interpretation of these results, the
larger studies are consistent in reporting an increase in alpha
synuclein antibodies in early disease. An additional study for
which disease duration was unavailable reported an association
with HY disease stage with increasing titres from HY stage 1 to 2,
decreasing at stage 3 (40). Alvarez-Castelao et al. found increased
alpha synuclein antibodies in LRRK2 carriers vs. controls but not
in patients with longer disease durations (>10 years) (39). Other
studies have also reported a similar association with HY staging
(33, 46). Of six studies with mean disease durations between
7 and 10 years, two studies report a clear increase in patients
vs. controls (36, 37). Two further studies show an increase in
a subgroup, in familial PD vs. controls (but not idiopathic PD)
(35) in one study and in CSF only and not serum in another
(34). The two studies that showed either no difference (38) or
a difference in the opposite direction (19) did not have age and
gender matched control groups. In the two studies with disease
duration beyond 10 years there was either no difference (39) or a
decrease in patients compared to controls (18). yi = X1 −X2
Swithin Where yi = standardized mean difference (d) X1 = sample mean in PD patients X1 = sample mean in PD patients X2 = sample mean in controls Swithin = within groups standard deviation, pooled across
groups (as used above for the power calculation) Swithin =
s
(n1 −1) S12 + (n2 −1) S22
n1 + n2 −2 S1 = standard deviation in PD group RESULTS A total of 17 papers met the inclusion and exclusion criteria for
the systematic review (Table 1). Eight studies found a statistically
significant increase in alpha synuclein antibodies in idiopathic
PD patients compared to controls (30–33, 36, 37, 40, 42). These
studies included a total of 305 patients and 198 controls but two
of the papers appear to use overlapping patient samples with
identical demographic tables and results figures and so the second
of these was excluded (32, 42). Frontiers in Neurology | www.frontiersin.org Assay Variability Most studies have made use of custom ELISAs with one study
using a commercial ELISA for serum anti-alpha synuclein
antibodies (33). Two positive studies by the same group in
different patient cohorts used electroimpedence spectroscopy
(30, 40). Several others used immunoblots or western blots
(35, 36, 39). ELISAs are limited by many factors including the
requirement for two independent binding events and problems
with non-specific binding (30). There is also variation in
conditions between studies, such as buffers used, protein coating
concentration and temperature of the assay which are particularly
relevant for an intrinsically disordered protein, such as alpha-
synuclein. Three papers found raised alpha synuclein antibodies in sub-
groups of PD patients, either in familial PD (35), pre-manifest
LRRK2 carriers (39) or only in CSF and not serum (34). Four
studies reported no difference in peripheral anti-alpha synuclein
antibodies (9, 20, 38, 41) and two studies found that alpha
synuclein antibodies were decreased in patients vs. controls (18,
19). Importantly the Brudek et al. paper focused on high affinity
antibodies only which may underlie the difference in findings. Three studies investigated antibodies in CSF as well as in
plasma or serum (20, 31, 34) with two of these finding raised
alpha synuclein antibodies in the CSF (31, 34). Most of the alpha synuclein for the use in ELISAs was
generated in E. coli in-house, and therefore may not include
post-translational modifications present in mammalian cells (30,
31, 34–36, 38, 40) (with other papers obtaining commercially
generated protein). Alvarez-Castelao et al. attempted to replicate All studies investigated the antibody response to full length
alpha synuclein apart from the Caggiu et al study that assessed October 2018 | Volume 9 | Article 815 Frontiers in Neurology | www.frontiersin.org 6 Alpha Synuclein Auto-Antibodies in PD Scott et al. their ELISA findings using immunoblots and identified that
some of the ELISA positive samples were recognizing something
other than alpha synuclein (39). This effect disappeared when
they introduced an additional purification step suggesting the
possibility that at least some of the findings in the literature may be due to interfering antibodies to bacterial toxins rather
than to alpha synuclein itself. Antibodies present in serum
may also be bound to serum protein (either specifically or
non-specifically) which may interfere with antibody detection
(38). Most of the papers investigated antibody responses to FIGURE 2 | Flow diagram showing inclusion and exclusion of studies in the meta-analysis. Assay Variability TABLE 2 | Study estimates, standardized effect sizes (yi) and variance (vi) (“early disease” <5.9 years disease duration). Year
Controls
PD
yi
vi
Mean
SD
N
Mean
SD
N
Gruden
2011
25.00
50.99
26
310.00
452.55
32
0.83
0.08
Xu
2012
1.24
1.44
29
1.62
2.04
60
0.20
0.05
Smith
2012
0.83
1.13
9
1.06
1.81
14
0.14
0.18
Horvath
2017
5.00
0.67
20
6.50
2.72
20
0.74
0.11
Shalash
2017
0.49
0.69
20
4.39
1.78
46
2.50
0.12
Model results: Estimate = 0.88 (95% CI 0.005–1.17), SE = 0.42, Z = 2.09, p = 0.036. I2 = 89.32%. Q(df = 4) = 33.71, p = 0.0001. TABLE 3 | Study estimates, standardized effect sizes (yi) and variance (vi) (“later disease,” >7 years disease duration). Study
Year
Controls
PD
yi
vi
Mean
SD
N
Mean
SD
N
Yanamandra 6.7 years
2011
108.67
126.43
23
696.44
821.82
27
0.95
0.09
Yanamandra 9.7 years
2011
108.67
126.43
23
313.11
490.58
12
0.66
0.13
Besong-Agbo
2013
153.5
103.77
46
105.40
85.83
62
−0.51
0.04
Model results: Estimate 0.34 (95% CI −0.57–1.25), SE 0.46, Z = 0.73, p = 0.47. I2 = 87.6%. Q(df = 2) = 19.80, p = 0.0001. FIGURE 2 | Flow diagram showing inclusion and exclusion of studies in the meta-analysis. FIGURE 2 | Flow diagram showing inclusion and exclusion of studies in the meta-analysis. TABLE 2 | Study estimates, standardized effect sizes (yi) and variance (vi) (“early disease” <5.9 years disease duration). TABLE 3 | Study estimates, standardized effect sizes (yi) and variance (vi) (“later disease,” >7 years disease duration). Study
Year
Controls
PD
yi
vi
Mean
SD
N
Mean
SD
N
Yanamandra 6.7 years
2011
108.67
126.43
23
696.44
821.82
27
0.95
0.09
Yanamandra 9.7 years
2011
108.67
126.43
23
313.11
490.58
12
0.66
0.13
Besong-Agbo
2013
153.5
103.77
46
105.40
85.83
62
−0.51
0.04
Model results: Estimate 0.34 (95% CI −0.57–1.25), SE 0.46, Z = 0.73, p = 0.47. I2 = 87.6%. Q(df = 2) = 19.80, p = 0.0001. TABLE 3 | Study estimates, standardized effect sizes (yi) and variance (vi) (“later disease,” >7 years disease duration). October 2018 | Volume 9 | Article 815 7 Frontiers in Neurology | www.frontiersin.org Frontiers in Neurology | www.frontiersin.org Alpha Synuclein Auto-Antibodies in PD Scott et al. Power Lack of adequate power may be an important factor leading to
false negative findings in a number of studies. The largest study
included 93 PD patients and 194 controls (38) but unfortunately
the controls were not age and gender matched to the patients
(see Table 1). Of the 17 studies, seven included appropriate
information to calculate power. Of those with incomplete
information, this was usually because the data were presented
as graphs or as medians and IQ range. The estimated sample
sizes required to detect the differences reported ranged from 23
to 382, with a mean of 147 per group (see Table 1). The only
study that was adequately powered was that by Gruden et al. that
reported much larger difference between controls and patients
than other studies and is therefore an outlier. Excluding this
study, the estimated required sample size per group is between
60 and 382. Three studies were excluded due to a lack of reported
disease duration (20, 40, 41); four studies were excluded due
to a lack of age and gender matching between patients and
controls (19, 34, 38, 39). The Alvarez-Castelao paper did not
include published significance testing of the age difference
which was therefore done as part of this review. There was FIGURE 4 | Forest plot showing study effect sizes in later disease (>7 years). FIGURE 5 | Funnel plot showing standard error vs. standardized mean
difference in early disease. FIGURE 4 | Forest plot showing study effect sizes in later disease (>7 years). Assay Variability monomeric alpha synuclein (which is not necessarily the disease
relevant species) with only a minority assessing responses to
fibrils, mutated alpha synuclein (36, 39, 42), oligomers or other
pathological forms [e.g., phosphorylated alpha synuclein (19) or
specific peptides (37)]. The Brudek et al. paper focused on high
affinity antibodies finding that these were decreased in patients
compared to controls which is consistent with them having a role
in alpha synuclein clearance. As other studies have investigated
the overall antibody response it is not useful to directly compare
these. were estimated based on the reported medians and interquartile
ranges. The medians and interquartile ranges from the other two
papers were estimated from boxplots and subsequently converted
to means and standard deviations as described in the methods
(9, 33). Study effect size estimates and model results are shown
in Table 2. Overall, there is a significant increase in antibodies in
patients vs. controls across studies (see forest plot in Figure 3)
but the effect size is modest (0.88, 95% CI 0.05–1.71, p-value =
0.036). There was significant heterogeneity across studies (I2 =
89.32%). Only two of the “later disease” studies (mean disease
duration >7 years) met inclusion criteria (18, 36). Means
and standard deviations were published in the Besong-Agbo
study and therefore used to calculate study estimates. Medians
and interquartile ranges were estimated from boxplots in the
Yanamandra study which was divided into two subgroups (mean
disease duration 6.7 years and mean disease duration 9.7 years
as there was no available data for the patient group overall). Means and standard deviations were then derived from this
data. Lastly, some of the variation between studies may be due to
the use of either serum or plasma (although only two studies
used plasma rather than serum, see Table 1). It is possible
that factors present in plasma but not in serum (e.g., alpha
synuclein produced by platelets) may affect subsequent results
and therefore it would be wise to standardize the use of serum
across studies. Meta-Analysis There was no overall difference between groups in this
small sample (estimate = 0.34, 95% CI = −0.57–1.24, p
= 0.46) and there was also significant heterogeneity (I2 =
87.67%). There is a clear need for further studies in this field and we
recommend that future studies should focus on the following
points: Given the significant heterogeneity, funnel plots were
generated plotting standardized mean difference on the x axis
against standard error on the y axis for studies in the “early
disease” group (there were too few in the later disease group
to make interpretation of these plots meaningful). The plot is
symmetrical around the effect size of 0.88 (z = 0.20, p = 0.84)
but shows that two of the studies fall outside of the 95% CI of an
assumed true effect (see Figure 5). One of the many explanations
for the shape of this plot is the presence of true heterogeneity
between studies (both clinical and assay related factors discussed
above). If we were able to include more studies in the analysis
one would expect, assuming the same true effect, that effect
estimates from smaller studies would spread widely along the
bottom with those from larger, more powerful studies appearing
at the top (see Figure 5). One cannot fully discount the role
played by publication bias in this context as positive findings
in this field will be more likely to be written up and published
than negative results particularly in the context of smaller
studies. 1. Appropriate sample size with an absolute minimum of 60 in
each group (based on approximate power calculations from
existing studies) 2. Well-characterized
clinical
cohorts
with
appropriately
matched controls using both serum and CSF if possible 3. Longitudinal assessment to measure changes in antibody
levels over the course of the disease and relationship with
clinical disease progression 4. Study of prodromal PD cohorts to establish whether the
antibody response is truly an early feature of the disease 5. Using a robustly validated method (ideally with validation
using a second method in the same samples) to measure
antibodies including standardization and testing of different
coating concentrations, buffers and assay temperature. 6. Study of epitope-specific antibodies and Ig subclasses to allow
a fuller understanding of the adaptive immune response to PD. Meta-Analysis y
All of the “early disease” papers shown in Table 1 met the
inclusion criteria (see also flow plot in Figure 2) Means and
standard deviations were available from two of the studies (30,
32). The means and standard deviations from Horvath et al. (31) FIGURE 4 | Forest plot showing study effect sizes in later disease (>7 years). FIGURE 3 | Forest plot showing study effect sizes in early disease (<5.9
years). FIGURE 3 | Forest plot showing study effect sizes in early disease (<5.9
years). FIGURE 5 | Funnel plot showing standard error vs. standardized mean
difference in early disease. FIGURE 5 | Funnel plot showing standard error vs. standardized mean
difference in early disease. FIGURE 5 | Funnel plot showing standard error vs. standardized mean
difference in early disease. FIGURE 5 | Funnel plot showing standard error vs. standardized mean
difference in early disease. FIGURE 3 | Forest plot showing study effect sizes in early disease (<5.9
years). October 2018 | Volume 9 | Article 815 Frontiers in Neurology | www.frontiersin.org 8 Alpha Synuclein Auto-Antibodies in PD Scott et al. a significant difference in age between patients and controls
according to a independent samples t-test (idiopathic PD mean
67.81, SD 9.98 and controls mean 61.4, SD 14.7), t[136] =
2.83, p = 0.005). One study was excluded as it only measured
antibodies to specific epitopes of alpha synuclein rather than
the entire protein (37) and one other study was excluded
because outcomes were recorded as percentage positive on
immunoblots (35). difficult to draw any firm conclusions from this aspect of the
study). Hence the value of alpha synuclein auto-antibodies as a
diagnostic or prognostic biomarker remains uncertain. Further
studies are needed to demonstrate a consistent, reproducible
effect in early PD cases vs. controls (or indeed between different
groups of PD patients), to investigate the specificity of raised
antibody titres in PD vs. other alpha-synucleinopathies, and
to track longitudinal changes in antibody titres and their
relationship to disease onset and clinical disease progression. The possible utility of using antibody based biomarkers for
identifying patients who would potentially benefit from either
immune modulating or antibody based therapies is also
unknown. The study estimates are shown in Table 3 and the overall
random effects model is shown in the forest plot in Figure 4. AUTHOR CONTRIBUTIONS KS designed the study, reviewed the literature, performed the
meta-analysis and wrote the first draft of the manuscript. SY
and AK reviewed the literature, made summary tables and
critically reviewed the manuscript. MC and CW-G contributed
significantly to the design of the study and critically reviewed the
final manuscript. Whilst the available data does not suggest elevation of
alpha synuclein antibodies universally across all stages of
PD, it is consistent with the hypothesis that there is an
increased antibody response in early disease that wanes
during disease progression, which is biologically plausible. According to our meta-analysis the effect size is modest in
early disease but the analysis is limited by significant study
heterogeneity. Frontiers in Neurology | www.frontiersin.org REFERENCES The
immunoregulatory
roles
of
antibody
glycosylation. Trends
Immunol. (2017)
38:358–72. doi: 10.1016/j.it.2017.02.004 8. Stefanis L. α-Synuclein in Parkinson’s disease. Cold Spring Harb Perspect Med. (2012) 2:a009399. doi: 10.1101/cshperspect.a009399 29. Russell AC, Šimurina M, Garcia MT, Novokmet M, Wang Y, Rudan I, et al. The
N-glycosylation of immunoglobulin G as a novel biomarker of Parkinson’s
disease. Glycobiology (2017) 1–10. doi: 10.1093/glycob/cwx022 9. Smith LM, Schiess MC, Coffey MP, Klaver AC, Loeffler DA. α-Synuclein
and anti-α-synuclein antibodies in Parkinson’s disease, atypical Parkinson
syndromes, REM sleep behavior disorder, and healthy controls. PLoS ONE
(2012) 7:e52285. doi: 10.1371/journal.pone.0052285 30. Xu Q, Evetts S, Hu M, Talbot K, Wade-Martins R, Davis JJ. An impedimetric
assay of α-synuclein autoantibodies in early stage Parkinson’s disease. RSC
Adv. (2014) 4:58773–7. doi: 10.1039/C4RA10100F 10. Sulzer D, Alcalay RN, Garretti F, Cote L, Kanter E, Agin-Liebes J, et al. T cells
from patients with Parkinson’s disease recognize α-synuclein peptides. Nature
(2017) 546:656–61. doi: 10.1038/nature22815 31. Horvath
I,
Iashchishyn
IA,
Forsgren
L,
Morozova-Roche
LA. Immunochemical detection of alpha-synuclein autoantibodies in Parkinson’s
disease: correlation between plasma and cerebrospinal fluid levels. ACS Chem
Neurosci. (2017) 8:1170–6. doi: 10.1021/acschemneuro.7b00063 11. Chen S, Le WD, Xie WJ, Alexianu ME, Engelhardt JI, Siklós L,
et
al. Experimental
destruction
of
substantia
nigra
initiated
by
Parkinson disease immunoglobulins. Arch Neurol. (1998) 55:1075–80. doi: 10.1001/archneur.55.8.1075 32. Gruden MA, Sewell RDE, Yanamandra K, Davidova TV, Kucheryanu VG,
Bocharov EV, et al. Immunoprotection against toxic biomarkers is retained
during Parkinson’s disease progression. J Neuroimmunol. (2011) 233:221–7. doi: 10.1016/j.jneuroim.2010.12.001 12. He Y, Le W-D, Appel SH. Role of Fcgamma receptors in nigral
cell injury induced by Parkinson disease immunoglobulin injection into
mouse substantia nigra. Exp Neurol. (2002) 176:322–7. doi: 10.1006/exnr. 2002.7946 33. Shalash A, Salama M, Makar M, Roushdy T, Elrassas HH, Mohamed W, et al. Elevated serum alpha-synuclein autoantibodies in patients with Parkinson’s
disease relative to Alzheimer’s disease and controls. Front Neurol. (2017)
8:720. doi: 10.3389/fneur.2017.00720 13. Orr CF, Rowe DB, Mizuno Y, Mori H, Halliday GM. A possible role for
humoral immunity in the pathogenesis of Parkinson’s disease. Brain (2005)
128:2665–74. doi: 10.1093/brain/awh625 34. Akhtar RS, Licata JP, Luk KC, Shaw LM, Trojanowski JQ, and Lee VM. Measurements of auto-antibodies to α-synuclein in the serum and cerebral
spinal fluids of patients with Parkinson’s disease. J Neurochem. (2018)
145:489–503. doi: 10.1111/jnc.14330 14. Masliah E, Rockenstein E, Adame A, Alford M, Crews L, Hashimoto M, et al. REFERENCES reduced in Parkinson’s disease dementia. PLoS ONE (2016) 11:e0164953. doi: 10.1371/journal.pone.0164953 reduced in Parkinson’s disease dementia. PLoS ONE (2016) 11:e0164953. doi: 10.1371/journal.pone.0164953 1. Schapira AHV, Chaudhuri KR, Jenner P. Non-motor features of Parkinson
disease. Nat Rev Neurosci. (2017) 18:435–50. doi: 10.1038/nrn.2017.62 1. Schapira AHV, Chaudhuri KR, Jenner P. Non-motor features of Parkinson
disease. Nat Rev Neurosci. (2017) 18:435–50. doi: 10.1038/nrn.2017.62 22. Panda S, Ding JL. Natural antibodies bridge innate and adaptive immunity. J Immunol. (2015) 194:13–20. doi: 10.4049/jimmunol.1400844 23. Aw
D,
Silva
AB,
Palmer
DB. Immunosenescence:
emerging
challenges for an ageing population. Immunology (2007) 120:435–46. doi: 10.1111/j.1365-2567.2007.02555.x 2. Gagne
JJ,
Power
MC. Anti-inflammatory
drugs
and
risk
of
Parkinson
disease:
a
meta-analysis. Neurology
(2010)
74:995–1002. doi: 10.1212/WNL.0b013e3181d5a4a3 3. Racette BA., Gross A, Vouri SM, Camacho-Soto A, Willis AW, Searles Nielsen
S. Immunosuppressants and risk of Parkinson disease. Ann Clin Transl
Neurol. (2018) 5:870–5. doi: 10.1002/acn3.580 24. Magliozzi R, Howell O, Vora A, Serafini B, Nicholas R, Puopolo M, et al. Meningeal B-cell follicles in secondary progressive multiple sclerosis associate
with early onset of disease and severe cortical pathology. Brain (2006)
130:1089–104. doi: 10.1093/brain/awm038 4. Williams-Gray CH, Wijeyekoon R, Yarnall AJ, Lawson RA, Breen DP, Evans
JR, et al. Serum immune markers and disease progression in an incident
Parkinson’s disease cohort (ICICLE-PD). Mov Disord. (2016) 31:995–1003. doi: 10.1002/mds.26563 25. Willcocks LC, Smith KGC, Clatworthy MR. Low-affinity Fcγ receptors,
autoimmunity and infection. Expert Rev Mol Med. (2009) 11:1–29. doi: 10.1017/S1462399409001161 26. Gustafsson G, Eriksson F, Möller C, da Fonseca TL, Outeiro TF, Lannfelt L,
et al. Cellular uptake of α-synuclein oligomer-selective antibodies is enhanced
by the extracellular presence of α-synuclein and mediated via Fcγ receptors. Cell Mol Neurobiol. (2017) 37:121–31. doi: 10.1007/s10571-016-0352-5 5. Williams-Gray CH, Wijeyekoon RS, Scott KM, Hayat S, Barker RA, Jones
JL. Abnormalities of age-related T cell senescence in Parkinson’s disease. J Neuroinflammation (2018) 15:166. doi: 10.1186/s12974-018-1206-5 6. Spillantini
MG,
Schmidt
ML,
Lee
VM,
Trojanowski
JQ,
Jakes
R,
Goedert M. Alpha-synuclein in Lewy bodies. Nature (1997) 388:839–40. doi: 10.1038/42166 27. Choi YR, Cha SH, Kang SJ, Kim JB, Jou I, Park SM. Prion-like propagation
of α-synuclein is regulated by the FcγRIIB-SHP-1/2 signaling pathway in
neurons. Cell Rep. (2018) 22:136–48. doi: 10.1016/j.celrep.2017.12.009 7. Braak H, Müller CM, Rüb U, Ackermann H, Bratzke H, de Vos RAI, et al. Pathology associated with sporadic Parkinson’s disease–where does it end? J Neural Transm Suppl. (2006) 89–97. doi: 10.1007/978-3-211-45295-0_15 28. Jennewein
MF,
Alter
G. FUNDING KS is supported by a Ph.D. fellowship from the Wellcome
Trust Grant (106565/Z/14/Z). CW-G is supported by a Clinician
Scientist fellowship from the Medical Research Council. MC
is supported by a Medical Research Council New Investigator
Research Grant (MR/N024907/1) and an Arthritis Research
UK Cure Challenge Research Grant (21777). This work was
also supported by the NIHR Cambridge Biomedical Research
Centre. There are many caveats to this conclusion based on both
the systematic review and the meta-analysis, including the
limitations of the assays used, clinical heterogeneity of cohorts,
the lack of any longitudinal data and poor matching of controls
to patient groups, meaning that the overall quality of evidence
is poor (for example, seven of nine studies in later disease did
not meet the inclusion criteria for the meta-analysis making it October 2018 | Volume 9 | Article 815 9 Alpha Synuclein Auto-Antibodies in PD Scott et al. REFERENCES Effects of alpha-synuclein immunization in a mouse model of Parkinson’s
disease. Neuron (2005) 46:857–68. doi: 10.1016/j.neuron.2005.05.010 35. Papachroni KK, Ninkina N, Papapanagiotou A, Hadjigeorgiou GM,
Xiromerisiou
G,
Papadimitriou
A,
et
al. Autoantibodies
to
alpha-
synuclein in inherited Parkinson’s disease. J Neurochem. (2007) 101:749–56. doi: 10.1111/j.1471-4159.2006.04365 15. Takamatsu Y, Ho G, Koike W, Sugama S, Takenouchi T, Waragai M, et al. Combined immunotherapy with “anti-insulin resistance” therapy as a novel
therapeutic strategy against neurodegenerative diseases. NPJ Park Dis. (2017)
3:4. doi: 10.1038/s41531-016-0001-1 16. Dolhun R. Alpha-Synuclein: A Therapeutic Target and Potential Biomarker in
Parkinson’s Disease. Pract Neurol. (2016) 1–5. 36. Yanamandra K, Gruden MA, Casaite V, Meskys R, Forsgren L, Morozova-
Roche LA. α-Synuclein reactive antibodies as diagnostic biomarkers in
blood sera of Parkinson’s disease patients. PLoS ONE (2011) 6:e18513. doi: 10.1371/journal.pone.0018513 17. LeBien TW, Tedder TF. B lymphocytes: how they develop and function. Blood
(2008) 112:1570–80. doi: 10.1182/blood-2008-02-078071 37. Caggiu E, Paulus K, Arru G, Piredda R, Sechi GP, Sechi LA. Humoral cross
reactivity between α-synuclein and herpes simplex-1 epitope in Parkinson’s
disease, a triggering role in the disease? J Neuroimmunol. (2016) 291:110–4. doi: 10.1016/j.jneuroim.2016.01.007 18. Besong-Agbo D, Wolf E, Jessen F, Oechsner M, Hametner E, Poewe
W,
et
al. Naturally
occurring
α-synuclein
autoantibody
levels
are
lower in patients with Parkinson disease. Neurology (2013) 80:169–75. doi: 10.1212/WNL.0b013e31827b90d1 38. Maetzler W, Apel A, Langkamp M, Deuschle C, Dilger SS, Stirnkorb
JG,
et
al. Comparable
autoantibody
serum
levels
against
amyloid-
and
inflammation-associated
proteins
in
Parkinson’s
disease
patients
and controls. PLoS ONE (2014) 9:e88604. doi: 10.1371/journal.pone.00
88604 19. Brudek T, Winge K, Folke J, Christensen S, Fog K, Pakkenberg B, et al. Autoimmune antibody decline in Parkinson’s disease and multiple system
atrophy; a step towards immunotherapeutic strategies. Mol Neurodegener. (2017) 12:44. doi: 10.1186/s13024-017-0187-7 20. Heinzel S, Gold M, Deuschle C, Bernhard F, Maetzler W, Berg D, et al. Naturally occurring alpha-synuclein autoantibodies in Parkinson’s disease:
sources of (error) variance in biomarker assays. PLoS ONE (2014) 9:e114566. doi: 10.1371/journal.pone.0114566 39. Alvarez-Castelao B, Gorostidi A, Ruíz-Martínez J, López de Munain
A, Castaño JG. Epitope mapping of antibodies to alpha-synuclein in
LRRK2 mutation carriers, idiopathic Parkinson disease patients, and healthy
controls. Front Aging Neurosci. (2014) 6:169. doi: 10.3389/fnagi.2014. 00169 21. Kronimus Y, Albus A, Balzer-Geldsetzer M, Straub S, Semler E, Otto
M, et al. Frontiers in Neurology | www.frontiersin.org October 2018 | Volume 9 | Article 815 REFERENCES Naturally occurring autoantibodies against tau protein are October 2018 | Volume 9 | Article 815 Frontiers in Neurology | www.frontiersin.org 10 Alpha Synuclein Auto-Antibodies in PD Scott et al. 46. Xu Y, Yan J, Zhou P, Li J, Gao H, Xia Y, et al. Neurotransmitter receptors
and cognitive dysfunction in Alzheimer’s disease and Parkinson’s disease. Prog
Neurobiol. (2012) 97:1–13. doi: 10.1016/j.pneurobio.2012.02.002 40. Bryan T, Luo X, Forsgren L, Morozova-Roche LA, Davis JJ. The robust
electrochemical detection of a Parkinson’s disease marker in whole blood sera. Chem Sci. (2012) 3:3468–73. doi: 10.1039/C2SC21221H 41. Woulfe JM, Duke R, Middeldorp JM, Stevens S, Vervoort M, Hashimoto
M, et al. Absence of elevated anti-synuclein and anti-EBV latent membrane
protein antibodies in PD. Neurology (2002) 58:1435. doi: 10.1212/WNL.58. 9.1435 47. Candore G, Di Lorenzo G, Mansueto P, Melluso M, Fradà G, Li
Vecchi M, et al. Prevalence of organ-specific and non organ-specific
autoantibodies in healthy centenarians. Mech Ageing Dev. (1997) 94:183–90. doi: 10.1016/S0047-6374(96)01845-3 42. Gruden
MA,
Yanamandra
K,
Kucheryanu
VG,
Bocharova
OR,
Sherstnev
VV,
Morozova-Roche
LA,
et
al. Correlation
between
protective
immunity
to
α-synuclein
aggregates,
oxidative
stress
and
inflammation. Neuroimmunomodulation (2012) 19:334–42. doi: 10.1159/0003
41400 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Copyright © 2018 Scott, Kouli, Yeoh, Clatworthy and Williams-Gray. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution or reproduction in other forums is permitted,
provided the original author(s) and the copyright owner(s) are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. 43. LLC HC. Power and Sample Size. Hylown consulting. Available online at:
http://powerandsamplesize.com/ (Accessed Jun 1, 2018). 44. Borenstein M, Hedges LV, Higgins JPT, Rothstein HR. Introduction to Meta-
Analysis. Chichester: John Wiley & Sons, Ltd (2009). 45. Wan X, Wang W, Liu J, Tong T. Estimating the sample mean and standard
deviation from the sample size, median, range and/or interquartile range. BMC Med Res Methodol. (2014) 14:135. doi: 10.1186/1471-2288-14-135 October 2018 | Volume 9 | Article 815 Frontiers in Neurology | www.frontiersin.org 11
|
https://openalex.org/W3038086895
|
https://ijpds.org/article/download/1357/2555
|
English
| null |
Why the public need a say in how patient data are Used for Covid-19 Responses
|
International journal of population data science
| 2,020
|
cc-by
| 1,389
|
International Journal of Population Data Science (2020) 5:2:01 International Journal of Population Data Science (2020) 5:2:01 Submission History
Submitted:
26/05/2019
Accepted:
11/06/2020
Published:
20/06/2020 1Newcastle University, Urban Sciences Building, 1 Science Square, Newcastle upon Tyne, NE4 5TG
2Usher Institute, University of Edinburgh, Old Medical School, Teviot Place, Edinburgh, EH8 9AG
3Imperial College Health Partners, 30 Euston Square, London, NW1 2FB
4Department of Politics, School of Geography, Politics and Sociology, Newcastle University, Newcastle upon Tyne, NE1 7RU
5University of Edinburgh, Chrystal Macmillan Building, Edinburgh, EH8 9LD
6Swansea University Medical School, Singleton Park, Swansea, SA2 8PP
7Centre for Biomedicine, Self and Society, Usher Institute, University of Edinburgh, 23 Buccleuch Place, Edinburgh, EH8 9LN
8Data Science Building, Swansea University Medical School, Singleton Park, Swansea, SA2 8PP 1Newcastle University, Urban Sciences Building, 1 Science Square, Newcastle upon Tyne, NE4 5TG
2Usher Institute, University of Edinburgh, Old Medical School, Teviot Place, Edinburgh, EH8 9AG
3Imperial College Health Partners, 30 Euston Square, London, NW1 2FB
4Department of Politics, School of Geography, Politics and Sociology, Newcastle University, Newcastle upon Tyne, NE1 7RU
5University of Edinburgh, Chrystal Macmillan Building, Edinburgh, EH8 9LD
6Swansea University Medical School, Singleton Park, Swansea, SA2 8PP
7Centre for Biomedicine, Self and Society, Usher Institute, University of Edinburgh, 23 Buccleuch Place, Edinburgh, EH8 9LN
8Data Science Building, Swansea University Medical School, Singleton Park, Swansea, SA2 8PP International Journal of
Population Data Science Journal Website: www.ijpds.org Dear Editors, ment and engagement (PI&E) relating to data-intensive health
research published in IJPDS last year [2]. This statement
was co-authored by 31 international researchers, practitioners
and patient representatives from the U.K., Ireland, Australia,
Canada, Finland and the Netherlands. It sets out eight prin-
ciples to underpin best practice in this field and to inform the
design, implementation and evaluation of PI&E strategies and
activities. The global coronavirus pandemic has clearly demonstrated
the great urgency to collect and use patient data effectively to
understand, track and manage the spread of Covid-19. The
value of patient data in this pandemic is undeniable, however
considerations around how – and by whom - such data should
be collected, accessed and used, and for what purposes, remain
to be fully debated and resolved. Who decides, and how such
decisions are made, remain unclear. We argue that, as with
all uses of patient data, public engagement and deliberation
are essential for good governance and are key to establish and
maintain a legitimate social licence for data practices around
Covid-19. The principles put forward in the consensus statement are,
that public involvement and engagement with data-intensive
health research should: 1. Have institutional buy-in; Previous data controversies have clearly demonstrated the
importance of establishing a social licence for data practices,
and that there can be meaningful differences between what is
legally permissible and what is socially acceptable [1]. The
standard response to such controversies has typically been
reemphasising commitments to public engagement [2] in order
to (re)build or restore public trust [3]. This overlooks the dy-
namic nature of public trust, and the importance of ongoing
relationships to establish and maintain trust over time. 2. Have clarity of purpose; 3. Be transparent; 4. Involve two-way communication; 5. Be inclusive and accessible to broad publics; 6. Be ongoing; 7. Be designed to produce impact; Commitments to public engagement must go beyond lip
service [2] and also need to recognise that not only are there
different approaches to public engagement, some are more le-
gitimate and useful than others. We advocate engaging the
public, policy makers and users of patient data in collective de-
liberation to enable mutual learning and informed policy mak-
ing. This would make the social licence epistemically superior
and more legitimate. 8. Be evaluated. https://doi.org/10.23889/ijpds.v5i2.1357
June 2020 © The Authors. Open Access under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/deed.en) ∗Corresponding Author:
Email Address: Mhairi.Aitken@newcastle.ac.uk (M Aitken) Why the Public Need a Say in How Patient Data are Used for Covid-19
Responses am-Burley, S2, Darlington, A3, Elstub, S4, Escobar, O5, Jones, KH6, Sethi, N7, and Thompson, R8 Aitken, M1*, Cunningham-Burley, S2, Darlington, A3, Elstub, S4, Escobar, O5, Jones, KH6, Sethi, N Submission History
Submitted:
26/05/2019
Accepted:
11/06/2020
Published:
20/06/2020 Yours Sincerely, Dr Mhairi Aitken, Senior Research Associate, Newcastle University Dr Mhairi Aitken, Senior Research Associate, Newcastle University Prof. Sarah Cunningham-Burley, Professor of Medical and Family Sociology / Dean of Molecular, Genetic and Population
Health Sciences, Usher Institute, University of Edinburgh Prof. Sarah Cunningham-Burley, Professor of Medical and Family Sociology / Dean of Molec
Health Sciences, Usher Institute, University of Edinburgh Prof. Sarah Cunningham-Burley, Professor of Medical and Family Sociology / Dean of Molecular, Genetic and Population
Health Sciences, Usher Institute, University of Edinburgh Amy Darlington, Executive Director, Imperial College Health Partners and Engagement Lead for OneLondon Local Health and
Care Record Exemplar Dr Stephen Elstub, Senior Lecturer in British Politics, Newcastle University
Dr Oliver Escobar, Senior Lecturer in Public Policy, University of Edinburgh
Prof. Kerina Jones, Professor of Population Data Science, Swansea University,
Dr Nayha Sethi, Chancellor’s Fellow in Data Driven Innovation, Centre for Biomedicine, Self and Society, University of Edinburgh
Rachel Thompson, Research Associate, Population Data Science, Swansea University Dr Stephen Elstub, Senior Lecturer in British Politics, Newcastle University
Dr Oliver Escobar, Senior Lecturer in Public Policy, University of Edinburgh
Prof. Kerina Jones, Professor of Population Data Science, Swansea University,
Dr Nayha Sethi, Chancellor’s Fellow in Data Driven Innovation, Centre for Biomedicine, Self and Society, University of Edinburgh
Rachel Thompson, Research Associate, Population Data Science, Swansea University Rachel Thompson, Research Associate, Population Data Science, Swansea University Statement of Competing Interests None declared. Aitken, M et al. / International Journal of Population Data Science (2020) 5:2:01 Aitken, M et al. / International Journal of Population Data Science (2020) 5:2:01 already online or have little experience of digital communica-
tion. resonates in the current context where it is important to avoid
caricaturing “the public” or speculating on how “the public” will
respond to particular measures or data practices, but rather to
engage diverse publics in consequential deliberation to inform
and shape policy responses and data practices. Despite the speed required to deal with the pandemic, it
is vital to adhere to these principles not just to do things well
in relation to the current crisis, but because current practices,
hastily developed, will forge the way for future ways of work-
ing. The pandemic brings with it an imperative to realise the
value of PI&E in shaping socially acceptable and ethically ro-
bust data practices and to raise the profile of PI&E increasing
public interest in these activities. This will ensure that the
social licence generated will endure because it is based on au-
thoritative and authentic deliberation. A number of public engagement initiatives relating to
Covid-19 have been announced [4] and innovative approaches
are being developed to engage the public in these discussions
during lockdown and beyond. Innovation in using digital meth-
ods is clearly vital if we are to engage diverse publics at this
time in the development and governance of new data initia-
tives. We must also strive to be inclusive of those who are not 8. Be evaluated. It is time to reinvigorate these principles so that public en-
gagement is not overlooked in the rapid response to COVID-
19. The key premise of the consensus statement is that the
public should not be characterised as a problem to be over-
come, but a key part of the solution towards establishing so-
cially beneficial data-intensive health research for all. This We already have a consensus statement on public involve- https://doi.org/10.23889/ijpds.v5i2.1357
June 2020 © The Authors. Open Access under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/deed.en) Aitken, M et al. / International Journal of Population Data Science (2020) 5:2:01 4. For examples of public engagement activity in this area
see: https://participedia.net/collection/6501 References 1. Carter P, Laurie GT, Dixon-Woods M, ‘The social li-
cence for research: Why care.data ran into trouble’ Jour-
nal of Medical Ethics 2015; 41: 404-409. doi:https:
//doi.org/10.1136/medethics-2014-102374 3. Lawler M, Morris AD, Sullivan R, Birney E, Middleton
A, MakaroffL, Knoppers BM, Horgan D, Eggermont
A. ‘A roadmap for restoring trust in Big Data’. The
Lancet: Oncology. 2018 Aug; 19(8): 1014. https:
//doi.org/10.1016/S1470-2045(18)30425-X 2. Aitken
M,
Tully
MP,
Porteous
C,
Denegri
S,
Cunningham-Burley S, et al. ‘Consensus statement on
public involvement and engagement with data-intensive
health research’. 2019 Feb 12; 4(1). https://doi. org/10.23889/ijpds.v4i1.586 4. For examples of public engagement activity in this area
see: https://participedia.net/collection/6501 2
|
https://openalex.org/W1967060302
|
https://zenodo.org/records/1925182/files/article.pdf
|
English
| null |
A CASE OF FORWARD DISLOCATION OF THE RADIUS AND ULNA WITHOUT FRACTURE OF THE OLECRANON PROCESS OF THE ULNA.
|
Lancet
| 1,905
|
public-domain
| 1,496
|
290 Gould and
Warren in their " International Text-book of Surgery " refer
to this dislocation as " rare and its occurrence without exist-
ing fracture has been doubted ; in point of fact the latter
complication has been still more rarely recorded." Helferich
says : "This is a very rare injury ; it was formerly said it
never occurred without simultaneous fracture of olecranon. May be produced by a fall or blow on olecranon while arm is
in extreme flexion." Hamilton quotes nine cases and states
" that it seems to have been in most cases caused by a fall
upon elbow while forearm is forcibly flexed." Cheyne and
Burghard state that this dislocation " is sometimes met with
...... as result of a severe blow upon back of flexed elbow." very
The patient’s condition having undergone a slight improve-
ment 1 left her about 4 A.M., giving instructions that the
hypodermic injections should be continued as directed and
that I should be sent for immediately if any change for the
worse took place. To my surprise I heard no more of the
patient until I made my usual visit to the ward on the follow-
ing morning at 10 o’clock. She was then resting quietly ; all
signs of dyspnoea had disappeared and, except for some facial
pallor and slight exhaustion, she seemed to be none the
worse for her experience of the early hours. On examina-
tion of the chest a few moist râles could still be heard over
the affected area while all signs of cardiac dilatation had
vanished and at 4 o’clock on the same afternoon the chest,
being again examined, this time in company with one of my
colleagues, was pronounced by him to be normal. From
this time onwards the puerperium was uneventful, save for
the development of a small, superficial mammary abscess
which rapidly yielded to appropriate treatment, and the
patient was allowed up on the twenty-first day and dis-
charged herself from the infirmary two days later. upon
e bo . Stimson in his book refers to a case which was under his
care in 1895. He says : "The elbow is held at a right
angle but can be somewhat flexed and extended ; is moveable
laterally. The epitrochlea can be plainly felt, also the inner
face and edge ot trochlea. 290 290 290 an angle of 1300. It could be slightly flexed and extended
and permitted a good deal of lateral movement. The head
of the radius and the olecranon process of the ulna could
be felt lying on the shaft of the humerus about two and a
quarter inches above the condyles. It was possible to feel
both condyles of the humerus, the olecranon fossa, the
coronoid depression, the trochlea, and the capitellum ; in
fact, the lower end of the humerus could be easily grasped in
the band. There was distinct lengthening of the forearm. patient complaining of great pain above the right breast and
difficulty in breathing) a colourless frothy liquid, at times
slightly stained with haemoglobin, had been coughed up in
considerable quantities. There was about half a pint in all. Of specific gravity about 1030, it coagulated on boiling,
contained no red corpuscles when examined microscopically,
but gave the spectroscopic test for oxyhmmoglobin. As the
more alarming symptoms seemed to be due to an acute
engorgement of the right ventricle a small venesection was
performed, about ten ounces of blood being withdrawn, and
five minims of solution of strychnine, together with 20
minims of ether purus, were given hypodermically, weak
brandy and water being ordered by the mouth, in teaspoon-
ful doses, as the respiratory distress rendered swallowing
very difficult. t e ba d. e e
as d st
ct lengthening
The points of interest in this case were : (1) its rarity
(2) the absence of fracture of the olecranon ; and (3) the
maintenance of the relationship between the radius anc
ulna. Attention has been called to this in Treves’s " Surgery
"
by Mr. Marmaduke Sheild who states that " this dislocation
u
extremely rare, and quotes Canton’s case in which the radius
maintained its relationship to the ulna. Looking up the
literature on the subject I find that there are about 12
recorded cases. Erichsen states that six cases of this dis. location are on record. Rose and Carless state that fracture
of the olecranon always occurs in this dislocation. 290 The overlying flexor muscles of
hand having been torn away from humerus, the tip of
olecranon is below, and even a little in front of, the trochlea,
the inner anterior portion of articular surface of which can
also be felt on depressing the skin. The head of radius in
front of capitellum ; the forearm is markedly abducted....... The only other reported case is Wright’s. The symptoms
were similar." charged
infirmary
days
As regards a diagnosis, dyspnoea coming on suddenly after
labour in a healthy woman such as this patient, taken
together with the physical signs present during the attack,
seemed to me to point to an embolus of uterine origin which
had been carried away and become arrested in the pulmonary
circulation, while the fact of the signs clearing up so rapidly
(all physical signs had disappeared 16 hours after onset)
makes it probable that the embolu?, if such it were, must
have been composed of air rather than dislodged blood clot. If, however, this diagnosis be admitted as possibly a correct
one it seems difficult to imagine how the air was introduced
into the uterus, since no intra-uterine manipulations were
made nor was a douche given either before or after labour. The point about which I feel most interest is as to whether
a hurried expulsion of the afterbirth, such as was effected in
this case, could have given rise to the condition described,
air presumably being sucked into the vagina as the uterus
was released from the somewhat powerful grasp necessary to
expel a not sufficiently separated placenta ; and if this be so,
why so lengthy an interval as an hour elapsed before the
onset of the disquieting symptoms ? Should any of your
readers feel sufficiently interested I should be grateful for an
expression of opinion upon this, to me, somewhat puzzling
experience. Waterford. DISAPPEARANCE OF RODENT ULCER UNDER THE
APPLICATION OF THE X RAYS. BY FREDERICK B. JEFFERISS, F.R.C.S. EDIN.,
M.R.C.S. ENG., L.R.C.P. LOND. BY FREDERICK B. JEFFERISS, F.R.C.S. EDIN.,
M.R.C.S. ENG., L.R.C.P. LOND. THE successful treatment of rodent ulcer by the applica-
tion of the x rays is now well established and many cases are
on record where a complete recovery has resulted. The same,
however, cannot be said of carcinomata, some cases improv-
ing for a time but relapsing again or even getting worse as
the treatment is continued. experience. Cambridge Heath, N.E. The patient in the present instance was an elderly woman
who suffered from an epithelial growth on the left frontal
region. The history was to the effect that about two years
before she first came under my notice she observed a small
pimple at the site of the growth which she injured by
accidently striking it against the mantelpiece causing
ulceration. She treated it herself with zinc ointment with-
out any benefit and it steadily grew for the two years. When I first saw her the growth was about as big as a five-
shilling piece, rounded in shape, and very much raised, the
ulcer on the top of the growth being about half an inch
above the level of the surrounding skin, so that the whole
growth was crateriform in appearance. It was very vascular,
several large veins ramifying on the surface, and bleeding
was easily induced on manipulation. There was no pain but
the growth was very tender and the whole was soft, including
the edges of the ulcer, which although heaped up were not
indurated ; the mass was freely moveable and none of the
neighbouring glands were involved. A diagnosis of rodent
ulcer was made but it could not be confirmed as the patient
refused to allow a piece to be removed for microscopic
examination. A CASE OF FORWARD DISLOCATION OF THE
RADIUS AND ULNA WITHOUT FRACTURE
OF THE OLECRANON PROCESS OF
THE ULNA.
BY F. W. STAUNTON, M.B. DUB.,
HONORARY SURGEON TO WATERFORD COUNTY AND CITY INFIRMARY. THE patient in this case was a man, aged 45 years, whose
description of his accident was to the effect that "while
walking quickly downstairs he felt as if he had trod on some-
thing slippery; his foot went from under him, he twisted
round in order to save himself and fell backwards down-
stairs, the tip of his left elbow striking the edge of the stair-
case first." On examination the elbow was seen to be held at I began the treatment with the x rays on March 5th, 1904,
giving two sittings a week of five minutes each. No change
|
https://openalex.org/W2976397985
|
https://www.jnwpu.org/articles/jnwpu/pdf/2019/04/jnwpu2019374p846.pdf
|
Chinese
| null |
Morphological Control and Simulation of Fractal Growth
|
Xibei gongye daxue xuebao
| 2,019
|
cc-by
| 483
|
文章编号:1000⁃2758(2019)04⁃0846⁃05 文章编号:1000⁃2758(2019)04⁃0846⁃05 分形是现代数学和非线性科学研究领域中一个
十分活跃的分支。由于世界的本质是非线性的,因
此,分形的应用领域非常广泛,是当前研究的一个热
点。而分形生长是分形中重要的研究课题之一,从
煤灰微粒的凝聚、闪电的形态、癌细胞的扩散与凝
聚,到自然界中植物的生长等复杂而又不规则的实
际聚集生长现象,都是分形生长的实际案例。因此,
分形生长的理论研究与应用分析具有重要的理论意
义和实际应用价值。然而,实际环境中的聚集生长
过程总是会受到像磁场、温度等许多复杂因素的影
响,从而使得生长粒子的形态变化多端,或者使得生
长粒子的生长速度爆发性增长,以至于给自然界和
人类社会带来很多负面的影响。因此,实际环境中
的聚集生长形态的预测和控制,以及生长速度的控
制具有重要的现实意义。 态变化进行有效的控制。基于已有DLA模型生长
速度慢的问题,应用多粒子发射理论,提出一个改进
模型———多粒子扩散限制凝聚(multi⁃particle
diffusionlimitedaggrega⁃tion)模型,简称MDLA模
型,探索和研究该模型下分形生长的形态控制和模
拟问题,使其产生出实际应用中需要的控制效果。 西北工业大学学报 西北工业大学学报 2019年8月
第37卷第4期 2019年8月
第37卷第4期 Aug.
Vol.37
2019
No.4 Aug.
Vol.37
2019
No.4 JournalofNorthwesternPolytechnicalUniversity https://doi.org/10.1051/jnwpu/20193740846 https://doi.org/10.1051/jnwpu/20193740846 收稿日期:2018⁃07⁃09 基金项目:国家自然科学基金(61070233)、陕西省自然科学基础研究计划(2018JM6066)与国
家级大学生创新创业训练计划项目(201810699291,2019106991091)资助
作者简介:周敏(1966—),女,西北工业大学副教授、博士,主要从事计算机辅助几何设计与图形图像处理研究。 分形生长的形态控制与模拟
周敏,张海丽,王奕昊,包小兰
(西北工业大学理学院,陕西西安 710129) 分形生长的形态控制与模拟
周敏,张海丽,王奕昊,包小兰
(西北工业大学理学院,陕西西安 710129) 摘 要:从定量分析的角度将控制的思想和方法引入到分形理论中,基于已有DLA生长模型生长速
度慢的问题,从改变粒子发射方式和条件出发,应用多粒子发射理论,提出一个改进模型———多粒子
扩散限制凝聚模型,简称MDLA模型。讨论了迭代步长和粒子半径对生长形态的影响,并对生长形态
进行了定向模拟,实验结果表明了所提出方法的有效性。 关 键 词:MDLA模型;源项;分形生长;形态控制 关 键 词:MDLA模型;源项;分形生长;形态控制
中图分类号:O231.2 文献标志码:A 文章编 关 键 词:MDLA模型;源项;分形生长;形态控制
中图分类号:O231.2 文献标志码:A 文章编 1 MDLA生长模型的提出 标准DLA模型中粒子是从远离中心的某个点
逐个发射的,当实际应用中需要生成一个由成千上
万个粒子生成的大的团簇时,再用此方法发射粒子,
时间效率就很低下。为了加快粒子凝聚速度,本文
从改变粒子发射方式和粒子死亡条件的角度出发,
提出改进模型⁃MDLA生长模型,该模型与标准DLA
模型有3个区别: 1981年美国密捷安大学Witten和Sander首次
提出了扩散限制凝聚(diffusionlimitedaggregation)
的分形生长模型(简称DLA模型)[1],该模型用来
描述像悬浮在大气中的煤灰、金属粉末或烟尘的扩
散过程。近几年来对分形生长的研究主要体现在2
个方面:一是生长模型改进[2⁃5];二是分形生长的应
用[6⁃8]。针对目前国内外分形生长控制研究热点,
本文将从定量分析的角度将控制的思想和方法引入
到分形理论中,研究对实际环境中的分形生长的形 1)粒子不是逐个从矩形边缘发射的,而是被全
部初始化; 2)粒子运动方向由4个方向变为8个方向; 3)粒子消失的条件设定为与其初始位置的距
离大于某个常数。 MDLA模型的生长规则是由迭代产生的,所以
具有分形的自相似性,同时MDLA模型还具有屏蔽 收稿日期:2018⁃07⁃09 基金项目:国家自然科学基金(61070233)、陕西省自然科学基础研究计划(2018JM6066)与国
家级大学生创新创业训练计划项目(201810699291,2019106991091)资助
作者简介:周敏(1966—),女,西北工业大学副教授、博士,主要从事计算机辅助几何设计与图形图像处理研究。 收稿日期:2018⁃07⁃09 基金项目:国家自然科学基金(61070233)、陕西省自然科学基础研究计划(2018JM6066)与国
家级大学生创新创业训练计划项目(201810699291,2019106991091)资助 基金项目:国家自然科学基金(61070233)、陕西省自然科学基础研究计划(2018JM6066)与国
项目(201810699291,2019106991091)资助 周敏,等:分形生长的形态控制与模拟 第4期 第4期 ·
7
4
8
· 效应和非整数性。MDLA模型定义了8个方向,即
上、下、左、右、左上、左下、右上、右下,粒子向8个方
向运动是等可能的,每个方向概率均为1/8。 广,粘贴上的概率就大,最终生长的形状应该是接近
平行于该方向,表明相同生长条件下,粒子凝聚
更快。 广,粘贴上的概率就大,最终生长的形状应该是接近
平行于该方向,表明相同生长条件下,粒子凝聚
更快。 MDLA算法是一次性初始化多个粒子,被初始
化后的粒子都在做随机布朗运动。只要某个粒子满
足与团簇粘贴的条件,该粒子(候选点)就会成为生
长簇的一部分,停止运动。因此,候选点的选择不唯
一,同时生长点的选择也是随机且不唯一,只要有粒
子能够与之粘贴,该粒子就是生长点。因此,在
MDLA模型中,同一时刻生长点和候选点的选择都
不是唯一的。 在MDLA模型中,U代表粒子的粘贴概率矩阵,
当U值全是1,此时没有任何干扰项,即扩散方程的
右端项为0,此时初始化的粒子向各个方向生长的
可能性是一样的。这样,粒子在运动过程中,只要满
足粘贴条件,该粒子就会成为生长簇的一部分。 2 迭代步长对生长形态的影响 实验结果表明,MDLA算法要求n个寄存器,记
录粒子的当前状态,包括位置、颜色、大小、半径。时
间复杂度接近O(n),以空间换取时间,从而加快粒
子的凝聚。 当粒子同时满足下面3个条件时,粒子可能会 进行更新,继续走下一步:
1)粒子没有粘贴在团簇上;
2)粒子当前位置与其初始位置的距离小于一
个常数; 进行更新,继续走下一步: 进行更新,继续走下一步:
1)粒子没有粘贴在团簇上;
粒子当前位置与其初始位 1)粒子没有粘贴在团簇上; 2)粒子当前位置与其初始位置的距离小于一 因MDLA模型只是改变了粒子初始化方式,故
也与标准DLA模型一样满足Laplace方程。求解
Laplace方程的数值解是相当困难的,尤其当方程的
阶数比较大时。因此运用有限差分理论,并结合第
一边界条件,把定解问题转化为求未知函数u(x,y)
在节点上数值为未知量的线性方程组的解的问题。
定义A为系数矩阵,与网格节点的划分和编号方式
有关,b为方程右端的常数向量,由边界条件确定,
因此系统方程转化为如下线性方程组 因MDLA模型只是改变了粒子初始化方式,故
也与标准DLA模型一样满足Laplace方程。求解
Laplace方程的数值解是相当困难的,尤其当方程的
阶数比较大时。因此运用有限差分理论,并结合第
一边界条件,把定解问题转化为求未知函数u(x,y)
在节点上数值为未知量的线性方程组的解的问题。
定义A为系数矩阵,与网格节点的划分和编号方式
有关,b为方程右端的常数向量,由边界条件确定,
因此系统方程转化为如下线性方程组 3)粒子还没有逃出窗口边界。
因此,粒子运动步长的改变,使粒子相对容易走 3)粒子还没有逃出窗口边界。
因此,粒子运动步长的改变,使粒子相对容易走
到聚集团旁边或离开凝聚区域,进而决定粒子的运
动方向,影响最终生长簇的生长形态。 到聚集团旁边或离开凝聚区域,进而决定粒子的运
动方向,影响最终生长簇的生长形态。 做出以下推测:粒子迭代步长的增大,使粒子更
快凝聚或更快停止生长(溢出边界条件或与其最初
位置的距离超过一定值)。特别当x,y方向的步长
不一致时,分形图形状会发生改变。同时,迭代步长
的变化可能会影响分形维数。 定义A为系数矩阵,与网格节点的划分和编号方式
有关,b为方程右端的常数向量,由边界条件确定,
因此系统方程转化为如下线性方程组 AU=b AU=b 式中,U是扩散方程的解。
在平面上,u是x和y的函数,不带源项的扩散
系统方程可以写成 式中,U是扩散方程的解。 图1表明了相同初始化条件下,粒子在运动的
过程中,采用不同迭代步长d得到的单种子生长簇。 在平面上,u是x和y的函数,不带源项的扩散
系统方程可以写成 系统方程可以写成 不同迭代步长的生长簇 图1 不同迭代步长的生长簇 ∂2u
∂2x
+∂2u
∂2y
=0 将平面网格化,令
xi=x0+ih
yj=y0+jτ
{
i,j=0,± 1,± 2,… 将平面网格化,令
xi=x0+ih
yj=y0+jτ
{
i,j=0,± 1,± 2,… 式中,(x0,y0)是xoy平面上的一个随机点,h,τ 分 别表示x,y方向步长。由于 (x0+ih,y0+jτ)=(xi,yj)
(xi,yj)=(i,j),(x0,y0)=(0,0)。 (x0+ih,y0+jτ)=(xi,yj) 表1列出了对应图1a)~1c)的生长簇的回旋
半径r[9]、粒子数n、分形维数Df的变化值。表1说
明不同步长生长簇的粒子数和分形维数基本不变,
变化的是回旋半径。由此可知,变化的步长在一定
程度上会影响生长簇的局部特性,而分形维数并未
受到影响。 j
当h=τ 时,只要粒子数目确定,粒子随机向周
围8个方向运动一步,MDLA生长基本上是一致
的。当h=τ =1时,就是各个方向的迭代步长为1的 MDLA(云团多粒子凝聚扩散)。 4 生长形态的定向模拟 ,
,
图2表明了不同坐标方向的不同搜索步长的生长
图。图2a)表明,当x方向的搜索步长与y方向的步
长时相等时,粒子均匀生长。当x方向的搜索步长
大于y方向的搜索步长时,粒子有向x方向粘贴的
趋势,最终长成侧向“V”字形(见图2b)),而且某个
方向的搜索步长越小,生长簇的分叉越小,方向步长
的改变直接影响生长簇的生长形态。 下面从改变生长参数入手,如方向概率、粒子初
始化位置、粘贴位置、种子数目等,探讨生长簇的形
态控制问题。 图4模拟的是初始化位置不同,不同形态的生
长簇。图中点密集地方代表初始化的粒子,稀疏且
出现分叉的点代表生长簇上的点,由图4可知,生长
簇的最终形态与初始化状态有关。 图2 不同方向不同搜索步长M的生长图 图4 不同初始化方式得到的生长图 图2 不同方向不同搜索步长M的生长图 图4 不同初始化方式得到的生长图 图3 粒子半径不同的生长簇 在MDLA模型中,规定粒子向其周围8个方向 在MDLA模型中,规定粒子向其周围8个方向
随机运动,假定M(x),M(y)分别为x,y坐标方向的
搜索步长。搜索步长是粒子在其周围搜索是否存在
生长点的一种衡量尺度,步长越大,越有利于生长。
图2表明了不同坐标方向的不同搜索步长的生长
图。图2a)表明,当x方向的搜索步长与y方向的步
长时相等时,粒子均匀生长。当x方向的搜索步长
大于y方向的搜索步长时,粒子有向x方向粘贴的
趋势,最终长成侧向“V”字形(见图2b)),而且某个
方向的搜索步长越小,生长簇的分叉越小,方向步长
的改变直接影响生长簇的生长形态。 MDLA(云团多粒子凝聚扩散)。 当h≠τ 即x,y方向步长不一致时,理论上是哪 当h≠τ 即x,y方向步长不一致时,理论上是哪
个方向的步长大,粒子在哪个方向上运动的范围就 个方向的步长大,粒子在哪个方向上运动的范围就 西 北 工 业 大 学 学 报 ·
8
4
8
· 第37卷 表1 图1中生长簇的参数变化值
r
n
Df
164.79
14212
1.655
135.30
18306
1.657
172.88
16345
1.720 5 结 论 5 本文基于已有DLA模型,提出了一个改进模
型———MDLA模型。从改变模型参数入手,通过分
析、观察、对比等手段,研究生长形态的定向控制问
题,并用仿真实例表明了控制方法的有效性,为进一
步研究分形生长的定向控制奠定了基础。 图6 粒子粘贴位置不同的生长簇 图6 粒子粘贴位置不同的生长簇 图6 粒子粘贴位置不同的生长簇 参考文献: 3 粒子半径对生长形态的影响 下面探究方向概率对生长形态的影响。在
MDLA模型中,方向概率是指粒子在任意时刻,任意
位置,往某个方向运动的可能性大小。在此模型中
方向概率有8个方向,所以粒子朝向某个方向运动
的概率是相等的,均为1/8,如果某个方向的方向概
率为1说明粒子仅向该方向运动。图5表明了仅方
向概率不同时的生长图。图5a)中粒子向上的生长
概率为1,表示粒子只向上运动,所以粒子的粘贴主
要在种子下方,形成一个倒立的“锥形”。而图5b)
是各方向的方向概率共同作用的结果,哪个方向的
概率大,粒子朝向哪个方向运动的可能性就大,从而
定性决定生长簇的大致形态。图5a)和图5b)中的
生长图方向概率不相同,分形维数Df也不相同。 3 粒子半径代表着粒子大小,粒子在运动过程中
可以认为是恒定不变的,默认条件下粒子半径是1,
这样当粒子运动步长为1时,相当于走粒子半径大
小的距离。那么当粒子运动步长不变时,粒子半径
对生长簇的影响是什么呢?下面从实验角度探讨半
径R的作用。
当粒子半径R=1.0,2.0,3.0,其他条件均相同
时生长图如图3所示。实验结果表明,粒子半径越
大,生长簇的颜色越深,生长簇看起来越密集,但生
长簇上的粒子数并没有变很大,同时发现分形维数
基本保持在1.75左右。由此可以得出,粒子大小影
响的是生长簇的局部性质,而对全局性质影响不大,
这从分形维数的变化可以看出来。 粒子半径代表着粒子大小,粒子在运动过程中
可以认为是恒定不变的,默认条件下粒子半径是1,
这样当粒子运动步长为1时,相当于走粒子半径大
小的距离。那么当粒子运动步长不变时,粒子半径
对生长簇的影响是什么呢?下面从实验角度探讨半
径R的作用。 当粒子半径R=1.0,2.0,3.0,其他条件均相同
时生长图如图3所示。实验结果表明,粒子半径越
大,生长簇的颜色越深,生长簇看起来越密集,但生
长簇上的粒子数并没有变很大,同时发现分形维数
基本保持在1.75左右。由此可以得出,粒子大小影
响的是生长簇的局部性质,而对全局性质影响不大,
这从分形维数的变化可以看出来。 周敏,等:分形生长的形态控制与模拟 第4期 第4期 ·
9
4
8
· 另外初始化种子数不同,可导致同一时刻可以
有多个粒子与团簇发生碰撞,最终表现为生长形态
的差异。同时由于分形的非整数性及自相似性,可
以推断出其分形维数也不同。图7表明了不同的种
子个数的生长簇。 图5 方向概率不同得到不同维数Df的生长图 图7 不同种子数的生长簇 图5 方向概率不同得到不同维数Df的生长图 粒子粘贴条件是粒子能粘贴到生长簇上的条
件。首先在整个窗口中初始化所有粒子,所有粒子
做随机布朗运动,生长簇上的粒子除了满足基本粘
贴条件外,还应满足被预先设定的粘贴位置条件。
图6表明了粒子粘贴位置不同而产生的不同的生长
簇,生长簇的粒子横坐标x,纵坐标y满足一定的函
数关系。 图7 不同种子数的生长簇 ©2019JournalofNorthwesternPolytechnicalUniversity. 参考文献: [1] SANDERLM,WITTENTA.Difusion⁃LimitedAggregation:aKinematicCriticalPhenomenon[J].PhysicalReviewLetters,
1981,47:1400⁃1403 [1] SANDERLM,WITTENTA.Difusion⁃LimitedAggregation:aKinematicCriticalPhenomenon[J].PhysicalReviewLetters,
1981,47:1400⁃1403 [2] BRAGAFL,RIBEIROMS.DiffusionLimitedAggregation:AlgorithmOptimizationRevisited[J].ComputerPhysicsCommuni⁃
cations,2011,182(8):1602⁃1605 [2] BRAGAFL,RIBEIROMS.DiffusionLimitedAggregation:AlgorithmOptimizationRevisited[J].ComputerPhysicsCommuni⁃
cations,2011,182(8):1602⁃1605 [3] KASPERRK,LILIANDM,JRUUDVANOMMEN,etal.OptimizingOff⁃LatticeDiffusionLimitedAggregation[J].Comput⁃
erPhysicsCommunications,2014,185(3):841⁃846 [3] KASPERRK,LILIANDM,JRUUDVANOMMEN,etal.OptimizingOff⁃LatticeDiffusionLimitedAggregation[J].Comput⁃
erPhysicsCommunications,2014,185(3):841⁃846 [4] BRAGAFL,MATTOSOA,AMORINVS,etal.DiffusionLimitedAggregationofParticleswithDifferentSizes:FractalDi⁃
mensionChangebyAnisotropicGrowth[J].PhysicaA,2015,429:28⁃34 [4] BRAGAFL,MATTOSOA,AMORINVS,etal.DiffusionLimitedAggregationofParticleswithDifferentSizes:FractalDi⁃
mensionChangebyAnisotropicGrowth[J].PhysicaA,2015,429:28⁃34 [5] GHOSHA,BATABYALR,DASGP,etal.AnExtendedFractalGrowthRegimeintheDiffusionLimitedAggregationInclu⁃
dingEdgeDiffusion[J].AIPAdvances,2016,6(1):1⁃2 [6] KATYALN,BANERJEEV,PURIS.FractalSignaturesinAnalogsofInterplanetaryDustParticles[J].JournalofQuantitative
SpectroscopyandRadiativeTransfer,2014,146:290⁃294 [7] RISLERT.FocusonthePhysicsofCancer[J].NewJournalofPhysics,2015,17(5):1⁃13 [7] RISLERT.FocusonthePhysicsofCancer[J].NewJournalofPhysics,2015,17(5):1⁃13 西 北 工 业 大 学 学 报 第37卷 第37卷 ·
0
5
8
· [8]
MAJUMDARS,TRUJILLO⁃REYESJ,HERNANDEZ⁃VIEZCASJA,etal.CeriumBiomagnificationinaTerrestrialFood
Chain:InfluenceofParticleSizeandGrowthStage[J].EnvironmentalScience&Technology,2017,50(13):6782⁃6792
[9]
MEAKINP.Diffusion⁃ControlledClusterFormationin2⁃6⁃DimensionalSpace[J].PhysicalReviewA,1983,27(3):
1495⁃1507 [8]
MAJUMDARS,TRUJILLO⁃REYESJ,HERNANDEZ⁃VIEZCASJA,etal.CeriumBiomagnificationinaTerrestrialFood
Chain:InfluenceofParticleSizeandGrowthStage[J].EnvironmentalScience&Technology,2017,50(13):6782⁃6792 [8]
MAJUMDARS,TRUJILLO⁃REYESJ,HERNANDEZ⁃VIEZCASJA,etal.CeriumBiomagnificationinaTerrestrialFood
Chain:InfluenceofParticleSizeandGrowthStage[J].EnvironmentalScience&Technology,2017,50(13):6782⁃6792
[9]
MEAKINP.Diffusion⁃ControlledClusterFormationin2⁃6⁃DimensionalSpace[J].PhysicalReviewA,1983,27(3): [9]
MEAKINP.Diffusion⁃ControlledClusterFormationin2⁃6⁃DimensionalSpace[J].PhysicalReviewA,1983,27(3):
1495⁃1507 MorphologicalControlandSimulationofFractalGrowth
ZHOUMin,ZHANGHaili,WANGYihao,BAOXiaolan
(SchoolofNaturalandAppliedSciences,NorthwesternPolytechnicalUniversity,Xi′an710129,China) MorphologicalControlandSimulationofFractalGrowth
ZHOUMin,ZHANGHaili,WANGYihao,BAOXiaolan
(SchoolofNaturalandAppliedSciences,NorthwesternPolytechnicalUniversity,Xi′an710129,China) MorphologicalControlandSimulationofFractalGrowt Abstract:Theideaandmethodofcontrolareintroducedintothefractaltheoryfromtheperspectiveofquantitative
analysis.Inordertospeedupaggregation,MDLAgrowthmodelwithsourceitemsisputfrowardbyalteringtheway
ofparticlegeneratingandkillingofthestandardDLAgrowthmodel.Theeffectoftheiterativestepsizeandparticle
radiusonthegrowthmorphologyarediscussed,andthegrowthmorphologywassimulateddirectionally. Keywords:MDLAmodel;sourceitem;fractalgrowth;morphologicalcontrol ©2019JournalofNorthwesternPolytechnicalUniversity. ThisisanOpenAccessarticledistributedunderthetermsoftheCreativeCommonsAttributionLicense(http://creativecommons.org/licenses/by/4.0),which
permitsunrestricteduse,distribution,andreproductioninanymedium,providedtheoriginalworkisproperlycited.
|
https://openalex.org/W2976125066
|
http://pdf.blucher.com.br/medicalproceedings/sbr2019/273.pdf
|
English
| null |
T-CELL LARGE GRANULAR LYMPHOCYTE LEUKEMIA, A RARE MANIFESTATION OF RHEUMATOID ARTHRITIS: CASE REPORT
|
Blucher Medical Proceedings
| 2,019
|
cc-by
| 495
|
T-CELL LARGE GRANULAR LYMPHOCYTE LEUKEMIA, A RARE MANIFESTATION OF RHEUMATOID
ARTHRITIS: CASE REPORT T-CELL LARGE GRANULAR LYMPHOCYTE LEUKEMIA, A RARE MANIFESTATION OF RHEUMATOID
ARTHRITIS: CASE REPORT Priscila Garcia Câmara Cabral Tavares (Hospital Universitário Walter Cantídio, Universidade Federal do
Ceará, Fortaleza, CE, Brasil), Ana Paula de Menezes Cunha (Hospital Universitário Walter Cantídio,
Universidade Federal do Ceará, Fortaleza, CE, Brasil), Ruy Sampaio Siqueira Neto (Hospital Universitário
Walter Cantídio, Universidade Federal do Ceará, Fortaleza, CE, Brasil), André de Gois Rocha (Hospital
Universitário Walter Cantídio, Universidade Federal do Ceará, Fortaleza, CE, Brasil), Leila Patrícia
Fonseca Oliveira (Hospital Universitário Walter Cantídio, Universidade Federal do Ceará, Fortaleza, CE,
Brasil), Cristiano Nogueira Marques (Hospital Universitário Walter Cantídio, Universidade Federal do
Ceará, Fortaleza, CE, Brasil) CASE REPORT Patient, 57 years old, female, from Fortaleza-CE, with rheumatoid arthritis since 1996. Over the years, has
evolved with deformities despite optimal use of disease-modifying anti-rheumatic drugs (DMARDs) and
corticosteroids. Periodic examinations showed normal levels of blood cells, however, in May, 2016 was
detected significant and persistent leucopenia and neutropenia, in addition to recurrent infections. The
medications in use were suspended due to the suspicion of myelotoxicity and a hematological
investigation was started. On October 31, 2018, after myelogram, bone marrow biopsy,
immunohistochemistry and karyotype banding, was diagnosed with large granular T-cell lymphocytic
leukemia, CD8 positive, ruling out myelodysplastic syndromes and drug myelotoxicity. Methotrexate
(25mg/ day) was started in November 2018 and suspended in early June 2019 due lack of response. It has
been decided to treat with rituximab, however is awaiting a urinary infection resolution to begin the use. BACKGROUND Rheumatoid arthritis (RA) is an inflammatory, systemic, autoimmune and chronic disease that affect joints
with a destructive potential. It can also affect other organs and systems such as skin, heart, muscles,
vessels. A variant of Felty's syndrome has been reported in patients with RA with neutropenia and
increased numbers of large granular lymphocytes in blood and bone marrow. T-CELL LARGE GRANULAR LYMPHOCYTE LEUKEMIA, A RARE MANIFESTATION OF RHEUMATOID
ARTHRITIS: CASE REPORT T-CELL LARGE GRANULAR LYMPHOCYTE LEUKEMIA, A RARE MANIFESTATION OF RHEUMATOID
ARTHRITIS: CASE REPORT CONCLUSION T-Cell Large Granular Lymphocyte (LGL) Leukemia is a rare clonal disorder in which the main clinical
manifestations are cytopenias (mainly neutropenia), splenomegaly, and recurrent infections. T cell LGL
leukemia can be associated with RA, usually in patients with long-term disease, severe joint damage, and
extra-articular manifestations. The diagnosis is based on the discovery of a monoclonal LGG expansion in
the peripheral blood and also in the bone marrow with a characteristic immunophenotype (CD3+, CD4-,
CD8+, CD16+, CD28- and CD57+). Generally, LGL leukemia has a chronic and indolent course, with an
average survival of 10 years. The objectives of LGL leukemia therapy are the normalization of cytopenias
and reduction of infectious episodes and also reduce the tumor burden to treat the underlying disease. As in RA, the treatment of choice is with methotrexate at the usual doses, with remission up to 50% of
the cases; Alternatives are cyclosporin A, cyclophosphamide and rituximab.
|
W2337284753.txt
|
https://europepmc.org/articles/pmc5078010?pdf=render
|
en
|
Avoiding drug resistance through extended drug target interfaces: a case for stapled peptides
|
Oncotarget
| 2,016
|
cc-by
| 7,654
|
Oncotarget, Vol. 7, No. 22
www.impactjournals.com/oncotarget/
Avoiding drug resistance through extended drug target
interfaces: a case for stapled peptides
Siau Jia Wei1, Sharon Chee1, Larisa Yurlova3, David Lane1, Chandra Verma2,4,5,
Christopher Brown1, Farid Ghadessy1
1
P53 Laboratory (A*STAR), #06-04/05 Neuros, 138648, Singapore
2
Bioinformatics Institute (A*STAR), 07-01 Matrix, 138671, Singapore
3
ChromoTek GmbH, 82152 Planegg-Martinsried, Germany
4
School of Biological Sciences, Nanyang Technological University, 637551, Singapore
5
Department of Biological Sciences, National University of Singapore, 117543, Singapore
Correspondence to: Farid Ghadessy, email: fghadessy@p53Lab.a-star.edu.sg
Keywords: p53, HDM2, MDM2, stapled peptide, cancer resistance
Received: November 11, 2015 Accepted: March 18, 2016 Published: April 4, 2016
ABSTRACT
Cancer drugs often fail due to the emergence of clinical resistance. This can
manifest through mutations in target proteins that selectively exclude drug binding
whilst retaining aberrant function. A priori knowledge of resistance-inducing mutations
is therefore important for both drug design and clinical surveillance. Stapled peptides
represent a novel class of antagonists capable of inhibiting therapeutically relevant
protein-protein interactions. Here, we address the important question of potential
resistance to stapled peptide inhibitors. HDM2 is the critical negative regulator of p53,
and is often overexpressed in cancers that retain wild-type p53 function. Interrogation
of a large collection of randomly mutated HDM2 proteins failed to identify point
mutations that could selectively abrogate binding by a stapled peptide inhibitor (PM2).
In contrast, the same interrogation methodology has previously uncovered point
mutations that selectively inhibit binding by Nutlin, the prototypical small molecule
inhibitor of HDM2. Our results demonstrate both the high level of structural p53
mimicry employed by PM2 to engage HDM2, and the potential resilience of stapled
peptide antagonists to mutations in target proteins. This inherent feature could reduce
clinical resistance should this class of drugs enter the clinic.
The stapled peptide PM2/sMTide-02 binds to
the highly evolutionary conserved E3 ubiquitin ligase
HDM2 [3, 8, 9]. PM2 inhibits HDM2 from targeting p53
for proteosomal degradation via ubiquitination [10–13].
Cell fate in response to a plethora of stress signals is
directed by p53 [14, 15]. The pro-apoptotic activity of
p53 is compromised in 50% of all cancers via mutation,
highlighting its importance [16, 17]. In certain cancers
where p53 is not mutated, its function is often mitigated
through overexpression of HDM2 [18, 19]. Inhibition of
HDM2 by a wide range of antagonists has been shown
to lead to increased cellular levels of wild type p53 and
cell death [20–23]. In normal cells, HDM2 inhibition can
cause reversible arrest, highlighting a possible target for
cyclotherapy regimens [24–26]. The prototypical HDM2
antagonist Nutlin and its numerous derivatives comprise a
signature chemotope that recapitulates the interaction of 3
INTRODUCTION
Stapled peptides are emerging as a robust class
of synthetic biologics capable of selectively perturbing
protein-protein interactions (PPIs) [1, 2]. The judicious
introduction of a chemical tether (the “staple”) linking
two amino acid side chains of a peptide can result in prestabilization of the alpha helical conformation favoured
in complex formation with a target protein. Importantly,
stapling can also impart the desirable drug-like properties
of cell penetration, protease resistance and intracellular
target engagement on otherwise biologically inert
peptides [3, 4]. Stapled peptides targeting numerous
intracellular targets have been described, with many
employing an all-hydrocarbon olefin stapling moiety
[5]. Alternative stapling chemistries have also been
reported [6, 7].
www.impactjournals.com/oncotarget
32232
Oncotarget
key residues in the N-terminal region of p53 (F19, W23,
L26) with a hydrophobic pocket in the N-terminal domain
of HDM2 [20, 27–29]. These 3 residues are absolutely
required in effective peptidic antagonists including PM2
[30–32].
In vitro selection has identified point mutations
in HDM2 that selectively abrogate Nutlin binding, with
no loss in interaction with p53 [33]. As small molecule
HDM2 inhibitors have only recently entered clinical trials
[34–40], it remains to be seen whether this mechanism of
drug resistance will be realized in patients with cancers
that retain wild-type p53. Ex vivo studies have indicated
inactivating p53 mutations and endoreduplication as
principal modes of resistance to Nutlin efficacy [38,
41–43]. However, a recent in vivo study using xenograft
tumours in mice showed development of resistance to
the Nutlin analogue SAR405838 was associated with
a point-mutated p53 that still retained activity [23, 44].
Notably, PM2 and several derivatives are able to bind and
antagonize Nutlin-resistant HDM2 [45]. This is attributed
to the broad, diffuse network of contacts they form with
HDM2, which contrasts with the intrinsically limited
number of “anchor” points employed by the comparatively
small molecule Nutlin [20, 46, 47].
The engagement mode of peptidic antagonists
suggests that resistance through point mutation in target
proteins is less likely compared to small molecule binders.
However, this has yet to be experimentally verified. Here,
using the PM2-HDM2 interaction as a model system, we
carried out in vitro selections to identify point mutations
in the N-terminal domain of HDM2 that would selectively
preclude binding of PM2 but not p53. The results show
that a significant phenotype is only commensurate with
co-loss of p53 binding, and therefore unlikely to occur
in cancers that retain p53 function. Peptidic drugs
may therefore prove robust antagonists in oncology
applications, where clinical resistance is of fundamental
importance to the treatment outcome [48, 49].
RESULTS
HDM2 variants resistant to PM2 inhibition show
reduced p53 binding
To evolve PM2-resistant HDM2 we used a
previously described method that enabled selection
of Nutlin-resistant HDM2 variants (Figure 1) [33, 50,
51]. A library of randomly mutated genes expressing
Figure 1: Selection of PM2-resistant HDM2 by in vitro compartmentalisation. 1. HDM2 expression constructs (blue and
purple bars) appended with 2CONA p53 response element (“RE”, green) and HA-tag coding sequence (black) and p53 expression construct
(red bar) are segregated into aqueous emulsion compartments along with PM2 (cyan helix). Protein expression occurs within compartments.
PM2 inhibition of HDM2 results in no HDM2-p53-DNA complex formation (left bubble), whereas resistant HDM2 can form the complex
(right bubble). 2–3. The emulsion is broken and complexes captured with anti-HA antibody. DNA encoding resistant HDM2 variants is
amplified by PCR. 4. Selectants further evaluated by secondary pull-down assay or subjected to further rounds of selection.
www.impactjournals.com/oncotarget
32233
Oncotarget
the HDM2 N-terminal domain (with a C-terminal HA
tag) and containing a p53 response element (RE) was
clonally segregated into the aqueous compartments of a
water in oil emulsion along with the p53-expressing gene
cassette and PM2. Within each compartment, protein
expression occurs, and in the absence of inhibitor, a
complex forms between p53, variant HDM2 and the
gene encoding the variant HDM2. In the presence of
PM2, this complex does not form unless the HDM2 is
mutated to exclude PM2, but not p53 binding. Upon
disruption of the emulsion, persisting complexes are
enriched by immunoprecipitation using magnetic beads
coated with anti-HA antibody, and the genes encoding
resistant HDM2 variants amplified by PCR for further
rounds of selection and/or secondary assays. After 4
rounds of selection, 3 HDM2 variants (C8, C11 and C12)
were identified that showed PM2 resistance as judged by
pull-down assay using in vitro expressed proteins (Figure
2A). Whilst these appeared significantly resistant to PM2,
with little or no reduction in their interaction with p53 in
the presence of PM2 (top and second panel), this came
at the cost of reduced p53 binding compared to wild
type N-terminal domain, particularly for C11 and C12.
All selectants showed a high mutational burden, with
9-12 mutations present in each (Figure 3). Six specific
mutations were present in more than one selectant
(boxed), highly indicative of positive selection. The initial
library was made to include the M62A mutation shown to
abrogate Nutlin binding. Whilst this mutation in isolation
does not affect PM2 binding, it was introduced to bias
selections as it removes a sizeable packing interface
between PM2 and HDM2 [47] . However, reversion
of this mutation in the C8 selectant did not alter the
phenotype (Figure 2B), indicating the importance of the
other mutations. The C8 selectant showed the strongest
resistance phenotype, and therefore all 9 constituent
mutations were next analysed as N-terminal single point
mutants to assay their relative contributions (Figure 4
and Figure S1A). The mutations generally fell into two
groups: a subset that was clearly resistant to PM2 binding
albeit at the cost of reduced p53 binding (L34P, Y60C)
and a group that retained p53 binding and showed weak
resistance to PM2 (F55L, P89S, I99V). Interestingly,
with the exception of I99V, all of these mutants displayed
Nutlin resistance (Figure 4, panel 2). The Y67H, C77R,
and V108A point mutants showed no PM2-resistance
phenotype. The reduced binding of the L34P mutant may
arise from the significantly reduced expression levels in
the assay compared to WT N-terminal domain (Figure
4). However, reduced p53 interaction was also observed
in subsequent experiments using the full-length HDM2
point mutant whose expression was comparable to WT,
both in vitro and ex vivo (Figure 5, 6B). The mutations
displaying the PM2-resistant phenotype behaved similarly
when introduced as point mutants into full-length HDM2
and assayed for p53 interaction (Figure 5A, 5B). In the
context of full-length protein, only the F55L mutant
showed notable Nutlin resistance (Figure 5A). The
difference in behavior towards Nutlin binding/inhibition
between the N-terminal and full-length proteins possibly
results from the secondary p53 interaction site in the
acidic domain of HDM2 [52, 53].
We additionally analysed the K36E, Y48C and L54P
point mutants derived from the C11 and C12 selectants as
these mutations were shared exclusively between them.
Only the L54P mutation showed an exceptionally weak
resistance phenotype, and this came at the cost of reduced
interaction with p53 (Figure S1B).
Figure 2: Selected HDM2 variants display in vitro PM2-resistance phenotype. A. In vitro pull-down assay showing reduced
inhibition by PM2 (10 µM) to binding of p53 for indicated parental HDM2 variants and WT HDM2 (residues 1-125). Note: exposure time
for HDM2 inputs is 8 hours and 1 second for all other panels. B. in vitro pull-down assay showing little impact upon reversion of the M62A
mutation to PM2 binding in HDM2-C8 (residues1-125). Blank indicates background p53 binding in absence of HDM2. Note: exposure
time for HDM2 inputs (developed using film) is 8 hours and 10 second for all other panels (digitally acquired).
www.impactjournals.com/oncotarget
32234
Oncotarget
HDM2 variants show weak resistance phenotype
in DKO cells
activity rising to ~26% for both. In the case of HDM2-C8,
initial knockdown of p53 activity was ~ 6-fold reduced,
most likely a result of the reduced interaction capability
of C8 with p53 (Figure 2). Importantly, addition of PM2
did not result in any significant increase in p53 activity,
indicating a resistance phenotype. Similarly, Nutlin had
little effect in abrogating the function of C8. Analysis
of C8-derived point mutants showed that the L34P and
Y60C mutations in isolation could partially recapitulate
the parental phenotype (Figure 6B). Both mutants showed
We next investigated the behavior of the C8 HDM2
variant ex vivo, using p53/MDM2-null DKO cells.
Plasmids encoding p53, HDM2 and a p53-reporter gene
were transfected into cells, and transactivation by p53
measured. HDM2 ablated p53 activity to ~ 6% of that
observed in the absence of HDM2 co-transfection (Figure
6A). Addition of Nutlin or PM2 inhibited HDM2, with p53
Figure 3: Sequence alignment of selectant HDM2 clones showing PM2 resistance. Mutated residues are highlighted in red,
with those present in more than one selectant boxed. The M62A mutation (green) was incorporated into the selection library.
Figure 4: PM2 resistance comes at cost of reduced interaction with p53. In vitro pull-down assay showing reduced inhibition
by PM2 (10 µM) to indicated point mutants (asterisk) derived from HDM2-C8 (residues 1-125). The point mutants L34P, F55L, Y60C and
C77R also show reduced inhibition by Nutlin (10μM). Blank indicates background p53 binding in absence of HDM2. Note: exposure time
for HDM2 inputs is 8 hours (developed using film) and 3 minutes for all other panels (digitally acquired).
www.impactjournals.com/oncotarget
32235
Oncotarget
No significant resistance observed in BHK cells
using the fluorescent two-hybrid assay
significantly decreased knockdown of p53 activity (~7
fold compared to WT HDM2), again most likely due
the reduced interaction observed in vitro (Figures 4, 5),
with no rescue observed after addition of either PM2 or
Nutlin. The F55L and I99V point mutants displayed a
weak resistance phenotype in this assay. Both reduced
knockdown of p53 activity (~1.5-fold compared to WT
HDM2) and whilst addition of PM2 rescued activity, the
magnitude of this was consistently less for both mutants
compared to WT HDM2 (~3.2 versus ~ 4-fold)(Figures
6B, 6C). The P89S mutant essentially behaved like wildtype HDM2.
Interaction of HDM2-C8 and the L34P, F55L,
Y60C point mutants with p53 was further studied using
the fluorescent two-hybrid assay (F2H) [54]. This assay
facilitates real-time detection of p53-HDM2 interaction in
living cells and perturbation by small molecule/peptidic
antagonists. It requires expression of the p53 N-terminal
domain (residues 1-81) as a fusion with GFP and HDM2
(residues 7-134) as a fusion with RFP in transgenic F2HBHK mammalian cells. As observed for recombinant
expression in E.Coli, only the HDM2-F55L mutant
could be stably expressed in this system, and the results
indicated no significant difference compared to WT for
inhibition by both PM2 and Nutlin (Figure S2). The weak
difference observed in pull-down, reporter and FP assays
is therefore likely to be below the detection threshold of
the F2H assay or to be less profound in an intracellular
environment. Collectively, these results confirm what is
essentially a weak phenotype for the F55L mutation in
mammalian cells.
The HDM2-F55L variant shows reduced relative
binding affinity to PM2
We next used the fluorescence polarisation (FP)
assay to measure relative binding affinity of PM2 to
recombinantly expressed HDM2 (1-125) and relevant
mutants. Only the F55L mutant could be stably expressed
in E. coli and purified, and this showed a slightly reduced
relative binding affinity to PM2 compared to WT HDM2
(117 ± 30 nM and 53 ± 9 nM respectively), consistent
with the in vitro pull-down assays and cell-based reporter
assay. Using this assay, binding to the p53 peptide
(amino acids 16 to 29 ) was also slightly comprised
for F55L compared to WT HDM2 ( 7 ± 1.2 μM and 3
± 0.7 μM respectively), in this case consistent with the
slightly reduced activity of HDM2 F55L on p53 function
compared to WT (Figure 6C).
DISCUSSION
The comparatively larger interaction footprint of a
stapled peptide antagonist should impart broad resistance
to point mutations. To test this hypothesis, we carried out a
high-throughput selection for mutations in the N-terminal
domain of HDM2 that inhibit stapled peptide, but not p53
Figure 5: PM2 resistance is also seen when point mutants are introduced into full-length HDM2. A. In vitro pull-down
assay showing reduced inhibition by PM2 (10 µM) to indicated C8-derived point mutants (asterisk) present in full-length HDM2 The point
mutant F55L also shows reduced inhibition by Nutlin (10μM). Blank indicates background p53 binding in absence of HDM2. B. As in A,
additionally showing levels of wild type and indicated HDM2 variants co-eluted off beads after pull-down following mock (panel 3) and
PM2 treatment (panel 4). Note exposure time for p53 pull-down in absence of treatment (panel 1) is 5s and 10 minutes for pull-down after
PM2 treatment (panel 2, developed using film). Exposure time for HDM2 input and HDM2 (+ indicated variants) eluted off beads after
pull-down is 30 seconds (digitally acquired).
www.impactjournals.com/oncotarget
32236
Oncotarget
binding. The results indicate that whilst PM2-binding
can be abrogated by mutation in HDM2, this generally
comes at the cost of significantly reduced p53 binding,
and hence would be unlikely to occur in cancers where
p53 is not frequently inactivated. Note that the residual
p53 binding of these mutants is sufficient to withstand the
selection conditions employed. This binding may partially
result from a secondary interaction site in the C-terminal
domain of p53 that interacts with the HMD2 N-terminal
domain [55].
The crystal structure of the stapled peptide M06
bound to HDM2-M62A was recently described [47]. As
MO6 differs from PM2 by a single amino acid (Figure
7), we have used this structure to further understand the
mutations present in HDM2-C8. The mutations L34P and
Y60C result in significantly decreased interaction with
p53 and resistance to PM2 inhibition (Figures 4, 5, 6B).
The side chains of L34 and Y60 pack against numerous
hydrophobic residues contributing to the p53-binding
hydrophobic cleft (Figure 8). Mutations to less bulky
residues (P and C respectively) likely result in altered
structural dynamics/conformation of the cleft, causing
gross destabilization that inhibits both p53 and PM2
binding. Poor expression yields of proteins containing
these mutations (both in vitro and ex vivo) support this
notion. A very similar phenotype was observed for the
L82P mutation in HDM2 that makes it resistant to Nutlin
binding at the cost of reduced p53 binding [33].
The mutations F55L and I99V resulted in a weak
PM2 resistance phenotype with p53 binding only slightly
impaired (Figures 4-6). F55 resides in the α2 helix
(residues 50-65) and its sidechain projects into solution.
A.
Figure 6: PM2 shows reduced inhibition of selected HDM2 variants in p53/MDM2-null DKO cells. A. Wild-type and
HDM2-C8 (full-length) were co-transfected with p53 and p53-reporter gene, and reporter gene activity measured in the presence of PM2
(20 µM) or Nutlin (10 μM). p53 activity is denoted as percentage of that observed when p53-alone co-transfected with reporter gene. Shown
below are Western blots indicating expression levels of HDM2 variants and p53 cotransfected into DKO cells. B and C. As in ‘A’, with
wild-type HDM2 and indicated HDM2-C8 derived point mutants (full length) co-transfected into DKO cells. p53 activity is denoted as
percentage of that observed when p53-alone co-transfected with reporter gene. Shown below are Western blots indicating expression levels
of HDM2 variants and p53 cotransfected into DKO cells.
(Continued)
www.impactjournals.com/oncotarget
32237
Oncotarget
B.
C.
Figure 6 (Continued): B and C. As in ‘A’, with wild-type HDM2 and indicated HDM2-C8 derived point mutants (full length)
co-transfected into DKO cells. p53 activity is denoted as percentage of that observed when p53-alone co-transfected with reporter gene.
Shown below are Western blots indicating expression levels of HDM2 variants and p53 cotransfected into DKO cells.
www.impactjournals.com/oncotarget
32238
Oncotarget
When bound to HDM2, the hydrophobic staple moiety of
MO6 packs against F55 (Figure 9, left panel). The same
interaction is observed in the structure of the SAH-8
stapled peptide bound to HDM2 [56]. As the hydrocarbon
staple is the major differentiating factor between p53 and
stapled peptide, mutations would be expected to arise
that discriminate against it. Mutation to leucine could
therefore result in less optimal packing of the staple
against the α2 helix. To further test this, we mutated F55
to the less bulky/hydrophobic alanine and carried out in
vitro pull down assays. Surprisingly, the results showed
this mutation to make little difference towards interaction
with p53 or PM2 (Figure S3). In the structure of M06
bound to HDM2-M62A the staple re-orientates itself to
overcome loss of a favourable packing interaction with
M62. In light of this remarkable plasticity, it is plausible
that it can re-orientate to overcome loss of the favourable
F55 interaction when mutated to alanine. Mutation to
the slightly less bulky, but still hydrophobic leucine may
not warrant conformation changes in the staple, instead
resulting in slightly reduced packing interactions and the
weak resistance phenotype observed.
Interaction of p53 with the HDM2 N-terminal
domain is mediated by three signature residues in p53
(F19, F23, L26) that interact with discrete pockets in the
HDM2 binding cleft [27]. I99 resides in the α2’ helix
(residues 95-104) that forms one side of the pocket that
accommodates L26 of p53. The side chain of I99 is in
close proximity to L26 whose interaction is favoured
through hydrophobic interactions. An overlay of the MO6
Figure 7: Stapled peptide recapitulates key p53 signature residues that interact with HDM2 N-terminal domain.
Overlay of p53 peptide (green) and MO6 stapled peptide (cyan, with staple moiety in grey) when bound to HDM2 N-terminal domains.
The relative configurations of the key F19 and W23 residues are conserved, with some deviation in the orientation of L26. Adapted from
1YCR and 4UMN. Shown below is alignment of p53 peptide, PM2 and MO6, with signature residues shaded and residue differing between
PM2 and MO6 highlighted in red.
www.impactjournals.com/oncotarget
32239
Oncotarget
Figure 8: Projection of HDM2-C8 mutants onto HDM2 N-terminal domain structure. Shown is structure of M06 stapled
peptide (cyan, grey) bound to HDM2-M62A N-terminal domain (pink). The residues contributing to the resistance phenotype are coloured
yellow, and the rest are purple. Adapted from 4UMN.
Figure 9: The staple moiety makes favourable contacts with F55 in the N-terminal domain of HDM2. Left: Overlay of p53
peptide (green) and MO6 stapled peptide (cyan, staple in gray) bound to HDM2 N-terminal domain (magenta, surface representation). The
positions of the F55 and I99 residues are indicated in yellow. Right: Same as left, highlighting the relative orientation of the p53 peptide
and MO6 stapled peptide L26 side chains in respect to I99 in HDM2.
www.impactjournals.com/oncotarget
32240
Oncotarget
Primers
and the p53 peptides bound to HDM2 shows a relatively
extended conformation of the alpha helix in the stapled
peptide. This significantly alters the C-alpha position
of L26, resulting in an altered side chain projection that
is more proximal to I99 (Figure 9; right panel). Upon
mutation to valine, the extended strand in p53 containing
L26 can more readily adjust its packing arrangements to
accommodate this mutation and maintain complementarity
with the HDM2 protein surface. The stapled peptide is
however more rigid, and has less conformational space
open to it. If it were to re-orientate its binding pose to
form better contacts with the valine it would likely disrupt
favourable contacts elsewhere. Notably, mutation to the
smaller alanine residue (I99A) did not lead to any further
discrimination, resulting in drastic loss of p53 binding
(Figure S4), highlighting the inability of p53 (and most
likely PM2) to adjust binding pose to compensate for the
loss of a critical hydrophobic interaction.
Mutations outside of the N-terminal domain of
HDM2 have been shown to allosterically modulate its
binding properties [33, 57]. In this study we focused
on the N-terminal domain with the aim of exploring as
much mutational diversity as possible within the technical
confines of the in vitro selection platform employed
(~ 1010 variants) [51]. It should be noted that practical
limitations do not allow for interrogation of all possible
mutational diversity, and that mutations conferring the
desired phenotype may have been missed. However, a
previous selection using the same methodology readily
identified point mutations in the N-terminal domain that
selectively abrogated binding by the small molecule Nutlin
[33]. In light of both this observation and the exceptional
structural mimicry of PM2, it appears highly unlikely that
mutation in HDM2 can selectively disrupt PM2 binding.
Further studies will confirm whether this observation can
be extended to other peptide-protein interactions.
Synthetic peptidic ligands are being developed
against a range of targets for therapeutic use. The results
presented here suggest that this emerging class of drug
will enable robust antagonism that is poorly ablated
through mutation of the target protein. This is potentially
of great relevance to the field of oncology, where clinical
resistance poses significant barriers to treatment efficacy.
Hdm2-Nter-noHA-R:
5'TACTACCAAGT
TCCTGTAGAT -3'
HA-F: 5'- TACCCATACGATGTTCCAGATT
ACGCTTAA -3'
HDMM62A-1: 5’-CTTGGCCAGTATATTGCGAC
TAAACGATTATATG-3’
HDMM62A-2: 5’-CATATAATCGTTTAGTCGCAA
TATACTGGCCAAG-3’
petF2: 5'- CATCGGTGATGTCGGCGAT -3'
petR: 5'- CGGATATAGTTCCTCCTTTCAGCA -3'
Hdm2-NdeI: 5’- CACAACATATGTGCAATACCA
ACATGTCTGTACC -3’
HA-rev-BamHI: 5'- GCTCTGGATCCTTAAGCGT
AATCTGGAACATCGTATGGGTA -3'
infus-Mdm2-F: 5'- AAGGAGATATACATATGTGC
AATACCAACATG -3'
Infus-M62AC8-Nter-R: 5'- TACTGCCAAGTT
CCTGTAGATCATGGT -3'
M62AC8Hdm2-Nter-F: 5'- ACCATGATCTACAG
GAACTTGGCAGTAGTCAATCAGCAGGAATCATC
GG -3'
petATG-R: 5’-CATATGTATATCTCCTTCTTAAA
GTTAAAC-3’
M62AC8-revertQC1: 5'- CTTGGCCAGTGTATTA
TGACTAAACGATTACA -3'
M62AC8-revertQC2: 5'- TGTAATCGTTTAGTCA
TAATACACTGGCCAAG -3'
petF3: 5'- ATAGGCGCCAGCAACCGCACCTG -3'
mdm2-L34P-QC1: 5'- GGTTAGACCAAAGCCAT
TGCCTTTGAAGTTATTAAAGTCTGTTGGTGC -3'
mdm2-L34P-QC2: 5'- GCACCAACAGACTTTAAT
AACTTCAAAGGCAATGGCTTTGGTCTAACC-3'
mdm2-F55L-QC1: 5'- CCTATACTATGAAAGAGG
TTCTTCTTTATCTTGGCCAGT -3'
mdm2-F55L-QC2: 5'- ACTGGCCAAGATAAAGA
AGAACCTCTTTCATAGTATAGG -3'
mdm2-Y67H-QC1: 5'- ATGACTAAACGATTACA
TGATGAGAAGCAACAACATATTG -3'
mdm2-Y67H-QC2: 5'- CAATATGTTGTTGCTTCT
CATCATGTAATCGTTTAGTCAT -3'
mdm2-C77R-QC1:
5'CAACATATTGTATATcGTTCAAATGATCTTC -3'
mdm2-C77R-QC2: 5'- GAAGATCATTTGAACg
ATATACAATATGTTG -3'
mdm2-L85S-QC1: 5'- GATCTTCTAGGAGATTcG
TTTGGCGTGCCAAGC -3'
mdm2-L85S-QC2: 5'- GCTTGGCACGCCAAACg
AATCTCCTAGAAGATC -3'
mdm2-P89S-QC1: 5'- GATTTGTTTGGCGTGtCA
AGCTTCTCTGTGAAAGAGC -3'
mdm2-P89S-QC2: 5'- GCTCTTTCACAGAGAAG
CTTGaCACGCCAAACAAATC -3'
mdm2-I99V-QC1: 5'- GCTTCTCTGTGAAAGAGC
ACAGGAAAgTATATACCATGATCTACAGG -3'
MATERIALS AND METHODS
Materials
Unless otherwise specified, all oligonucleotides used
in this work were from Integrated DNA Technologies,
restriction enzymes from NEB and chemical reagents
from Sigma. Nutlin was from Calbiochem. Anti-HA and
actin antibodies (mouse monoclonal) were purchased
from Sigma. Anti-p53 antibody conjugated to horseradish
peroxidase (DO1-HRP, mouse monoclonal) was purchased
from Santa Cruz.
www.impactjournals.com/oncotarget
32241
Oncotarget
mdm2-I99V-QC2: 5'- CCTGTAGATCATGGTATAT
AcTTTCCTGTGCTCTTTCACAGAGAAGC-3'
mdm2-V108A-QC1: 5'- CCATGATCTACAGGAA
CTTGGcAGTATACCCATACG -3'
mdm2-V108A-QC2: 5'- CGTATGGGTATACTgCC
AAGTTCCTGTAGATCATGG -3'
mdm2-I99A-QC1: 5'- GAAAGAGCACAGGAAA
gcATATACCATGATCTA -3'
mdm2-I99A-QC2: 5'- TAGATCATGGTATATgcTT
TCCTGTGCTCTTTC-3'
mdm2-F55A-QC1: 5'- ATGAAAGAGGTTCTTgcT
TATCTTGGCCAGTA -3'
mdm2-F55A-QC2: 5'- TACTGGCCAAGATAAgcA
AGAACCTCTTTCAT -3'
Hdm2-L54P-QC1: 5’-CTATGAAAGAGGTTCcTT
TTTATCTTGGCCA-3’
Hdm2-L54P-QC2: 5’-TGGCCAAGATAAAAAgG
AACCTCTTTCATAG-3’
Hdm2-Y48C-QC1:5’-CACAAAAAGACACTTgT
ACTATGAAAGAGGT-3’
Hdm2-Y48C-QC2: 5’-ACCTCTTTCATAGTAcAA
GTGTCTTTTTGTG-3’
Hdm2-K36E-QC1: 5’-AAGCCATTGCTTTTGgAG
TTATTAAAGTCTG-3’
Hdm2-K36E-QC2:5’-CAGACTTTAATAACTcCA
AAAGCAATGGCTT-3’
NterHDM2 M62AC8 PET22b via mutagenesis with
M62AC8-revertQC1 and M62AC8-revertQC2. Single
mutant HDM2 clones were also generated by Quikchange
mutagenesis of 2ConA HDM2 PET22b or 2ConA
NterHDM2 PETb using appropriate primer pairs. The
same primers were used to introduce mutations into the
parental pCMV-HDM2 mammalian expression construct.
In vitro selection of HDM2 variants resistant
to PM2
IVT reactions consisting of 0.5μM ZnCl2, 10μM
PM2, p53 (10ng in preselection round, 10ng in round 1,
4ng in round 2, 2ng in rounds 3/4), library amplicons (5ng
in preselection round, 5ng in round 1, 2ng in round 2, 1ng
in round 3/4) in a total volume of 50µL PURExpress®
in vitro protein synthesis solution (New England Biolabs)
were assembled on ice and emulsified as previously
described [50, 51]. After incubation at 37°C, the reactions
were centrifuged at 8000rpm for 10mins to separate the
aqueous and oil phase. The oil phase was removed and
50uL PBS was added to the pellet of aqueous phase
compartments. The compartments were disrupted by
four rounds of hexane extraction and the aqueous phase
incubated with anti-HA antibody-coated protein G
beads (Invitrogen) at 4°C with rotation. During round
4, PM2 (1µM) was added during this step to increase
selection stringency. The beads were washed thrice with
PBST-0.1%BSA, and thrice with PBS. The beads were
resuspended in 20µl water and the protein-protein-DNA
complexes eluted by incubation at 95°C for 5mins. The
eluates were amplified with petF3 and HArevBamHI
during a primary amplification and with Hdm2-NdeI
and HArevBamHI during a secondary amplification. The
products were cloned back into 2ConA-PET22b via Nde1/
BamHI sites and re-amplified with petF2 and petR for the
next round of selection.
Vector and HDM2 library construction
2ConA NterHDM2 PET22b was created via inverse
PCR with primers Hdm2-Nter-noHA-R and HA-F on
2ConA HDM2 PET22b. Primers HDMM62A-1 and
HDMM62A-2 were used in QuikChange mutagenesis on
2ConA NterHDM2 PET22b to create 2ConA NterHdm2M62A PET22b. All of the above mentioned constructs
additionally encode a C-terminal HA tag.
Error-prone PCR was carried out on both 2ConA
NterHDM2 PET22b and 2ConA NterHDM2-M62A
PET22b using petF2 and petR and the mutant genes
re-amplified with Hdm2-NdeI and HArevBamHI. The
libraries were then ligated into 2ConA PET22b via Nde1/
BamHI sites and re-amplified with petF2 and petR to
produce library amplicons with T7 promoter and ribosome
binding site required for in vitro transcription/translation
(IVT), as well as the 2ConA RE site located before the T7
promoter site. p53-PET22b was also amplified with petF2
and petR for IVT of wild-type 53.
PM2 resistant parental clones obtained from the
selection were amplified with petF2 and petR to create
amplicons for secondary assays. M62AC8 parental
clone was amplified with infus-Mdm2-F and InfusM62AC8-Nter-R for cloning by infusion into 2ConA
HDM2 PET22b that was amplified with M62AC8Hdm2Nter-F and petATG-R to create full length 2ConA
HDM2 M62AC8 PET22b. The mutation M62A was also
removed from 2ConA HDM2 M62AC8 PET22b or 2ConA
www.impactjournals.com/oncotarget
Secondary co-immunoprecipitation assay and
western blot analysis
Protein G beads were incubated with anti-HA
(1µg per 10µL beads) for 1 hour in PBST-3%BSA and
subsequently washed thrice in PBST-0.1%BSA. IVTexpressed protein was incubated with the beads on a
rotator for 30 mins. PM2 was added at 100µM and
incubation carried out for 30 mins. IVT-containing
secondary protein was added to the mixture and incubation
allowed for 1 hour. Beads were finally washed thrice in
PBST-0.1%BSA and thrice with PBS, and bound proteins
eluted by resuspension in 20µL SDS-PAGE loading buffer
and incubation at 95°C for 5 minutes. Where required,
blank IVT extract (no template DNA added) was used as
control. The eluates were subjected to electrophoresis,
transferred to nitrocellulose membranes and probed for
p53 with DO1-HRP or for HDM2 with anti-HA antibody
32242
Oncotarget
followed by rabbit anti-mouse (Dakocytomation). Image
acquisition was carried out using either film or digitally
(Odyssey FC, Li-Cor). Un-cropped blot images are shown
in Figure S5.
cleaved protein eluted off the column with wash buffer.
Dialysis into buffer A solution (20 mM Bis-Tris, pH
6.5, 1 mM DTT) using HiPrep 26/10 Desalting column
was performed and the protein sample was subsequently
loaded onto a cation-exchange Resource S 1 mL column
(GE Healthcare) pre-equilibrated in buffer A. Six column
volumes of buffer A was used to wash the column and
the bound protein was eluted with a linear gradient in
buffer comprising 1 M NaCl, 20 mM Bis-Tris pH 6.5, and
1 mM DTT over thirty column volumes. Protein purity
as assessed by SDS-PAGE was ~95%, and the proteins
were concentrated using Amicon-Ultra (3 kDa MWCO)
concentrator (Millipore).
Cell culture and reporter assay
Mouse embryonic fibroblast p53/Mdm2 doubleknockout (DKO) cells (a kind gift from Guillermina
Lozano) [58] were maintained in Dulbecco's modified
Eagle's medium (DMEM) with 10% (v/v) foetal calf
serum (FCS) and 1% (v/v) penicillin/streptomycin. The
cells were seeded at 1.0 × 105 cells/well in 6-well plates,
24 hours prior to transfection. Cells were co-transfected
with parental or individual PM2-resistant HDM2
plasmid, p53-pcDNA plasmid, LacZ reporter plasmid and
luciferase transfection efficiency plasmid using TurboFect
transfection reagent (Thermo Scientific) according to the
manufacturer’s instructions. Nutlin and PM2 were added
to selected wells at required concentrations 4.5 hours posttransfection. In all cases, the total amount of plasmid DNA
transfected per well was equilibrated by addition of the
parental vector pcDNA3.1a (+).
Fluorescence polarization (FP) assay
Fluorescence anisotropy assays were performed
as previously described [3]. Titrations of purified wildtype and mutant HDM2 (1–125) were incubated with
50 nM of carboxyfluorescein (FAM) labelled 12-1
peptide (FAM-RFMDYWEGL-NH2) to determine the
dissociation constants for the peptide-protein interaction.
Apparent Kds of PM2 and human p53 peptide (AcQETFS DLWKLLPEN–NH2) were then determined
by competitive fluorescence anisotropy. Titrations of
PM2 and human p53 peptide were carried out with a
constant concentration of wild-type HDM2 at 150 nM,
mutant HDM2-F55L at 200 nM and the labelled peptide
at 50 nM. Anisotropy measurements were carried out
using the Envision Multilabel Reader (PerkinElmer). All
experiments were carried out in PBS (2.7 mM KCl, 137
mM NaCl, 10 mM Na2HPO4 and 2 mM KH2PO4, pH 7.4),
3% DMSO and 0.1% Tween-20 buffer. All titrations were
carried out in duplicate (n = 3 to 9 independent titrations).
Curve fitting was carried out using Prism 4.0 (GraphPad).
β-Galactosidase assay and western blot analysis
DKO cells were harvested 24hours post transfection
and β-galactosidase activities were assessed using the
Dual-light System (Applied Biosystems) according to
the manufacturer's protocol. β-galactosidase activity
was normalized with luciferase activity for each sample.
To check for expression levels of relevant proteins via
western blot, 5 µg of the cell lysates were probed for p53
with horseradish peroxidase conjugated DO1 antibody,
for HDM2 and actin with anti-HA antibody and AC15
antibody respectively followed by rabbit anti-mouse.
F2H co-localization assay
Protein expression and purification
Plasmids encoding the GFP-tagged bait p53 (amino
acids 1-81) fusion protein and different RFP-tagged
prey HDM2 (amino acids 7-134) fusion proteins were
co-transfected into transgenic F2H-BHK cells (F2HKit Basic, ChromoTek GmbH) [59] in 96 multiwell
plates (µClear Greiner Bio-One, Germany) using
the Lipofectamine 2000 (Life Technologies) reverse
transfection protocol according to manufacturer’s
instructions with 0.2 µg DNA and 0.4 µl Lipofectamine
2000 per well. 16 hours after transfection, cells were
treated with Nutlin (0-10 µM) or PM2 (0-50 μM) for 6-8
hours in serum-free DMEM at 37°C, 5% CO2. Interaction
(%) was determined as the ratio of cells showing colocalization of fluorescent signals at the nuclear spot to
the total number of evaluated cells. The INCell Analyzer
1000 with a 20X objective (GE Healthcare) was used
for automated image acquisition. Automated image
segmentation and analysis was performed with the
HDM2 (amino acids 1–125) was cloned as a GSTfusion protein using the pGEX-6P-1 GST expression
vector (GE Healthcare). QuikChange site directed
mutagenesis (Stratagene) was used to create the mutant
HDM2-F55L (amino acids 1–125). The constructs were
then transformed into Escherichia coli BL21(DE3)
pLysS (Invitrogen) competent cells. Cells were grown
in LB medium at 37°C and induced at OD600 nm of 0.6
with 0.5 mM IPTG at 16°C. The cells were harvested by
centrifugation after overnight induction, resuspended in
binding buffer (50 mM Tris-HCl pH 8.0, 150 mM NaCl),
and lysed by sonication. The lysate was centrifuged
for 60 mins at 19,000xg at 4°C and applied to a 5 mL
GSTrap FF column (GE Healthcare) pre-equilibrated in
wash buffer (50 mM Tris-HCl pH 8.0, 150 mM NaCl, 1
mM DTT). On-column cleavage by PreScission protease
(GE Healthcare) was carried out overnight at 4°C and the
www.impactjournals.com/oncotarget
32243
Oncotarget
corresponding INCell Workstation 3.6 software. At least
100 co-transfected cells were analyzed per well. Titrations
were carried out independently (n=2).
5. Kim YW, Grossmann TN and Verdine GL. Synthesis of allhydrocarbon stapled alpha-helical peptides by ring-closing
olefin metathesis. Nat Protoc. 2011; 6:761-771.
6. Lau YH, de Andrade P, McKenzie GJ, Venkitaraman AR
and Spring DR. Linear aliphatic dialkynes as alternative
linkers for double-click stapling of p53-derived peptides.
Chembiochem. 2014; 15:2680-2683.
Molecular modelling
To model the interactions of the N terminal domain
of human HDM2 with the peptides (p53/stapled PM2) and
Nutlin, the crystal structures of the HDM2-p53 complex
[60] (PDB code 1YCR, resolved at 2.6Å), the crystal
structure of the stapled peptide M06 bound to HDM2M62A (PDB code 4UMN, resolved at 1.99 Å) [47] and the
HDM2-Nutlin complex [61] (PDB code 1RV1, resolved at
2.3Å) were used.
7. Muppidi A, Doi K, Ramil CP, Wang HG and Lin Q.
Synthesis of cell-permeable stapled BH3 peptide-based
Mcl-1 inhibitors containing simple aryl and vinylaryl crosslinkers. Tetrahedron. 2014; 70:7740-7745.
8. Lane DP, Cheok CF, Brown C, Madhumalar A, Ghadessy
FJ and Verma C. Mdm2 and p53 are highly conserved from
placozoans to man. Cell Cycle. 2010; 9:540-547.
9. Lane DP, Cheok CF, Brown CJ, Madhumalar A, Ghadessy
FJ and Verma C. The Mdm2 and p53 genes are conserved
in the Arachnids. Cell Cycle. 2010; 9:748-754.
ACKNOWLEDGMENTS
We thank Jacqueline Bogner for excellent technical
assistance in F2H assay.
10. Honda R, Tanaka H and Yasuda H. Oncoprotein MDM2 is
a ubiquitin ligase E3 for tumor suppressor p53. FEBS Lett.
1997; 420:25-27.
CONFLICTS OF INTEREST
11. Haupt Y, Maya R, Kazaz A and Oren M. Mdm2 promotes
the rapid degradation of p53. Nature. 1997; 387:296-299.
12. Kubbutat MH, Jones SN and Vousden KH. Regulation of
p53 stability by Mdm2. Nature. 1997; 387:299-303.
The authors declare no conflicts of interest.
13. Momand J, Zambetti GP, Olson DC, George D and Levine
AJ. The mdm-2 oncogene product forms a complex with the
p53 protein and inhibits p53-mediated transactivation. Cell.
1992; 69:1237-1245.
FUNDING
This work was funded by the Agency for Science,
Technology and Research, Singapore.
14. Kastan MB, Onyekwere O, Sidransky D, Vogelstein B
and Craig RW. Participation of p53 protein in the cellular
response to DNA damage. Cancer Res. 1991; 51:6304-6311.
REFERENCES
15. Kuerbitz SJ, Plunkett BS, Walsh WV and Kastan MB.
Wild-type p53 is a cell cycle checkpoint determinant
following irradiation. Proc Natl Acad Sci U S A. 1992;
89:7491-7495.
1. Phillips C, Roberts LR, Schade M, Bazin R, Bent A, Davies
NL, Moore R, Pannifer AD, Pickford AR, Prior SH, Read
CM, Scott A, Brown DG, Xu B and Irving SL. Design and
structure of stapled peptides binding to estrogen receptors.
J Am Chem Soc. 2011; 133:9696-9699.
16. Beroud C and Soussi T. The UMD-p53 database:
new mutations and analysis tools. Hum Mutat. 2003;
21:176-181.
2. Walensky LD, Kung AL, Escher I, Malia TJ, Barbuto S,
Wright RD, Wagner G, Verdine GL and Korsmeyer SJ.
Activation of apoptosis in vivo by a hydrocarbon-stapled
BH3 helix. Science. 2004; 305:1466-1470.
17. Kan Z, Jaiswal BS, Stinson J, Janakiraman V, Bhatt D,
Stern HM, Yue P, Haverty PM, Bourgon R, Zheng J,
Moorhead M, Chaudhuri S, Tomsho LP, Peters BA, Pujara
K, Cordes S, et al. Diverse somatic mutation patterns
and pathway alterations in human cancers. Nature. 2010;
466:869-873.
3. Brown CJ, Quah ST, Jong J, Goh AM, Chiam PC, Khoo
KH, Choong ML, Lee MA, Yurlova L, Zolghadr K,
Joseph TL, Verma CS and Lane DP. Stapled peptides with
improved potency and specificity that activate p53. ACS
Chem Biol. 2013; 8:506-512.
18. Bond GL, Hu W, Bond EE, Robins H, Lutzker SG, Arva
NC, Bargonetti J, Bartel F, Taubert H, Wuerl P, Onel
K, Yip L, Hwang SJ, Strong LC, Lozano G and Levine
AJ. A single nucleotide polymorphism in the MDM2
promoter attenuates the p53 tumor suppressor pathway
and accelerates tumor formation in humans. Cell. 2004;
119:591-602.
4. LaRochelle JR, Cobb GB, Steinauer A, Rhoades E and
Schepartz A. Fluorescence correlation spectroscopy
reveals highly efficient cytosolic delivery of certain pentaarg proteins and stapled peptides. J Am Chem Soc. 2015;
137:2536-2541.
www.impactjournals.com/oncotarget
32244
Oncotarget
19. Oliner JD, Kinzler KW, Meltzer PS, George DL and
Vogelstein B. Amplification of a gene encoding a p53associated protein in human sarcomas. Nature. 1992;
358:80-83.
MDM2 and MDMX. Proc Natl Acad Sci U S A. 2009;
106:4665-4670
32. Li C, Pazgier M, Li C, Yuan W, Liu M, Wei G, Lu WY and
Lu W. Systematic mutational analysis of peptide inhibition
of the p53-MDM2/MDMX interactions. J Mol Biol. 2010;
398:200-213.
20. Vassilev L, Vu, BT., Graves B, Carvajal D, Podlaski F,
Filipovic Z, Kong N, Kammlott U, Lukacs C, Klein C,
Fotouhi N, Liu EA. In vivo activation of the p53 pathway
by small-molecule antagonists of MDM2. Science. 2004;
303:844-848.
33. Wei SJ, Joseph T, Sim AY, Yurlova L, Zolghadr K, Lane
D, Verma C and Ghadessy F. In vitro selection of mutant
HDM2 resistant to Nutlin inhibition. PLoS One. 2013;
8:e62564.
21. Liu M, Li C, Pazgier M, Li C, Mao Y, Lv Y, Gu B, Wei G,
Yuan W, Zhan C, Lu WY and Lu W. D-peptide inhibitors of
the p53-MDM2 interaction for targeted molecular therapy
of malignant neoplasms. Proc Natl Acad Sci U S A. 2010;
107:14321-14326.
34. Ray-Coquard I, Blay JY, Italiano A, Le Cesne A, Penel
N, Zhi J, Heil F, Rueger R, Graves B, Ding M, Geho D,
Middleton SA, Vassilev LT, Nichols GL and Bui BN. Effect
of the MDM2 antagonist RG7112 on the P53 pathway
in patients with MDM2-amplified, well-differentiated or
dedifferentiated liposarcoma: an exploratory proof-ofmechanism study. Lancet Oncol. 2012; 13:1133-1140.
22. Shangary S and Wang S. Small-molecule inhibitors of the
MDM2-p53 protein-protein interaction to reactivate p53
function: a novel approach for cancer therapy. Annu Rev
Pharmacol Toxicol. 2009; 49:223-241.
35. Brennan RC, Federico S, Bradley C, Zhang J, FloresOtero J, Wilson M, Stewart C, Zhu F, Guy K and Dyer
MA. Targeting the p53 pathway in retinoblastoma
with subconjunctival Nutlin-3a. Cancer Res. 2011;
71:4205-4213.
23. Wang S, Sun W, Zhao Y, McEachern D, Meaux I, Barriere
C, Stuckey JA, Meagher JL, Bai L, Liu L, Hoffman-Luca
CG, Lu J, Shangary S, Yu S, Bernard D, Aguilar A, et
al. SAR405838: an optimized inhibitor of MDM2-p53
interaction that induces complete and durable tumor
regression. Cancer Res. 2014; 74:5855-5865.
36. Secchiero P, Bosco R, Celeghini C and Zauli G. Recent
advances in the therapeutic perspectives of Nutlin-3. Curr
Pharm Des. 2011; 17:569-577.
24. Blagosklonny MV and Darzynkiewicz Z. Cyclotherapy:
protection of normal cells and unshielding of cancer cells.
Cell Cycle. 2002; 1:375-382.
25. Korotchkina LG, Demidenko ZN, Gudkov AV and
Blagosklonny MV. Cellular quiescence caused by the
Mdm2 inhibitor nutlin-3A. Cell Cycle. 2009; 8:3777-3781.
37. Chen L, Rousseau RF, Middleton SA, Nichols GL, Newell
DR, Lunec J and Tweddle DA. Pre-clinical evaluation of the
MDM2-p53 antagonist RG7388 alone and in combination
with chemotherapy in neuroblastoma. Oncotarget. 2015;
6:10207-10221. doi: 10.18632/oncotarget.3504.
26. Rao B, van Leeuwen IM, Higgins M, Campbel J, Thompson
AM, Lane DP and Lain S. Evaluation of an Actinomycin D/
VX-680 aurora kinase inhibitor combination in p53-based
cyclotherapy. Oncotarget. 2010; 1:639-650. doi: 10.18632/
oncotarget.198.
38. Jones RJ, Bjorklund CC, Baladandayuthapani V, Kuhn DJ
and Orlowski RZ. Drug resistance to inhibitors of the human
double minute-2 E3 ligase is mediated by point mutations
of p53, but can be overcome with the p53 targeting agent
RITA. Mol Cancer Ther. 2012; 11:2243-2253.
27. Kussie P, Gorina, S, Marechal V, Elenbaas B, Moreau
J, Levine AJ, Pavletich NP. Structure of the MDM2
oncoprotein bound to the p53 tumor suppressor
transactivation domain. Science. 1996;274:948-53.
39. Carter BZ, Mak PY, Mak DH, Ruvolo VR, Schober W,
McQueen T, Cortes J, Kantarjian HM, Champlin RE,
Konopleva M and Andreeff M. Synergistic effects of
p53 activation via MDM2 inhibition in combination with
inhibition of Bcl-2 or Bcr-Abl in CD34+ proliferating
and quiescent chronic myeloid leukemia blast crisis
cells. Oncotarget. 2015; 6:30487-30499. doi: 10.18632/
oncotarget.5890.
28. Popowicz GM, Czarna A, Wolf S, Wang K, Wang W,
Domling A and Holak TA. Structures of low molecular
weight inhibitors bound to MDMX and MDM2 reveal
new approaches for p53-MDMX/MDM2 antagonist drug
discovery. Cell Cycle. 2010; 9:1104-1111.
40. Bixby D, Kujawski L, Wang S and Malek SN. The preclinical development of MDM2 inhibitors in chronic
lymphocytic leukemia uncovers a central role for p53 status
in sensitivity to MDM2 inhibitor-mediated apoptosis. Cell
Cycle. 2008; 7:971-979.
29. Vassilev LT. Small-molecule antagonists of p53-MDM2
binding: research tools and potential therapeutics. Cell
Cycle. 2004; 3:419-421.
30. Czarna A, Popowicz GM, Pecak A, Wolf S, Dubin G and
Holak TA. High affinity interaction of the p53 peptideanalogue with human Mdm2 and Mdmx. Cell Cycle. 2009;
8:1176-1184.
41. Aziz MH, Shen H and Maki CG. Acquisition of p53
mutations in response to the non-genotoxic p53 activator
Nutlin-3. Oncogene. 2011; 30:4678-4686.
42. Shen H, Moran DM and Maki CG. Transient nutlin-3a
treatment promotes endoreduplication and the generation
of therapy-resistant tetraploid cells. Cancer Res. 2008;
68:8260-8268.
31. Pazgier M, Liu M, Zou G, Yuan W, Li C, Li C, Li J,
Monbo J, Zella D, Tarasov SG and Lu W. Structural basis
for high-affinity peptide inhibition of p53 interactions with
www.impactjournals.com/oncotarget
32245
Oncotarget
43. Laroche A, Tran-Cong K, Chaire V, Lagarde P, Hostein I,
Coindre JM, Chibon F, Neuville A, Lesluyes T, Lucchesi C
and Italiano A. Heterogeneous Mechanisms of Secondary
Resistance and Clonal Selection in Sarcoma during
Treatment with Nutlin. PLoS One. 2015; 10:e0137794.
RA and Lai Z. A second p53 binding site in the central
domain of Mdm2 is essential for p53 ubiquitination.
Biochemistry. 2006; 45:9238-9245.
54. Yurlova L, Derks M, Buchfellner A, Hickson I, Janssen M,
Morrison D, Stansfield I, Brown CJ, Ghadessy FJ, Lane DP,
Rothbauer U, Zolghadr K and Krausz E. The fluorescent
two-hybrid assay to screen for protein-protein interaction
inhibitors in live cells: targeting the interaction of p53 with
Mdm2 and Mdm4. J Biomol Screen. 2014; 19:516-525.
44. Hoffman-Luca CG, Yang CY, Lu J, Ziazadeh D,
McEachern D, Debussche L and Wang S. Significant
Differences in the Development of Acquired Resistance to
the MDM2 Inhibitor SAR405838 between In Vitro and In
Vivo Drug Treatment. PLoS One. 2015; 10:e0128807.
45. Wei SJ, Joseph T, Chee S, Li L, Yurlova L, Zolghadr K,
Brown C, Lane D, Verma C and Ghadessy F. Inhibition of
nutlin-resistant HDM2 mutants by stapled peptides. PLoS
One. 2013; 8:e81068.
55. Poyurovsky MV, Katz C, Laptenko O, Beckerman R,
Lokshin M, Ahn J, Byeon IJ, Gabizon R, Mattia M, Zupnick
A, Brown LM, Friedler A and Prives C. The C terminus of
p53 binds the N-terminal domain of MDM2. Nat Struct Mol
Biol. 2010; 17:982-989.
46. Higueruelo AP, Schreyer A, Bickerton GR, Blundell TL and
Pitt WR. What can we learn from the evolution of proteinligand interactions to aid the design of new therapeutics?
PLoS One. 2012; 7:e51742.
56. Baek S, Kutchukian PS, Verdine GL, Huber R, Holak
TA, Lee KW and Popowicz GM. Structure of the stapled
p53 peptide bound to Mdm2. J Am Chem Soc. 2012;
134:103-106.
47. Chee SM, Wongsantichon J, Soo Tng Q, Robinson R,
Joseph TL, Verma C, Lane DP, Brown CJ and Ghadessy FJ.
Structure of a stapled peptide antagonist bound to nutlinresistant Mdm2. PLoS One. 2014; 9:e104914.
57. Wawrzynow B, Pettersson S, Zylicz A, Bramham J, Worrall
E, Hupp TR and Ball KL. A function for the RING finger
domain in the allosteric control of MDM2 conformation and
activity. J Biol Chem. 2009; 284:11517-11530.
48. Garraway LA and Janne PA. Circumventing cancer drug
resistance in the era of personalized medicine. Cancer
Discov. 2012; 2:214-226.
58. Montes de Oca Luna R, Wagner DS and Lozano G. Rescue
of early embryonic lethality in mdm2-deficient mice by
deletion of p53. Nature. 1995; 378:203-206.
49. Kartal-Yandim M, Adan-Gokbulut A and Baran Y.
Molecular mechanisms of drug resistance and its reversal
in cancer. Crit Rev Biotechnol. 2015:1-11.
59. Zolghadr K, Mortusewicz O, Rothbauer U, Kleinhans R,
Goehler H, Wanker EE, Cardoso MC and Leonhardt H.
A fluorescent two-hybrid assay for direct visualization of
protein interactions in living cells. Mol Cell Proteomics.
2008; 7:2279-2287.
50. Fen CX, Coomber DW, Lane DP and Ghadessy FJ.
Directed evolution of p53 variants with altered DNAbinding specificities by in vitro compartmentalization. J
Mol Biol. 2007; 371:1238-1248.
60. Kussie PH, Gorina S, Marechal V, Elenbaas B,
Moreau J, Levine AJ and Pavletich NP. Structure of the
MDM2 oncoprotein bound to the p53 tumor suppressor
transactivation domain. Science. 1996; 274:948-953.
51. Tawfik DS and Griffiths AD. Man-made cell-like
compartments for molecular evolution. Nat Biotechnol.
1998; 16:652-656.
61. Vassilev LT, Vu BT, Graves B, Carvajal D, Podlaski
F, Filipovic Z, Kong N, Kammlott U, Lukacs C, Klein
C, Fotouhi N and Liu EA. In vivo activation of the p53
pathway by small-molecule antagonists of MDM2. Science.
2004; 303:844-848.
52. Yu GW, Rudiger S, Veprintsev D, Freund S, FernandezFernandez MR and Fersht AR. The central region of HDM2
provides a second binding site for p53. Proc Natl Acad Sci
U S A. 2006; 103:1227-1232.
53. Ma J, Martin JD, Zhang H, Auger KR, Ho TF, Kirkpatrick
RB, Grooms MH, Johanson KO, Tummino PJ, Copeland
www.impactjournals.com/oncotarget
32246
Oncotarget
|
|
https://openalex.org/W3010812628
|
https://upcommons.upc.edu/bitstream/2117/337020/1/TPC1de1.pdf
|
es
|
Mesógenos alquiloxicianobifenilos : aspectos teóricos y experimentales en las transiciones de fase SmA-N y N-I
| null | 2,023
|
cc-by
| 209
|
Anexo 1 - J.Phys. Chem. B. l09. 16284-16289
Anexo 1
"Liquid Cristal Binary Mixtures of 8OCB+10OCB. Evidence
for a Smectic A-to-Nematic Tricritical Point", J. Phys. Chem.
B, 109, 16284-16289 (2005)
Atencion¡¡
Las páginas 248 a 254 de la tesis, que contienen el artículo citado deben
consultarse en la página web del editor:
https://pubs.acs.org/doi/10.1021/jp051957x
Anexo 2 - J. Phys. Chem. B. HO. 26194-26203
Anexo 2
"Re-entrant Nematic Behavior in the 7OCB+9OCB Mixtures:
Evidence for Multuple Nematic-Smectic Tricritical Points",
J. Phys. Chem. B, 110, 26194-26203 (2006)
Atencion¡¡
Las páginas 256 a 266 de la tesis, que contienen el artículo citado deben
consultarse en la página web del editor:
https://pubs.acs.org/doi/10.1021/jp0642286
Anexo 3 - J. Phys. Chem. 8.111. 8974-8984
Anexo 3
"Critical Behavior and Scaling Relationships at the SmAct-N and
N-1 Transitions in Nonyloxycyanobiphenyl (9OCB)",
J. Phys. Chem. B, 111, 8974-8984 (2007)
Atencion¡¡
Las páginas 268 a 280 de la tesis, que contienen el artículo citado deben
consultarse en la página web del editor:
https://pubs.acs.org/doi/abs/10.1021/jp070689v
Anexo 4 - Liquid Crystals.35, 685-703 (2008)
Anexo 4
"Overall analysis of first-order phase transitions in some
alkyloxycyanobiphenyl liquid crystals",
Liquid Crystals, 35, 695-703 (2008)
Atencion¡¡
Las páginas 282 a 292 de la tesis, que contienen el artículo citado deben
consultarse en la página web del editor:
https://www.tandfonline.com/doi/full/10.1080/02678290802120273
|
|
https://openalex.org/W4309246739
|
https://ijgc.bmj.com/content/ijgc/32/12/1568.full.pdf
|
English
| null |
Diagnostic accuracy of mutational analysis along the Müllerian tract to detect ovarian cancer
|
International journal of gynecological cancer
| 2,022
|
cc-by
| 6,044
|
Original research Original research Original research on October 23, 2024 by
http://ijgc.bmj.com/
Int J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Diagnostic accuracy of mutational
analysis along the Müllerian tract to detect
ovarian cancer on October 23, 2024 by guest. Protected by copyright. http://ijgc.bmj.com/
ancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Majke H.D. van Bommel ,1 Johanna M.A. Pijnenborg,1 Louis J M van der Putten,1 Johan Bulten,2
Marc P.L.M. Snijders,3 Heidi V.N. Küsters-Vandevelde ,4 Sanne Sweegers,2 M. Caroline Vos,5
Marjolein J.L. Ligtenberg,2,6 Astrid Eijkelenboom,2 Joanne A de Hullu,1 Casper Reijnen7 WHAT THIS STUDY ADDS ⇒We found that diagnostic accuracy was low for cer-
vicovaginal self-samples, Pap smears, and endo-
metrial biopsies. Thus, the samples assessed in this
way cannot be used for early detection of ovarian
cancer. ⇒We found that diagnostic accuracy was low for cer-
vicovaginal self-samples, Pap smears, and endo-
metrial biopsies. Thus, the samples assessed in this
way cannot be used for early detection of ovarian
cancer. WHAT IS ALREADY KNOWN ON THIS TOPIC ►Additional supplemental
material is published online
only. To view, please visit the
journal online (http://dx.doi.org/
10.1136/ijgc-2022-003911). Objective Ovarian cancer is known for its poor
prognosis, which is mainly due to the lack of early
symptoms and adequate screening options. In this
study we evaluated whether mutational analysis in
cervicovaginal and endometrial samples could assist in the
detection of ovarian cancer. ⇒DNA variants related to ovarian cancer can be de-
tected along the Müllerian tract. In this study we
compared DNA pathogenic variants in cervicovag-
inal self-samples, Papanicolaou (Pap) smears, and
pipelle endometrial biopsies with the pathogenic
variants in the surgical specimen in patients with
ovarian cancer and control patients. We assessed
diagnostic accuracy of detecting ovarian cancer with
those samples. ⇒DNA variants related to ovarian cancer can be de-
tected along the Müllerian tract. In this study we
compared DNA pathogenic variants in cervicovag-
inal self-samples, Papanicolaou (Pap) smears, and
pipelle endometrial biopsies with the pathogenic
variants in the surgical specimen in patients with
ovarian cancer and control patients. We assessed
diagnostic accuracy of detecting ovarian cancer with
those samples. For numbered affiliations see
end of article. Methods In this prospective multicenter study, we
included patients surgically treated for either (suspicion
of) ovarian cancer or for a benign gynecological
condition (control group). A cervicovaginal self-sample, a
Papanicolaou (Pap) smear, a pipelle endometrial biopsy,
and the surgical specimen were analyzed for (potentially)
pathogenic variants in eight genes (ARID1A, CTNNB1,
KRAS, MTOR, PIK3CA, POLE, PTEN, and TP53) using single-
molecule molecular inversion probes. Sensitivity and
specificity were calculated to assess diagnostic accuracy. Results Based on surgical histology, our dataset
comprised 29 patients with ovarian cancer and 32
controls. In 83% of the patients with ovarian cancer,
somatic (potentially) pathogenic variants could be detected
in the final surgical specimen, of which 71% included at
least a TP53 variant. In 52% of the ovarian cancer patients,
such variants could be detected in either the self-sample,
Pap smear, or pipelle. The Pap smear yielded the highest
diagnostic accuracy with 26% sensitivity (95% CI 10% to
48%). Overall diagnostic accuracy was low and was not
improved when including TP53 variants only. Correspondence to
Majke H.D. van Bommel,
Obstetrics & Gynaecology,
Radboudumc, Nijmegen,
The Netherlands; majke.
vanbommel@radboudumc.nl Correspondence to
Majke H.D. van Bommel,
Obstetrics & Gynaecology,
Radboudumc, Nijmegen,
The Netherlands; majke.
vanbommel@radboudumc.nl HOW THIS STUDY MIGHT AFFECT RESEARCH,
PRACTICE, OR POLICY ⇒This study contributes to further unraveling the on-
cogenesis of ovarian carcinoma and assists in re-
search regarding the urgently needed detection of
ovarian cancer. ⇒This study contributes to further unraveling the on-
cogenesis of ovarian carcinoma and assists in re-
search regarding the urgently needed detection of
ovarian cancer. ducts (fallopian tubes, uterus, upper part of the vagina)
with the ovaries secondarily involved. Nowadays,
ovarian, fallopian tubal, and/or the peritoneal malig-
nancies are considered collectively as ovarian carci-
nomas, of which approximately 75% are high-grade
serous carcinomas. There is compelling evidence that
high-grade serous carcinoma originates in the fallo-
pian tubes,4 potentially offering new strategies for
ovarian cancer prevention and early detection. Conclusions Mutational analysis in cervicovaginal and
endometrial samples has limited accuracy in the detection
of ovarian cancer. Future research with cytologic samples
analyzed on methylation status or the vaginal microbiome
may be relevant. ber 23, 2024 by guest. Protected by copyright. Received 9 August 2022
Accepted 17 October 2022
Published Online First
16 November 2022 Original research smear and found a sensitivity of detecting ovarian cancer of 41%,
particularly driven by mutated Tumor Protein 53 (TP53) variants.6
When combining mutational analysis with DNA extracted from a
Pap smear with plasma, sensitivity improved to 63%. An intra-
uterine brush to sample DNA closer to the primary source increased
sensitivity.7 Currently, uterine and tubal lavage to detect early-stage
ovarian cancer is being investigated (NCT 02039388). The first
results are promising as ovarian cancer cells could be collected in
24 of 30 patients with ovarian cancer, and mainly TP53 mutations
could be identified.8i sample (ovarian tissue) (Figure 1). Samples were collected in the
aforementioned order by the operating gynecologist on the day
of surgery. Demographic information was extracted from medical
records. sample (ovarian tissue) (Figure 1). Samples were collected in the
aforementioned order by the operating gynecologist on the day
of surgery. Demographic information was extracted from medical
records. Pathogenic Variant Analysisl The complete workflow is provided in Online supplemental docu-
ment 1. Briefly, DNA was extracted from the four specimens and
analyzed using single-molecule molecular inversion probes-
based sequencing on a NextSeq500 device (Illumina, San Diego,
California, USA), as previously described.10 The single-molecule
molecular inversion probes were constructed to highlight hotspots
in the oncogenes relevant in ovarian and endometrial cancer:
Catenin Beta 1 (CTNNB1), Kirsten rat sarcoma virus (KRAS),
mammalian target of rapamycin (MTOR), Phosphatidylinositol-
4,5-Bisphosphate 3-Kinase Catalytic Subunit Alpha (PIK3CA), and
Polymerase ε (POLE); and all coding and splice site sequences of
the tumor suppressor genes: AT-rich interactive domain-containing
protein 1A (ARID1A), Phosphatase and tensin homolog (PTEN), and
Tumor Protein 53 (TP53). Genes were chosen based on the genetic
characteristics of ovarian and endometrial cancer as described in
The Cancer Genome Atlas (TCGA).11–13 Variants were categorized
according to the following classes: 1, benign; 2, likely benign; 3,
variant of unknown significance; 4, likely pathogenic, and 5, path-
ogenic. The last three classes were considered (potentially) patho-
genic. The above findings support the presence of ovarian cancer cells
along the Müllerian tract, which could potentially be detected with
minimally invasive sampling methods. Therefore, we investigated
the diagnostic accuracy of detecting ovarian cancer by assessing
DNA pathogenic variants in cervicovaginal and endometrial
samples and comparing them with the pathogenic variants found
in the tumor itself. Design and Population This prospective observational multicenter study included consec-
utive patients undergoing surgery for high suspicion of ovarian
cancer or for a benign gynecological condition (control group)
in three Dutch hospitals: Radboud University Medical Center,
Nijmegen; Canisius-Wilhelmina Hospital, Nijmegen; and Elisabeth-
TweeSteden Hospital, Tilburg. Suspicion was based on a Risk
Malignancy Index >200, the presence of ascites, peritoneal depo-
sitions, omental cake, or laparoscopic evaluation. Inclusion criteria
were adult age and surgery between December 2013 and January
2017 in a participating hospital. Exclusion criteria were a history of
pelvic radiotherapy or previous hysterectomy. Ethical approval was
obtained in all hospitals (Study Number 2013/451) and each patient
signed informed consent. The study was prospectively registered
at the Dutch Trial Registry (NTR4299) and performed according to
the STARD guidelines for Standards for the Reporting of Diagnostic
accuracy studies. Patients with endometrial cancer were included
as well. Their results have been published previously.9 on October 23, 2024 by guest. Protec
http://ijgc.bmj.com/
November 2022. Downloaded from All surgical ovarian samples and pipelle endometrial biopsies
were analyzed for the presence of the (potentially) pathogenic vari-
ants with a variant allele frequency of ≥3% and a minimal number
of five variant reads (equal to three unique genomic DNA mole-
cules). Additionally, the pipelle data were evaluated at the positions
with known pathogenic variants in the surgical specimen with a
cut-off of five unique variant reads and no minimal variant allele
frequency. For evaluation of the Pap smears and self-samples, two
independent library preparations were analyzed using a minimal
variant allele frequency of 1% as we expected low variant allele
frequencies with the samples mainly containing healthy endocer-
vical cells and few tumor cells. on October 23, 2024 by guest. Protected by copyright. ttp://ijgc.bmj.com/ Data Collection Baseline data were analyzed descriptively and differences between
groups were analyzed using a t-test, Mann–Whitney U test, or χ2
test. To measure diagnostic accuracy, we calculated sensitivity and
specificity. First, we calculated the detection rates of (potentially)
pathogenic variants per sample among all patients. Second, we
measured diagnostic accuracy among all patients using the detec-
tion of (potentially) pathogenic variants in their surgical sample as
gold standard. Third, we focused on TP53 pathogenic variants as
these variants are primarily related to ovarian cancer.14 Four specimens were collected from each patient: cervicovaginal
self-sample, Pap smear, pipelle endometrial biopsy, and surgical on October 23, 2024 by guest. Protected by copyright. Figure 1 Study flowchart. est. Protected by copyright. INTRODUCTION Screening for ovarian cancer using transvaginal
sonography and cancer antigen 125 (CA125) has been
proven ineffective in the general population3 and in
women at increased inherited risk.5 Lately, instead of
focusing on macroscopic changes, there is increasing
interest in detecting microscopic (pre)malignant cells
that detach along the Müllerian ducts. Interest in
DNA analysis in cytological samples is growing since
(cell-free) DNA variants can be detected in cytological
samples even without the presence of tumor cells. Kinde et al extracted DNA from a Papanicolaou (Pap) Epithelial ovarian cancer is the most lethal gyne-
cological cancer.1 Patients generally present with
advanced-stage disease leading to a 5-year survival
of approximately 45%,2 mainly due to the absence of
early symptoms and reliable screening methods.3 By
contrast, survival for the limited number of patients
with localized disease is around 92%, suggesting
that early detection of epithelial ovarian cancer could
substantially improve prognosis.2 uest. Protected by copyright. Epithelial ovarian cancer is thought to develop from
tissues embryologically derived from the Müllerian 1568 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 on October 23, 2024 by guest. Protected by copyright.
http://ijgc.bmj.com/
Int J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Table 1 Baseline characteristics
Ovarian cancer patients (n=29)
Controls (n=32)
P value
Age, years
66 (32–83)
57 (45–82)
0.063
Body mass index, kg/m2
25 (19–32)
23 (20–44)
0.644
CA125, kIU/L
360 (8–2196)
20 (9–142)
<0.001
Menopausal status
0.321
Pre-menopausal
4 (14)
8 (25)
Post-menopausal
25 (86)
23 (72)
Unknown
0
1 (3)
Histology
High-grade serous
20 (69)
Endometrioid
3 (10)
Clear cell
1 (3)
Malignant mixed Müllerian tumor
1 (3)
Mixed*
4 (14)
Myoma
9 (28)
Cystadenoma ovarii
10 (31)
Fibroma/teratoma ovarii
7 (22)
Other†
6 (19)
FIGO stage
NA
IA
1 (3)
IB
0
IC
2 (7)
IIA
2 (7)
IIB
2 (7)
IIC
0
IIIA
1 (3)
IIIB
4 (14)
IIIC
14 (48)
IV
3 (10)
Values presented as median (range) or N (%). *Mixed histology included two clear cell/serous, one clear cell/endometrioid, and one serous/endometrioid. †Other histology included one adenomyosis, one inflammation, two prolapse, and two normal. CA125, cancer antigen 125; FIGO, International Federation of Gynecology and Obstetrics. o
http://ijgc.bmj.com/
nt J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Values presented as median (range) or N (%). *Mixed histology included two clear cell/serous, one clear cell/endometrioid, and one serous/endometrioid. †Other histology included one adenomyosis, one inflammation, two prolapse, and two normal. CA125, cancer antigen 125; FIGO, International Federation of Gynecology and Obstetrics. were found to have a KRAS variant in their surgical specimen. Indi-
vidual characteristics are shown in Online supplemental table 3. Surgical Specimens In the tumors of 29 patients with ovarian cancers, 79% of the exons
had a mean coverage of >250 reads, reflecting a 95% probability
of detecting a variant, ‘adequately sequenced’ (see Online supple-
mental table 2).10 We detected at least one pathogenic variant in 24
patients (83%). In total, 34 (potentially) pathogenic variants were
detected (Figure 2A). Among the 24 patients with ovarian cancer
with pathogenic variants, 17 had a TP53 variant (71%). Fifteen of
these 17 had high-grade serous carcinoma, one had a clear cell/
endometrioid ovarian cancer, and one a clear cell/serous ovarian
cancer. Other detected variants were: PIK3CA (21%), CTNNB1 (14%),
PTEN (10%), KRAS (7%), ARID1A (3%), and MTOR (3%) (Table 2). Of
the five patients without a detected variant in their surgical sample
(17%), three had high-grade serous carcinoma, one had a clear
cell carcinoma, and one had clear cell/serous histology. Among the
controls, two patients (6%), both with a mucinous cystadenoma, RESULTS Specimens were collected from 37 patients with ovarian cancer
and 32 controls. Eight patients with ovarian cancer were excluded
because sequencing of the surgical specimen (the gold standard)
was unsuccessful: the coverage was too low to detect any potential
variant. Thus, 29 patients with ovarian cancer and 32 controls were
included. Table 1 shows the characteristics of the patients. Figure 1 Study flowchart. Figure 1 Study flowchart. 1569 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 Original research Original research Figure 2 Overview of detected (potentially) pathogenic variants in the surgical specimens (A), self-samples (B), Pap smears
(C), and pipelle endometrial biopsies (D) and visualization of overlapping and non-overlapping variants between the surgical
specimen and self-samples (B), Pap smears (C), and pipelle (D) in patients with ovarian cancer and controls. p
jg
j
jg Figure 2 Overview of detected (potentially) pathogenic variants in the surgical specimens (A), self-samples (B), Pap smears
(C), and pipelle endometrial biopsies (D) and visualization of overlapping and non-overlapping variants between the surgical
specimen and self-samples (B), Pap smears (C), and pipelle (D) in patients with ovarian cancer and controls. variant)). Two control patients had both a PIK3CA variant solely in
their Pap smear. Results of the Pap smears were available for 26 patients with
ovarian cancer; exons ‘adequately sequenced’: 98%. Among them,
10 patients (38%) had one or more (potentially) pathogenic variants. In total, we detected 15 variants of which eight were overlapping
with the variants in the surgical specimen (53%) (see Figure 2C
and Online supplemental table 4). The eight overlapping variants
were detected in six patients. Four of these six patients had high-
grade serous carcinoma (of which three had a TP53 variant (two
stage 3C and one stage 2A) and one had a PIK3CA, KRAS and
PTEN variant (high-grade serous carcinoma stage 3C); one had
an endometrioid carcinoma stage 2A (and CTNNB1 variant); and
one had a clear cell/endometrioid carcinoma stage 1C (and PIK3CA Cervicovaginal Samples (Self-Samples and Pap Smears) Cervicovaginal Samples (Self Samples and Pap Smears)
Analysis of the cervicovaginal self-samples of 27 patients with
ovarian cancer identified six patients (22%) with a total of seven
(potentially) pathogenic variants: PIK3CA (n=3), TP53 (n=2), and
ARID1A (n=2); 98% of the exons were ‘adequately sequenced’. When evaluating overlapping variants (variants that were detected
in more than one specimen), we found that two variants were found
in all samples but the surgical specimen (one TP53 variant, one
PIK3CA); and one variant was found in the surgical specimen, self-
sample and pipelle but not in the Pap smear (ARID1A). Four vari-
ants were solely found in the self-sample (see Figure 2B and Online
supplemental table 4). One control had an ARID1A variant in her
self-sample that was not detected in her other specimens. uest. Protected by copyright. 1570 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 on October 23, 2024 by guest. Protected by copyrig
http://ijgc.bmj.com/
Int J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from on October 23, 2024 by guest. Prote
http://ijgc.bmj.com/
Int J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Table 2 Number of (potentially) pathogenic variants in the various specimens
Ovarian cancer patients (n=29)
(Potentially) pathogenic
variant
Self-sample
(n=27)
Pap smear
(n=26)
Pipelle
(n=23)
Surgical sample
(n=29)
TP53
2 (7)
6 (19)
2 (9)
17 (59)
PIK3CA
3 (11)
5 (15)
4 (17)
6 (21)
CTNNB1
0
1 (4)
0
4 (14)
PTEN
0
1 (4)
1 (4)
3 (10)
KRAS
0
1 (4)
2 (9)
2 (7)
ARID1A
2 (7)
1 (4)
1 (4)
1 (3)
MTOR
0
0
0
1 (3)
POLE
0
0
0
0
Total number of
pathogenic variants
7
15
10
34
Patients without a
pathogenic variant
21 (78)
16 (62)
16 (70)
5 (17)
Control patients (n=32)
(Potentially) pathogenic
variant
Self-sample
(n=31)
Pap smear
(n=32)
Pipelle
(n=32)
Surgical sample
(n=31)
TP53
0
0
0
0
PIK3CA
0
2 (6)
2 (6)
0
CTNNB1
0
0
0
0
PTEN
0
0
0
0
KRAS
0
0
0
2 (6)
ARID1A
1 (3)
0
0
0
MTOR
0
0
0
0
POLE
0
0
0
0
Total number of
pathogenic variants
Patients without a
pathogenic variant
30 (97)
30 (94)
30 (94)
29 (94)
Values are presented as number of pathogenic variants (% of patients). Percentages may total >100% as one patient can have multiple variants. Table 2 Number of (potentially) pathogenic variants in the various specimens
Ovarian cancer patients (n=29) Table 2 Number of (potentially) pathogenic variants in the various specimens Values are presented as number of pathogenic variants (% of patients). Percentages may total >100% as one patient can have multiple variants. table 4). Two control patients (6%) had a PIK3CA variant which were
not found in their other specimens. roughly similar between early and late stage (see Supplementary
Document 2). No correlation was found between the variant allele
frequency in the ovarian tumor and the likelihood of detecting the
variant in any of the sampling methods (data not shown). 2024 by guest. Protected by copyright. Pipelle Endometrial Biopsies A pipelle was available for 23 patients with ovarian cancer; 71%
of the exons were ‘adequately sequenced’. Analysis showed seven
patients (30%) with a total of 10 pathogenic variants: four PIK3CA,
two TP53, two KRAS, one PTEN, and one ARID1A. We found one
overlapping variant between the surgical specimens and the
pipelles (10%), which was an ARID1A variant in a woman with high-
grade serous carcinoma stage 3B who had this variant in all spec-
imens but the Pap smear (see Figure 2D and Online supplemental est. Protected by copyright. van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 1571 Original research Results in the Context of Published Literature Results in the Context of Published Literature Table 3 Diagnostic accuracy of various combinations of
measurements to detect ovarian cancer
Sensitivity
Specificity
Any (potentially) pathogenic variant (all patients)
22 (9 to 43)
97 (83 to 100)
38 (20 to 59)
94 (79 to 99)
30 (13 to 53)
94 (79 to 99)
52 (33 to 71)
88 (71 to 96)
(Potentially) pathogenic variants overlapping with the
surgical specimen
5 (0 to 23)
97 (83 to 100)
26 (10 to 48)
93 (80 to 99)
6 (0 to 27)
93 (80 to 99)
29 (13 to 51)
87 (69 to 96)
Diagnostic accuracy includes sensitivity and specificity. Values are presented as percentage (95% CI) Table 3 Diagnostic accuracy of various combinations of
measurements to detect ovarian cancer Despite an impressive research effort to improve the therapeutic
options for ovarian cancer, the survival rate has barely increased
over the past decades.2 Diagnosing epithelial ovarian cancer in an
early stage might improve prognosis substantially, emphasizing the
need for early detection methods.2 It is notable that early stage
detection seemed not to be inferior to late stage detection in our
study. Based on anatomical position, one could reason that path-
ogenic variants would be more frequently found in endometrial
biopsies compared with cervicovaginal samples. Some studies
reported on potential precursors of serous epithelial ovarian cancer
in the endometrium,15 16 although the fallopian tubes are nowadays
considered as the site of origin of mainly serous epithelial ovarian
cancer.4 Thus far, no research has been published about sampling
the endometrium with a pipelle biopsy to potentially detect ovarian
cancer early. However, as we found, mutational analysis of the
endometrium obtained via a pipelle seems not to be appropriate
for this purpose, although this does not exclude the potential role
of the uterus and/or endometrium in early ovarian cancer detec-
tion. The lower prevalence of diagnosed pathogenic variants in the
pipelle biopsies compared with the cervicovaginal samples could
be explained by the fact that endometrial tissue was processed
in paraffin, in which DNA preservation is less optimal leading to a
lower sequence coverage and thus lower sensitivity. Results in the Context of Published Literature The cervico-
vaginal samples were stored in PreservCyt medium, which better
maintains DNA stability.17 Future studies could investigate whether
the detection rate of pathogenic variants would increase when
analyzing DNA from pipelle samples being preserved in PreservCyt
medium. Diagnostic accuracy includes sensitivity and specificity. Values are presented as percentage (95% CI) As demonstrated, cytology samples might be more promising in
early ovarian cancer detection than endometrial histology samples. This is especially attractive as obtaining cervical cytology samples
is highly accepted and less invasive than obtaining endometrial
histology. Of the 34 detected variants in the surgical specimens,
eight were also found in the Pap smear (24%) whereas we only
detected one variant in the cytological cervicovaginal self-sample
overlapping with the surgical specimen (3%). Our results are very
similar to those of Wang et al,7 who found that 29% of patients with
ovarian cancer harbored detectable variants, mostly TP53, in their
Pap smears. They also investigated intra-uterine cytology sampling
using Tao brushes which could detect a variant in 42% of patients
with ovarian cancer. Current research is investigating whether
uterine cytology samples, obtained via lavage of the uterine cavity
and analyzed with next-generation sequencing, can serve as an
early detection method (NCT 02039388). Combining the results
of their uterine cytology samples with cytologic assessed pipelle
biopsies might show a new insight into the etiology of ovarian
cancer. Also, the methylation status of such cytologic samples may
contribute/improve ovarian cancer detection. Moreover, Barrett et al
recently demonstrated that the DNA methylome in cervical samples
can predict the risk of ovarian cancer with about 75% certainty.18
Evaluation of the vaginal microbiome as a possible early detection
method could also be promising. The microbiome might impact
estrogen metabolism and may influence the risk of ovarian cancer,
like exogenous estrogens.19–22 In colorectal oncogenesis the micro-
biota seem to play a major role,23 which may also apply to gyneco-
logical cancers. methods were 29% (95% CI 13% to 51%) and 87% (95% CI
69% to 96%), respectively. When analyzing TP53 pathogenic variants only, we identified
21 patients with ovarian cancer with 22 TP53 variants, of whom
17 had the TP53 variant in their surgical specimen. Overlapping
TP53 variants with the surgical specimen were found in the Pap
smear in three patients (sensitivity 18% (95% CI 4% to 43%)). No overlapping TP53 variants were found in the self-samples or
the pipelles. Diagnostic Accuracy Among the 29 patients with ovarian cancer, at least one (potentially)
pathogenic variant was detected in 83% of the surgical specimens,
in 22% of the self-samples, in 38% of the Pap smears, and in 30%
of the pipelles. In the patients with ovarian cancer the detection
rate for a (potentially) pathogenic variant in any of the sampling
methods (the self-sample, Pap smear, or pipelle) was 52%. Among
the controls, a false positive variant was detected in 6%, 3%, 6%,
and 6%, respectively, of the specimens. Detection rates were uest. Protected by copyright. The diagnostic accuracy of overlapping (potentially) patho-
genic variants—for example, a pathogenic variant in minimally
one of the sampling methods among patients with a pathogenic
variant in their surgical specimen (n=24) and controls without a
pathogenic variant in the surgical specimen (n=30)—is shown
in Table 3. Sensitivity and specificity for an overlapping patho-
genic variant in the surgical specimen and any of the sampling van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 1572 Results in the Context of Published Literature Among controls, no TP53 variants were detected
(100% specificity). on October 23, 2024 by guest. Protected by copyright. http://ijgc.bmj.com/ ber 23, 2024 by guest. Protected by copyright. Original research on October 23, 2024 by guest. Protected by copyrig
http://ijgc.bmj.com/
Int J Gynecol Cancer: first published as 10.1136/ijgc-2022-003911 on 16 November 2022. Downloaded from Strengths and Weaknesses Our study is the first to sample the endometrium with a pipelle
to potentially detect ovarian cancer. We covered most of the
Müllerian tract by sampling the endometrium, cervix, and
vagina, in addition to the tumor. There are, however, some
limitations. A larger sample size would strengthen our results. The low prevalence of (potentially) pathogenic variants overall
might be related to insufficiently deep sequencing of some
samples, the choice of the library preparation method, and
the content of the gene panel, although we expected that the
majority would be picked up with this panel. The detection rate
may have been higher when the pipelle samples were stored in
PreservCyt medium. There might be some false positive vari-
ants as healthy persons appear sometimes to have pathogenic
variants as well.26 27 Furthermore, the class III pathogenic vari-
ants were considered (potentially) pathogenic, although these
reflect a minority of all variants. Thus far it is unknown whether
or not these variants should be considered pathogenic. Data availability statement Data are available upon reasonable request. All data
relevant to the study are included in the article or uploaded as supplementary
information. The data supporting the conclusions of this article are available upon
reasonable request to the corresponding author. In accordance with the journal’s
guidelines, we will provide our data for independent analysis by a selected
team by the Editorial Team for the purposes of additional data analysis or for the
reproducibility of this study in other centers if such is requested. Supplemental material This content has been supplied by the author(s). It has
not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been
peer-reviewed. Any opinions or recommendations discussed are solely those
of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and
responsibility arising from any reliance placed on the content. Where the content
includes any translated material, BMJ does not warrant the accuracy and reliability
of the translations (including but not limited to local regulations, clinical guidelines,
terminology, drug names and drug dosages), and is not responsible for any error
and/or omissions arising from translation and adaptation or otherwise. on October 23, 2024 by guest. Protect
http://ijgc.bmj.com/
November 2022. Summary of Main Results In this multicenter prospective study we investigated the diag-
nostic accuracy of detecting ovarian cancer with mutational anal-
ysis in cervicovaginal and endometrial biopsies. We found (poten-
tially) pathogenic variants in 83% of the ovarian cancer tumors, of
which 71% were TP53 variants. In 52%, a (potentially) pathogenic
variant could be detected in either a cervicovaginal self-sample,
Pap smear, or pipelle. Sensitivity was low for all sampling methods
and remained low when analyzing TP53 variants only. Among the
controls, hardly any variants were detected, resulting in very high
specificity of all sampling methods. 1573 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 ORCID iDs Majke H.D. van Bommel http://orcid.org/0000-0002-7562-9861
Heidi V.N. Küsters-Vandevelde http://orcid.org/0000-0002-1012-941X Majke H.D. van Bommel http://orcid.org/0000-0002-7562-9861
Heidi V.N. Küsters-Vandevelde http://orcid.org/0000-0002-1012-941X Strengths and Weaknesses Downloaded from Open access This is an open access article distributed in accordance with the
Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits
others to copy, redistribute, remix, transform and build upon this work for any
purpose, provided the original work is properly cited, a link to the licence is given,
and indication of whether changes were made. See: https://creativecommons.org/
licenses/by/4.0/. Patient consent for publication Consent obtained directly from patient(s) Patient consent for publication Consent obtained directly from patient(s) Patient consent for publication Consent obtained directly from patient(s) Ethics approval This study involves human participants and was approved by
the Medical-Ethical Committee of Arnhem-Nijmegen study number 2013/451. Participants gave informed consent to participate in the study before taking part. Ethics approval This study involves human participants and was approved by
the Medical-Ethical Committee of Arnhem-Nijmegen study number 2013/451. Participants gave informed consent to participate in the study before taking part. Provenance and peer review Not commissioned; externally peer reviewed. Provenance and peer review Not commissioned; externally peer reviewed. REFERENCES 1 Sung H, Ferlay J, Siegel RL, et al. Global cancer statistics 2020:
GLOBOCAN estimates of incidence and mortality worldwide for 36
cancers in 185 countries. CA Cancer J Clin 2021;71:209–49. 1 Sung H, Ferlay J, Siegel RL, et al. Global cancer statistics 2020:
GLOBOCAN estimates of incidence and mortality worldwide for 36
cancers in 185 countries. CA Cancer J Clin 2021;71:209–49. 2 Siegel RL, Miller KD, Jemal A. Cancer statistics, 2019. CA Cancer J
Clin 2019;69:7–34. 2 Siegel RL, Miller KD, Jemal A. Cancer statistics, 2019. CA Cancer J
Clin 2019;69:7–34. 3 Menon U, Gentry-Maharaj A, Burnell M, et al. Ovarian cancer
population screening and mortality after long-term follow-up in the
UK Collaborative Trial of Ovarian Cancer Screening (UKCTOCS): a
randomised controlled trial. Lancet 2021;397:2182–93. CONCLUSIONS We investigated whether mutational analysis of samples along
the Müllerian tract could be used to detect ovarian cancer. Diag-
nostic accuracy with our analysis was low for cervicovaginal self-
samples, Pap smears, and endometrial biopsies when comparing
the pathogenic variants in the samples to the variants in the tumor
itself. Thus, these samples should not be used for (early) ovarian
cancer detection. 4 Labidi-Galy SI, Papp E, Hallberg D, et al. High grade serous
ovarian carcinomas originate in the fallopian tube. Nat Commun
2017;8:1093.i 5 Hermsen BBJ, Olivier RI, Verheijen RHM, et al. No efficacy of
annual gynaecological screening in BRCA1/2 mutation carriers; an
observational follow-up study. Br J Cancer 2007;96:1335–42. 6 Kinde I, Bettegowda C, Wang Y, et al. Evaluation of DNA from the
Papanicolaou test to detect ovarian and endometrial cancers. Sci
Transl Med 2013;5:ra4. 7 Wang Y, Li L, Douville C, et al. Evaluation of liquid from the
Papanicolaou test and other liquid biopsies for the detection of
endometrial and ovarian cancers. Sci Transl Med 2018;10:eaap8793
doi:10.1126/scitranslmed.aap8793 Implications for Practice and Future Research This study contributes to the unraveling of ovarian cancer etiology
and assists in research regarding the urgently needed detection of
ovarian cancer. For future research it would be relevant to investi-
gate cytology samples acquired along the Müllerian tract, stored in
PreservCyt medium, using alternative library preparation methods,
expanding the gene panel, and potentially analyzing the methyla-
tion status or the vaginal microbiome. van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 Original research 4Pathology, Catharina Hospital, Eindhoven, The Netherlands
5Obstetrics and Gynaecology, Elisabeth-TweeSteden Ziekenhuis, Tilburg, The
Netherlands
6Human Genetics, Radboudumc, Nijmegen, The Netherlands
7Radiation Oncology, Radboudumc, Nijmegen, The Netherlands 4Pathology, Catharina Hospital, Eindhoven, The Netherlands
5Obstetrics and Gynaecology, Elisabeth-TweeSteden Ziekenhuis, Tilburg, The
Netherlands Considering the oncogenesis of high-grade serous carcinoma,
we expected to find more TP53 pathogenic variants. More-
over, approximately 90% of all patients with serous epithelial
ovarian cancer have a TP53 variant.14 We found a TP53 variant
in 59% of patients, which might be explained by tumor hetero-
geneity.24 Also, three of our five patients without a pathogenic
variant in the surgical specimen had a high-grade serous carci-
noma. Further, ARID1A variants were under-represented among
patients with clear cell histology based on TCGA, probably
because only four patients had (mixed) clear cell histology. Our
detection rate may have been higher if we had included genes
involved in homologous recombination as these are commonly
related with epithelial ovarian cancer. For example, somatic
BReast CAncer pathogenic variants can be detected in about
17% of all patients with epithelial ovarian cancer.25 6Human Genetics, Radboudumc, Nijmegen, The Netherlands
7Radiation Oncology, Radboudumc, Nijmegen, The Netherlands Contributors MvB wrote the main manuscript text. MvB, LvdP, MS, HKvdV, ML, AE,
JdH, JP, and CR provided the conceptualization and methodology of the study. MvB,
LvdP, JB, MS, SS, ML, AE, JdH, JP, and CR were involved in the analysis of the data. CR acted as guarantor. All authors reviewed the manuscript. Funding The authors have not declared a specific grant for this research from any
funding agency in the public, commercial or not-for-profit sectors. Funding The authors have not declared a specific grant for this research from any
funding agency in the public, commercial or not-for-profit sectors. Competing interests None declared. i
1Obstetrics & Gynaecology, Radboud Institute for Health Science, Radboudumc,
Nijmegen, The Netherlands
2Pathology, Radboudumc, Nijmegen, The Netherlands
3Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, The Netherlands Original research 9 Reijnen C, van der Putten LJM, Bulten J, et al. Mutational
analysis of cervical cytology improves diagnosis of endometrial
cancer: a prospective multicentre cohort study. Int J Cancer
2020;146:2628–35. 18 Barrett JE, Jones A, Evans I, et al. The DNA methylome of cervical
cells can predict the presence of ovarian cancer. Nat Commun
2022;13:448. 19 Havrilesky LJ, Moorman PG, Lowery WJ, et al. Oral contraceptive
pills as primary prevention for ovarian cancer: a systematic review
and meta-analysis. Obstet Gynecol 2013;122:139–47. 10 Eijkelenboom A, Kamping EJ, Kastner-van Raaij AW, et al. Reliable next-generation sequencing of formalin-fixed, paraffin-
embedded tissue using single molecule tags. J Mol Diagn
2016;18:851–63. y
y
20 Buchta V. Vaginal microbiome. Ceska Gynekol 2018;83:371–9. 21 Chambers LM, Bussies P, Vargas R, et al. The microbiome and
gynecologic cancer: current evidence and future opportunities. Curr
Oncol Rep 2021;23:92. 11 Cancer Genome Atlas Research Network, Kandoth C, Schultz N,
et al. Integrated genomic characterization of endometrial carcinoma. Nature 2013;497:67–73. 22 Nené NR, Reisel D, Leimbach A, et al. Association between
the cervicovaginal microbiome, BRCA1 mutation status, and
risk of ovarian cancer: a case-control study. Lancet Oncol
2019;20:1171–82. 12 Cancer Genome Atlas Research Network. Integrated genomic
analyses of ovarian carcinoma. Nature 2011;474:609–15. 13 cfCG. Ovarian Epithelial Tumor - Serous Ovarian Cancer, 2014. Available: http://www.cbioportal.org/ 23 Abu-Ghazaleh N, Chua WJ, Gopalan V. Intestinal microbiota
and its association with colon cancer and red/processed meat
consumption. J Gastroenterol Hepatol 2021;36:75–88. 14 Ghezelayagh TS, Pennington KP, Norquist BM, et al. Characterizing
TP53 mutations in ovarian carcinomas with and without concurrent
BRCA1 or BRCA2 mutations. Gynecol Oncol 2021;160:786–92. 24 Erickson BK, Kinde I, Dobbin ZC, et al. Detection of somatic TP53
mutations in tampons of patients with high-grade serous ovarian
cancer. Obstet Gynecol 2014;124:881–5. 15 Massuger L, Roelofsen T, van Ham M. The origin of serous ovarian
cancer may be found in the uterus: a novel hypothesis. Med
Hypotheses 2010;74:859–61. y
25 Vos JR, Fakkert IE, de Hullu JA, et al. Universal tumor DNA BRCA1/2
testing of ovarian cancer: prescreening PARPi treatment and genetic
predisposition. J Natl Cancer Inst 2020;112:161–9. 16 Roelofsen T, van Kempen LCLT, van der Laak JAWM, et al. Concurrent endometrial intraepithelial carcinoma (EIC) and serous
ovarian cancer: can EIC be seen as the precursor lesion? Int J
Gynecol Cancer 2012;22:457–64. p
p
26 Maritschnegg E, Heitz F, Pecha N, et al. Author affiliations i
1Obstetrics & Gynaecology, Radboud Institute for Health Science, Radboudumc,
Nijmegen, The Netherlands
2Pathology, Radboudumc, Nijmegen, The Netherlands
3Obstetrics and Gynaecology, Catharina Hospital, Eindhoven, The Netherlands 8 Maritschnegg E, Wang Y, Pecha N, et al. Lavage of the uterine cavity
for molecular detection of Müllerian duct carcinomas: a proof-of-
concept study. J Clin Oncol 2015;33:4293–300. 1574 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911 Original research Uterine and tubal lavage for
earlier cancer detection using an innovative catheter: a feasibility
and safety study. Int J Gynecol Cancer 2018;28:1692–8. 17 Filho AL, Gonçalves AEP, Martinho O, et al. Liquid-based cytology in
DNA-based molecular research: viability and potential application. Anal Quant Cytol Histol 2009;31:395–400. 27 Moore L, Leongamornlert D, Coorens THH, et al. The mutational
landscape of normal human endometrial epithelium. Nature
2020;580:640–6. on October 23, 2024 by guest. Prot
http://ijgc.bmj.com/
n 16 November 2022. Downloaded from 1575 van Bommel MH.D, et al. Int J Gynecol Cancer 2022;32:1568–1575. doi:10.1136/ijgc-2022-003911
|
https://openalex.org/W4287726205
|
https://zenodo.org/records/3935541/files/NUTRI-SCORE.pdf
|
English
| null |
Report of the Scientific Committee of the Spanish Agency for Food Safety and Nutrition (AESAN) on the implementation in Spain of the Nutri-Score information system regarding the nutritional quality of food products
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,020
|
cc-by
| 9,901
|
Report of the Scientific Committee of the Spanish Agency for Food
Safety and Nutrition (AESAN) on the implementation in Spain of the
Nutri-Score information system regarding the nutritional quality of
food products Report of the Scientific Committee of the Spanish Agency for Food
Safety and Nutrition (AESAN) on the implementation in Spain of the
Nutri-Score information system regarding the nutritional quality of
food products Report of the Scientific Committee of the Spanish Agency for Food
Safety and Nutrition (AESAN) on the implementation in Spain of the
Nutri-Score information system regarding the nutritional quality of
food products
Reference number: AESAN-2020-004
Report approved by the Scientific Committee in its plenary session on 4 March 2020
Working group
Montaña Cámara Hurtado (Coordinator), Carlos Alonso Calleja, Rosa María Giner Pons, Elena Gon-
zález Fandos, Jordi Mañes Vinuesa, José Alfredo Martínez Hernández, Esther López García, Victoria
Moreno-Arribas, María del Puy Portillo Baquedano, David Rodríguez Lázaro, Magdalena Rafecas
Martínez, Marta García Solano (AESAN), Enrique Gutiérrez González (AESAN) and Mª José Yusta
Boyo (AESAN)
Scientific Committee
Carlos Alonso Calleja
Universidad de León
Rosa María Giner Pons
Universitat de València
Sonia Marín Sillué
Universitat de Lleida
Magdalena Rafecas Martínez
Universitat de Barcelona
Montaña Cámara Hurtado
Universidad Complutense de
Madrid
Elena González Fandos
Universidad de La Rioja
José Alfredo Martínez
Hernández
Universidad de Navarra
David Rodríguez Lázaro
Universidad de Burgos
Álvaro Daschner
Hospital de La Princesa de
Madrid
María José González Muñoz
Universidad de Alcalá de
Henares
Francisco José Morales Navas
Consejo Superior de
Investigaciones Científicas
Carmen Rubio Armendáriz
Universidad de La Laguna
Pablo Fernández Escámez
Universidad Politécnica de
Cartagena
Esther López García
Universidad Autónoma de
Madrid
Victoria Moreno Arribas
Consejo Superior de
Investigaciones Científicas
María José Ruiz Leal
Universitat de València
Carlos Manuel Franco Abuín
Universidade de Santiago de
Compostela
Jordi Mañes Vinuesa
Universitat de València
María del Puy Portillo
Baquedano
Universidad del País Vasco
Pau Talens Oliag
Universitat Politècnica de
València
Technical Secretary
Vicente Calderón Pascual Report of the Scientific Committee of the Spanish Agency for Food
Safety and Nutrition (AESAN) on the implementation in Spain of the
Nutri-Score information system regarding the nutritional quality of
food products Translated from the original published in the journal: Revista del Comité Científico de la AESAN, 31, pp: 77-97 Reference number: AESAN-2020-004 1
revista del comité científico nº 31 g g
p
Montaña Cámara Hurtado (Coordinator), Carlos Alonso Calleja, Rosa María Giner Pons, Elena Gon-
zález Fandos, Jordi Mañes Vinuesa, José Alfredo Martínez Hernández, Esther López García, Victoria
Moreno-Arribas, María del Puy Portillo Baquedano, David Rodríguez Lázaro, Magdalena Rafecas
Martínez, Marta García Solano (AESAN), Enrique Gutiérrez González (AESAN) and Mª José Yusta
Boyo (AESAN) revista del comité científico nº 31 Scientific Committee
Carlos Alonso Calleja
Universidad de León
Rosa María Giner Pons
Universitat de València
Sonia Marín Sillué
Universitat de Lleida
Magdalena Rafecas Martínez
Universitat de Barcelona
Montaña Cámara Hurtado
Universidad Complutense de
Madrid
Elena González Fandos
Universidad de La Rioja
José Alfredo Martínez
Hernández
Universidad de Navarra
David Rodríguez Lázaro
Universidad de Burgos
Álvaro Daschner
Hospital de La Princesa de
Madrid
María José González Muñoz
Universidad de Alcalá de
Henares
Francisco José Morales Navas
Consejo Superior de
Investigaciones Científicas
Carmen Rubio Armendáriz
Universidad de La Laguna
Pablo Fernández Escámez
Universidad Politécnica de
Cartagena
Esther López García
Universidad Autónoma de
Madrid
Victoria Moreno Arribas
Consejo Superior de
Investigaciones Científicas
María José Ruiz Leal
Universitat de València
Carlos Manuel Franco Abuín
Universidade de Santiago de
Compostela
Jordi Mañes Vinuesa
Universitat de València
María del Puy Portillo
Baquedano
Universidad del País Vasco
Pau Talens Oliag
Universitat Politècnica de
València
Technical Secretary Key words
Nutri-Score, labelling, FOPL, olive oil. Technical Secretary Key words
Nutri-Score, labelling, FOPL, olive oil. Suggested citation
AESAN Scientific Committee. (Working group) Cámara, M., Alonso, C., Giner, R.M., González, E., Mañes, J.,
Martínez, J.A., López, E., Moreno-Arribas, V., Portillo, M.P., Rodríguez, D., Rafecas, M., García, M., Gutiérrez,
E. and Yusta, M.J. Informe del Comité Científico de la Agencia Española de Seguridad Alimentaria y Nutrición
(AESAN) sobre la aplicación en España del sistema Nutri-Score de información sobre la calidad nutricional de
los alimentos. Revista del Comité Científico de la AESAN, 2020, 31, pp: 77-97. Technical Secretary Vicente Calderón Pascual Non-communicable diseases are the main cause of morbidity and mortality in Europe. Imbalances
in the intake of salt and some nutrients, particularly fats, sugars or fibre, among others, are the main
modifiable risk factors with regard to these diseases. One of the tools of public health policies to promote healthy diets is nutrition labelling, which is
regulated in the European Union by Regulation (EU) No. 1169/2011 on the provision of food information
to consumers. This regulation enables the possibility of using, in a complementary and voluntary
way, a system of front-of-pack nutrition labelling in order to make the use and understanding of the
mandatory nutritional information easier for consumers, favouring healthier choices, and encouraging
manufacturers to make products with a better nutritional composition. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products Among the front-of-pack nutrition labelling schemes, the Nutri-Score system stands out. It is a
graphic system developed in France based on the use of a letters and colours code to inform con-
sumers, in a simple way, of the nutritional quality of food and drinks in addition to the mandatory
nutritional information set forth by European legislation. The purpose of this report is to respond to the request for the opinion of the Scientific Committee
on the suitability of the adaptation of the Nutri-Score system by incorporating the content of olive
oil in its algorithm. In answer to the question raised, a review of the front-of-pack nutrition labelling models used in
the WHO European Region has been conducted, with a special focus on the model applied in the
United Kingdom and Nutri-Score in France. The value scale used is described and the amendments
made are explained, including the one corresponding to olive oil. revista del comité científico nº 31
2 revista del comité científico nº 31 The Scientific Committee considers that the Nutri-Score adaptation proposal including olive oil
improves the consideration of a product, which presents nutritional benefits based on its oleic acid
content, and entails an improvement regarding this front-of-pack nutrition labelling system. It is necessary to keep identifying other aspects that may be incorporated into the Nutri-Score
system for the nutritional assessment of foods and drinks usually found in the Spanish diet. Suggested citationi gg
AESAN Scientific Committee. (Working group) Cámara, M., Alonso, C., Giner, R.M., González, E., Mañes, J.,
Martínez, J.A., López, E., Moreno-Arribas, V., Portillo, M.P., Rodríguez, D., Rafecas, M., García, M., Gutiérrez,
E. and Yusta, M.J. Informe del Comité Científico de la Agencia Española de Seguridad Alimentaria y Nutrición
(AESAN) sobre la aplicación en España del sistema Nutri-Score de información sobre la calidad nutricional de
los alimentos. Revista del Comité Científico de la AESAN, 2020, 31, pp: 77-97. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products 1. Introduction Noncommunicable diseases are the main cause of morbidity and mortality in the World Health
Organization (WHO) European Region (WHO, 2018). Diet plays a determining role in the prevention
of a number of noncommunicable diseases including cardiovascular diseases, cerebrovascular
disease, type 2 diabetes mellitus and different types of cancer. Imbalances in salt intake and
some nutrients, in particular fats, sugars and fibre, are the main preventable risk factors for these
diseases. In most European Union Member States, governments have approved health policies aimed at
promoting healthy diets, tackling growing obesity rates and guaranteeing nutrition and food safety. However, there is a margin for improvement in the exhaustiveness of these policies and their ambi-
tion. The European Food and Nutrition Action Plan 2015-2020 (WHO, 2014) and the EU Action Plan on
Childhood Obesity 2014-2020 (EU, 2014) promote the development of a series of public health polices
through a multidisciplinary focus on all areas of general government, with the involvement of both
the private sector and citizens. The objective is to improve the availability, accessibility and appeal
of healthy food, with a view towards improving the general quality of the citizens’ diet and, ultimately,
the health and well-being of the population. 3
revista del comité científico nº 31 3
revista del comité científico nº 31 To foster healthy eating, promote physical activity and reverse the rising trend in the prevalence
of obesity and, with that, substantially reduce the high rates of morbidity and mortality attributable
to chronic diseases, Spain has developed the NAOS Strategy for Nutrition, Physical Activity and the
Prevention of Obesity. Nutritional labelling is one of the public health policy tools to promote a healthy diet. The European
regulation on nutritional information (Regulation (EU) No. 1169/2011 of the European Parliament and
of the Council of 25 October 2011 on the provision of food information to consumers) has set, since
2016, the requirements to be met by mandatory nutritional information. It also mentions the possibility
of using, on a complementary and voluntary basis, front-of-pack labelling (FOPL) in order to facilitate
consumers’ use and understanding of mandatory nutritional information, fostering healthier choices
and encouraging manufacturers to produce products with better nutritional composition. Among the different front-of-pack nutrition labelling schemes, the Nutri-Score system stands out. This is a graphic scale developed in France based on the use of a code of letters and colours to inform
consumers of the nutritional quality of food and drinks in a simple way in addition to the mandatory
nutritional declaration established in the European regulation. The graphic system or Nutri-Score logo consists of five colours (from dark green to dark orange),
each associated with a letter (A to E), and each signifying five categories based on the nutritional
information (from best to worst, respectively). Classification into one category is the result of the
calculation of an algorithm, designed based on public health criteria and scientifically validated. Points are allocated based on the nutritional composition per 100 g of the product. It takes into
account nutrients considered “unfavourable” from a nutritional perspective (calories, sugars, satu-
rated fatty acids and sodium) and “favourable” (proteins, fibre and percentage of fruits, vegetables,
pulses and nuts). A score is assigned depending on the content of each, according to grids included
in two different tables. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products The usage regulation establishes cheeses as a specific case. 3
revista del comité científico nº 31 The limits for specific nutrient con-
tent showed on the grids are not modified, but the final score is calculated considering the protein
content score in all cases regardless of the sum of the unfavourable points. Other specific cases
contained in the regulation are beverages and added fats, for which the content limits for some
nutrients showed in the grids, are modified. In Spain, in November 2018, the Minister of Health, Consumer Affairs and Social Welfare published
the intention to implement Nutri-Score, it being considered the most suitable front-of-pack labelling
system for Spain’s public health objectives. This was a response to the demands of citizens, profes-
sionals and the scientific community; the intentions of some Regional Authorities to adopt their own
models; and the announcement of the imminent implementation of another model proposed by five
food sector multinationals in several countries, including Spain. revista del comité científico nº 31
4 revista del comité científico nº 31
4 Over subsequent months, Santé publique France, the French national public health agency, devel-
oped an amendment to allow for the positive consideration of the olive oil content of foods, whose
Nutri-Score grading did not differ from other oils with worse nutritional profile. Consequently, in September 2019, an amendment to the decree regulating the use of Nutri-Score
in France was published in the Journal Officiel de la Republique Française. This amendment shall
apply homogenously across all countries that adopt Nutri-Score. The purpose of this report is to respond to the request for the opinion of the Scientific Committee
on the suitability of adapting the Nutri-Score system by incorporating the content of olive oil in its
calculation. In response to the question raised, a review of the front-of-pack nutrition labelling models used
in the WHO European Region has been conducted, focusing especially on the model applied in the
United Kingdom and the Nutri-Score in France. The value scale used is described and the adaptations
made are explained, including the one corresponding to olive oil. 2. Font-of-pack labelling models in the WHO European Region
Regulation (EU) No. 1169/2011 establishes the possibility of using FOPL, on a complementary and
voluntary basis, in addition to the mandatory nutritional information, without replacing it, provided
that it complies with the requirements mentioned in said Regulation: it shall not mislead the con-
sumer, it shall not be ambiguous or confusing for the consumer and it shall be based on the relevant
scientific data (EU, 2011). Therefore, European Union Member States are afforded certain freedom for the development
of FOPL, provided it complies with the requirements established in Regulation (EU) No. 1169/2011,
which also calls on the European Commission to prepare a report, yet to be published, on the use of
additional forms of expression and presentation, with the effect on the internal market and whether
further harmonisation is advisable. Awaiting the publication of the European Commission report, various FOPL models have been
developed in different European Union countries that can be classified according to different criteria. The FOPL models are primarily split between the non-interpretive models, which provide a summary AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products of the nutritional value of the products to help purchase decisions; and interpretive models, which
provide an assessment of the nutritional quality of the product. revista del comité científico nº 31
4 According to data for the WHO European Region, the governments of 15 countries have backed
an interpretive FOPL policy, and 13 of them have adopted a logo (Kelly and Jewell, 2018). Most of the
logos identify healthy products; however, in three countries these logos also provide information on
less healthy components (warning labels in Israel, Nutri-Score in France and the Traffic Light system
in the United Kingdom). FOPL that identifies the unfavourable components of food products seems
to support consumers better in choosing nutritionally healthy products. The four main interpretive FOPL systems used in the WHO European Region (including European
Union Member States for whom compliance with Regulation (EU) No. 1169/2011 is mandatory and
countries outside the European Union) are detailed in Table 1 and are the following: 5
revista del comité científico nº 31 5
revista del comité científico nº 31 1. Endorsement logos: based on an assessment of positive products, favourable criteria are taken
into account. They will only appear on those products that comply with certain established
nutritional standards. Most products, therefore, don’t carry this type of logo. The criteria to define these nutritional standards vary from one logo to another depending on
the nutrients and/or ingredients considered, the content limits and measurement units used,
the food groups to which they apply and whether the criteria are established for each food
group. 1. Endorsement logos: based on an assessment of positive products, favourable criteria are taken
into account. They will only appear on those products that comply with certain established
nutritional standards. Most products, therefore, don’t carry this type of logo. Th
it
i t d fi
th
t iti
l t
d
d
f
l
t
th
d
di nutritional standards. Most products, therefore, don t carry this type of logo. The criteria to define these nutritional standards vary from one logo to another depending on
the nutrients and/or ingredients considered, the content limits and measurement units used,
the food groups to which they apply and whether the criteria are established for each food
group. The inclusion of text to accompany the logo usually improves consumers’ understanding 2. Nutrient-specific warning labels are classified on an unfavourable criteria-based assessment
of the product for each nutrient. The result is a negative evaluation. 2. Nutrient-specific warning labels are classified on an unfavourable criteria-based assessment
of the product for each nutrient. The result is a negative evaluation. revista del comité científico nº 31
4 This type of logo shows those products that exceed the established limits for certain critical
nutrients (salt, saturated fats, sugars, energy, etc.). The criteria may be established at a general
level for all products or for specific food groups. The same product may carry more than one warning logo, each relating to a nutrient. This type of logo shows those products that exceed the established limits for certain critical
nutrients (salt, saturated fats, sugars, energy, etc.). The criteria may be established at a general
level for all products or for specific food groups. The same product may carry more than one warning logo, each relating to a nutrient. 3. Nutrient-specific interpretive system: a positive or negative assessment is obtained for each
nutrient. The FOPL in the United Kingdom, provides numerical information on the percentage contribu-
tion a food contributes to the recommended daily intake of a nutrient (non-interpretive) and also
includes the interpretive information on the content in nutrients using a colour code (positive
or negative assessment). 3. Nutrient-specific interpretive system: a positive or negative assessment is obtained for each
nutrient. The FOPL in the United Kingdom, provides numerical information on the percentage contribu- 3. Nutrient-specific interpretive system: a positive or negative assessment is obtained for each
nutrient. The FOPL in the United Kingdom, provides numerical information on the percentage contribu-
tion a food contributes to the recommended daily intake of a nutrient (non-interpretive) and also
includes the interpretive information on the content in nutrients using a colour code (positive
or negative assessment). 4. Summary indicator system: a general assessment of the product with a positive or negative
result, considering favourable and unfavourable criteria. According to some established criteria for content in nutrients and/or ingredients, a score
is calculated, considering favourable and unfavourable points. The final score classifies the
products across a range of categories associated with a colour, letter etc. from healthiest to
least healthy. In the case of Nutri-Score the scoring criteria are the same for all food groups
(except for beverages, fats and cheeses). The logo may be displayed on all products. q
y
p
Table 1. revista del comité científico nº 31
4 Summary of the main types of logos present in interpretive FOPL systems used in the WHO European
Region
Type of logo
Name of logo
Countries
Endorsement logo
Choice logo
Belgium, Czech
Republic and Poland
Green endorsement logo
Israel
Healthy Living Guarantee
Mark
Croacia
Heart Symbol
Finland
Keyhole logo
Denmark, Iceland,
Lithuania, Norway and
Sweden
Protective Food logo
(Little Heart logo)
Slovenia
Nutrient-specifi c
warning system
Red warning label
Israel (mandatory
logo)
Nutrient-specifi c
interpretive system
Traffi c Light (colour
coding according to % of
recommended intake)
United Kingdom,
Ireland
Summary indicator
system
Nutri-Score
France, Belgium
Adapted from: Kelly and Jewell (2018). Recently, Italy, in application of Article 35 of Regulation (EC) No. 1169/2011, notifi ed the European
Commission (27 January 2020) of the draft ministerial decree which will recommend that food business
operators in Italy use an additional form of expressing nutritional information the “NutrInform Battery” Adapted from: Kelly and Jewell (2018). Recently, Italy, in application of Article 35 of Regulation (EC) No. 1169/2011, notifi ed the European
Commission (27 January 2020) of the draft ministerial decree which will recommend that food business
operators in Italy use an additional form of expressing nutritional information, the “NutrInform Battery”,
consisting of the display, within a battery symbol for each nutrient, of the percentage of the recom- AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products mended daily intake for energy value, fats, saturated fats, sugars and salt per portion of the product. To date, there are no studies available on the level of understanding, usefulness for discriminating
between foods, the association with health outcomes, consumer preferences or studies on consum-
ers of different socioeconomic status in different countries, including Spain, for NutrInform Battery. 3. Nutritional profiles used in the development of FOPL modelsi The different types of FOPL models are developed based on nutritional profiles that allow for the
classification of food and drinks according to their nutritional composition using criteria relating to
the prevention of illnesses and the promotion of health. 7
revista del comité científico nº 31 For this classification, the nutritional profiles can use specific criteria for each food and drink group
or the same criteria that apply to almost all food groups. For this classification, the nutritional profiles can use specific criteria for each food and drink group
or the same criteria that apply to almost all food groups. The nutritional profiles used in most FOPL models are differentiated in four key aspects: 1. Nutrients considered: in general, only nutritional information for nutrients considered unfa-
vourable are taken into account in terms of their association with noncommunicable diseases,
that is, the content in total fats, saturated fats, trans fatty acids, sodium (or salt) and/or added/
free sugars. However, some FOPL models such as Nutri-Score consider favourable nutrients
or ingredients in terms of how they relate to health, such as fruit and vegetable content, for
the calculation of nutritional quality. 2. Reference units: most FOPL models use units of content in g/100 g or ml/100 ml of the product,
although in some specific cases other units are used on a complementary basis. In the United
Kingdom, in order to establish the products with high content of a nutrient, if the size of the
portion is greater than 100 g, thresholds per portion are applied. In other cases, such as that of the Keyhole logo, nutritional criteria relating to saturated fats
apply to the total fat, those relating to total fat to the percentage of total energy and the salt
content criteria on per portion basis, for some food groups. In the case of Nutri-Score, the g/100 g reference is generally used, with the exception of the
added fats group. In this case, the nutritional criteria relating to saturated fat content are
applied to the total fats. 2. Reference units: most FOPL models use units of content in g/100 g or ml/100 ml of the product,
although in some specific cases other units are used on a complementary basis. In the United
Kingdom, in order to establish the products with high content of a nutrient, if the size of the
portion is greater than 100 g, thresholds per portion are applied. 3. Nutritional profiles used in the development of FOPL modelsi portion is greater than 100 g, thresholds per portion are applied. In other cases, such as that of the Keyhole logo, nutritional criteria relating to saturated fats
apply to the total fat, those relating to total fat to the percentage of total energy and the salt
content criteria on per portion basis, for some food groups. I th
f N t i S
th
/100
f
i
ll
d
ith th
ti
f th In the case of Nutri-Score, the g/100 g reference is generally used, with the exception of the
added fats group. In this case, the nutritional criteria relating to saturated fat content are
applied to the total fats. 3. Nutritional criteria: the nutritional criteria used to develop a FOPL model generally follow three
principal approaches: 3. Nutritional criteria: the nutritional criteria used to develop a FOPL model generally follow three
principal approaches: a. Contribution of each nutrient to recommended daily intake. The United Kingdom’s traffic light system shows the contribution of each nutrient to the
recommended daily intake, in addition to a colour code for some content limits established
for each nutrient. b. Compliance with content limits for each nutrient. The endorsement logos, specific warning labels for each nutrient and the specific logos
for each nutrient use content thresholds. The criteria for setting the content limits vary
across the different FOPL models. They are generally based on the national or WHO
recommended intakes. In the case of the United Kingdom’s traffic light system, limits for
green colour are established for nutritional claims in accordance with Regulation (EC) AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products No. 1924/2006 on nutrition and health claims made on foods (EU, 2006); red colour red is
applied for all nutrients with content in excess of 25 % of the recommended intakes (30 %
if applied per portion), and amber colour amber for intermediate contents. No. 1924/2006 on nutrition and health claims made on foods (EU, 2006); red colour red is
applied for all nutrients with content in excess of 25 % of the recommended intakes (30 %
if applied per portion), and amber colour amber for intermediate contents. c. Use of an algorithm to obtain a general nutritional assessment. Nutri-Score is a front-of-pack labelling model adopted by France in 2017 (JORF, 2017) and by Belgium
from 1 April 2019 (Moniteur Belge, 2019). Nutri-Score is a front-of-pack labelling model adopted by France in 2017 (JORF, 2017) and by Belgium
from 1 April 2019 (Moniteur Belge, 2019). It consists of a logo that can be displayed voluntarily on the front of food and drink packaging for
which there is an obligation to display the mandatory nutritional information, in accordance with
Regulation (EU) No. 1169/2011, without replacing it. Unprocessed products, such as fruit, vegetables
or fresh fish are not affected, nor are alcoholic drinks, as they are not obliged to display said labelling. There are five possible variations of the Nutri-Score logo, each consisting of a colour (dark green,
light green, yellow, light orange and dark orange) corresponding to a letter (A, B, C, D and E, respec-
tively). The products are classified according to their nutritional quality and are assigned one of five
variations of the logo: • A (dark green): the most favourable product from a nutritional perspective. • E (dark orange): the least favourable product from a nutritional perspective. The nutritional criteria used in the Nutri-Score model to classify the foods and drinks are based on
the algorithm of the British Food Standards Agency’s Nutrient Profile System (FSA-NPS) (FSA, 2011),
which was initially developed for the implementation of restriction policies for food and drink television
advertising aimed at children, thus producing a dichotomous variable (advertising permitted or not). 3. Nutritional profiles used in the development of FOPL modelsi A single score is obtained using an algorithm with the aim of categorizing foods in accor-
dance with their nutritional composition, showing which are the healthiest and least
healthy. Nutri-Score uses this focus to categorize foods and drinks into five categories
from best to worst nutritional quality. revista del comité científico nº 31
8 revista del comité científico nº 31
8 4. Food groups: in general, the FOPL are applied to packaged products. However, the Keyhole
logo used in Nordic countries, the Healthy Living Guarantee Mark in Croatia and Israel’s Green
Endorsement are applied to both packaged and unpackaged products. Furthermore, the Keyhole logo and Healthy Living Guarantee Mark exclude products that con-
tain artificial sweeteners. 4.1 British Food Standards Agency Nutrient Profile System (FSA-NPS) The nutritional profiles developed by the United Kingdom (FSA-NPS) have also served as the basis
of the scoring criteria for the nutritional profiles of Food Standards from Australia and New Zealand,
the nutritional profiles model in South Africa and the nutritional profiles model in Ireland. The FSA algorithm consists of a simple scoring system in which points are allocated based on the
nutrient content per 100 g of product. The calculation uses tables that connect the nutrient content
included in the mandatory nutritional information with a point scale. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products On the one hand, “A” or “unfavourable” points are obtained based on the content across four
components for which excessive consumption is considered unhealthy: energy (kJ/100 g), saturated
fat (g/100 g), sugars (g/100 g) and sodium (mg/100 g), among those contained in mandatory nutritional
labelling established in Regulation (EU) No. 1169/2011 of the European Union. A point scale from 0 to
10 is applied for each component. Calculation of A points per 100 g of product: Calculation of A points per 100 g of product: A points
Calories (kJ)
Sugars (g)
Saturated fatty
acids (g)
Sodium (mg)(*)
0
≤335
≤4.5
≤1
≤90
1
>335
>4.5
>1
>90
2
>670
>9
>2
>180
3
>1005
>13.5
>3
>270
4
>1340
>18
>4
>360
5
>1675
>22.5
>5
>450
6
>2010
>27
>6
>540
7
>2345
>31
>7
>630
8
>2680
>36
>8
>720
9
>3015
>40
>9
>810
10
>3350
>45
>10
>900
(*) The sodium content corresponds to the salt content contained in the mandatory declaration divided by 2.5. A points = calorie points [0-10] + sugar points [0-10] + saturated fatty acids points [0-10] +
sodium points [0-10] = [0-40] 9
revista del comité científico nº 31 (*) The sodium content corresponds to the salt content contained in the mandatory declaration divided by 2.5. A points = calorie points [0-10] + sugar points [0-10] + saturated fatty acids points [0-10] +
sodium points [0-10] = [0-40] Meanwhile, “C” or “favourable” points are obtained depending on the content in three components
whose consumption is recommended for a healthy diet: fruit, vegetables, pulses and nuts (% in
weight); fibre (g/100 g) and protein (g/100 g) A points scale from 0 to 5 is applied for each component. 4.1 British Food Standards Agency Nutrient Profile System (FSA-NPS) i
Calculation of C points: C points
Fruit, vegetables, pulses and
nuts (% en peso)
Fibre (g)
Protein (g)
0
≤40
≤0.9
≤1.6
1
>40
>0.9
>1.6
2
>60
>1.9
>3.2
3
-
>2.8
>4.8
4
-
>3.7
>6.4
5
>80
>4.7
>8.0
C points = fruit, vegetable, pulses and nut points [0-5] + fibre points [0-5] +
protein points [0-5] = [0-15] AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products The final score is obtained by subtracting the C points from the A points, with the exception that if
the A score is 11 or higher and the score obtained for the fruit and vegetables content is under 5 then
the points for protein content will not be taken into account in the C points calculation. This prevents
a high A score resulting from a high content of unfavourable components being compensated by
protein content. The final score is obtained by subtracting the C points from the A points, with the exception that if
the A score is 11 or higher and the score obtained for the fruit and vegetables content is under 5 then
the points for protein content will not be taken into account in the C points calculation. This prevents
a high A score resulting from a high content of unfavourable components being compensated by
protein content. Calculation of final score: Calculation of final score: • A points ≥ 11
Fruit, vegetable points = 5 → Final score = A points - C points
Fruit, vegetable points < 5 → Final score = A points - (fruit and vegetables points [0-5] + fibre
points [0-5]) Fruit, vegetable points = 5 → Final score = A points - C points revista del comité científico nº 31
10 revista del comité científico nº 31 • A points < 11
Final score = A points - C points This calculation algorithm (see Annex I) is applied in the same manner for all products, with no spe-
cific criteria for food and drink categories. It was initially developed to be applied in the regulation
of advertising aimed at children with solid food products with a final score of 4 or more considered
less healthy and, therefore, not suitable for use in advertising aimed at children. 4.1 British Food Standards Agency Nutrient Profile System (FSA-NPS) For drinks, products
with a score of 1 or higher do not meet the criteria for advertising to children. The FSA algorithm is one of the most studied in the scientific literature and the most frequently
validated (Labonté et al., 2018). It has been used extensively internationally for the development
of different health policies, such as the regulation of health claims in Australia, New Zealand and
South Africa; the implementation of FOPL in Australia, New Zealand and France and the regulation
of advertising aimed at children in Ireland. a. FSA-NPS modification for cheese Most cheeses (73.3 %) were allocated the letter E, as in this group the A points are 11 or higher,
meaning the protein content was not taken into account in the calculation of the final score. The HCSP took up the opinion of the FSA that proteins are a good indicator of the presence of cal-
cium, and, on the other hand, cheeses are an important source of calcium for the French population
(Coudray, 2011). Therefore, it was concluded that for the cheese group, the protein content should
always be taken into account for the final score, regardless of the value of the A points. • A points ≥ 11 • A points ≥ 11 – Fruit, vegetable points = 5 → Final score = A points - C points – Fruit, vegetable points < 5 → Final score = A points - (fruit, vegetable points [0-5] + fibre points [0-5]) • A points < 11 or for cheeses → Final score = A points - C points development of Nutri-Score Regarding FOPL development, the use of a dichotomous scoring system (with binary scoring implying
the notion of good and bad food products) may not be considered appropriate (Julia et al., 2014). Tak-
ing this into account, Santé publique France, in collaboration with the University of Paris developed,
based on the British FSA-NPS, five categories of nutritional quality for the purposes of ensuring a high
discriminating power within each group of foods and drinks, while maintaining a central category to
avoid classifying food products as good or bad. To facilitate citizens’ understanding, each category would be represented by a letter and a colour
(five variations of the Nutri-Score logo) (Julia et al., 2015a). AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products To validate the FSA algorithm in the French context, the French Higher Council for Public Health
(Haut Conseil de la Santé Publique, HCSP) conducted several studies (Julia et al., 2014, 2015b) to
assess the capacity to adequately classify food and drinks into five nutritional quality categories
in line with France’s food-based dietary guidelines. Using the Open Food Facts database on the
composition of foods, which includes food regularly consumed by the French general public, the
classification of food and drinks was consistent with nutritional recommendations: 95.4 % of fruit
and vegetables were classified into the first quintile of distribution (letter A), while 86 % of “sugary
snacks” were classified in the fourth and fifth quintiles (letters D and E). Moreover, variability was
observed within each one of the food and drink groups, allowing for the discrimination of nutritional
quality between groups of products and within them. However, for three groups of food products:
cheeses, drinks and fats, the results of the classification into five categories were not consistent. Therefore, some adaptations to the initial scoring system were applied to ensure greater coherence
with France’s dietary guidelines. 11
revista del comité científico nº 31 revista del comité científico nº 31
12 Table 3. Point allocation for fruit and vegetable content for drinks
C points
Drinks
Fruit, vegetables (%)
Fibre (g)
Protein (g)
0
≤40
≤0.9
≤1.6
1
-
>0.9
>1.6
2
>40
>1.9
>3.2
3
-
>2.8
>4.8
4
>60
>3.7
>6.4
5
-
>4.7
>8.0
10
>80
-
- (*) Sodium content corresponds to the salt content shown in the mandatory declaration divided by 2.5. b. FSA-NPS modification for drinks For drinks, the classification does not reflect French dietary guidelines, given that fruit juices obtained
a more favourable score than water despite water being the only recommended drink. Moreover,
the variability of the scoring for drinks is very low and it did not allow consistent identification of
five categories. The modifications for the drinks group consist of a new table for the allocation of points for energy,
sugar and fruit and vegetable content (Tables 2 and 3). AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products
Table 2. Point allocation for energy and sugar content for drinks per 100 ml
A points
Drinks
Calories (kJ)
Drinks
Sugars (g)
Saturated fatty
acids (g)
Sodium (mg)(*)
0
≤0
≤0
≤1
≤90
1
≤30
≤1.5
>1
>90
2
≤60
≤3
>2
>180
3
≤90
≤4.5
>3
>270
4
≤120
≤6
>4
>360
5
≤150
≤7.5
>5
>450
6
≤180
≤9
>6
>540
7
≤210
≤10.5
>7
>630
8
≤240
≤12
>8
>720
9
≤270
≤13.5
>9
>810
10
>270
>13.5
>10
>900
(*) S di
t
t
d t th
lt
t
t h
i th
d t
d
l
ti
di id d b 2 5 c. FSA-NPS modifications for fats In terms of fats, score range for saturated fat content did not allow for any discrimination between
fats of animal and vegetable origin. 75.1 % of fats were classified with the letter E, regardless of
origin. The fact that the maximum score for the content in saturated fat is reached with 10 g saturated
fat/100 g of product would explain the lack of a distinction between the different types of fats. The modification applied for the group of fats consists of a new table for allocating points for
saturated fats content, which is considered over total fat content (Table 4). The modification applied for the group of fats consists of a new table for allocating points for
saturated fats content, which is considered over total fat content (Table 4). Table 4. Point allocation for content in saturated fats
A points
Calories (kJ)
Sugars (g)
Specific fat limits
SFA/lipids (% in weight)
Sodium (mg)(*)
0
≤335
≤4.5
<10
≤90
1
>335
>4.5
<16
>90
2
>670
>9
<22
>180
3
>1005
>13.5
<28
>270
4
>1340
>18
<34
>360
5
>1675
>22.5
<40
>450
6
>2010
>27
<46
>540
7
>2345
>31
<52
>630
8
>2680
>36
<58
>720
9
>3015
>40
<64
>810
10
>3350
>45
≥64
>900
(*) Sodium content corresponds to the salt content shown in the mandatory declaration divided by 2.5. 13
revista del comité científico nº 31 1 This proposal was drafted by the team at the Universidad Rovira i Virgili, Reus, Spain (Dr. Jordi Salas and
Dr. Nancy Babio), in collaboration with the INSERM/INRA/University of Paris 13 team, which conducted the
scientific validation work on Nutri-Score in relation to health (Dr. Serge Hercberg, Dr. Chantal Julia and Dr.
Pilar Galán). d. Classification of food products according to final score obtained Depending on the final score obtained, food products are classified in five categories, each repre-
sented by a colour and a letter according to the following table. Table 5. Classification of food products according to Nutri-Score
Solid foods (points)
Drinks (points)
Nutri-Score
-15 to 1
Water
0 to 2
≤1
3 to 10
2 to 5
11 to 18
6 to 9
19 - 40
≥10 Table 5. Classification of food products according to Nutri-Score
Solid foods (points)
Drinks (points)
Nutri-Score
-15 to 1
Water
0 to 2
≤1
3 to 10
2 to 5
11 to 18
6 to 9
19 - 40
≥10 AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products With regard to the adoption of Nutri-Score, the development of the five nutritional quality categories
and the FSA nutritional profile modifications described above have been evaluated through valida-
tion studies of several aspects, providing significant scientific support to this public health initiative
adopted at the national level in France (Julia et al., 2014, 2015b) (Szabo de Edelenyi, 2019). Switzerland has already implemented it and Germany has submitted a notification to the European
Commission. The Minister of Health, Consumer Affairs and Social Welfare announced in November 2018 Spain’s
intention to adopt Nutri-Score. The application of Nutri-Score will be voluntary and its use in Spain
shall require the submission of a notification to AESAN. Agri-food companies and distributors will
therefore have the option of choosing whether or not to use the logo to inform consumers of the
nutritional quality of their products. revista del comité científico nº 31
14 revista del comité científico nº 31 5. Modification of Nutri-Score for the inclusion of olive oil
For the successful implementation of Nutri-Score in Spain, AESAN considered necessary to take into
account specific aspects of the dietary guidelines given to the Spanish population different from the
French guidelines. In this regard, the recommendation to consume olive oil as the main source of
monounsaturated fatty acids in the Spanish diet must be noted and a very different nutritional con-
sideration must be applied to olive oil as compared to other fats, in light of its status as the principal
oil consumed in Spain. 5. Modification of Nutri-Score for the inclusion of olive oil
For the successful implementation of Nutri-Score in Spain, AESAN considered necessary to take into
account specific aspects of the dietary guidelines given to the Spanish population different from the
French guidelines. In this regard, the recommendation to consume olive oil as the main source of
monounsaturated fatty acids in the Spanish diet must be noted and a very different nutritional con-
sideration must be applied to olive oil as compared to other fats, in light of its status as the principal
oil consumed in Spain. The initial proposal integrated the quantity of fruit oil, principally virgin olive oil/extra virgin olive oil
(VOO/EVOO) and walnut oil in the component “Fruit, vegetables, pulses and nuts” which is included
in the positive points (C points) category for the calculation of the Nutri-Score. Therefore, this com-
ponent would be amended to “Fruit, vegetables, pulses, nuts and fruit and nut oils”1. A modification was subsequently proposed which would only apply to olive oil, walnut oil and
rapeseed oil, and not all fruit and nut oils. This modification is based on the scientific evidence of the health benefits of consuming olive
oil (Reis de Souza, 2013), considering it is the most widely consumed oil in Spain and the fact that
rapeseed and walnut oils are also recommended in French dietary guidelines. This modification allows for Nutri-Score to be applied to oil itself in a harmonised and uniform
manner across all the countries that adopt the system. Thus, olive oil will obtain the maximum points
(content in olive oil of 100 %) and can be distinguished from other oils such as sunflower, palm or
coconut oils. This modified proposal includes olive oil and not just VOO/EVOO. This decision is because for the
other components in the “Fruit, vegetables, pulse and nuts” group, extraction method is not taken
into account in calculating the Nutri-Score. Nevertheless, and even though Nutri-Score does not AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products establish any differences between olive oil on the one hand and virgin and extra virgin olive oil on
the other, it must be borne in mind at all times that the latter have a very beneficial impact on cardio-
vascular health and risk factors, thanks to their content in components other than oleic acid, such
as phenolic compounds. 15
revista del comité científico nº 31 15
revista del comité científico nº 31 Tabla 6. Points table incorporating of olive oil
Points
Fruit, vegetables, pulses, nuts and olive,
walnut and rapeseed oil (% in weight)
Fibre
(g/100 g)
Protein
(g/100 g)
0
≤40
≤0.9
≤1.6
1
>40
>0.9
>1.6
2
>60
>1.9
>3.2
3
-
>2.8
>4.8
4
-
>3.7
>6.4
5
>80
>4.7
>8
Subtotal
0-5 (a)
0-5 (b)
0-5 (c)
Total (0-15)
P points = (a) + (b) + (c) With this modified Nutri-Score proposal, olive oil, rapeseed oil and walnut oil will benefit from a C
Nutri-Score (the most favourable score for an oil). Moreover, products that contain olive oil could
also benefit, if the content in fruit, vegetables, pulses and nuts and olive, walnut or rapeseed oil
exceeds 40 %. 5. Modification of Nutri-Score for the inclusion of olive oil
For the successful implementation of Nutri-Score in Spain, AESAN considered necessary to take into
account specific aspects of the dietary guidelines given to the Spanish population different from the
French guidelines. In this regard, the recommendation to consume olive oil as the main source of
monounsaturated fatty acids in the Spanish diet must be noted and a very different nutritional con-
sideration must be applied to olive oil as compared to other fats, in light of its status as the principal
oil consumed in Spain. These effects have been described in numerous scientific publications
including multi-centre trials, such as the PREDIMED study (Estruch et al., 2018), which associates
the Mediterranean diet with a 30 % reduction in major cardiovascular events (heart attack, stroke or
death from cardiovascular causes), and meta-analyses than link consumption of extra virgin olive oil
with a significant improvement in total cholesterol, HDL cholesterol, inflammatory markers and blood
pressure (George et al., 2018). The specific recommendation promoting VOO/EVOO forms part of the
communication actions around the dietary guidelines implemented in each country. 5.1 Publication of the rule modifying the calculation of Nutri-Score In accordance with these considerations, on 5 September 2019, the Decree amending the form of
complementary display of the nutritional declaration recommended by the State was published in the
Journal Officiel de la République Française (JORF, 2019). Along with other modifications, reference
to “rapeseed, walnut and olive oils” is included in the “Fruit, vegetables, pulses and nuts” category. Thus, in the calculation of the Nutri-Score, the component considered is “Fruit, vegetables, pulses,
nuts and olive, walnut and rapeseed oil”. This involves the updating to the Nutri-Score usage regulation and the frequently asked questions
document developed by Santé publique France. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products nclusions of the Scientific Committee with respect to the suitability of the adaptation of the The conclusions of the Scientific Committee with respect to the suitability of the adaptation of the
Nutri-Score system incorporating olive oil content into the calculation are the following: The conclusions of the Scientific Committee with respect to the suitability of the adaptatio
Nutri-Score system incorporating olive oil content into the calculation are the following: core system incorporating olive oil content into the calculation are the following: • The European Union has not established a harmonised model for front-of-pack labelling and
therefore Member States decide this matter. • Neighbouring countries that currently have some form of front-of-pack labelling are the follow-
ing: France, Switzerland and Belgium (Nutri-Score), the United Kingdom (Traffic light), Sweden,
Norway, Denmark, Iceland, Lithuania and North Macedonia (Keyhole or Nordic Keyhole) and the
Netherlands (FOP Choices). These systems have been the subject of debate within the European
Commission over the last 2 years. revista del comité científico nº 31
16 revista del comité científico nº 31
16 • Spain has always expressed a position in favour of harmonisation at EU level for front-of-pack
nutritional labelling. • Spain has always expressed a position in favour of harmonisation at EU level for front-of-pack
nutritional labelling. • The Scientific Committee considers that AESAN’s Nutri-Score adaptation proposal for the inclu-
sion of olive oil in the “Fruit, vegetables, pulses and nuts” group and the resulting positive
consideration in the Nutri-Score calculation improves the consideration of a product that has
nutritional benefits based on its oleic acid content and constitutes an improvement of said front-
of-pack nutrition labelling system. • The Scientific Committee believes that the correct wording to apply to the included oils would
be: “olive oil, walnut oil and rapeseed oil” and under no circumstances should reference be
made to “olive oils”. • The Scientific Committee suggests that, without prejudice to the numerical calculation, a sepa-
rate column be created, not within the current fruit and vegetables column (Table 7). • The Scientific Committee suggests that, without prejudice to the numerical calculation, a sepa-
rate column be created, not within the current fruit and vegetables column (Table 7). Table 7. • It is necessary to continue to identify other aspects that may need to be incorporated into the
Nutri-Score system for the nutritional assessment of foods and drinks characteristic of the
Spanish diet. References Coudray, B. (2011). The Contribution of Dairy Products to Micronutrient Intakes in France. Journal of the Ameri-
can College of Nutrition, 30 (5 Suppl 1), pp: 410S-404S. Doi: 10.1080/07315724.2011.10719984. Estruch, R., Ros, E., Salas-Salvadó, J., Covas, M.I., Corella, D., Arós, F., Gómez-Gracia, E., Ruiz-Gutiérrez, V., Fiol,
M., Lapetra, J., Lamuela-Raventos, R.M., Serra-Majem, L., Pintó, X., Basora, J., Muñoz, M.A., Sorlí, J.V., Martí-
nez, J.A., Fitó, M., Gea, A., Hernán, M.A. and Martínez-González, M.A. PREDIMED Study Investigators. (2018). Primary Prevention of Cardiovascular Disease with a Mediterranean Diet Supplemented with Extra-Virgin
Olive Oil or Nuts. The New England Journal of Medicine, 378 (25), e34. https://doi.org/10.1056/NEJMoa1800389. EU (2006). Regulation (EC) No. 1924/2006 of the European Parliament and of the Council of 20 December 2006 on
nutrition and health claims made on foods. OJ L 404 of 30 December 2006, pp: 9-25. 17
revista del comité científico nº 31 EU (2011). Regulation (EC) No. 1169/2011 of the European Parliament and of the Council of 25 October 2011on the
provision of food information to consumers. OJ L 304 of 22 November 2011, pp: 8-63. EU (2012). Commission Regulation (EU) No. 432/2012 of 16 May 2012 establishing a list of permitted health claims
made on foods, other than those referring to the reduction of disease risk and to children’s development and
health. OJ L 136 of 25 May 2012, pp: 1-40. EU (2014). EU Action Plan on Childhood Obesity 2014-2020. Available at: https://ec.europa.eu/health/sites/health/
files/nutrition_physical_activity/docs/childhoodobesity_actionplan_2014_2020_en.pdf [accessed: 01-03-20]. EU (2014). EU Action Plan on Childhood Obesity 2014-2020. Available at: https://ec.europa.eu/health/sites/health/
files/nutrition_physical_activity/docs/childhoodobesity_actionplan_2014_2020_en.pdf [accessed: 01-03-20]. FSA (2011). Nutrient profiling Technical Guidance. Available at: https://www.gov.uk/government/publications/
th
t i
t
fili
d l [
d 01 03 20] FSA (2011). Nutrient profiling Technical Guidance. Available at: https://www.gov.uk/government/publications/
the-nutrient-profiling-model [accessed: 01-03-20]. George, E.S., Marshall, S., Mayr, H.L., Trakman, G.L., Tatucu-Babet, O.A., Lassemillante, A.C.M., Bramley, A.,
Reddy, A.J., Forsyth, A., Tierney, A.C., Thomas, C.J., Itsiopoulos, C. and Marx, W. (2018). The effect of high-
polyphenol extra virgin olive oil on cardiovascular risk factors: A systematic review and meta-analysis. Cri-
tical reviews in food science and nutrition, 59 (17), pp: 2772-2795. https://doi.org/10.1186/1476-511X-13-154. JORF (2017). Journal Officiel de la République Française. Ministère des Solidarités et de la Santé. Arrêté du 31
octobre 2017 fixant la forme de présentation complémentaire à la déclaration nutritionnelle recommandée par
l’Etat en application des articles L. 3232-8 et R. 3232-7 du code de la Santé Publique. JORF (2019). nclusions of the Scientific Committee with respect to the suitability of the adaptation of the Suggested scoring table presentation for the inclusion of olive oil in Nutri-Score
Points
Fruit, vegetables, pulses
and nuts (% in weight)
Olive oil, walnut oil
and rapeseed oil (g/100 g
o 100 ml)
Fibre
(g/100 g)
Protein
(g/100 g)
0
≤40
≤0.9
≤1.6
1
>40
>0.9
>1.6
2
>60
>1.9
>3.2
3
-
>2.8
>4.8
4
-
>3.7
>6.4
5
>80
>4.7
>8
Subtotal
0-5 (a)
0-5 (b)
0-5 (c)
Total (0-15)
P points = (a) + (b) + (c) • It is necessary to continue to identify other aspects that may need to be incorporated into the
Nutri-Score system for the nutritional assessment of foods and drinks characteristic of the
Spanish diet. • It is necessary to continue to identify other aspects that may need to be incorporated into the
Nutri-Score system for the nutritional assessment of foods and drinks characteristic of the
Spanish diet. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products References Journal Officiel de la République Française. Ministère des Solidarités et de la Santé. Arrêté du 30
août 2019 modifiant l’arrêté du 31 octobre 2017 fixant la forme de présentation complémentaire à la décla-
ration nutritionnelle recommandée par l’Etat en application des articles L. 3232-8 et R. 3232-7 du code de la
Santé Publique. Julia, C., Ducrot, P., Lassale, C., Fézeu, L., Méjean, C., Péneau, S., Touvier, M., Hercberg, S. and Kesse-Guyot, E. (2015a). Prospective associations between a dietary index based on the British Food Standard Agency nu-
trient profiling system and 13-year weight gain in the SU.VI.MAX cohort. Preventive Medicine, 81, pp: 189-194. https://doi.org/10.1016/j.ypmed.2015.08.022. Julia, C., Ducrot, P., Péneau, S., Deschamps, V., Méjean, C., Fézeu, L., Touvier, M., Hercberg, S. and Kesse-Guyot,
E. (2015b). Discriminating nutritional quality of foods using the 5-Color nutrition label in the French food mar-
ket: Consistency with nutritional recommendations. Nutrition Journal, 14, 100. https://doi.org/10.1186/s12937-
015-0090-4. Julia, C., Kesse-Guyot, E., Touvier, M., Méjean, C., Fezeu, L. and Hercberg, S. (2014). Application of the British
Food Standards Agency nutrient profiling system in a French food composition database. The British Journal
of Nutrition, 112 (10), pp: 1699-1705. https://doi.org/10.1017/S0007114514002761. Kelly, B. and Jewell, J. (2018). What is the evidence on the policy specifications, development processes and
effectiveness of existing front-of-pack food labelling policies in the WHO European Region? Copenhagen:
WHO Regional Office for Europe; Health Evidence Network (HEN) synthesis report 61. Labonté, M.È., Poon, T., Gladanac, B., Ahmed, M., Franco-Arellano, B., Rayner, M. and L’Abbé, M.R. (2018). Nu-
trient Profile Models with Applications in Government-Led Nutrition Policies Aimed at Health Promotion and AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products Noncommunicable Disease Prevention: A Systematic Review. Advances in Nutrition, 9 (6), pp: 741-788. https://
doi.org/10.1093/advances/nmy045. Noncommunicable Disease Prevention: A Systematic Review. Advances in Nutrition, 9 (6), pp: 741-788. https://
doi.org/10.1093/advances/nmy045. Moniteur Belge (2019). Service Public Federal Santé Publique, Securite de la Chaine Alimentaire et Environne-
ment. 1er Mars 2019. Arrêté royal relatif à l’utilisation du logo «Nutri-Score». Moniteur Belge (2019). Service Public Federal Santé Publique, Securite de la Chaine Alimentaire et Environne-
ment. 1er Mars 2019. Arrêté royal relatif à l’utilisation du logo «Nutri-Score». Reis de Souza, P., Crema-Peghini, B., Santana da Silva, J. and Ribeiro Cardoso, C. (2013). An Overview of the Mo-
dulatory Effects of Oleic Acid in Health and Disease. References Mini Reviews in Medicinal Chemistry, 13 (2), pp: 201-210. Reis de Souza, P., Crema-Peghini, B., Santana da Silva, J. and Ribeiro Cardoso, C. (2013). An Overview of the Mo-
dulatory Effects of Oleic Acid in Health and Disease. Mini Reviews in Medicinal Chemistry, 13 (2), pp: 201-210. Szabo de Edelenyi, F., Egnell, M., Galan, P., Druesne-Pecollo, N., Hercberg, S. and Julia, C. (2019). Ability of the Reis de Souza, P., Crema-Peghini, B., Santana da Silva, J. and Ribeiro Cardoso, C. (2013). An Overview of the Mo-
dulatory Effects of Oleic Acid in Health and Disease. Mini Reviews in Medicinal Chemistry, 13 (2), pp: 201-210. Szabo de Edelenyi, F., Egnell, M., Galan, P., Druesne-Pecollo, N., Hercberg, S. and Julia, C. (2019). Ability of the
Nutri-Score front-of-pack nutrition label to discriminate the nutritional quality of foods in the German food
market and consistency with nutritional recommendations. Archives of Public Health, 77, pp: 28. https://doi. org/10.1186/s13690-019-0357-x. revista del comité científico nº 31
18 WHO (2014). World Health Organization. European Food and Nutrition Action Plan 2015-2020. Available at: http://
www.euro.who.int/en/publications/abstracts/european-food-and-nutrition-action-plan-20152020-2014
[accessed: 01-03-20]. WHO (2014). World Health Organization. European Food and Nutrition Action Plan 2015-2020. Available at: http://
www.euro.who.int/en/publications/abstracts/european-food-and-nutrition-action-plan-20152020-2014
[accessed: 01-03-20]. WHO (2014). World Health Organization. European Food and Nutrition Action Plan 2015-2020. Available at: http://
www.euro.who.int/en/publications/abstracts/european-food-and-nutrition-action-plan-20152020-2014
[accessed: 01-03-20]. WHO (2018). World Health Organization. Non communicable diseases. Available at: https://www.who.int/es/
news-room/fact-sheets/detail/noncommunicable-diseases [accessed: 01-03-20]. WHO (2018). World Health Organization. Non communicable diseases. Available at: https://www.who.int/es/
news-room/fact-sheets/detail/noncommunicable-diseases [accessed: 01-03-20]. AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products
Annex I. Calculation of Nutri-Score: Flowchart
FLOWCHART FOR CALCULATION OF NUTRI-SCORE
Food product with mandatory nutritional information and list of ingredients. Calculation of unfavourable points (A POINTS) and favourable points (C POINTS)
Unfavourable components (A points): Energy, sugars, saturated fat, salt
Favourable components (C points): Fruit, vegetables, pulses and nuts and olive, rapeseed and walnut oil;
Proteins; Fibre. Is the food product a drink or added fat? YES
NO
Final score calculation: ¿A points < 11 or CHEESE product? Points for Fruit, vegetables,
nuts, pulses, olive oil, walnut oil,
rapeseed oil ≥ 5? References Final score:
A points - C points
Final score:
A
i t
C
i t (
t
ti
YES
NO
YES
NO
GENERAL TABLES for calculation of unfavourable
components (A POINTS) and favourable components
(C POINTS)
TABLES for calculation of unfavourable components
(A POINTS) and favourable components
(C POINTS C) for DRINKS or ADDED FATS AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products AESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products ESAN Scientific Committee: Implementation in Spain of the Nutri-Score information system regarding
the nutritional quality of food products Food product with mandatory nutritional information and list of ingredients. Calculation of unfavourable points (A POINTS) and favourable points (C POINTS) Food product with mandatory nutritional information and list of ingredients. Calculation of unfavourable points (A POINTS) and favourable points (C POINTS) Unfavourable components (A points): Energy, sugars, saturated fat, salt
Favourable components (C points): Fruit, vegetables, pulses and nuts and olive, rapeseed and walnut oil;
Proteins; Fibre. Is the food product a drink or added fat? YES
NO
Final score calculation: ¿A points < 11 or CHEESE product? Points for Fruit, vegetables,
nuts, pulses, olive oil, walnut oil,
rapeseed oil ≥ 5? Final score:
A points - C points
Final score:
A points - C points (not counting
points for proteins)
Final score: Allocation of a colour and letter
YES
NO
YES
NO
GENERAL TABLES for calculation of unfavourable
components (A POINTS) and favourable components
(C POINTS)
TABLES for calculation of unfavourable components
(A POINTS) and favourable components
(C POINTS C) for DRINKS or ADDED FATS 19
revista del comité científico nº 31 p
p
gy,
g
,
,
urable components (C points): Fruit, vegetables, pulses and nuts and olive, rapeseed and walnut oil;
eins; Fibre. Is the food product a drink or added fat? NO GENERAL TABLES for calculation of unfavourable
components (A POINTS) and favourable components
(C POINTS) TABLES for calculation of unfavourable components
(A POINTS) and favourable components
(C POINTS C) for DRINKS or ADDED FATS Final score calculation: ¿A points < 11 or CHEESE product? Points for Fruit, vegetables,
nuts, pulses, olive oil, walnut oil,
rapeseed oil ≥ 5? YES Final score:
A points - C points YES NO Final score:
A points - C points Final score: Allocation of a colour and letter
|
https://openalex.org/W3089522984
|
https://ieeexplore.ieee.org/ielx7/6287639/8948470/09200635.pdf
|
English
| null |
Robustness of Complex Networks Considering Attack Cost
|
IEEE access
| 2,020
|
cc-by
| 4,788
|
I. INTRODUCTION that scale-free networks are robust against random attack
but fragile to intentional attack [13]. In such studies, the
intentional attack is conducted on hubs, which are supposed
to be the most important nodes in the network, such as those
with the highest degrees. Obviously, the removal of these
nodes makes the network disconnected easily. In comparison,
the homogeneous random graph is robust to both random
failure and intentional attack. Large-scale infrastructure networks, such as the Internet,
transportation networks, power grids play important roles in
our society [1]–[3]. In order to improve their performance
and avoid unexpected damages, either due to random failures
or intentional attacks, it is essential to study the robustness
of such infrastructure networks. However, these networks
usually have large scales and complex structures, which make
the modeling and analysis difficult. In the above studies, it is assumed that the attacker pays
the same cost to remove one node, no matter it is the hub
or a remote unimportant node. In the real case, however,
the removal of different node usually costs differently, and
the intentional removal of a hub usually costs much more
than the removal of an unimportant node. Based on this fact,
some researchers studied different attack strategies with the
consideration of attack cost. Zheng et al. [14] found that,
when the attack cost is taken into account, the scale-free
networks may be robust against intentional attacks. This find-
ing is quite different from the famous ‘‘robust-yet-fragile’’
property of scale-free networks, as the latter did not con-
sider the attack cost. Hong et al. [15] considered different
attack strategies including the high-degree removal strategy
(HDRS), low-degree removal strategy (LDRS), and the ran-
dom removal strategy (RRS), and studied how the total
attack cost and network assortativity coefficient affect the
performance of different attack strategies. Zhang et al. [16] Recent progress in network science provides an efficient
way for the study on the robustness of complex infrastructure
networks [4]–[6]. Network science focuses on the structural
properties of networks. Although different networks have
different properties, they all can be demonstrated by structural
elements such as nodes and links. More interestingly, many
distinct networks have quite similar structural properties. And
it has been shown that these properties are vital to determine
the dynamics performed in the network. The study on the robustness of complex networks has
attracted much attention in the past two decades [7]–[12]. The associate editor coordinating the review of this manuscript and
approving it for publication was Yang Tang
. Received August 23, 2020, accepted September 8, 2020, date of publication September 18, 2020,
date of current version September 30, 2020. Received August 23, 2020, accepted September 8, 2020, date of publication September 18, 202
date of current version September 30, 2020. Digital Object Identifier 10.1109/ACCESS.2020.3024942 Digital Object Identifier 10.1109/ACCESS.2020.3024942 CHENGWANG WANG AND YONGXIANG XIA
, (Senior Member, IEEE)
School of Communication Engineering, Hangzhou Dianzi University, Hangzhou 310018, China
Corresponding author: Yongxiang Xia (xiayx@hdu.edu.cn)
This work was supported in part by the Laboratory of Science and Technology on Integrated Logistics Support, China. CHENGWANG WANG AND YONGXIANG XIA
, (Senior Member, IEEE)
School of Communication Engineering, Hangzhou Dianzi University, Hangzhou 310018, China
Corresponding author: Yongxiang Xia (xiayx@hdu.edu.cn)
This work was supported in part by the Laboratory of Science and Technology on Integrated Logistics Support, China. This work was supported in part by the Laboratory of Science and Technology on Integrated Logistics Support, China. ABSTRACT Robustness of complex networks has attracted much attention in diverse disciplines. Most of
previous studies did not consider the attack cost. In this paper, the network robustness is studied with the
consideration of attack cost, with different complex network models and different robustness indices. It is
found that with different cost function and attack budget, the best attack strategy changes. When the budget
is low and attacking hubs costs much more than attacking an unimportant node, then the high-degree attack
(HDA) strategy performs worse than the low-degree attack (LDA) strategy. On the contrary, HDA is always a
better strategy when the budget is high. Therefore, there is an intersection before and after that different attack
strategies perform better. The position of this intersection is affected by the network structure, robustness
index, cost function and the budget. under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/
VO Received August 23, 2020, accepted September 8, 2020, date of publication September 18, 2020,
date of current version September 30, 2020. I. INTRODUCTION (b) the budget p at the intersection, as a
function of a. BA scale-free network with N=1000 and <k>≈4 is
considered. Each point is the average of 10 runs. When considering the attack cost, there are actually two
issues. One is the cost to remove an individual node. Obviously, the removal of a hub node should cost more than
the removal of an unimportant node. Another issue is the total
cost the attacker can pay. In this paper, we will consider both
these two issues and study how these two issues affect the
robustness of networks. The rest of paper is organized as follows. In section II,
the complex network models, the cost formulation and the
robustness index are given. In section III, simulated results
and discussions are provided. Finally, the work is concluded
in section IV. FIGURE 2. The intersection between HDA and LDA curves in figure 1. (a) the relative size of the largest connected component G at the
intersection, as a function of a. (b) the budget p at the intersection, as a
function of a. BA scale-free network with N=1000 and <k>≈4 is
considered. Each point is the average of 10 runs. II. MODEL
A. NETWORK MODELS I. INTRODUCTION One common method is that the attacker is supposed to
remove a proportion of nodes, and the robustness is measured
by the connectivity of the rest network. It has been shown 172398 172398 172398 VOLUME 8, 2020 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost FIGURE 1. The relative size of the largest connected component G when considering the attack cost. (a) a=0;
(b) a=0.1; (c) a=0.2; (d) a=0.3; (e) a=0.4; (f) a=0.5; (g) a=0.6; (h) a=0.7; (i) a=0.8; (j) a=0.9; (k) a=1. BA scale-free
network with N=1000 and <k>≈4 is considered. Each point is the average of 10 runs. FIGURE 1. The relative size of the largest connected component G when considering the attack cost. (a) a=0;
(b) a=0.1; (c) a=0.2; (d) a=0.3; (e) a=0.4; (f) a=0.5; (g) a=0.6; (h) a=0.7; (i) a=0.8; (j) a=0.9; (k) a=1. BA scale-free
network with N=1000 and <k>≈4 is considered. Each point is the average of 10 runs. FIGURE 2. The intersection between HDA and LDA curves in figure 1. (a) the relative size of the largest connected component G at the
intersection, as a function of a. (b) the budget p at the intersection, as a
function of a. BA scale-free network with N=1000 and <k>≈4 is
considered. Each point is the average of 10 runs. designed an optimization algorithm to defend the network
from attacks when the cost is considered. When considering the attack cost, there are actually two
issues. One is the cost to remove an individual node. Obviously, the removal of a hub node should cost more than
the removal of an unimportant node. Another issue is the total
cost the attacker can pay. In this paper, we will consider both
these two issues and study how these two issues affect the
robustness of networks. The rest of paper is organized as follows. In section II,
the complex network models, the cost formulation and the
robustness index are given. In section III, simulated results
and discussions are provided. Finally, the work is concluded
in section IV. II. MODEL
A. NETWORK MODELS
Two network models are considered in this paper. One is the
Barabasi-Albert (BA) scale-free network [17]–[19], and the FIGURE 2. The intersection between HDA and LDA curves in figure 1. (a) the relative size of the largest connected component G at the
intersection, as a function of a. II. MODEL
A. NETWORK MODELS Each point is the average of 10 runs. B. ATTACK COST When the attacker removes a node from the network, a cost
has to be paid. Generally speaking, the more important the
node is the higher cost the attacker has to pay. In order to
investigate the impact of attack cost on the robustness of
network, define the cost to remove node i as Y
i =
ki
P
i ki
(1) Yi = ka
i
(2) (2) (1) where a is the cost factor. When a = 0, then the cost to
remove different nodes is the same. This is equivalent to
the traditional study where no cost is considered. Usually a
should be positive, indicating the fact that removing a more
important node costs more. where ki is the degree of node i. Repeat this growth process
until the number of nodes reaches N. Denote the average
degree of node as <k>. 1) BA SCALE-FREE NETWORK Initially there are m0 nodes in the network. They are fully
connected from one to another. Then at each time step, one
node is added into the network, and this new node is con-
nected to m existing nodes. The connection is based on a
preferential rule. More specifically, the probability that a new
node is connected to an existing node i is II. MODEL
A. NETWORK MODELS designed an optimization algorithm to defend the network
from attacks when the cost is considered. designed an optimization algorithm to defend the network
from attacks when the cost is considered. Two network models are considered in this paper. One is the
Barabasi-Albert (BA) scale-free network [17]–[19], and the Two network models are considered in this paper. One is the
Barabasi-Albert (BA) scale-free network [17]–[19], and the 172399 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost FIGURE 3. The relative size of the largest connected component G when considering the attack cost. (a) a=0; (b) a=0.2;
(c) a=0.4; (d) a=0.6; (e) a=0.8; (f) a=1. ER random graph with N=1000 and <k>=4 is considered. Each point is the
average of 10 runs. FIGURE 3. The relative size of the largest connected component G when considering the attack cost. (a) a=0; (b) a=0.2;
(c) a=0.4; (d) a=0.6; (e) a=0.8; (f) a=1. ER random graph with N=1000 and <k>=4 is considered. Each point is the
average of 10 runs. FIGURE 4. The intersection between HDA and LDA curves in figure 3. (a) the relative size of the largest connected component G at the
intersection, as a function of a. (b) the budget p at the intersection, as a
function of a. ER random graph with N=1000 and <k>=4 is considered. Each point is the average of 10 runs. other is the Erdos-Renyi (ER) random graph [20], [21]. These
two network models show quite different characteristics in
structure. The BA scale-free network model has the charac-
teristics of growth and preferential attachment. As a result,
the hub nodes have a large number of connections whereas
most of other nodes only have few links. In this way, different
nodes take quite different roles in the network. So, the BA
scale-free network model generates heterogeneous network. In comparison, the nodes of the ER random graph model
are connected with the same probability. Therefore, the ER
random graph generates homogeneous network, where all
nodes show identical property statistically. These two models
are described in detail as follows. FIGURE 4. The intersection between HDA and LDA curves in figure 3. g
(a) the relative size of the largest connected component G at the
intersection, as a function of a. (b) the budget p at the intersection, as a
function of a. ER random graph with N=1000 and <k>=4 is considered. III. SIMULATION RESULTS Figure 1 shows how the relative size of the largest con-
nected component G of the BA network changes with the
total attack budget p. It shows that, with higher budget,
the attacker always can make more serious damage to the
network, no matter what kind of attack strategy is applied. On the other hand, different attack strategies do have dif-
ference. The best attack strategy is always one of the two
intentional attack strategies, not RA. Take subfigure (a) as an
example. The cost factor a=0 in this subfigure, which means
that the cost to remove different node is the same. Under
this condition, it is obviously better to attack the high-degree
nodes, which makes the network break quickly. So HDA
performs the best among three strategies. On the contrary,
if the removal begins from the low-degree nodes, then most
of survival nodes are still connected. So LDA performs badly. The performance of RA is between HDA and LDA. FIGURE 6. The intersection between HDA and LDA curves in figure 5. (a) the network efficiency E at the intersection, as a function of a. (b) the
budget p at the intersection, as a function of a. BA scale-free network with
N=1000 and <k>≈4 is considered. Each point is the average of 10 runs. 6. The intersection between HDA and LDA curves in figure 5 a higher degree, whereas LDRS defines a higher probability
to remove the node with a lower degree. In comparison, HDA
removes nodes strictly in a descending order of degree, and
LDA removes nodes strictly in an ascending order of degree. p
More interestingly, with the change of cost factor a,
RA curve almost unchanged, but the performance of inten-
tional attack strategies changes accordingly. Take the last
subfigure as an example, where a
=
1. According to
equation (2), the cost to remove a node is proportional to the
node’s degree when a = 1. And we know that the degree
distribution of BA network is heterogeneous, which means
that a few nodes have a large number of links while most of
nodes have only few connections. Thus, the cost to remove a
hub is many times higher than the cost to remove a normal
node. Then, removal of high-degree nodes may be not a good
idea especially when the budget is tight. C. ROBUSTNESS INDEX Two indices are considered to show the robustness of net-
works. III. SIMULATION RESULTS This is because when
the budget is tight, HDA can only remove few hubs, which
has litter effect to the whole network. In comparison, LDA
can remove a large number of nodes with the same budget. Although each of them is not an important node, the removal
of a large number of these unimportant nodes may make the
network broken. In the subfigure, when the budget p is low,
the LDA curve is the lowest among three curves, followed by
the RA curve. Of course, if the budget is higher, HDA still
has its advantage. Therefore, in the subfigure, an intersection
can be seen between LDA and HDA curves. This intersection
is important, since before and after it different attack strategy
takes the lead. y
g
g
In most cases, the attacker has limited budget and can only
attack a proportion of nodes, no matter what kind of attack
strategy is used. To show the limited budget, we define p =
P
i∈Z ka
i
PN
i=1 ka
i
(3) (3) where Z is the set of removed nodes. p gives the budget the
attacker can use. 2) ER RANDOM GRAPH After defining the cost to remove a node, the attacker can
conduct the attack and remove nodes. Here we consider three
node attack strategies, i.e., HDA, LDA and RA. The detailed
attack strategies are described as follows. Initially there are N isolated nodes without any connection
between each other. Then the links are randomly added
between nodes, until the average degree reaches <k>. 172400 VOLUME 8, 2020 VOLUME 8, 2020 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost FIGURE 5. The network efficiency E when considering the attack cost. (a) a=0; (b) a=0.1; (c) a=0.2; (d) a=0.3; (e) a=0.4;
(f) a=0.5; (g) a=0.6; (h) a=0.7; (i) a=0.8; (j) a=0.9; (k) a=1; (l) a=1.1; (m) a=1.2. BA scale-free network with N=1000 and
<k>≈4 is considered. Each point is the average of 10 runs. FIGURE 5. The network efficiency E when considering the attack cost. (a) a=0; (b) a=0.1; (c) a=0.2; (d) a=0.3; (e) a=0.4;
(f) a=0.5; (g) a=0.6; (h) a=0.7; (i) a=0.8; (j) a=0.9; (k) a=1; (l) a=1.1; (m) a=1.2. BA scale-free network with N=1000 and
<k>≈4 is considered. Each point is the average of 10 runs. 1. High-degree attack (HDA) strategy: Sort the nodes in
a descending order of their degrees. Then remove the nodes
sequentially. 3. Random attack (RA) strategy: Remove the nodes
randomly. 3. Random attack (RA) strategy: Remove the nodes
randomly. It should be noted that our definitions of HDA and LDA
are different from those for HDRS and LDRS. In Ref. [15],
a node is removed with a probability related to its degree. HDRS defines a higher probability to remove the node with 2. Low-degree attack (LDA) strategy: Sort the nodes in
an ascending order of their degrees. Then remove the nodes
sequentially. 172401 VOLUME 8, 2020 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost FIGURE 6. The intersection between HDA and LDA curves in figure 5. (a) the network efficiency E at the intersection, as a function of a. (b) the
budget p at the intersection, as a function of a. BA scale-free network with
N=1000 and <k>≈4 is considered. Each point is the average of 10 runs. III. SIMULATION RESULTS 1) THE RELATIVE SIZE OF THE LARGEST CONNECTED
COMPONENT After the attack, the network will be disintegrated into pieces. The largest connected component is the connected piece with
the largest number of nodes within it. It shows the best part
where the revival nodes can still communicate with each
other. So its relative size can be used to measure the robust-
ness of network [22] G = N ′
N
(4) (4) Comparing different subfigures in figure 1, the intersection
moves. To show it more clearly, we plot how the values
of G and p at the intersection change with a in figure 2. It can
be seen that both of them are monotone. Since the intersection
appears when a ≥0.5 in Fig. 1, the curves in Fig. 2 begin at
a = 0.5. where N ′ is the number of nodes in the largest connected
component after the attack. 2) NETWORK EFFICIENCY The efficiency of the network is defined as [23] The efficiency of the network is defined as [23] Similar results can be seen in ER random graph, as shown
in figure 3. And since ER random graph is a homogeneous
network, the advantage of HDA is taken over more easily as
the intersection appears when a is still small. Figure 4 shows
how the values of G and p at the intersection change with a. The results in both networks show that LDA leads HDA for a
longer time when the cost gap between removal high-degree
node and low-degree node is larger (i.e., when a is
larger). E =
1
N(N −1)
X
i̸=j
1
dij
(5) (5) where dij is the shortest path length between node i and node j. Compared with the largest connected component, the effi-
ciency takes each and every node into account, instead of
those in the largest piece. So this index shows the character-
istic of the whole survival network after attack. VOLUME 8, 2020 VOLUME 8, 2020 172402 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost FIGURE 7. The network efficiency E when considering the attack cost. (a) a=0; (b) a=0.2; (c) a=0.4; (d) a=0.6; (e) a=0.8;
(f) a=1. ER random graph with N=1000 and <k>=4 is considered. Each point is the average of 10 runs. FIGURE 7. The network efficiency E when considering the attack cost. (a) a=0; (b) a=0.2; (c) a=0.4; (d) a=0.6; (e) a=0.8;
(f) a=1. ER random graph with N=1000 and <k>=4 is considered. Each point is the average of 10 runs. IV. CONCLUSION In the study on network robustness, the largest connected
component is often used to measure the performance. However, it only shows the largest connected part of the
survival network. To show the whole picture, the network
efficiency is a suitable index, as it takes each and every node
into account. Figures 5-8 give the network efficiency of BA
scale-free network and ER random graph after attack. The
intersection between HDA and LDA can be observed in these
figures. Comparing to the intersections in figures 1-4, the
intersections for the network efficiency appears late. Take
the BA scale-free network as an example. The intersection
appears when a is greater than 0.5 for the largest connected
component (see figure 2), whereas it appears only when a
is greater than 0.9 for the network efficiency (see figure 6). During 0.5 < a < 0.9, HDA seems to be a better attack
strategy if the efficiency of the whole network is the key
concern, whereas LDA becomes the better strategy if the aim
of attack is to reduce the largest connected component. As for
RA, the change of a has little impact on the curve. There are different strategies to attack a complex network. Then the key issue is to find a better one. From the study in
this paper, it is shown that the better strategy may change with
conditions such as the cost function for the attack, the budget
the attacker has, the network structure the attacker is facing,
the performance measure the attacker concerns about, and
so on. More specifically, when the attack cost is taken into
account, attacking the network from the hubs may not be
always a good strategy, since hubs cost much higher than
most of other nodes. In some cases, attacking unimportant
nodes may become a better strategy as it can remove a large
number of nodes with the same cost for removing few hubs. In addition, attacking nodes randomly is not a good choice,
since there is always one intentional attack strategy better
than it. Although this paper is from an attacker’s point of view,
it is also helpful for the network administrator to defend the
network from attacks. [1] R. Pastor-Satorras, A. Vázquez, and A. Vespignani, ‘‘Dynamical and
correlation properties of the Internet,’’ Phys. Rev. Lett., vol. 87, no. 25,
Nov. 2001, Art. no. 258701. REFERENCES [1] R. Pastor-Satorras, A. Vázquez, and A. Vespignani, ‘‘Dynamical and
correlation properties of the Internet,’’ Phys. Rev. Lett., vol. 87, no. 25,
Nov. 2001, Art. no. 258701. FIGURE 8. The intersection between HDA and LDA curves in figure 7. (a) the network efficiency E at the intersection, as a function of a. (b) the
budget p at the intersection, as a function of a. ER random graph with
N=1000 and <k>=4 is considered. Each point is the average of 10 runs. VOLUME 8, 2020 [2] B. Li, S. Gao, Y. Liang, Y. Kang, T. Prestby, Y. Gao, and R. Xiao, ‘‘Esti-
mation of regional economic development indicator from transportation
network analytics,’’ Sci. Rep., vol. 10, no. 1, pp. 581–589, Dec. 2020. [3] H. Tu, Y. Xia, H. H.-C. Iu, and X. Chen, ‘‘Optimal robustness in power
grids from a network science perspective,’’ IEEE Trans. Circuits Syst. II,
Exp. Briefs, vol. 66, no. 1, pp. 126–130, Jan. 2019. [4] Z. Chen, J. Wu, Y. Xia, and X. Zhang, ‘‘Robustness of interdependent
power grids and communication networks: A complex network perspec-
tive,’’ IEEE Trans. Circuits Syst. II, Exp. Briefs, vol. 65, no. 1, pp. 115–119,
Jan. 2018. [5] W. Yu, T. Wang, Y. Zheng, and J. Chen, ‘‘Parameter selection and eval-
uation of robustness of nanjing metro network based on supernetwork,’’
IEEE Access, vol. 7, pp. 70876–70890, May 2019. FIGURE 8. The intersection between HDA and LDA curves in figure 7. (a) the network efficiency E at the intersection, as a function of a. (b) the
budget p at the intersection, as a function of a. ER random graph with
N=1000 and <k>=4 is considered. Each point is the average of 10 runs. [6] Y. Fan, F. Zhang, S. Jiang, C. Gao, Z. Du, Z. Wang, and X. Li, ‘‘Dynamic
robustness analysis for subway network with spatiotemporal characteristic
of passenger flow,’’ IEEE Access, vol. 8, pp. 45544–45555, 2020. 172403 C. Wang, Y. Xia: Robustness of Complex Networks Considering Attack Cost [7] H. Zhang, E. Fata, and S. Sundaram, ‘‘A notion of robustness in complex
networks,’’ IEEE Trans. Control Netw. Syst., vol. 2, no. 3, pp. 310–320,
Sep. 2015. [22] A. E. Motter and Y.-C. Lai, ‘‘Cascade-based attacks on complex net-
works,’’ Phys. Rev. E, Stat. Phys. Plasmas Fluids Relat. Interdiscip. Top.,
vol. 66, no. 6, Dec. 2002, Art. no. 065102. [8] W. Zhang, Y. Xia, B. Ouyang, and L. REFERENCES Jiang, ‘‘Effect of network size on
robustness of interconnected networks under targeted attack,’’ Phys. A,
Stat. Mech. Appl., vol. 435, pp. 80–88, Oct. 2015. [23] P. Crucitti, V. Latora, M. Marchiori, and A. Rapisarda, ‘‘Efficiency of scale-
free networks: Error and attack tolerance,’’ Phys. A, Stat. Mech. Appl.,
vol. 320, pp. 622–642, Mar. 2003. [9] Z. Song, Y. Sun, H. Yan, D. Wu, P. Niu, and X. Wu, ‘‘Robustness of smart
manufacturing information systems under conditions of resource failure:
A complex network perspective,’’ IEEE Access, vol. 6, pp. 3731–3738,
2018. [10] W. Wu, Q. Xu, Z. Liu, and N. Wang, ‘‘A probabilistic theory based method
for robustness assessment of bipartite networks,’’ IEEE Access, vol. 7,
pp. 35359–35369, 2019. CHENGWANG
WANG
received the B.Eng. degree
in
communication
engineering
from
Hangzhou Dianzi University, Hangzhou, China,
in 2019, where he is currently pursuing the mas-
ter’s degree. His research interest includes robust-
ness analysis of complex networks. CHENGWANG
WANG
received the B.Eng. degree
in
communication
engineering
from
Hangzhou Dianzi University, Hangzhou, China,
in 2019, where he is currently pursuing the mas-
ter’s degree. His research interest includes robust-
ness analysis of complex networks. CHENGWANG
WANG
received the B.Eng. degree
in
communication
engineering
from
Hangzhou Dianzi University, Hangzhou, China,
in 2019, where he is currently pursuing the mas-
ter’s degree. His research interest includes robust-
ness analysis of complex networks. [11] V. Carchiolo, M. Grassia, A. Longheu, M. Malgeri, and G. Mangioni,
‘‘Network robustness improvement via long-range links,’’ Comput. Social
Netw., vol. 6, no. 1, pp. 1–16, Dec. 2019. [12] Y. Yang, B. Sun, S. Wang, Y. Li, and X. Li, ‘‘Controllability robust-
ness against cascading failure for complex logistics networks based on
nonlinear load-capacity model,’’ IEEE Access, vol. 8, pp. 7993–8003,
2020. [13] R. Albert, H. Jeong, and A.-L. Barabási, ‘‘Error and attack toler-
ance of complex networks,’’ Nature, vol. 406, no. 6794, pp. 378–382,
Jul. 2000. [14] B. Zheng, D. Huang, D. Li, G. Chen, and W. Lan, ‘‘Some scale-free
networks could be robust under selective node attacks,’’ EPL, vol. 94, no. 2,
p. 28010, Apr. 2011. YONGXIANG
XIA
(Senior
Member,
IEEE)
received the B.Eng. and Ph.D. degrees in elec-
tronic engineering from Tsinghua University,
China, in 1998 and 2004, respectively. p
p
[15] C. Hong, X.-B. Cao, W.-B. Du, and J. Zhang, ‘‘The effect of attack
cost on network robustness,’’ Phys. Scripta, vol. 87, no. 5, Apr. 2013,
Art. no. 055801. REFERENCES He worked with Hong Kong Polytechnic
University, Australian National University, and
Zhejiang University. He joined Hangzhou Dianzi
University, as a Professor, in 2019. His research
interests include network science and engineering,
including link prediction, network traffic analysis,
robustness, and optimization of complex networked systems. He is a member
of the IEEE Nonlinear Circuits and Systems Technical Committee and
the IEEE Power and Energy Circuits and Systems Technical Committee. He served as the Track Co-Chair for the IEEE 2019 International Symposium
on Circuits and Systems (ISCAS 2019). He is an Associate Editor of the IEEE
TRANSACTIONS ON CIRCUITS AND SYSTEMS II: EXPRESS BRIEFS. He is an Editorial
Board Member of Scientific Reports. [16] X. Zhang, G. Xu, and Y. Xia, ‘‘Optimal defense resource allocation in
scale-free networks,’’ Phys. A, Stat. Mech. Appl., vol. 492, pp. 2198–2204,
Feb. 2018. [17] A.-L. Barabási and R. Albert, ‘‘Emergence of scaling in random net-
works,’’ Science, vol. 286, no. 5439, pp. 509–512, Oct. 1999. [18] A.-L. Barabási, ‘‘Scale-free networks: A decade and beyond,’’ Science,
vol. 325, no. 5939, pp. 412–413, Jul. 2009. [19] A.-L. Barabási, R. Albert, and H. Jeong, ‘‘Mean-field theory for scale-
free random networks,’’ Phys. A, Stat. Mech. Appl., vol. 272, nos. 1–2,
pp. 173–187, Oct. 1999. [20] P. Erdös and A. Rényi, ‘‘On random graphs,’’ Pub. Math., Debrecen, vol. 6,
pp. 290–297, Jan. 1959. [21] P. Erdos and A. Rényi, ‘‘On the evolution of random graphs,’’ Pub. Math. Inst. Hungarian Acad. Sci., vol. 5, no. 1, pp. 17–60, Jan. 1960. 172404 VOLUME 8, 2020
|
https://openalex.org/W3035543664
|
https://pure.eur.nl/ws/files/48449400/Repub_127778_O-A.pdf
|
English
| null |
Economic city branding and stakeholder involvement in China: Attempt of a medium-sized city to trigger industrial transformation
|
Cities
| 2,020
|
cc-by
| 16,908
|
A R T I C L E I N F O Among known studies of city branding by Chinese megacities to realise urban transformation, there is no ex-
plorative study of how smaller Chinese cities engage in city branding and attempt to trigger industrial trans-
formation. In response, this article presents an in-depth case study of city branding processes in a medium-sized
Chinese city. Roles, resources and interactions among the city's stakeholders are analysed during the brand
creation and implementation stages in two different economic city branding projects. The stakeholder in-
volvement mechanisms we identify confirm that city branding creation in China primarily follows political
rather than business channels. Chinese local public authorities and more specifically key politicians, depart-
ments, and public enterprises are core stakeholders in branding creation. However, this leads to challenges in the
branding implementation, since key public sector players tend to withdraw themselves when implementation
begins, leaving previously uninvolved private (and public) players to implement the brands. The unsuccessful
transformation contrasts with those observed in Chinese megacities, where involvement of powerful corpora-
tions and support from higher levels of government are both much higher. It appears that the imperative of
broad stakeholder involvement to make city branding successful as we know it for Western cities may also apply
in medium-sized Chinese cities. Keywords:
Economic city branding
Industrial transformation
Stakeholder involvement
Brand creation and implementation
China
Medium-sized city Wenting Maa,b,⁎, Martin de Jongb,c, Mark de Bruijnea, Daan Schravend a Department of Multi-Actor Systems, Faculty of Technology, Policy & Management, Delft University of Technology, Jaffalaan 5, 2628 BX Delft, the Netherlands
b Rotterdam School of Management & Erasmus School of Law, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA Rotterdam, the Netherlands
c Institute for Global Public Policy, Fudan University, Shanghai 200433, China a Department of Multi-Actor Systems, Faculty of Technology, Policy & Management, Delft University of Technology, Jaffalaan 5, 2628 BX Delft, the Netherlands
b Rotterdam School of Management & Erasmus School of Law, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA Rotterdam, the Netherlands
c Institute for Global Public Policy, Fudan University, Shanghai 200433, China
d Section of Infrastructure Design & Management, Faculty of Civil Engineering & Geosciences, Delft University of Technology, Stevinweg 1, 2628 CN Delft, the Netherlands c Institute for Global Public Policy, Fudan University, Shanghai 200433, China
d Section of Infrastructure Design & Management, Faculty of Civil Engineering & Geosciences, Delft University of Technology, Stevinweg 1, 2628 CN Delft, the Netherlands d Section of Infrastructure Design & Management, Faculty of Civil Engineering & Geosciences, Delft University of Technology, Stevinweg 1, 2628 CN Delft, the Netherlands p
g
j
Received 24 July 2019; Received in revised form 16 March 2020; Accepted 24 April 2020
0264-2751/ ©
2020 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license
(http://creativecom
m
ons.org/licenses/BY/4.0/). ⁎ Corresponding author at: Faculty of Technology, Policy and Management, Delft University of Technology, Delft, the Netherlands.
E-mail addresses: w.ma-2@tudelft.nl (W. Ma), w.m.jong@law.eur.nl (M. de Jong), M.L.C.deBruijne@tudelft.nl (M. de Bruijne),
D.F.J.Schraven@tudelft.nl (D. Schraven). Cities 105 (2020) 102754 Cities 105 (2020) 102754 1. Introduction 2012; de Jong, 2019; Kavaratzis & Ashworth, 2005; Schuetze &
Chelleri, 2016; Zenker & Martin, 2011). identifies the types of stakeholders in Chinese cities, their roles and
resources and provides an analytical framework to analyse our em-
pirical data. In Section 3, we explain our research process, methodology
and the representativeness of Jingmen in the broader population of
small and medium-sized cities in China and present detailed informa-
tion regarding our fieldwork. Section 4 offers a brief description of
Jingmen city, its industrial structure, and a concise history of brand
development. In Section 5, a comparative analysis is made of two
processes of brand creation and implementation we encountered in
Jingmen, which allows us to analyse the roles, resources, and interac-
tions between city departments and stakeholders in each project. Fur-
thermore, we analyse the barriers encountered during brand im-
plementation. We demonstrate that specific stakeholder roles are
underrepresented, what resources are missing and subsequently assess
the consequences for Jingmen's city branding strategy. Section 6 pro-
vides an in-depth discussion about city brand creation and im-
plementation. Section 7 concludes by summarizing how mechanisms
for stakeholder involvement work in medium-sized Chinese cities,
where their weaknesses lie and we offer some suggestions for further
study. City branding in the more advanced coastal regions in China have
gained some attention in academic studies. For example, Berg and
Bjorner (2014) studied city branding in Chinese megacities, including
Beijing and Shanghai. City branding in the Pearl River Delta and the
Bohai River basin (around Beijing and Tianjin) are similarly discussed
(de Jong et al., 2018). Other scholars have studied different aspects of
city branding in Chinese settings. For example, Wu (2000) has focused
on urban development and place promotion in Shanghai, while Zhu,
Qian, and Gao (2011) investigated the globalisation and city image in
Guangzhou. Especially, the relationship between large international
events and city branding has been extensively studied by hosts of
scholars, for example, the Beijing Olympics (Chen, 2015; Zhang & Zhao,
2009), the Shanghai World Expo (Dynon, 2011; Yu, Wang, & Seo,
2012), and the Guangzhou Asian games (Chen, 2012). Obviously, city
branding has been widely adopted by Chinese cities as a strategy to
achieve a variety of urban development goals. 2. Stakeholder involvement in city branding in Chinese cities 2.1. An economic policy-oriented view of city branding and China's
application 2.1. An economic policy-oriented view of city branding and China's
application This contribution focuses on city branding activities of a medium-
sized Chinese city, Jingmen. Jingmen represents a typical average
Chinese city. This type of city faces an increasingly complex mix of
economic and environmental problems. On the one hand, governmental
officials and departments face a relentless competition for resources,
economic activity and residents with other cities (Jessop & Sum, 2000;
Xu & Yeh, 2005). On the other hand, policymakers have the unenviable
task to ‘reinvent’ and ‘transform’ these cities to become more sustain-
able (Joss & Molella, 2013; Ye, 2011; Zhan & de Jong, 2018). Some
cities experience this challenge as deeply conflictual, others perceive
this as a challenge and consequently embrace city branding as an op-
portunity to engage in industrial transformation (Ma, Schraven,
Bruijne, Jong, & Lu, 2019). Jingmen belongs to the second category
employs city branding strategies to generate industrial transformation
(and the promise of economic growth resulting from that). Jingmen
thus avoids using the outdated branding label ‘Industrial City’ and ex-
plores new brands and underlying economic ‘business models’ in an
attempt to generate economic growth. These include brands which
focus on general aviation, more specifically navigation equipment (the
General Aviation New Town brand) and the local food industry and
tourism (small private farmers and local food producers as destinations
for food tourism) (China's Agricultural Valley brand). City branding has been intensely studied in both the academic and
professional domains in the last ten years, particularly in urban plan-
ning and governance (Lucarelli & Berg, 2011; Ma et al., 2019). In this
contribution, we consider city branding as “a whole set of actions to
build a positive image of the city and communicate it among various
target groups via visuals, narratives, and events locally and inter-
nationally to gain a competitive advantage over other cities” (Vanolo,
2008, p.371). On the one hand, city branding has a strong connection
with local economic development (Anttiroiko, 2014; Blakely & Leigh,
2013; Cleave, Arku, Sadler, & Gilliland, 2016; Rowe, 2009) and re-
sponds to global intercity competition (Anttiroiko, 2015). It aims to
direct towards business relocation, expansion and investment (Baker,
2012; Harvey, 2013). Many Chinese cities apply city branding to obtain
a competitive advantage and improve their economic position (Lu et al.,
2017). 1. Introduction However, little is known
of what the smaller and lesser known cities located in China's central
heartland provinces do in this regard, even though they represent the
large majority of Chinese cities and its urban population. This is re-
markable since we would argue that these regions and cities are of more
importance from a policy perspective than the ‘outliers’ which have
been studied so far; megacities in China harbour less than 13% of the
overall population in China (NBSPRC, 2017). 2. Stakeholder involvement in city branding in Chinese cities For example, economic city brands are adopted in Greater Pearl
River Delta as a policy instrument to trigger economic development (Lu
et al., 2017). On the other hand, city branding as a process stimulates
and enables cities to experience in-depth urban and industrial trans-
formation, economic restructuring and policy change (Boisen, Terlouw,
Groote, & Couwenberg, 2018; Joo & Seo, 2018; Ye & Björner, 2018). Thus, in this article, city branding can be understood as an economic
policy instrument, covering the industrial dimension of city branding. The design of a city brand and the subsequent implementation of the
brand via city branding is influenced by stakeholder involvement
(Dinnie, 2010). Effective stakeholder engagement is crucial for the ac-
ceptance of city branding and can help fix and convey the image of a
place (Kavaratzis, 2012). Stakeholders' attitudes and roles are essential
factors in the process of city branding (Stubbs & Warnaby, 2015). However, public sector players are still the most influential stake-
holders in China, and other ones tend to be followers rather than par-
ticipants (Lu, de Jong, & Chen, 2017). More needs to be known about
what roles these stakeholders take on, and to what extent and how they
are involved in the city branding process. Ye and Björner (2018) claim that city branding has become a
growth-driven urban policy and governance strategy in Chinese mega-
cities. In the Chinese context, city brands are widely adopted as brand
identities in various plans, such as the Urban Master Plans and Five
Year Social-Economic Plans, which provide a local vision on social,
economic and industrial development (Lu et al., 2017). National, pro-
vincial, and local plans provide the direction for urban development
and guide industrial change. Ideally, all the campaigns, promotions and
policy actions should be fleshed out in line with these plans.i l
Baker (2012) identified the key factors for branding small cities in
some countries, such as making a consistent effort to achieve a vision
with reality matching the positive expectations. However, research on
city branding in Chinese small cities is non-existent. Therefore, this article seeks to explore how a medium-sized Chinese
city engages in city branding strategies that help trigger industrial transfor-
mation. More specifically, we examine how different stakeholders get in-
volved in the city branding creation and implementation phases of developing
a city brand. 1. Introduction aforementioned problems are especially poignant in cities in the na-
tion's densely populated western and central heartlands, which are less
prosperous than those in the coastal provinces. Furthermore, there is
intense competition between cities due to their limited access to re-
sources (e.g. a highly qualified workforce, financial and cultural facil-
ities) and a growing mobility among inhabitants. For these reasons,
many local policymakers are exploring new pathways to stimulate
economic development and generate a sustainable urban transforma-
tion. Many decision-makers have embraced city branding as a key
strategy to guide their municipalities' industrial transformation process. City branding is viewed as an essential strategy to remain ‘competitive’
(Kavaratzis, Warnaby, & Ashworth, 2014). Supporters argue that city
branding is crucial to realise a metropolitan vision which feeds into
sustainable urban transformation (Belloso, 2011; Goess, de Jong, &
Meijers, 2016; Rius Ulldemolins, 2014), whereas critics have claimed
that city branding is a vague policy term and merely a tool that is
employed by local governments to greenwash a city's image (Braun, Chinese cities have experienced unprecedented economic growth
rates in the last forty years (Deng, Huang, Rozelle, & Uchida, 2010;
Fleisher, Li, & Zhao, 2010; Zhang, Wang, & Wang, 2012). This has
brought many positive changes, especially in terms of quality of life and
material prosperity for a great many people who live in these cities (de
Jong et al., 2018). On the other hand, a variety of social and ecological
problems is associated with urbanisation and industrialisation. Ex-
amples of social problems include growing (regional) disparity between
cities (Fan, Kanbur, & Zhang, 2011; Wang & Fan, 2004) and a growing
gap between the wealthiest and the underprivileged living inside these
cities (Cai, Wang, & Du, 2002; Fan et al., 2011; Wang & Fan, 2004;
Zhang, 2001). Environmental problems which are increasingly plaguing
industrialised Chinese cities are traffic congestion, air pollution, and a
growing waste-pile (Chien & Wu, 2011; Logan & Molotch, 2007; Shao,
Tang,
Zhang,
&
Li,
2006;
Yeh,
Yang,
&
Wang,
2015). The ⁎ Corresponding author at: Faculty of Technology, Policy and Management, Delft University of Technology, Delft, the Netherlands. E-mail addresses: w.ma-2@tudelft.nl (W. Ma), w.m.jong@law.eur.nl (M. de Jong), M.L.C.deBruijne@tudelft.nl (M. de Bruijne),
D.F.J.Schraven@tudelft.nl (D. Schraven). W. Ma, et al. Cities 105 (2020) 102754 2012; de Jong, 2019; Kavaratzis & Ashworth, 2005; Schuetze &
Chelleri, 2016; Zenker & Martin, 2011). 2.2. Stakeholder involvement and Chinese administration characteristics Stakeholder analysis has emerged as an ap-
proach to understand policy design and implementation (Bryson, 2004;
Freeman, 2010), including in various fields such as place branding
(Kavaratzis, 2012; Stubbs & Warnaby, 2015), urban transformation
(Höijertz, 2013; Song, Guan, Wang, & Zhao, 2016), urban renewal
(Zhuang, Qian, Visscher, Elsinga, & Wu, 2019), sustainable city projects
(Zhan, de Jong, & de Bruijn, 2017), environmental marketing (Cronin,
Smith, Gleim, Ramirez, & Martinez, 2011; Polonsky, 1995), and public
and citizen participation in China (Enserink & Koppenjan, 2007; Li & de
Jong, 2017). Hankinson (2004) claims that place branding, in essence, is a set of
relationships between stakeholder groups. International scholars claim
that stakeholder involvement strengthens the effectiveness of city
branding (Klijn, Eshuis, & Braun, 2012). Stakeholder engagement en-
riches and deepens the concepts of city branding, introduces new opi-
nions, ideas, and perspectives (Dinnie, 2010; Kavaratzis & Kalandides,
2015). Some scholars emphasise the importance of involving profes-
sionals in city branding and take a more instrumental approach, while
others believe inclusive, citizen-centric and socially-oriented branding
to be more suitable for urban governance (Hereźniak, 2017; Joo & Seo,
2018; Paganoni, 2012). Compared with urban development in Western countries, public
authorities play a much bigger role in China (Xu & Yeh, 2005). Gov-
ernments are the core stakeholders in China as most resources and
policy instruments are regulated and controlled by the state (Chen, Sun,
Tang, & Wu, 2011). A rich variety of public stakeholders can be iden-
tified, ranging from regional and local organisations to sections of state-
owned enterprises who operate at the national level. Furthermore,
politicians occupy key positions in the aforementioned government
organisations, non-profit organisations, and state-owned companies (Li
& Zhou, 2005). China's one-party system is organised more or less in
parallel to the various government levels, so that party leaders occupy
high positions both within the party and in (local) governments and
state-owned enterprises. The party is thus involved at multiple-levels
and in many aspects of China's societal governance down to cultural
and sports organisations (Oi, 1995). However, we have insufficient
knowledge of stakeholder involvement in the city branding activities of
Chinese medium and small cities. 2.2. Stakeholder involvement and Chinese administration characteristics Section 2 explores the relationship between city branding and local
economic development and industrial transformation. The practice of
stakeholder involvement in Chinese political systems is explained. It Freeman defined a stakeholder as “any group or individual who can
affect or is affected by the achievement of the organisation's objectives” 2 W. Ma, et al. Cities 105 (2020) 102754 No. Stubbs et al.'s structure
No. Type of Stakeholders (adjusted)
Explanations for the stakeholders
Roles
Resources
1
Politicians
1
Governmental
organisations
Politicians
Party executives working at different levels of government or
core departments, such as party-secretaries and mayors at the
provincial and municipal levels
• Dominate the branding creation stage
• Influence brand creation and implementation,
e.g. approve brand creation and push brand
implementation
• Influence city branding selection and
implementation
Opinion leaders
2
Governmental
organisations
Departments and
agencies
• Different administrative level governments outside the
city (top-down hierarchical organisation)
• Different governmental departments within a city
• Ask approval from higher level governments
• Execute, participate, coordinate and monitor
the brand implementation process
Administrative (hierarchical)
power (policy-making);
Financial resources;
Regulatory power
3
Cultural and sports
organisations
4
Promotion agencies
2
Promotion agencies
• Governmental media departments
• Travel agencies
• Publish and deliver information about brands
and activities through different channels
Media channels and the capability
to respond to various audiences
5
Businesses
3
Enterprises
• State owned companies at different levels
• Local private companies
• Invest and operate projects
• Provide knowledge, resource, technology,
finance support
Technology;
Finance;
Investment opportunities
6
Academic organisations
and schools
4
Academic organisations and schools
• Local universities, schools, and academic institutions
• External experts and academic associations
• Provide expert knowledge
Knowledge;
Policy expertise
7
Infrastructure and
transport providers
5
Infrastructure and transport providers
Transport Construction & Investment companies
• Develop the transport and infrastructure
• Participate in the brand implementation
Investment & financing
8
Residents
6
Residents
Local citizens
• Express their opinions and provide feedback
via digital media and public media platforms
• Receive brand information and participate in
branding activities
Labour;
Opinions
9
Religious organisations (Freeman, 2010, p.46). 3. Research methodology respondents were interviewed more than once (See Appendix A). Most
interviewees were employed in local government departments, such as
the Jingmen Planning Bureau, Jingmen Planning and Design Institute,
Jingmen Daily Media Group and Jingmen Development and Reform
Commission (DRC). We also consulted experts at local universities and
research institutions; and the leaders of local enterprises about their
knowledge about the city branding policies. A case study can be used to investigate a contemporary phenomenon
more deeply and to explore the underlying mechanism of this phenomenon
(Yin, 2009). It is a deliberate research strategy to describe and explain the
creation and implementation processes of city branding in a specific
medium-sized city in China. Jingmen is a highly industrialised city and in its
planning documents displays a strong willingness to experience economic,
industrial and urban transformation. Roughly 600,000 of Jingmen's in-
habitants live in the main urban district, which makes Jingmen a typical
medium-sized municipality in China in terms of population numbers (SC,
2014). In terms of social and economic development, Jingmen closely re-
presents the ‘average’ among Chinese cities. In 2017, its GDP per capita
(57,357 RMB) (HBOS, 2018), closely resembles the Chinese national
average GDP per capita (59,201 RMB) (NBSPRC, 2018). In 2018, Jingmen's
urbanisation rate reached 59.21% (JMBOS, 2019), quite close to the na-
tional level (59.58%) (NBSPRC, 2019). Jingmen is one of the 128 “fifth-tier”
cities and localities inlands in China, from a grand total of 337 listed cities in
2019, according to a Chinese media investigation (YICAI, 2019). Based on
these data, we argue that the city of Jingmen can serve as a representative
case to study city branding practices of a large group of cities.i Furthermore, we participated as observers and participants in two
meetings of the Jingmen Urban Planning Bureau, and organised a
workshop with the local officials and external experts to analyse and
discuss Jingmen's approach to city branding projects and industrial
transformation (see Appendix A). Five foreign experts from Delft Uni-
versity of Technology, four experts from Chinese top universities, and
eight PhD students participated in the workshop discussions. In addition, we conducted telephone interviews and email inquiries
with officials and experts to obtain updates and additional information. To
complement these interviews, we used information from official websites
and project documents and publications to understand the urban context
(e.g. Jingmen Urban Master Plan). 1 A prefecture-level municipality (Chinese: 地级市) is an administrative
division of the People's Republic of China (PRC), ranking below a province and
above a county. 2.3. Stakeholder identification via an adopted involvement framework The identification of stakeholders is a crucial step in any stakeholder
analysis. A mixture of several techniques will be adopted, including a
positional approach to map power or resources of stakeholders
(Enserink et al., 2010) and a social participation approach to identify to
what extent the stakeholders relate to activities (Bryson, 2004). Table 1
Stakeholder involvement framework in city branding in China. Here, we combine previous studies on stakeholder involvement in
place branding (Kavaratzis, 2012; Klijn et al., 2012; Stubbs & Warnaby,
2015), stakeholder involvement in China (Zhan et al., 2017; Zhuang
et al., 2019) and Chinese institutional characteristics (Li & Zhou, 2005;
Ye, 2013, 2014) to identify the stakeholder structure in city branding
processes in Chinese cities. We apply Stubbs & Warnaby's model (2015)
to the Chinese context as shown in Table 1 (left side) but make some
crucial adjustments to achieve a better fit with Chinese institutional
characteristics. Most importantly, the role of politicians should be
merged into various governmental organisations and state-owned en-
terprises. In China, there are also professional government organisa-
tions in charge of organising cultural and sports activities. So we also
merge the cultural and sports organisations into government organi-
sations. Since religious organisations are rarely involved in the design
of city-level policies and city branding, we exclude them from our
analysis. We will use our adjusted stakeholder framework to identify
and analyse the various (potential) stakeholders in city branding crea-
tion and implementation processes in Jingmen in Section 5. 3 W. Ma, et al. Cities 105 (2020) 102754 Goal 1
Identify the various involved
stakeholders, their roles and
resources in Jingmen’s two
industrial brands. Step 1
Stakeholder
Identification
Method 1
Literature review;
Interviews;
Documents
Goal 1
Identify the various involved
stakeholders, their roles and
resources in Jingmen’s two
industrial brands. Step 2
Stakeholder
Analysis
Goal 2
Analyse and map the interactions in
city brand development and
implementation among different
stakeholders;
Analyse the barriers and challenges
in city brand(ing) implementation. Step 3
Discussion and
findings
Goal 3
Compare patterns of stakeholder
involvement in city brand creation
and implementation across two
cases
Method 2
Documents;
Interviews;
Expert panels
Method 3
Tabular analysis of
roles, resources
and barriers across
two cases
Fig. 1. Research process. 2.3. Stakeholder identification via an adopted involvement framework Method 1
Literature review;
Interviews;
Documents Step 2
Stakeholder
Analysis Goal 3
Compare patterns of stakeholder
involvement in city brand creation
and implementation across two
cases Step 3
Discussion and
findings Fig. 1. Research process. 3. Research methodology Combined with the interview results in
Jingmen, official documents, and the suggestions from expert panels, we
present our analysis and results in Section 5, especially focusing on the
interactions among different stakeholders (see Figs. 5 and 6). Fig. 1 shows the specific research process in this article, which focuses
on the involvement of stakeholders in the creation of city brands and their
subsequent implementation in city branding activities. In step 1, we identify
the various stakeholders that were involved in two recent city branding
projects which are indicative of recent attempts at city branding in the city
of Jingmen. The stakeholder framework that was developed in Section 2.3
was used to identify relevant stakeholders via interviews and document
analysis during our fieldwork in Jingmen. In step 2, we examined additional
information about the city branding projects via interviews and official
documents to trace brand creation and implementation processes and map
the interactions among the different stakeholders. Expert panel discussions
were used to complete the in-depth analysis of the city branding projects to
subsequently analyse the barriers and challenges experienced in both pro-
jects. Finally, in step 3, we summarise the patterns of underlying stake-
holder involvement in the city brand creation and implementation phases in
a medium-sized Chinese city.i 4.2. Jingmen's city brands: evolution and development shows the distribution of GDP across the three economic sectors in
Jingmen from 1949 to 2018 (HBOS, 2018). The relative proportion of
the primary sector decreases significantly over time, whereas the con-
tribution of the secondary sector increases rapidly from the 1970s and
onwards. Since then the secondary industry has maintained its eco-
nomic importance in Jingmen's economy until the time of writing
(2020). In 2017, the percentages of GDP in Jingmen's three economic
sectors were 13.4%, 51.1%, and 35.5% respectively (JMBOS, 2019),
which shows that the secondary sector still dominates the city's eco-
nomic structure. In contrast, the workforce distribution of the three
industrial sectors is 36.7%, 25.1%, and 38.2% respectively (HBOS,
2018). Roughly half of Jingmen's GDP is produced by a quarter of its
working population. A substantial proportion of the working population
is still employed in the primary sector even though its contribution to
the city's GDP is relatively low. Although the tertiary industry experi-
enced stable growth over time, its proportional contribution to Jing-
men's GDP is still substantially lower than that of the secondary sector. shows the distribution of GDP across the three economic sectors in
Jingmen from 1949 to 2018 (HBOS, 2018). The relative proportion of
the primary sector decreases significantly over time, whereas the con-
tribution of the secondary sector increases rapidly from the 1970s and
onwards. Since then the secondary industry has maintained its eco-
nomic importance in Jingmen's economy until the time of writing
(2020). In 2017, the percentages of GDP in Jingmen's three economic
sectors were 13.4%, 51.1%, and 35.5% respectively (JMBOS, 2019),
which shows that the secondary sector still dominates the city's eco-
nomic structure. In contrast, the workforce distribution of the three
industrial sectors is 36.7%, 25.1%, and 38.2% respectively (HBOS,
2018). Roughly half of Jingmen's GDP is produced by a quarter of its
working population. A substantial proportion of the working population
is still employed in the primary sector even though its contribution to
the city's GDP is relatively low. Although the tertiary industry experi-
enced stable growth over time, its proportional contribution to Jing-
men's GDP is still substantially lower than that of the secondary sector. City brand development in Jingmen has seen some shifts over the
previous decades. The evolution of city brand development from the
beginning of the 1970s to the current day can be broadly divided into
three stages. 4.1. A brief description of Jingmen in China The location of Jingmen in Hubei province is shown in Fig. 2. The
land area of Jingmen is 12,404 sq.km. The number of inhabitants in the
administrative area is reported as 2,896,500 (JMBOS, 2019). The Gross
Domestic Product of Jingmen in 2018 was RMB 184.8 billion. Histori-
cally, Jingmen belonged to Jingzhou, another city next to Jingmen (see
in Fig. 2). On August 19, 1983, the State Council approved the pro-
motion of Jingmen to prefecture-level municipality1 (PGOJM, 2019). Currently, Jingmen promotes the development of equipment manu-
facturing, new energy and new materials, renewable resource utilisa-
tion and environmental protection, electronic information, health, fine
chemicals and processing of agricultural products (PGOJM, 2019). Specifically, we summarise the generic economic and social in-
formation from the websites about Jingmen City and the project in-
formation of two economic brands: China's Agricultural Valley (CAV),
and General Aviation New Town (GANT).i To obtain insight in Jingmen's economic structure, we distinguish
the primary, secondary, and tertiary sectors in the economy. Fig. 3 We conducted our fieldwork in Jingmen from November 2018 to
January 2019 and conducted semi-structured interviews with re-
presentatives of involved stakeholders. In total, 18 respondents were
interviewed, among them the CAV and GANT project leaders. Four 4 W. Ma, et al. Fig. 2. Location of Jingmen in Hubei and the PRC. 0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
80.0
90.0
100.0
1949
1952
1955
1958
1961
1964
1967
1970
1973
1976
1979
1982
1985
1988
1991
1994
1997
2000
2003
2006
2009
2012
2015
2018
Primary industry
Secondary industry
Tertiary industry
Fig. 3. Industry's relative contribution to Jingmen's GDP between 1949 and 2018. Cities 105 (2020) 102754 Fig. 2. Location of Jingmen in Hubei and the PRC. Fig. 2. Location of Jingmen in Hubei and the PRC. 0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
80.0
90.0
100.0
1949
1952
1955
1958
1961
1964
1967
1970
1973
1976
1979
1982
1985
1988
1991
1994
1997
2000
2003
2006
2009
2012
2015
2018
Primary industry
Secondary industry
Tertiary industry
Fig. 3. Industry's relative contribution to Jingmen's GDP between 1949 and 2018. Primary industry
Secondary industry
Tertiary industry 4.2. Jingmen's city brands: evolution and development Jingmen's first city brand (Industrial City) was created
during the period of the so-called Third Front Movement2 as part of a
large-scale national plan to industrialise China's interior. A substantial
number of large national companies were (re)located to stimulate
economic development (Qian, 2000). As a result of this deliberate 2 The Third Front Movement (Chinese: 三线建设; pinyin: Sānxiàn jiànshè)
was a massive industrial development by China in its interior starting in 1964. It involved large-scale investment in national defense, technology, basic in-
dustries (including manufacturing, mining, metal, and electricity), transporta-
tion and other infrastructures investments. 5 W. Ma, et al. Cities 105 (2020) 102754 stimulated the development of the secondary industry. national industrial policy, Jingmen evolved into an important petro-
chemical industrial hub and became well-known as a typical ‘Industrial
City’ (interviewee 1). Currently, the Industrial City brand faces serious challenges. Severe
environmental pollution presents an increasingly problematic living
environment for local residents and challenges Jingmen's attractiveness
to prospective city inhabitants (interviewee 1). When it comes to
competition with neighbouring cities, the Industrial City brand has
become unattractive and lacks power as it represents an image of en-
vironmental pollution and bad air quality. However, at the same time,
the economic data shows that Jingmen still relies heavily on the sec-
ondary industry (interviewee 6). Nonetheless, Jingmen increasingly
avoids branding itself as ‘Industrial City’. Jingmen's Industrial City brand was maintained until 2012 when a
new city brand - China's Agricultural Valley (CAV), was developed and
launched as part of Jingmen's new urban development model. Being
mostly located on plain land, Jingmen is an important production base
for commodity grain and high-quality rapeseed oil in the country
(PGOJM, 2019). The output of cotton, oilseeds, fruits, pigs and aquatic
products ranks among the highest in the province (PGOJM, 2019). As part of a deliberate local government policy to stimulate
Jingmen's primary sector and economic development in the region of
Qujialing3 (see in Fig. 4), China's Agricultural Valley (CAV) brand
quickly caught on. The CAV brand was gradually extended from Qu-
jialing to encompass Jingmen proper, and was later even used to brand
the entire Hubei Province. Spurred on by high levels of attention from
leaders of municipal and provincial governments the CAV brand
quickly gained popularity as an economic concept, which in turn fur-
ther stimulated the developed of CAV into a city brand of Jingmen it-
self. 3 Qujialing is the core implementation area of China's Agricultural Valley in
Jingmen, as Fig. 4 shown. 5.1.2. Stakeholder identification in CAV i
The principal stakeholders, their roles and resources are shown in
Table 3. 5.1.3. Stakeholder analysis in CAV brand creation and implementation
Fig. 5 (a) and (b) show the interactions between different stake-
holders during the creation and implementation phases of CAV city
branding. 5.1.3.1. Interactions
between
stakeholders
during
the
CAV
creation
phase. The concept of “China's Agricultural Valley (CAV)” originated
in a master plan made by two professors at Huazhong University of
Science and Technology at the end of 2008 (PGOJM, 2017). The brand
was originally designed specifically for Jingmen's Qujialing area,
Jingmen (PGOJM, 2017). In 2011, the secretary of the Hubei
Provincial Party Committee paid specific attention to the CAV brand
after reading the publication ‘Boiled Agricultural Valley’ in the Hebei
Daily. The secretary of the Jingmen Municipal Party Committee
subsequently conducted research into the Qujialing Management Area
in 2011 and gave more detailed instructions which focused on the
construction of the CAV. Consequently, Jingmen government agencies
such as the Social Science Association, the Jingmen Development and
Reform Commission, the Agriculture Bureau, the Tourism Bureau, and
the CSBPP in Jingmen conducted a special investigation to study
Qujialing and the construction of the CAV brand. Scholars from the
Municipal Social Science Association, and experts from local media
organisations put forward suggestions on how to turn the CAV concept
into a city brand. The Qujialing Management District Government was
subsequently selected by the Hubei Provincial Government as a pilot
area for the development of an agricultural demonstration zone in
2011. In 2012, the Hubei Provincial Government decided that the
‘China's Agricultural Valley’ brand would be used as a provincial
strategy, and would be implemented in Jingmen first. 5.1. Stakeholder involvement in China's Agricultural Valley (CAV) brand 5.1. Stakeholder involvement in China's Agricultural Valley (CAV) brand 5.1.1. General project introduction China's Agricultural Valley (CAV) brand was officially kicked off in
2012 with the Jingmen municipal government as the key driver. It aims
to stimulate the development towards a modern agricultural industry in
the Jingmen area. China's Agricultural Valley project initially focused
on the Quiialing and Pengdun areas (see Fig. 4). The brand concept
initially focused on the Qujialing farming culture, the rich and diverse
agricultural resources in Jingmen. Table 2 shows more detailed in-
formation about project progress. Actually, in addition to the aforementioned brands, the city of
Jingmen also boasts being ‘China's Outstanding Tourist City’, ‘Gateway
of Hubei’, ‘National Garden City’, ‘National Forest City’, ‘Cultural
Jingmen’ and ‘Ecological Jingmen’ as city brands (PGOJM, 2019). However, since this article aims to analyse how Jingmen uses economic
brands to achieve industrial transformation. China's Agricultural
Valley, Industrial City, and the General Aviation New Town brands
represent three typical industrial city brands in Jingmen. Since the
building of Industrial City as a brand began in the 1970s further back in
time, we were unable to obtain sufficient information about stakeholder
engagement during the creation and implementation of this brand. Consequently, this article considers the Industrial City as background
for the study of the other two brands in Jingmen. CAV and GANT are
thus selected as cases for our analysis of economic city branding stra-
tegies in Jingmen which aim to trigger sustainable industrial transfor-
mation. 4.2. Jingmen's city brands: evolution and development These reasons push the city of Jingmen to explore new ways of
generating deep sustainable industrial transformation. The solution that
the Jingmen government has chosen so far is to let the heavy industry
survive but downplay the importance of the industrial sector in its ex-
ternal communication while promoting new aviation technology and
sustainable agriculture as key economic activities. In the next sections,
we will analyse the creation and implementation of these two city
brands. More recently, in order to realise an industrial upgrade and trans-
form the economy, Jingmen has been exploring new options for de-
velopment. Jingmen is considered one of five general aviation in-
dustrial clusters in China. Being designated as a ‘general aviation
industry comprehensive demonstration zone’ enables Jingmen to plan
and build a General Aviation New Town (GANT) as part of its ambitious
growth plans. The core area in GANT is Zhanghe New District. The core
areas of CAV and GANT are shown in Fig. 4. 5. Stakeholder involvement analysis: CAV and GANT In 2014,
Jingmen's Development and Reform Commission published the Master
Plan of China's Agricultural Valley and in 2017 the Municipal Party
Committee
Office
released
the
China
Agricultural
Valley
2025
Construction Plan. 5.1.3.2. Interactions between stakeholders during the CAV implementation
phase. The Jingmen Municipal Government further developed the goals
of
the
strategy
underlying
the
CAV
brand
and
promoted
its
implementation. China
Agricultural
Valley
Construction
Leading
Group of Jingmen was set up in 2012 as project organisation and
charged with the management of the CAV project with Jingmen's mayor
in
charge. It
operated
directly
under
the
Jingmen
Municipal
Government. China Agricultural Valley Office was a coordinating
organisation that was set up to help direct the efforts of the Jingmen
Municipal
Government
and
its
other
bureaus. Numerous
other
governmental organisations execute and participate in projects under
the CAV brand. For example, the Jingmen Tourism Bureau publishes
ecological tourism information on Jingmen's official website and
organises tourism activities, such as the CAV-Shayang Ecological
Agriculture Experience. CSBPP organises annual cultural and sports
activities, such as “Farmhouse activities” (interviewee 3). In 2014,
Jingmen's Development and Reform Commission published the Master
Plan of China's Agricultural Valley and in 2017 the Municipal Party
Committee
Office
released
the
China
Agricultural
Valley
2025
Construction Plan. was established as a key part of the city's CAV branding strategy. Its
equity is entirely held by the Municipal State-owned Assets Supervision
and Administration Commission. Its goals are to promote the develop-
ment of CAV projects and develop modern agricultural practices (in-
terviewee 13). Jingmen Agricultural Valley Investment Co., Ltd. is a
wholly-owned subsidiary of Hubei Agricultural Valley Group and spe-
cially established to promote the rapid development of the Hubei
Agricultural Valley Industrial Group in 2015 (interviewee 14). The two
companies are public enterprises that cover financial gaps incurred by
the development of CAV through asset management, project investment
and other economic activities related to sustainable agriculture. The
Pengdun Group is a large private company which participates in the
implementation of projects under the CAV brand which have a clear
focus on modern agriculture (interviewee 14). The CAV Research Institute of the Hubei Academy of Social Sciences
(HAOSS)
was
formally
established
by
the
Jingmen
Municipal
Government and HAOSS in 2012. It is the first policy research institu-
tion to specialise in the development of the CAV. 5. Stakeholder involvement analysis: CAV and GANT From 1964, a large number of military-industrial and national de-
fense enterprises were assigned to Jingmen because of the national
Third Front Movement policy. These included Sinopec, Hongtu Aircraft
Manufacturing Plant, 605 Research Institute, the 330 Cement Plant,
various Thermal Power Plants, the Xiangsha Chemical Plant, but also
the Dongguang Optoelectronics Factory, and the Jiangbei Foundry. Many petrochemical and phosphate industries companies joined these
companies and most are still present in Jingmen today and are part of
Jingmen's industrial basis (PGOJM, 2019). However, the governance of
these state-owned enterprises is primarily concentrated at the national
and provincial levels. From 1986 to 1995, China experienced a major
reform of its economic system and a transition from a planned economy
to a market-based economy (Qian, 2000). The Industrial City brand was
developed in response to the abovementioned urban economic reforms
in the national policy environment (interviewee 1; 4). This brand also 6 W. Ma, et al. Cities 105 (2020) 102754 Fig. 4. Core areas of China's Agricultural Valley (CAV) and General Aviation New Town (GANT) projects in Jingmen City: Qujialing and Zhanghe (Source: Jingmen
Urban Master Plan). ural Valley (CAV) and General Aviation New Town (GANT) projects in Jingmen City: Qujialing and Zhanghe (Source: Jingmen Fig. 4. Core areas of China's Agricultural Valley (CAV) and General Aviation New Town (GANT) projects in Jingmen City: Qujialing and Zhanghe (Source: Jingmen
Urban Master Plan). 5.1.3.2. Interactions between stakeholders during the CAV implementation
phase. The Jingmen Municipal Government further developed the goals
of
the
strategy
underlying
the
CAV
brand
and
promoted
its
implementation. China
Agricultural
Valley
Construction
Leading
Group of Jingmen was set up in 2012 as project organisation and
charged with the management of the CAV project with Jingmen's mayor
in
charge. It
operated
directly
under
the
Jingmen
Municipal
Government. China Agricultural Valley Office was a coordinating
organisation that was set up to help direct the efforts of the Jingmen
Municipal
Government
and
its
other
bureaus. Numerous
other
governmental organisations execute and participate in projects under
the CAV brand. For example, the Jingmen Tourism Bureau publishes
ecological tourism information on Jingmen's official website and
organises tourism activities, such as the CAV-Shayang Ecological
Agriculture Experience. CSBPP organises annual cultural and sports
activities, such as “Farmhouse activities” (interviewee 3). 5.2.2. Stakeholder identification in General Aviation New Town Ltd. (CIHG), Transport Construction & Investment Co., Ltd. (TCI), and
the Transport Bureau (TB2) are the main road infrastructure and
transport providers in Jingmen. They are also in charge of the infra-
structure and transport construction projects and policies that have
been started under the CAV brand, such as rural transportation, and
farmland water conservancy projects. i
The principal stakeholders, their roles and resources in GANT are
shown in Table 5. i
The principal stakeholders, their roles and resources in GANT are
shown in Table 5. 5.2.3. Stakeholder analysis in GANT brand creation and implementation
Fig. 6 (a) and (b) show the interactions between different stake-
holders during the creation and implementation phases of GANT city
branding. Even though some residents participate in activities under the CAV
brand, their participation is limited and communication about CAV is
predominantly one-way; the government claims the brand, the re-
sidents receive brand information and participate in brand related ac-
tivities (interviewee 16). The local farmers in the CAV area are im-
portant stakeholders, however, they only indirectly participate in CAV
branding related projects. For example, the farmers sell their agri-
cultural products to the large trading enterprises. Migrant workers
participate in industrial farming work (interviewee 14). However, the
farmers' participation has not been particularly massive, nor very pas-
sionate (interviewee 6). 5.2.3.1. The interactions between the stakeholders during the GANT
creation phase. The origin of the GANT brand can be traced back to
Jingmen's industrial development in the period of the Third Front
Movement, as some aviation navigation manufacturing and operation
facilities were located in the Jingmen area. In 2009, the State Council
released a series of low-altitude flight policies to develop the general
aviation
industry
in
China. These
policies
provided
the
policy
environment that enabled provincial and local government officials
the opportunity to develop the aviation industry. In 2010, the
Development
and
Reform
Commission
of
the
Hubei
provincial
government
approved
the
“Jingmen
Aviation
Industrial
Park
Development Plan”. In doing so, the Hubei Province supported
Jingmen in its development of a new city district for the general
aviation industry. In August 2014, the Jingmen AVIC Aviation Town
Project was signed by Aviation Industry Corporation of China, Ltd. (AVIC) and the Jingmen Municipal Government. The two sides agreed
to build the Jingmen General Aviation New Town, a comprehensive
demonstration base for general aviation industry development. Municipal government 2015
–
Jingmen Agricultural Valley Investment Co., Ltd. was set up in 2015. 5.2.2. Stakeholder identification in General Aviation New Town 5.2.2. Stakeholder identification in General Aviation New Town In 2016,
the Office of the State Council published “the introduction of the guidance
of on promoting the development of the navigation industry” (SC, 2016),
which strengthened the policy context for promoting the national
aviation industry via GANT. Above all, GANT as a city brand was
built based on the macro policy support from the national, provincial
and municipal level governments. 5.2. Stakeholder involvement in the General Aviation New town (GANT)
brand 5.2. Stakeholder involvement in the General Aviation New town (GANT)
brand Municipal government Municipal government 2008
–
The concept of “China's Agricultural Valley (CAV)” originated from a master
plan for the Qujialing area, Jingmen. Made by two professors at Huazhong
University of Science and Technology at the end of 2008. 2011
–
On July 18, 2011, the secretary of the Hubei Provincial Party Committee,
gave important instructions on the publication of ‘Boiled Agricultural Valley’
in the Hubei Daily. On July 2011, the secretary and mayor of Jingmen Municipal Government
conducted research in the Qujialing Management Area in 2011 and then gave
more instructions on CAV. On July 2011, the secretary and mayor of Jingmen Municipal Government
conducted research in the Qujialing Management Area in 2011 and then gave
more instructions on CAV. In 2011, the Social Science Association, Jingmen's Development and Reform
Commission, the Agriculture Bureau, the Tourism Bureau, and the CSBPP
conducted a special investigation of Qujialing into the terms of CAV brand
construction. The experts and scholars from the Municipal Social Science
Association, and local media organisations put forward suggestions on the
development of CAV. On September 13, 2011, Jingmen Municipal Party Committee and Jingmen
Municipal Government issued a notice on the establishment of the “China's
Agricultural Valley” construction work leading group. 2012
–
In 2012, the Hubei Provincial Government confirmed the construction of
China's Agricultural Valley as a provincial strategy, and it would be
implemented in Jingmen. In 2012, the Hubei Agricultural Valley Industrial Group Co., Ltd. was set up
to handle CAV strategy development. 2014
–
–
2015
–
Jingmen Agricultural Valley Investment Co., Ltd. was set up in 2015. 2016
–
–
2018
–
– In 2014, the Jingmen Development and Reform Commission released the
Agricultural Valley Core Plan. In 2014, the Jingmen Development and Reform Commission released the
Agricultural Valley Core Plan. In October 2014, the Agricultural Valley Forum was established in the Qujialing
Management Area. August 7, Jingmen Municipal Government announces the cooperation with the
Chinese Academy of Agricultural Sciences. August 8, Chinese Academy of Agricultural Sciences participates in compiling
the China Agricultural Valley 2025 Construction Plan. Jingmen Municipal Party Committee and Municipal Government issue
“Opinions on Implementing the Strategy of China's Agricultural Valley”. Jingmen held the 10th China Agriculture Valley·Jingmen Rape Flower Tourism
Festival and the 2nd China Agricultural Valley·Jingmen (Zhongxiang)
Lagerstroemia Flower Culture Tourism Festival In October 2014, the Agricultural Valley Forum was established in the Qujialing
Management Area. 5. Stakeholder involvement analysis: CAV and GANT Jingchu University of
Technology applies for research grants and expresses its opinions on the
development of the CAV every year. Scholars from the Jingmen Social
Science Federation and Jingchu University of Technology advise on
branding and promotion to the municipal and provincial governments
through expert panels. However, their suggestions are not necessarily
adopted (interviewee 15). The Chinese Academy of Agricultural
Sciences invited internal and external experts to compile the “China
Agricultural Valley 2025 Construction Plan (2016-2025)”. The general media organisation and tourism agencies in Jingmen
are the main promotion agencies of the CAV brand. The Daily Media
Group publishes the information on CAV via media channels, such as
WeChat and newspapers (interviewee 11; 12). Tourism agencies pub-
lish farming tourism information to attract outside visitors (interviewee
10). The Jingmen Urban Construction Investment Holding Group Co., In 2012, the Hubei Agricultural Valley Industrial Group Co., Ltd. 7 Table 2
Project progress in China's Agricultural Valley (CAV) 2008–2016. National
Provincial government
2008
–
The concept of “China's Agricultural Valley (CAV)” originated from a master
plan for the Qujialing area, Jingmen. Made by two professors at Huazhong
University of Science and Technology at the end of 2008. 2011
–
On July 18, 2011, the secretary of the Hubei Provincial Party Committee,
gave important instructions on the publication of ‘Boiled Agricultural Valley’
in the Hubei Daily. 2012
–
In 2012, the Hubei Provincial Government confirmed the construction of
China's Agricultural Valley as a provincial strategy, and it would be
implemented in Jingmen. In 2012, the Hubei Agricultural Valley Industrial Group Co., Ltd. was set up
to handle CAV strategy development. 2014
–
–
2015
–
Jingmen Agricultural Valley Investment Co., Ltd. was set up in 2015. 2016
–
–
2018
–
–
W. Ma, et al. Table 2
Project progress in China's Agricultural Valley (CAV) 2008–2016. National
Provincial government
2008
–
The concept of “China's Agricultural Valley (CAV)” originated from a master
plan for the Qujialing area, Jingmen. Made by two professors at Huazhong
University of Science and Technology at the end of 2008. 2011
–
On July 18, 2011, the secretary of the Hubei Provincial Party Committee,
gave important instructions on the publication of ‘Boiled Agricultural Valley’
in the Hubei Daily. 2012
–
In 2012, the Hubei Provincial Government confirmed the construction of
China's Agricultural Valley as a provincial strategy, and it would be
implemented in Jingmen. 5. Stakeholder involvement analysis: CAV and GANT In 2012, the Hubei Agricultural Valley Industrial Group Co., Ltd. was set up
to handle CAV strategy development. 2014
–
–
2015
–
Jingmen Agricultural Valley Investment Co., Ltd. was set up in 2015. 2016
–
–
2018
–
–
W. Ma, et al. Cities 105 (2020) 102754 W. Ma, et al. Municipal government 5.2.1. General project introduction 5.2.1. General project introduction In 2014, the Aviation Industry Corporation of China, Ltd. (AVIC)
and the Jingmen Municipal Government reached an agreement on the
construction of the Jingmen General Aviation New Town (GANT). The
Jingmen Municipal Government initiated this project to stimulate local
economic activity and create a new city strategy for urban transfor-
mation. General Aviation New Town is aimed at four industries: the
development of navigation research and manufacturing, navigation
operation and maintenance, emerging navigation services, and navi-
gation training. More detailed information about GANT project pro-
gress can be found in Table 4. 8 W. Ma, et al. Cities 105 (2020) 102754 Table 3
Stakeholders identification in CAV. No. Type of stakeholders
Departments
Roles
Resources
1
Governmental organisations
Politicians
The secretary in the Hubei Provincial Government and the
mayor in the Jingmen Municipal Government
Approve the creation of CAV
Push and coordinate CAV projects at the provincial level
Opinion leaders
Departments and
agencies
Government at other levels:
Hubei Provincial Government (PG)
Jingmen Municipal Government (MG)
Qujialing Management District Government (QMDG)
Implement various brand activities relevant to their tier of government
Policy supply and adminis
power
Departments or agencies inside Jingmen:
Jingmen Municipal Party Committee and Propaganda
Department (MPCPD)
Jingmen Municipal Committee of Rural Office (MCORO)
Agricultural Bureau of Jingmen (AB)
Tourism Bureau (TB1)
Bureau of Culture Sports Broadcasting Press and Publication
(CSBPP)
Participate in city brand implementation
Carry out city branding activities
Organise cultural and sports activities within the CAV brand theme
2
Promotion agencies
Public
Daily Media Group
Publish information about CAV projects
Media channels
Private
Tourism agencies
Publish tourism information in alignment with the CAV city brand
3
Enterprises
Public
Agriculture Valley Group
Hubei Agriculture Valley Investment Management
Corporation
Cooperate with investment companies to promote the agriculture
industry and to serve project under the CAV city brand;
Develop and cultivate modern agricultural practices
Financial resources;
Project investment
Private
Pengdun Group
Jingmen Baigufeng Technology Co., Ltd. 5.2.1. General project introduction It is the main management department
related to the branding of the General Aviation New Town project. The
Leading Group of General Aviation Industry was established in 2017
and became the key department for coordinating the GANT related
projects with other local organisational departments. Since 2015, the
Jingmen Municipal People's Government, the Hubei provincial Tourism
Development Committee, the Hubei Provincial Sports Bureau and AVIC
General Aircraft Co., Ltd. began to organise annual Jingmen AVIC
Flight Conferences (interviewee 9). It is the biggest promotional activity
to support the GANT brand. The conference attracts many visitors every
year. In 2017, AVIC Town, Zhanghe new district was selected as a pilot 5.2.3.2. The
interactions
between
stakeholders
during
the
GANT
implementation phase. In 2013, the Hubei Provincial Government
approved the establishment of the Jingmen Zhanghe New District
Management
Committee
(Zhanghe
Xinqu
Guanweihui). Zhanghe
NDMC represents the district in which General Aviation New Town is
situated, as shown in Fig. 4. It is the main management department
related to the branding of the General Aviation New Town project. The
Leading Group of General Aviation Industry was established in 2017
and became the key department for coordinating the GANT related
projects with other local organisational departments. Since 2015, the
Jingmen Municipal People's Government, the Hubei provincial Tourism
Development Committee, the Hubei Provincial Sports Bureau and AVIC
General Aircraft Co., Ltd. began to organise annual Jingmen AVIC
Flight Conferences (interviewee 9). It is the biggest promotional activity
to support the GANT brand. The conference attracts many visitors every
year. In 2017, AVIC Town, Zhanghe new district was selected as a pilot project for sports and leisure towns by the State Sports General
Administration. That denomination also pushed the development of
GANT brand forward. Local travel agencies publish travel information about GANT on
their websites to attract outside visitors. The Daily Media Group also
publishes news reports to promote GANT. China Aviation Industry General Aircraft Co., Ltd. is a state-owned
enterprise with experience in developing the general aviation industry. It was charged with providing technology and expertise to support the
GANT projects in Jingmen. In 2017, the Hubei AVIC General Airport
Management Company was launched as a flight service operation and
management business at Zhanghe Airport. These public enterprises are
the key stakeholders in the projects which aim to develop the GANT city
brand. 5.2.1. General project introduction Participate and cooperate in the realisation of projects under the CAV
city brand
4
Academic organisations and
schools
Public
Jingmen Social Science Federation
Jingchu University of Technology
Chinese Academy of Agricultural Science
Wuhan University of Technology
Huazhong Agricultural University
Provide suggestions on CAV city brand creation and promotion to the
governments;
Participate in city branding activities;
Participate in the formulation and compilation of the agricultural plans
underlying the CAV city brand
Knowledge support
5
Infrastructure and transport
providers
Public
Jingmen Urban Construction Investment Holding Group Co.,
Ltd. (CIHG)
Transport Construction & Investment Co., Ltd. (TCI)
Jingmen Transport Bureau (TB2) and District Transport
Bureau
Provide the farming infrastructure and transport in Jingmen and
Qujialing Management Area
Investment & financing;
Construction and operatio
6
Residents
Private
Farmers in the (CAV) Qujialing Management District
Residents in Jingmen City
Sell food and agricultural products to enterprises (farmers)
Participate in industrial farming (Migrant workers)
Participate in CAV city branding activities and provide feedback and
opinions about the brand
Agricultural product;
Labor;
Views W. Ma, et al. Cities 105 (2020) 102754 Hubei Provincial
Governments; Politicians
Jingmen Municipal
Governments; Politicians
Qujialing Management
District Government
Different departments inside
Jingmen
(MCORO, AB, TB1, CSBPP )
Jingmen Social Science
Federation
Local Media
Organisation
Hubei Provincial
Governments; Politicians
Jingmen Municipal
Governments; Politicians
Qujialing Management
District Government
Different departments
inside Jingmen
(MCORO; AB; TB1; CSBPP )
Jingmen Social Science Federation;
Jingchu University of Technology;
Chinese Academy of Agricultural Science;
Huazhong Agricultural University
CAV leader group/CAV
office
Hubei Agricultural Valley
Investment Management
co. LTD; Agricultural
Valley Group;
Pengdun Group
TB2;
CIHG; TCI
Residents
Hierarchical relationships
Information deliverer
Departmental cooperation
Information feedback
Legend
Governmental organisations
Academic institutions
Promotion agencies
Enterprises
Infrastructure and transport providers
Residents
Colour
Public
Public+Private
Private
Local Media
Organisation;
Tourism Agencies
(a)
(b)
Fig. 5. Interactions between different stakeholders (CAV): (a) brand creation; (b) brand implementation; Jingmen Social Science Federation;
Jingchu University of Technology;
Chinese Academy of Agricultural Science;
Huazhong Agricultural University Hubei Provincial
Governments; Politicians Hubei Provincial
Governments; Politicians (b) Fig. 5. Interactions between different stakeholders (CAV): (a) brand creation; (b) brand implementation; 5.2.3.2. The
interactions
between
stakeholders
during
the
GANT
implementation phase. In 2013, the Hubei Provincial Government
approved the establishment of the Jingmen Zhanghe New District
Management
Committee
(Zhanghe
Xinqu
Guanweihui). Zhanghe
NDMC represents the district in which General Aviation New Town is
situated, as shown in Fig. 4. 5.2.1. General project introduction Some private tourism companies provide a platform and work
with the government to promote the tourism industry.i During the 13th five year plan, Jingchu University of Technology Table 4
j Table 4
Project progress in General Aviation New Town (GANT) 2009–2018. National government
Provincial government
Municipal government
2009
In 2009, the State Council and the Central Military
Commission jointly issued the Opinions on Deepening
China's Low-altitude Airspace Management Reform. –
–
2012
–
The master plan for the construction of
Zhanghe New District was approved by the
Hubei Provincial Government in August 2012. –
2013
The Civil Aviation Administration of China issued the
General Aviation Flight Approval and Management
Regulations in November 2013. The Zhanghe New District Management
Committee was approved by the Hubei
Provincial Government in February 2013. –
2014
–
–
In August 2014, Jingmen AVIC Aviation Town Project was
signed in Beijing. 2015
–
–
Since 2015, a Jingmen AVIC Flight Conference is held every
year. 2016
On May 13, the State Council released the Guidance on
Promoting the Development of the General Aviation
Industry. –
–
2017
–
–
In 2017, AVIC town, Zhanghe new district was selected as the
site for pilot projects for sports and leisure towns by the State
Sports General Administration. Although not directly in line
with aviation activities, it was seen as strengthening the profile
of the area. 2018
–
In January 2018, the Hubei Provincial
Government Work Report proposed to support
development of the general aviation industry. – Municipal government In August 2014, Jingmen AVIC Aviation Town Project was
signed in Beijing. Since 2015, a Jingmen AVIC Flight Conference is held every
year. In August 2014, Jingmen AVIC Aviation Town Project was
signed in Beijing. Since 2015, a Jingmen AVIC Flight Conference is held every
year. In 2017, AVIC town, Zhanghe new district was selected as the
site for pilot projects for sports and leisure towns by the State
Sports General Administration. Although not directly in line
with aviation activities, it was seen as strengthening the profile
of the area. In January 2018, the Hubei Provincial
Government Work Report proposed to support
development of the general aviation industry. 10 W. Ma, et al. Cities 105 (2020) 102754 Stakeholder identification in GANT. No. Table 4
j Type of stakeholders
Departments
Roles
Resources
1
Governmental organisations
Politicians
The main leaders in Jingmen's Municipal Government
Approve brand creation and push brand implementation
Opinion leaders
Departments and agencies
Government at other levels:
Jingmen Municipal Government (MG);
Jingmen Zhanghe District Management Committee
(ZDMC);
General Aviation Industry Demonstration Zone Office
(GAIDZO)
Implement the projects and branding activities in different
government levels
Policy supply and administration
power
Departments or agencies inside Jingmen:
Jingmen Municipal Party Committee and Propaganda
Department (MPCPD);
Jingmen Development and Reform Commission (DRC);
Tourism Bureau (TB1);
Planning Bureau (PB);
Bureau of Culture Sports Broadcasting Press and
Publication (CSBPP)
Execute branding activities;
Coordinate interests of different departments;
Organise activities each year, such as AVIC Flight Conference
2
Promotion agencies
Public
Daily media Group
Publish information about GANT projects
Media channels
Private
Tourism agencies
Publish tourism information about GANT and organise the day trip
3
Enterprises
Public
Aviation Industry Corporation of China, Ltd.;
China Aviation Industry General Aircraft Co., Ltd. Provide technical support and relevant expertise for local
authorities
Financial and technology resources
Private
Hubei Longhao Flight Training Co., Ltd.;
Travel agencies
Participate in GANT project
4
Academic organisations and
Schools
Public
Jingmen Social Science Federation;
Jingchu University of Technology;
Chinese Aviation Society
Provide suggestions on city branding to the government;
Provide professional talents to the general aviation industry
Knowledge support
5
Infrastructure and transport
providers
Public
Jingmen Urban Construction Investment Holding Group
Co., Ltd. (CIHG);
Zhanghe New district Zhangfu Investment Development
Co., Ltd.;
Investment Development Co., Ltd.;
AVIC Jingmen Development Co., Ltd.;
China Special Aircraft Research Institute;
Jingmen Traffic Construction Investment Co., Ltd.;
Hubei Zhonghang General Airport Management Co., Ltd. Construct Zhanghe New district infrastructure and Zhanghe airport;
Invest and finance of infrastructure construction in the Zhanghe
New district. Financial and technology resources
6
Residents
Private
Local residents
Participate in GANT city branding activities and provide feedback
and opinions about the brand
Views
11 W. Ma, et al. Table 4
j Cities 105 (2020) 102754 Hubei Provincial
Governments; Politicians
Jingmen Municipal
Governments; Politicians
Jingmen Municipal
Governments; Politicians
Jingmen Zhanghe New
District Management
Committee
Different departments
inside Jingmen
(DRC; TB1; PB; CSBPP)
Jingmen Social Science Federation;
Jingchu University of Technology;
Chinese Aviation Society
Leading Group of General
Aviation Industry Integrated
Demonstration Zone
Aviation Industry
Corporation of China, Ltd.;
China Aviation Industry
General Aircraft Co., Ltd.;
Travel agencies
Aviation Industry
Corporation of China, Ltd.;
China Aviation Industry
General Aircraft Co., Ltd
Different Departments
in District Level
TB2;
CIHG; TCI
Residents
Hierarchical relationships
Information deliverer
Departmental cooperation
Information feedback
Legend
Governmental organisations
Academic institutions
Promotion agencies
Enterprises
Infrastructure and transport providers
Residents
Colour
Public
Public+Private
Private
Local Media
Organisations;
Tourism
Agencies
(a) (b)
Fig. 6. Interactions between different stakeholders (GANT): (a) brand creation; (b) brand implementation; Jingmen Social Science Federation;
Jingchu University of Technology;
Chinese Aviation Society Aviation Industry
Corporation of China, Ltd
China Aviation Industry
General Aircraft Co., Ltd.;
Travel agencies Jingmen Municipal
Governments; Politicians Leading Group of General
Aviation Industry Integrated
Demonstration Zone Hubei Provincial
Governments; Politicians Aviation Industry
Corporation of China, Ltd.;
China Aviation Industry
General Aircraft Co., Ltd (a) (b) Fig. 6. Interactions between different stakeholders (GANT): (a) brand creation; (b) brand implementation; established the School of Aviation and created graduation majors for its
students including aircraft manufacturing engineering, avionics, elec-
trical technology, and precision molding technology for aviation ma-
terials (JUT, 2016). In addition, the Jingmen Municipal Government
cooperates with the Chinese Aviation Society in support of talent and
technology development in the general aviation industry. However, after some initial success visitor numbers could not be
maintained and declined dramatically once the activities were orga-
nised (interviewees 2; 3; 18). Obviously, politicians and other depart-
ments withdrew their attention and participation during the im-
plementation phase. Other types of city branding policy instruments
were not developed and implemented. At the same time, based on our
observations, we conclude that the level of cooperation and coordina-
tion between the various public departments and locally engaged actors
seems insufficient. Residential participation and interest in the brands
has been low and passive. The participation of private enterprises in the
implementation of city branding is weak. Thus, two important stake-
holder groups remain uncommitted to the city branding efforts. 5.3. Implementation barriers in Jingmen's city branding We use Table 6 to list the main barriers in Jingmen's city branding
implementation process. Weakly represented roles among stakeholders
and missing resources in industry, markets, and policy supply are
shown which result in a rather unsuccessful implementation of the two
brands. Both have so far failed to attract noticeable attention from the
targeted groups (i.e. investors, private companies, local farmers, and
prospective residents). Table 4
j According to the interviews, many projects were not realised, often-
times even failing to kick off for lack of interest among companies and
insufficient policy provided by the local government was insufficient
(interviewees 8; 7). The two cases show no functioning industrial
system or market-oriented operation which would benefit from the
brands and so far, none have been established. In terms of infra-
structure, there are still many difficulties in rural transportation,
farmland water conservancy, and communication. For example, in
terms of transportation, Jingmen City is the only prefecture-level city in
the Hubei province that does not (yet) have a high-speed railway sta-
tion. For these two cases, local government departments still need the
technology input and expert advice. However, only a few suggestions
from experts were adopted (interviewee 15). Little expertise and tech-
nology has been developed which could be translated into brand pro-
ducts. Many infrastructure and transport providers participate in the in-
frastructure and real estate projects which are all conducted under the
GANT brand, especially in key projects, such as the reconstruction and
expansion of Zhanghe airport and the roads connecting the new town
with the city of Jingmen. The Hubei Jingmen Urban Construction
Group is a state-owned company responsible for the construction of
infrastructure in the Zhanghe New district. Zhanghe New District
Zhangfu Investment Development Co., Ltd., was established in 2012,
and is a state-owned enterprise. It is the main financial department for
urban infrastructure construction and investment in the Zhanghe New
District (ZNDZID, 2019). The China Special Aircraft Research Institute
contributes to the Jingmen Zhanghe general airport reconstruction and
expansion project. Hubei Zhonghang General Airport Management Co.,
Ltd. leads the construction of the Jingmen general airport, water
terminal, temporary take-off and landing point construction project. f
Residents only participate in certain projects and activities, such as
AVIC Flight Conference, via their role as visitors. In other words, the
role of residents in GANT brand implementation is minimal. 6. Discussion and findings The two economic city brands in Jingmen we investigated represent
different choices with regard to the strategy towards industrial trans-
formation. The CAV brand, leaning primary on the agricultural sector
(potentially) focused on the involvement of a large share of the work-
force, but of low added economic value to the Jingmen economy. The
other GANT brand aims to trigger the development of an advanced,
more sustainable part of the services side of the secondary sector
(aviation navigation industry). However in doing so and focusing on
aviation technology, the brand focuses on a very tiny percentage of the
total Jingmen workforce, however one which could generate a potential
high economic value. Still, we found the actual branding creation and
implementation processes in both cases to show a very similar pattern. Even though Jingmen still uses CAV as a city brand, political and
policy attention for this brand fell dramatically after 2013 because of a
change in the secretariat of the Jingmen municipal government (in-
terviewees 6; 17). Current politicians and departments are more in-
terested in the GANT city brand and its associated projects. A fleeting
political attention to branding policies in general and the lack of poli-
tical attention to brand implementation can be identified in Jingmen's
city branding activities. In these two cases, the responsibility for city branding and promo-
tion of the city was placed primarily in the hands of the local media and
promotion departments, which dutifully organised some public events. Jingmen's local politicians and senior civil servants seem quite fo-
cused and successful in the identification and launching of potential
brands which could be used to transform Jingmen. In both cases, they 12 W. Ma, et al. Cities 105 (2020) 102754 The weak roles, missing resources and identified barriers in two branding projects. CAV
GANT
Barriers
Roles
Approver or Pusher
(governments; politicians)
Lack of guidance in attracting investment. Unable to build a vigorous market system for local produce. Limited encouragement of public participation from the government. Insufficient planning and coordination of policy
implementation. Focus more on more management than implementation. Lack of political support and interest
in implementation
Coordinator
Dissolution of efforts as CAV office was merged into Jingmen's Agricultural Bureau. No
specific departmental responsibility and authority for CAV project implementation. Imperfect communication and coordination. Lack of policy interest;
Problematic organisation and
coordination
Executor
Local government departments simply follow higher level government guidelines. 6.2. City branding implementation In Jingmen's cases, only the attention of influential local politicians
pushes the implementation of a brand. Effectiveness of a brand ser-
iously is tightly related to the span of political attention. According to
Kavaratzis' advice (2012), city brands should be recognised and ac-
cepted by many different stakeholders and this requires their involve-
ment throughout the entire city branding process (Baker, 2012;
Kavaratzis, 2012). However, Jingmen's governmental organisations at
different levels, state-owned enterprises, public media organisations are
the key stakeholders in both instances of city branding that we studied. Small private companies, promotion agencies, academic associations,
and residents participate in city branding to a much lesser extent, and
predominantly play a role as ‘participant’ or ‘recipient’ in the im-
plementation phase. Their absence in the creation stage results in ser-
ious consequences during the implementation phase, while the absence
of many essential public sector players (especially high level politicians
and civil servants) similarly affects implementation negatively. The
cases seem to provide evidence that branding processes in Chinese cities
lack a coherent and integrated city branding approach. Social media activities (Cleave, Arku, Sadler, & Kyeremeh, 2017;
Zhou & Wang, 2014) and mega events (Chen, 2015; Marin-Aguilar &
Vila-López, 2014) are broadly adopted by policy makers to brand cities
for inside as well as in outside communication. For the implementation
of Jingmen's city brands, the local government has placed the respon-
sibility primarily in the hands of its media and promotion departments. These agencies utilise general media and the organisation of specific
events as key instruments to establish a positive city image. In Jingmen,
however, the limited number of activities and their small scale result in
limited long-term effects of city promotion activities. In China, only the
mega cities are in a position to organise mega events, such as Olympic
Games or the G20 summits. And even then, it could be questioned
whether these events are followed up by sufficient other activities and
projects to really identify long-lasting effects in terms of branding. In
contrast, the activities which are organised by small and medium-sized
cities tend to be small in scale and weak in effect since they do not have
sufficient resources at their disposal to organise mega events. 6. Discussion and findings Local government departments simply follow higher level
government guidelines. Passive participation
Information deliverers
Ineffective brand communication via traditional media channels, like newspapers and
TV stations. Only media departments are involved in publication and
communication. Limited brand publication and
promotion
Advisor
Policy suggestions are not adopted. Few suggestions for GANT creation and implementation. Weak influence of expert advice
Participants
Insufficient participation from small private enterprises. Few large and strong enterprises support the brand. Farmers' passion are not mobilized. Farmers' participation is relatively small. Leading (state-owned) companies insufficiently involved. Insufficient participation from private enterprises. Low general public participation. Low private participation
Resources
Policy
Lack of policy support from higher level governments. Insufficient policy supply results in failure during the negotiations. Lack of policy support from national government level. China lacks independent navigation regulations and
standards. Insufficient policy supply results in failure during the
negotiations. Lack of political interest and support
for implementation
Market
The CAV brand hasn't resulted in a viable economic market in support of providers of
local produce. Immature market for general aviation. Overall weak
industry. High operation costs of navigation and limited low-altitude
airspace inhibit the realisation of a vital market. Lack of viable market (perspective)
Media channels
Only use of simple and traditional brand promotion channels. Only use of simple and traditional brand promotion
channels. Simple and traditional promotion
channels
Finance
Low efficiency of funds
Higher operating costs
Lack of finance
Infrastructure
Difficulties in rural transportation, farmland water conservancy, and communications,
e.g. Highways need reconstruction to connect Jingmen and the agricultural industrial
plants. Insufficient infrastructure; lack of a general airport in the
Hubei Province. Lack of involvement in policy
implementation
Technology, knowledge, and
talent
Technology development was not transferred into agricultural products. Insufficient technology support for the agricultural sector. Lack of in-depth cooperation with non-public actors. Lack of professional aviation talents
Lack of professional input
13 W. Ma, et al. Cities 105 (2020) 102754 Chosen brands are attractive, but have limited
impact on adding economic value
Extensive political, but limited stakeholder
involvement
The loss of interest of political elites; private
sector stakeholders were not involved in brand
selection; and lack of economic clout
Lack of professional city branding/ marketing/
promotion departments and experienced staffs
Brand creation
and selection
Brand
implementation
City branding
processes
Fig. 7. Key findings in Jingmen's city branding processes. Brand
mplementation Fig. 7. Key findings in Jingmen's city branding processes. 6.1. City branding selection and creation A successful city brand should be aligned with national and pro-
vincial plans and policies, and based on historical and cultural tradi-
tions (Han et al., 2018). The brand ideally would take into account the
current demographic and economic context, reflect future ambitions of
the municipal government, set challenging yet realistic goals, be at-
tractive and distinct from its neighbours, adopt and apply the brand for
the long term through implementation across the various departments
within the municipal government and connect it with other policy
measures. If these conditions are fulfilled, a brand is (far more) likely to
generate deep sustainable transformation. In Jingmen's cases, local
government promotes new aviation technology development and sus-
tainable agriculture, which comes across as more attractive and more
sustainable. However, the economic city brands that were studied in
this research did not add much economic value and employment. Jingmen allows its heavy industry, with all of the environmental pro-
blems that come associated with it, to survive and simply downplays
the importance of the industrial city in its external communication. Economically speaking the aviation industry and sustainable agri-
culture play a far smaller role in Jingmen's local economy than the
secondary sector. The manufacturing and petrochemical industries re-
main unaffected by the new city branding efforts. Although this is un-
derstandable, however, brand selection and creation do not go very far
in achieving industrial transformation. We would have to conclude that
the current state of affairs in Jingmen is not the most productive one in
the long run. Actually, city labels, such as ‘eco city’ and ‘low carbon
city’, are widely chosen by China's local governments in their planning
contexts since these attractive labels are related to national urban de-
velopment programs and influenced by national policies (de Jong et al.,
2016; Lu & de Jong, 2019). These reflect cities' development visions and
economic restructuring ambitions. However, in many occasions, the
selected new economic brands do not meet the actual requirements of
urban industrial transformation. Moreover, the new city brands barely
distinguish one city from the other in terms of brands. This situation
also represents a common phenomenon in many Chinese cities. 6. Discussion and findings show remarkable skill in lining up especially provincial and national
governments during the brand construction phase. However, the cases
at the same time reveal that after these brands are created, politicians
‘leave’ the implementation to other players such as local government
agencies which neither have the powers and authority, nor perhaps the
right skills to actually realise the original, ambitious policy goals un-
derlying the city brands. Fig. 7 shows the key findings in Jingmen's city
branding processes. and city officials. The city branding organisation should integrate the
city's stakeholders, such as local government departments, public and
private enterprises and residents into participation in city branding
management (Zavattaro & Daspit, 2016). However, in contrast to this,
we found that the realisation of city branding policies in Jingmen was
primarily the result of opaque and deeply political processes in which
many, especially private stakeholders are not or only quite passively
involved. The cases show how political leaders skillfully identify and
select seemingly attractive brands such as ecological agriculture or
aviation new town to realise the industrial transformation goals for
Jingmen. The branding creation can be successfully built with strong
support from political leaders. 6.2. City branding implementation Small
cities can only focus on less glamourous activities generating far less According to Baker (2012), a brand that has been developed with
broad stakeholder support is more easily accepted and more quickly
recognised by those at the receiving end. The brand should be widely
embraced by a critical mass of stakeholders (Henninger, Foster,
Alevizou, & Frohlich, 2016) within and outside the local government,
and enjoy strong support from the political and administrative leaders 14 Cities 105 (2020) 102754 W. Ma, et al. publicity. Furthermore, we find that public information campaigns and
advertising are quite passive policy instruments and therefore in
themselves insufficiently powerful to singlehandedly implement brands
without broader participation. The specific actions which were under-
taken to implement the two brands in Jingmen are less impressive than
the slogans. Potential branding policy instruments are simply not de-
veloped or applied. politicians and public organisations dominate city brand creation
phase, but are hardly involved and seem hardly interested in the actual
implementation phase. In other words, there remains a wide gulf be-
tween ambitious, politically inspired intentions during brand creation
and a continuous and viable commitment of the majority of stake-
holders during the implementation phase, which is needed to achieve
industrial transformation. Long-term political and bureaucratic com-
mitment to city branding implementation efforts after the brands are
created also seem important for sustained and lasting success in city
branding.f The creation and implementation of city branding activities are
processes which are meant to unite and align the various city depart-
ments and stakeholders in brand management, to have all the noses
point in the same direction (Zavattaro & Daspit, 2016). Consistent and
clear city brand recognition is the basis for successful city branding
(Kavaratzis, 2004), which can only be achieved through the establish-
ment of an appropriate city marketing organisational structure. Many
international cities set up professional city branding organisations to
focus on the creation and implementation of city branding projects;
they focus on a specific tourist market and seek to attract growing
numbers of visitors (Boisen et al., 2018; Pike, 2012). In Jingmen, the
work of city branding is managed by the Municipal Party Committee
Propaganda Departments (MPCPD). City branding efforts are primarily
implemented by the daily newspaper media and other propaganda
departments. Other departments are barely involved in the field of city
image enhancement and city brand building. 6.2. City branding implementation There is a lack of pro-
fessional staff specialised in city branding and promotion (Fan, 2014). Lack of professional institutions and experienced staff obviously influ-
ences the effectiveness of implementation. Chinese city branding practices present a different style than
European or American or other Asian ones because of its unique gov-
ernance culture, Chinese cities are exceptional in the sense that they do
not use the universally acclaimed mechanism of broad stakeholder in-
volvement in city branding, which is described in international litera-
ture. However, the research findings suggest that private stakeholders
such as residents, farmers and private corporations should be en-
couraged to participate more fully in city branding creation and im-
plementation to convey their opinions and interpretations and turn the
city brand into something more than just a craftily politically en-
gineered, temporary slogan. The case study findings provide evidence
that seems to support the necessity of organising broad stakeholder
involvement in place branding process (Baker, 2012; Kavaratzis, 2012). The broad stakeholder involvement also should be applied in China's
city branding, which is a finding of great theoretical significance. ii
We are well aware that our conclusions are based on the analysis of
two city branding policies within one city. However, Jingmen is re-
presentative of a large group of Chinese cities. China counts a great
many medium-sized Chinese cities like Jingmen which boast high-level
ambitions to use economic city brands to transform their urban
economies and industrial structure into more sustainable directions. However, as becomes clear from our study, industrial transformation
becomes very difficult for these cities. City officials face the daunting
task of making this transition happen, with a dominant secondary
sector that cannot easily be phased without incurring major economic
damage, with major infrastructure issues and a lowly qualified labour
force. Current
institutional
patterns
favour
politicisation
of
the
branding creation phase, which lacks of engagement from private sector
and citizen engagement. The image of city branding in medium-sized
cities in China in terms of branding implementation in comparison with
more visible and advanced city branding processes of larger megacities
on the Eastern shore does not bode well. The outcome of our study is of
importance since what actually takes place in Jingmen may reflect the
result of industrial transformation patterns in many Chinese medium-
sized cities. 6.2. City branding implementation At the same time, we emphasise the need to investigate a
greater number of medium-sized cities in future research to verify our
findings. City branding is a potentially crucial tool for positive self-re-
invention which could be enormously helpful to the majority of Chinese
cities. Making this happen requires a major reconsideration of the
prevalent institutional and organisational practices through which this
is done. 7. Conclusion This article has presented a case study research to analyse economic
city brands' creation and implementation processes of a medium-sized
city in China. We mapped a stakeholder oriented typology of city
branding practices in Chinese medium-sized cities. City branding in China clearly is embedded within a multi-level
governance context. Politicians and provincial, municipal and district
governments and departments are all involved in branding activities in
different stages. The politicians are heavily involved in the brand
creation phase and its final approval. They subsequently mobilise
public resources and authorities at the local level to push for brand
implementation. They engage in specific city branding activities and
rely on specific public enterprises to finance and manage projects which
are developed as part of a city brand. Different levels of administrative
governments and different departments are the implementers of brand
projects. They are the specific executive institutions. The special work
office or leading group for each brand project coordinates the various
interests and ensures cooperation from different departments. The
media organisations such as promotion agencies and propaganda or-
ganisations are the information deliverers of city branding im-
plementation projects. Academic associations and organisations are the
advisors for brand selection and implementation. In most occasions,
state-owned
enterprises,
private
companies,
residents
and
infra-
structure and transport providers are mainly receivers of city branding
projects. Author contributions The mechanisms underlying branding creation and implementation
in Jingmen that we encountered could serve as a basis to increase our
understanding of city branding processes in medium-sized Chinese ci-
ties. The creation phase of city branding in medium-sized cities in China
is characterised by politically sophisticated processes during which
local politicians compete for the acknowledgement and alignment of
potential brands for their local city within the various layers of the
Chinese government. However, the implementation of the brands is an
altogether different story. City brands are more easily created than
implemented. Implementation is generally weak because key private
sector stakeholders are not involved during the brand creation phase. However, citizens and private sector stakeholders are required for
successful
city
branding
implementation. Conversely,
powerful Wenting Ma is the main author of this contribution. Martin de Jong
is Wenting's promotor and in charge of Jingmen's project; he helped
structure the manuscript, edited the texted and strengthened the nar-
rative. Mark de Bruijne is Wenting's daily supervisor and in collabora-
tion with Daan Schraven, he contributed to the text-editing and added
his insights to the article. Martin de Jong holds the academic respon-
sibility for the research program in which this paper is embedded. Declaration of competing interest The authors declare no conflict of interest. They conducted an 15 W. Ma, et al. Cities 105 (2020) 102754 Cities 105 (2020) 102754 China Scholarship Council for supporting Wenting Ma's PhD project. They are also indebted to the Erasmus Initiative for the Dynamics of
Inclusive Prosperity and Delft University of Technology for the in kind
contributions made by the other three authors. The authors express
their gratitude to Jingmen's Planning Bureau and Jingmen's Planning and
Design Institute for the support and cooperation provided during our
fieldwork. The authors thank Yun Song for his help in drawing the
figures. China Scholarship Council for supporting Wenting Ma's PhD project. They are also indebted to the Erasmus Initiative for the Dynamics of
Inclusive Prosperity and Delft University of Technology for the in kind
contributions made by the other three authors. The authors express
their gratitude to Jingmen's Planning Bureau and Jingmen's Planning and
Design Institute for the support and cooperation provided during our
fieldwork. The authors thank Yun Song for his help in drawing the
figures. advisory study to Jingmen City about its sustainable urban transition. This article is built on the experience gained from and uses some of the
data collected during the project. References fi
y
f
p
,
,
Chen, Y. (2015). Legacy creation strategy in Olympic cities. International Review for Spatial
Planning and Sustainable Development, 3(1), 74–87. https://doi.org/10.14246/irspsd. 3.1_74. Anttiroiko, A. V. (2014). The political economy of city branding. Routledge. Chien, S. S., & Wu, F. (2011). Transformation of China’s urban entrepreneurialism: Case
study of the city of Kunshan. Cross Current: East Asian History and Culture Review
Inaugural Issue of Cross-Currents E-Journal (No. 1). Available at: https://cross-cur-
rents.berkeley.edu/e-journal/inaugural-issue/transformation-chinas-urban-en-
trepreneurialism-case-study-city-kunshan. Anttiroiko, A. V. (2015). City branding as a response to global intercity competition. Growth and Change, 46(2), 233–252. Baker, B. (2012). Destination branding for small cities: The essentials for successful place (2nd
ed.). Portland: Creative Leap Books. Belloso, J. C. (2011). The city branding of Barcelona: A success story. City branding (pp. 118–123). London: Palgrave Macmillan. Cleave, E., Arku, G., Sadler, R., & Gilliland, J. (2016). The role of place branding in local
and regional economic development: Bridging the gap between policy and practi-
cality. Regional Studies, Regional Science, 3, 207–228. https://doi.org/10.1080/
21681376.2016.1163506. Berg, P. O., & Bjorner, E. (Eds.). (2014). Branding Chinese mega-cities: Policies, practices and
positioning. Edward Elgar Publishing Limited. Blakely, E. J., & Leigh, N. G. (2013). Planning local economic development. Sage. Berg, P. O., & Bjorner, E. (Eds.). (2014). Branding Chinese mega-cities: Policies, practices and
positioning. Edward Elgar Publishing Limited. Blakely, E. J., & Leigh, N. G. (2013). Planning local economic development. Sage. Boisen, M., Terlouw, K., Groote, P., & Couwenberg, O. (2018). Reframing place promo-
tion, place marketing, and place branding-moving beyond conceptual confusion. Cities, 80, 4–11. Cleave, E., Arku, G., Sadler, R., & Kyeremeh, E. (2017). Place marketing, place branding,
and social media: Perspectives of municipal practitioners. Growth and Change, 48(4),
1012–1033. Braun, E. (2012). Putting city branding into practice. Journal of Brand Management, 19(4),
257–267.i Cronin, J. J., Smith, J. S., Gleim, M. R., Ramirez, E., & Martinez, J. D. (2011). Green
marketing strategies: An examination of stakeholders and the opportunities they
present. Journal of the Academy of Marketing Science, 39(1), 158–174. Bryson, J. M. (2004). What to do when stakeholders matter: Stakeholder identification
and analysis techniques. Public Management Review, 6(1), 21–53. Deng, X., Huang, J., Rozelle, S., & Uchida, E. (2010). Economic growth and the expansion
of urban land in China. Urban Studies, 47(4), 813–843. Cai, F., Wang, D., & Du, Y. (2002). Appendix A Appendix A Table 7
Interviewees in Jingmen in 2018 and 2019. Interviewees in Jingmen in 2018 and 2019. Interviewee
no. Departments (the location interview conducted)
Position
The interview topics
1
Jingmen Planning and Design Institute (PDI)
Vice Dean
The role of PDI in city branding implementation
2
Jingmen Planning and Design Institute (PDI)
Chief
Jingmen's city brands and characteristics
3
Jingmen Planning and Design Institute (PDI)
Officer
The state quo of Jingmen's city branding and promo-
tion
4
Jingmen Planning Bureau (JPB)
Officer
The state quo of Jingmen's city branding and promo-
tion
5
Jingmen Development and Reform Commission (JDRC)
Chief
GANT project implementation and promotion
6
Jingmen Municipal Committee of Rural Office (JMCORO)
Chief
CAV project implementation and promotion
7
Investment Bureau in AVIC New Town (JIB)
Chief
The industrial situation in GANT
8
Bureau of Culture Sports Broadcasting Press and Publication
(CSBPP)
The Chief in Industrial Office
The industrial situation in GANT
9
Bureau of Culture Sports Broadcasting Press and Publication
(CSBPP)
The Chief in Sport Office
AVIC conference and GANT construction
10
Jingmen Tourism Bureau (JTB)
Chief
City branding promotion and tourism information
publication
11
The Daily Newspaper Department in Daily Media Group (DMG)
Editor A
City brand promotion and media channels in Jingmen
12
The Night Newspaper Department in Daily Media Group
(DMG)
Editor B
City brand promotion and media channels in Jingmen
13
Hubei Agriculture Valley Investment Management Corporation
(JMCORO)
Manager
CAV implementation and promotion
14
Hubei Agriculture Valley Investment Management Corporation
(JMCORO)
Chief
CAV implementation and promotion
15
School of Media, Jingchu University of Technology (JUT)
Associate Professor
City branding communication of Jingmen
16
School of Management, Jingchu University of Technology
(JUT)
Associate Professor
City branding choice and implementation
17
Citizen 1
The characteristics of Jingmen's city branding
18
Citizen 2
The characteristics of Jingmen's city branding
Meeting 1
Planning Meeting (JPB)
Officers of Jingmen Planning Bureau and
Institutes
Feedback on the investigation results of Jingmen's city
branding
Meeting 2
Jingmen Strategy Planning Conference 2049 (PDI)
Officers of Jingmen Planning Bureau and
Institutes
Discussion on Jingmen development strategy in future
Workshop
Experts Workshop (PDI)
Experts and scholars from home and abroad
Jingmen's city branding and sustainable urban trans-
formation The interview topics efficiency: Evidence from China. Journal of Corporate Finance, 17(2), 259–271. Acknowledgments The authors thank two anonymous reviewers for their feedback on
an earlier version of this manuscript. The authors are grateful to the References The process of China’s market transition (1978-1998): The evolutionary,
historical, and comparative perspectives. Journal of Institutional and Theoretical
Economics, 156(1), 151–179. Höijertz, D. (2013). Place branding strategies and urban transformation in “emerging world
class” cities. KTH, Royal Institute of Technology. Rius Ulldemolins, J. (2014). Culture and authenticity in urban regeneration processes:
Place branding in central Barcelona. Urban Studies, 51(14), 3026–3045. R
J E (2009) Th
i
f l
l
i d
l
Li ki
h
i Rius Ulldemolins, J. (2014). Culture and authenticity in urban regeneration processes:
Place branding in central Barcelona. Urban Studies, 51(14), 3026–3045. Rowe, J. E. (2009). Theories of local economic development: Linking theory to practice. London: Routledge. Jessop, B., & Sum, N. L. (2000). An entrepreneurial city in action: Hong Kong’s emerging
strategies in and for (inter) urban competition. Urban Studies, 37(12), 2287–2313. Place branding in central Barcelona. Urban Studies, 51(14), 3026–3045. Rowe, J. E. (2009). Theories of local economic development: Linking theory to practice. London: Routledge. JMBOS (2019). Statistical communique of the national economic and social development
of Jingmen City in 2018. Retrieved from http://www.jingmen.gov.cn/govinfo/szf_
xxgk/201903/t20190320_266702.shtml. Rowe, J. E. (2009). Theories of local economic development: Linking theory to practice. London: Routledge. Schuetze, T., & Chelleri, L. (2016). Urban sustainability versus green-washing—Fallacy
and reality of urban regeneration in downtown Seoul. Sustainability, 8(1), 33. de Jong, M. (2019). From eco-civilization to city branding: A neo-marxist perspective of
sustainable urbanization in China. Sustainability, 11(20), 5608. Shao, M., Tang, X., Zhang, Y., & Li, W. (2006). City clusters in China: Air and surface
water pollution. Frontiers in Ecology and the Environment, 4(7), 353–361. de Jong, M., Chen, Y., Joss, S., Lu, H., Zhao, M., Yang, Q., & Zhang, C. (2018). Explaining
city branding practices in China’s three mega-city regions: The role of ecological
modernization. Journal of Cleaner Production, 179, 527–543. Song, M., Guan, Y., Wang, J., & Zhao, J. (2016). Evaluation of urban industrial ecological
transformation in China. Clean Technologies and Environmental Policy, 18(8),
2649–2662. https://doi.org/10.1007/s10098-016-1184-1. de Jong, M., Yu, C., Joss, S., Wennersten, R., Yu, L., Zhang, X., & Ma, X. (2016). Eco city
development in China: Addressing the policy implementation challenge. Journal of
Cleaner Production, 134, 31–41. https://doi.org/10.1016/j.jclepro.2016.03.083. (
)
f
b
d
f
l
h
h
f State Council (2014). Notice of the state council on adjusting the standards for dividing
urban size. Retrieved from http://ghs. State Council (2016). References Regional disparity and economic growth in China: The
impact of labor market distortions. China Economic Review, 13(2–3), 197–212. Cai, F., Wang, D., & Du, Y. (2002). Regional disparity and economic growth in China: The
impact of labor market distortions. China Economic Review, 13(2–3), 197–212. Chen, N. (2012). Branding national images: The 2008 Beijing summer olympics, 2010
Shanghai World Expo, and 2010 Guangzhou asian games. Public Relations Review,
38(5), 731–745. Dinnie, K. (2010). City branding: Theory and cases. UK: Palgrave Macmillan. Dynon N (2011) Better city better life? The ethics of branding the model city at the Dinnie, K. (2010). City branding: Theory and cases. UK: Palgrave Macmillan. Dynon, N. (2011). Better city, better life? The ethics of branding the model city at the
2010 Shanghai World Expo. Place Branding and Public Diplomacy, 7(3), 185–196. E
i k B
& K
j
J (2007) P bli
i i
i
i
Chi
S
i
bl
b
i Chen, N. (2012). Branding national images: The 2008 Beijing summer olympics, 2010
Shanghai World Expo, and 2010 Guangzhou asian games. Public Relations Review,
38(5), 731–745. Dynon, N. (2011). Better city, better life? The ethics of branding the model city at the
2010 Shanghai World Expo. Place Branding and Public Diplomacy, 7(3), 185–196. E
i k B
& K
j
J (2007) P bli
i i
i
i
Chi
S
i
bl
b
i Enserink, B., & Koppenjan, J. (2007). Public participation in China: Sustainable urbani-
zation and governance. Management of Environmental Quality: An International Journal, Chen, S., Sun, Z., Tang, S., & Wu, D. (2011). Government intervention and investment 16 W. Ma, et al. Cities 105 (2020) 102754 governance of municipal self-promotion in the Greater Pearl River Delta. Sustainability, 9(4), 496. Enserink, B., Kwakkel, J., Bots, P., Hermans, L., Thissen, W., & Koppenjan, J. (2010). Policy analysis of multi-actor systems. Eleven International Publishing. Lucarelli, A., & Berg, P. O. (2011). City branding: A state-of-the-art review of the research
domain. Journal of Place Management and Development, 4(1), 9–27. https://doi.org/
10.1108/17538331111117133. Fan, H. (2014). Strategic communication of mega-city brands: Challenges and solutions. Branding Chinese mega-cities: Strategies, practices and challenges (pp. 132–144). Edward
Elgar Pub. Ma, W., Schraven, D., Bruijne, M. D., Jong, M. D., & Lu, H. (2019). Tracing the origins of
place branding research: A bibliometric study of concepts in use (1980–2018). Sustainability, 11(11), 2999. Fan, S., Kanbur, R., & Zhang, X. (2011). References China’s regional disparities: Experience and
policy. Review of Development Finance, 1(1), 47–56. Marin-Aguilar, J. T., & Vila-López, N. (2014). How can mega events and ecological or-
ientation improve city brand attitudes? International Journal of Contemporary
Hospitality Management, 26(4), 629–652. Fleisher, B., Li, H., & Zhao, M. Q. (2010). Human capital, economic growth, and regional
inequality in China. Journal of Development Economics, 92(2), 215–231. Freeman, R. E. (2010). Strategic management: A stakeholder approach. Cambridge
University Press. NBSPRC (2017). China city statistical year book. Retrieved from http://tongji.cnki.net/
kns55/navi/YearBook.aspx?id=N2018050234&floor=1. Goess, S., de Jong, M., & Meijers, E. (2016). City branding in polycentric urban regions:
Identification, profiling and transformation in the Randstad and Rhine-Ruhr. European Planning Studies, 24(11), 2036–2056. l
NBSPRC (2018). China statistic year book, 2018. Retrieved from http://data.stats.gov. cn/. NBSPRC (2019). Statistical communique of the national economic and social develop-
ment of China in 2018. Retrieved from http://www.gov.cn/xinwen/2019-02/28/
content_5369270.htm. Han, M., de Jong, M., Cui, Z., Xu, L., Lu, H., & Sun, B. (2018). City branding in China’s
northeastern region: How do cities reposition themselves when facing industrial
decline and ecological modernization? Sustainability, 10(1), 102. Oi, J. C. (1995). The role of the local state in China’s transitional economy. The China
Quarterly, 144, 1132–1149. Hankinson, G. (2004). Relational network brands: Towards a conceptual model of place
brands. Journal of Vacation Marketing, 10(2), 109–121. https://doi.org/10.1177/
135676670401000202. Paganoni, M. C. (2012). City branding and social inclusion in the glocal city. Mobilities,
7(1), 13–31. Harvey, D. (2013). Rebel cities: From the right to the city to the urban revolution. Verso. PGOJM (2017). China's agricultural valley construction plan 2025. Retrieved from http://
www.jingmen.gov.cn/govinfo/szf_xxgk/201705/t20170526_211106.shtml. HBOS (2018). Jingmen statistic year book 2018. Retrieved from http://tjj.hubei.gov.cn/
info/iList.jsp?cat_id=10443. Henninger, C. E., Foster, C., Alevizou, P. J., & Frohlich, C. (2016). Stakeholder engage-
ment in the city branding process. Place Branding and Public Diplomacy, 12(4),
285–298. PGOJM (2019). The People's government of Jingmen municipality. Retrieved from
http://www.jingmen.gov.cn/. Pike S (2012) Destination marketing organisations London: Routledge Hereźniak, M. (2017). Place branding and citizen involvement: Participatory approach to
building and managing city brands. International Studies. Interdisciplinary Political and
Cultural Journal, 19(1), 129–141. Polonsky, M. J. (1995). A stakeholder theory approach to designing environmental
marketing strategy. Journal of Business & Industrial Marketing, 10(3), 29–46. Qi
Y (2000) Th
f Chi
’
k t t
iti
(1978 1998) Th
l ti Qian, Y. (2000). References The introduction of the guidance of on promoting the development
of the navigation industry. Retrieved from http://www.gov.cn/gongbao/content/
2016/content_5076975.htm. Joo, Y. M., & Seo, B. (2018). Transformative city branding for policy change: The case of
Seoul’s participatory branding. Environment and Planning C: Politics and Space, 36(2),
239–257. Joss, S., & Molella, A. P. (2013). The eco-city as urban technology: Perspectives on
Caofeidian international eco-city (China). Journal of Urban Technology, 20(1),
115–137. Stubbs, J., & Warnaby, G. (2015). Rethinking place branding from a practice perspective:
Working with stakeholders. Rethinking place branding (pp. 101–118). . https://doi. org/10.1007/978-3-319-12424-7.l JUT (2016). Jingchu university of technology. Retrieved from http://jxxy.jcut.edu.cn/
info/1011/1005.htm. Vanolo, A. (2008). The image of the creative city: Some reflections on urban branding in
Turin. Cities, 25(6), 370–382. https://doi.org/10.1016/j.cities.2008.08.001.l Kavaratzis, M. (2012). From “necessary evil” to necessity: Stakeholders’ involvement in
place branding. Journal of Place Management and Development, 5(1), 7–19.f Wang, X., & Fan, G. (2004). Analysis on the regional disparity in China and the influential
factors. Economic Research Journal, 1, 33–44. Kavaratzis, M., & Ashworth, G. J. (2005). City branding: An effective assertion of identity
or a transitory marketing trick? Tijdschrift voor Economische en Sociale Geografie,
96(5), 506–514. Wu, F. (2000). Place promotion in Shanghai, PRC. Cities, 17(5), 349 361. Xu, J., & Yeh, A. G. (2005). City repositioning and competitiveness building in regional
development: New development strategies in Guangzhou, China. International Journal
of Urban and Regional Research, 29(2), 283–308. development: New development strategies in Guangzhou, China. International Journal
of Urban and Regional Research, 29(2), 283–308. Kavaratzis, M., Warnaby, G., & Ashworth, G. J. (Eds.). (2014). Rethinking place branding:
Comprehensive brand development for cities and regionshttps://doi.org/10.1007/978-3-
319-12424-7. Ye, L. (2011). Urban regeneration in China: Policy, development, and issues. Local
Economy, 26(5), 337–347. Kavaratzis, M. (2004). From city marketing to city branding: Towards a theoretical fra-
mework for developing city brands. Place Branding, 1(1), 58–73. Ye, L. (2013). Urban transformation and institutional policies: Case study of mega-region
development in China’s Pearl River Delta. Journal of Urban Planning and Development,
139(4), 292–300. Kavaratzis, M., & Kalandides, A. (2015). Rethinking the place brand: The interactive
formation of place brands and the role of participatory place branding. Environment
and Planning A 47(6) 1368 1382 https://doi org/10 1177/0308518x15594918 Ye, L. (2014). State-led metropolitan governance in China: Making integrated city re-
gions. Cities, 41, 200–208. and Planning A, 47(6), 1368–1382. https://doi.org/10.1177/0308518x15594918. Klijn, E. H., Eshuis, J., & Braun, E. (2012). References The influence of stakeholder involvement on
the effectiveness of place branding Public Management Review 14(4) 499 519 Ye, L., & Björner, E. (2018). Linking city branding to multi-level urban governance in
Chinese mega- cities: A case study of Guangzhou. Cities, 80, 29–37. jl
the effectiveness of place branding. Public Management Review, 14(4), 499–519. Li, H., & de Jong, M. (2017). Citizen participation in China’s eco-city development. Will Yeh, A. G. O., Yang, F. F., & Wang, J. (2015). Economic transition and urban transfor-
mation of China: The interplay of the state and the market. Urban Studies, 52(15),
2822–2848. https://doi.org/10.1177/0042098015597110. Li, H., & de Jong, M. (2017). Citizen participation in China s eco-city development. Will
“new-type urbanization” generate a breakthrough in realizing it? Journal of Cleaner
Production, 162, 1085–1094. Li, H., & Zhou, L. A. (2005). Political turnover and economic performance: The incentive
role of personnel control in China. Journal of Public Economics, 89(9–10), 1743–1762. Logan, J. R., & Molotch, H. (2007). Urban fortunes: The political economy of place, with a
new preface. University of California Press. YICAI (2019). Rank of Chinese cities in 2019. Retrieved from http://www.sohu.com/a/
316930951_175680. Yin, R. K. (2009). Case study research: Design and methods. Sage. Y
L
W
C
& S
J (2012) M
d d
i
i
b Yu, L., Wang, C., & Seo, J. (2012). Mega event and destination brand: 2010 Shanghai
expo. International Journal of Event and Festival Management, 3(1), 46–65. Lu, H., & de Jong, M. (2019). Evolution in city branding practices in China’s Pearl River
Delta since the year 2000. Cities, 89, 154–166. Zavattaro, S. M., & Daspit, J. J. (2016). A grounded theoretical approach to understanding
innovation in destination marketing organizations. Journal of Vacation Marketing, Lu, H., de Jong, M., & Chen, Y. (2017). Economic city branding in China: The multi-level 17 W. Ma, et al. Cities 105 (2020) 102754 Zhang, W. (2001). Rethinking regional disparity in China. Economics of Planning, 34(1–2),
113–138. Zhou, L., & Wang, T. (2014). Social media: A new vehicle for city marketing in China. Cities, 37, 27–32. Zhu, H., Qian, J., & Gao, Y. (2011). Globalization and the production of city image in
Guangzhou’s metro station advertisements. Cities, 28(3), 221–229. Zhan, C., de Jong, M., & de Bruijn, H. (2017). Path dependence in financing urban in-
frastructure development in China: 1949–2016. Journal of Urban Technology, 24(4),
73–93. https://doi.org/10.1080/10630732.2017.1334862. Zhuang, T., Qian, Q. K., Visscher, H. Zhang, J., Wang, L., & Wang, S. (2012). Financial development and economic growth:
Recent evidence from China. Journal of Comparative Economics, 40(3), 393–412.
Zhang L
& Zhao S X (2009) City branding and the Olympic effect: A case study of Zhang, L., & Zhao, S. X. (2009). City branding and the Olympic effect: A case study of
Beijing. Cities, 26(5), 245–254. ,
p
g
Zenker, S., & Martin, N. (2011). Measuring success in place marketing and branding. Place
Branding and Public Diplomacy, 7(1), 32–41. Zhan, C., de Jong, M., & de Bruijn, H. (2017). Path dependence in financing urban in-
frastructure development in China: 1949–2016. Journal of Urban Technology, 24(4),
73–93. https://doi.org/10.1080/10630732.2017.1334862. 22(4), 349–364. https://doi.org/10.1177/1356766715623826.
Zenker, S., & Martin, N. (2011). Measuring success in place marketing and branding. Place
Branding and Public Diplomacy, 7(1), 32–41.
Zhan, C., & de Jong, M. (2018). Financing eco cities and low carbon cities: The case of
Shenzhen international low carbon city. Journal of Cleaner Production, 180, 116–125.
Zhan, C., de Jong, M., & de Bruijn, H. (2017). Path dependence in financing urban in-
frastructure development in China: 1949–2016. Journal of Urban Technology, 24(4),
73–93. https://doi.org/10.1080/10630732.2017.1334862.
Zhang, J., Wang, L., & Wang, S. (2012). Financial development and economic growth:
Recent evidence from China. Journal of Comparative Economics, 40(3), 393–412.
Zhang, L., & Zhao, S. X. (2009). City branding and the Olympic effect: A case study of
Beijing. Cities, 26(5), 245–254. Zhan, C., & de Jong, M. (2018). Financing eco cities and low carbon cities: The case of
Shenzhen international low carbon city. Journal of Cleaner Production, 180, 116–125.i 22(4), 349–364. https://doi.org/10.1177/1356766715623826.
Zenker, S., & Martin, N. (2011). Measuring success in place marketing and branding. Place
Branding and Public Diplomacy, 7(1), 32–41. Zhang, J., Wang, L., & Wang, S. (2012). Financial development and economic growth:
Recent evidence from China. Journal of Comparative Economics, 40(3), 393–412.
Zhang, L., & Zhao, S. X. (2009). City branding and the Olympic effect: A case study of
Beijing. Cities, 26(5), 245–254. 22(4), 349–364. https://doi.org/10.1177/1356766715623826. References J., Elsinga, M. G., & Wu, W. (2019). The role of
stakeholders and their participation network in decision-making of urban renewal in
China: The case of Chongqing. Cities, 92, 47–58. ZNDZID (2019). Zhanghe New District Zhangfu investment development co., ltd. Retrieved from http://jmzhangfu.com/cn/index_18.aspx. 18 18
|
https://openalex.org/W4312223161
|
https://link.springer.com/content/pdf/10.1007/s41297-022-00180-w.pdf
|
English
| null |
Conceptualisations of curriculum co-creation: ‘it’s not them and us, it’s just us’
|
Curriculum perspectives
| 2,022
|
cc-by
| 9,274
|
Curriculum Perspectives (2023) 43:25–37
https://doi.org/10.1007/s41297-022-00180-w Curriculum Perspectives (2023) 43:25–37
https://doi.org/10.1007/s41297-022-00180-w RESEARCH ARTICLE Abstract Building on the growing field of curriculum co-creation in higher education, this research analyses current conceptualisa-
tions of this concept based on the perceptions of student and staff co-creation practitioners. It draws on a rigorous review
of international curriculum co-creation literature and describes in-depth research on experiences and conceptualisations of
fifteen curriculum co-creation initiatives across eight subject areas at five universities in Scotland. Following an inductive
analysis, the findings highlight conceptualisations of curriculum co-creation that focus on (A) developing shared values, (B)
enhancing creativity through collaboration and (C) negotiating power for mutual benefit. These findings are discussed with
respect to how they contribute to a new definition: curriculum co-creation is a relational way of working underpinned by
shared responsibility, reciprocity in learning from each other, mutual respect, care, trust and empathy. This values-based,
creative process helps staff and students work together to share and negotiate decision-making about aspects of curricula,
which often leads to mutual benefits for learners and teachers. This new definition encompasses current conceptualisations
of curriculum co-creation in the rapidly-changing higher education sector, with implications for fostering resilient, authentic
and meaningful pedagogies that are relevant to today’s challenges in higher education and beyond. Keywords Curriculum co-creation · Curriculum negotiation · Student engagement · Higher education Conceptualisations of curriculum co‑creation: ‘it’s not them and us, it’s
just us’ Tanya Lubicz‑Nawrocka1 Received: 29 July 2021 / Revised: 26 October 2022 / Accepted: 2 December 2022 / Published online: 28 December 2022
© The Author(s) 2022 * Tanya Lubicz‑Nawrocka
tanya.lubicz-nawrocka@stir.ac.uk 1
The University of Stirling, Stirling, Scotland Introduction the burgeoning literature has been beneficial, there is a lack
of clarity about what curriculum co-creation can be, beyond
staff and students’ active engagement and collaborations in
learning and teaching. Engagement of higher education students and staff is an
increasing concern, especially since the COVID-19 pan-
demic when many staff and students are now balancing
online and in-person learning and teaching with many other
responsibilities. One way of addressing this is to find ways
to advance engaging, meaningful and authentic forms of
learning and teaching such as curriculum co-creation. In
the last decade, there has been a dramatic increase in the
discourse on curriculum co-creation (Bovill & Woolmer,
2019) and wider students-as-partners initiatives (Healey &
Healey, 2018; Mercer-Mapstone et al., 2017). Many terms
are often overlapping, including working with students as
partners through co-creation/co-design/co-production both
of and in the curriculum and/or learning and teaching (Bovill
& Woolmer, 2019; Mercer-Mapstone et al., 2017). Although This paper acknowledges the overlaps between curricu-
lum co-creation and partnership research, and it focuses on
the under-problematised theory and practice of curriculum
co-creation. By taking a critical perspective of the litera-
ture with respect to a recent study of co-creation examples
across the Scottish higher education context, this research
contributes to the existing body of knowledge by reconsider-
ing definitions of co-creation and adding new perspectives
for adopting it in practice. It also explores implications for
advancing authentic and meaningful curricula that address
the challenges we face in today’s quickly changing world. Whilst there is a wide literature on school curricular
development and planning, the term is rarely defined in
the higher education context and, even when it is, there are
many different interpretations (Fraser & Bosanquet, 2006;
Lattuca & Stark, 2009). Drawing on Fraser and Bosanquet’s
work (2006), I acknowledge the many conceptualisations of
higher education curricula, ranging from product-focused, (0121 3456789)
3 3456789)
3 Curriculum Perspectives (2023) 43:25–37 26 learner empowerment are realised through the use of
participatory, transformative and ‘active’ pedagogies... teacher-directed stances to process-focused, student-centred
views. How different individuals view the curriculum influ-
ences the possibilities that they envision for curriculum co-
creation opportunities (Bovill & Woolmer, 2019). Boomer’s
work has been particularly generative by suggesting a ‘cur-
riculum-as-negotiation’, bringing together teacher-centred
and student-centred curriculum design whilst emphasising
a process-focused view of the curriculum as a verb, ‘cur-
riculuming’ (Boomer, 1992; Green, 2021). Boomer (1992,
p. Introduction 14) wrote: Subsequent definitions also emphasise collaboration; for
example, a widely cited definition by Bovill et al., (2016,
p. 196) states ‘co-creation of learning and teaching occurs
when staff and students work collaboratively with one
another to create components of curricula and/or pedagogi-
cal approaches’. A subsequent definition by Dollinger et al.,
(2018, p. 210) draws on marketing: ‘value co-creation is the
process of students’ feedback, opinions and other resources
such as their intellectual capabilities and personalities, inte-
grated alongside institutional resources, which can offer
mutual value to both students and institutions’.i Negotiating the curriculum means deliberately plan-
ning to invite students to contribute to, and to modify,
the educational programme, so that they will have a
real investment both in the learning journey and in
the outcomes. Negotiating also means making explicit,
and then confronting, the constraints of the learning
context, and the non-negotiable requirements that
apply. Definitions of curriculum co-creation often draw on the
concept of partnership, with the latter having emerged as
the predominant term in the literature encompassing a wide
range of curricular and extracurricular initiatives (Cook-
Sather et al., 2018b; Mercer-Mapstone et al., 2017). There
are many synergies between curriculum co-creation and
the concept of pedagogical partnership. This can be seen
in how Cook-Sather, Felten, and Bovill—who individu-
ally and in collaboration are extremely influential in this
field—used the term co-creation when publishing in 2011
and 2016 but referred to partnership in their pivotal 2014
book. Their widely cited definition of student/staff partner-
ship is also important and of relevance: ‘a collaborative,
reciprocal process through which all participants have the
opportunity to contribute equally, although not necessarily
in the same ways, to curricular or pedagogical conceptual-
ization, decision-making, implementation, investigation or
analysis’ (Cook-Sather et al., 2014, pp. 6–7). These authors
also describe the important values of respect, reciprocity
and shared responsibility. Although both partnership and
co-creation initiatives often seek to include diverse student
voices whilst enhancing learning and teaching (Cook-Sather
et al., 2018a; Lubicz-Nawrocka, 2019a), many partnership
examples involve small numbers of already highly engaged
students in optional projects in contrast to whole-class
co-creation initiatives that are embedded into coursework
(Bovill, 2020b). Bovill (2020a) suggested that co-creation
and partnership often overlap in their emphasis on demo-
cratic values and shared decision-making, although partner-
ship can imply a level of equality that some staff find hard to
align with the reality of academic structures and constraints. Introduction Boomer’s work has also been influential in acknowledg-
ing democratic values and issues of power (Green, 2021) and
by setting the scene for more recent literature curriculum
studies including those in curriculum co-creation (Breen &
Littlejohn, 2000; Bron et al., 2016; Green, 2021). Inspired
by the work of Boomer (1992), Fraser and Bosanquet (2006)
and Barnett and Coate (2004) in particular, I see the cur-
riculum as a creative, student-centred space where staff and
students engage in a process of learning and teaching that
they continually adapt—and can take up opportunities to
co-create within certain constraints—to meet their shared
objectives of developing students’ knowledge, skills and
wider capabilities. An overview of curriculum co‑creation
literature Recent literature was reviewed in a systematic manner to
understand the nature of curriculum co-creation princi-
ples and practices in higher education, using the Education
Resource Information Centre (ERIC) database. The inclu-
sion domain included all conceptualisations, practices and
outcomes of all forms of co-created academic experiences
and only those examples of co-creation that included both
students (undergraduate and/or postgraduate) and staff (aca-
demic and/or professional services). The search term ‘co-
creat*’ yielded 556 publications from 1 January 2014 to
31 December 2019 including keywords such as ‘co-create’,
‘co-creation’ and ‘co-creating’. Of these, 243 sources were
excluded when applying the timeframe inclusion criteria,
and 111 further sources were excluded when filtering by
‘higher education’. p
Curriculum co-creation promotes strong working rela-
tionships through collaboration not only between students
and staff (Blau & Shamir-Inbal, 2018; Kaur et al., 2019;
Lubicz-Nawrocka, 2019b) but also between different stu-
dents through peer learning (Bovill, 2020b; Vaughan et al.,
2016). This practice can foster staff and students’ senses
of belonging (Cook-Sather et al., 2018a; Masika & Jones,
2016) and community (Blau & Shamir-Inbal, 2018; Lubicz-
Nawrocka, 2019a). This literature broadly focuses on valuing
students’ views and perspectives, but only limited examples
explicitly reference democratic values underpinning co-cre-
ational relationships (Bergmark & Westman, 2016; Bovill,
2020a; Lubicz-Nawrocka, 2019b). Reviewing the titles and abstracts of the 132 sources that
met the inclusion criteria, 61 further sources were excluded
due to focusing on non-academic higher education experi-
ences, research and/or examples of co-creation between staff
in different departments, staff and employers or partners or
students with other students. Of the 50 remaining results
focusing on co-creation between staff and taught under-
graduate or postgraduate students, 34 provided examples of
course-level, curricular co-creation and 16 provided theoreti-
cal contributions and/or analysed the co-creation of wider
learning and teaching initiatives. Additionally, relevant lit-
erature found through citations included related topics such
as staff-student partnerships and collaborations or participa-
tory curriculum development. The literature provides many
rich examples of outcomes from curriculum co-creation
(including both benefits and challenges), but here I focus on
key themes relating to the nature of co-creative practices:
the relationships underpinning co-creation and the ways of
working during this process. Existing definitions of curriculum
co‑creation Existing definitions do not fully
capture the intentionality of creating opportunities for cur-
riculum co-creation or how these collaborations are enacted
when sharing decision-making. Existing definitions of curriculum
co‑creation Two of the most widely cited definitions of curriculum co-
creation focus on collaboration and partnership between stu-
dents and staff in curriculum development activities. Bovill
et al., (2011, p. 137) suggest that ‘co-creation of curricula
implies students and academic staff working in partnership
to create some or all aspects of the planning, implementa-
tion and evaluation of the learning experience’. Ryan and
Tilbury’s (2013, p. 16) Higher Education Academy report
drew on this definition, focusing on knowledge co-creation: The rationale for this study was to explore the extent to
which existing definitions reflect recent examples of cur-
riculum co-creation in theory and practice, with respect to
this burgeoning field of study. The five influential definitions
cited above focus on who is involved (students and staff) and
what they are doing (collaborating to develop aspects of the
curriculum), with only two emphasising why this work is
important. The 2011, 2014 and 2016 definitions developed The concept of ‘co-creation’ is used to indicate inter-
actions that encourage collaborative and democratic
input from students as stakeholders in shaping knowl-
edge practices…. The pedagogical ambitions behind 1 3 Curriculum Perspectives (2023) 43:25–37 27 active learning, student-centred learning and inquiry-based
learning—because of its collaborative ethos (Bovill, 2020b;
Lubicz-Nawrocka, 2019b; Matthews et al., 2018a; Moore-
Cherry, 2019). Co-creation critically involves negotiation
and collaboration as opposed to full student control over
curricula (Cook-Sather et al., 2014), requiring a positive
relationship between students and staff (Bovill, 2020a). This
aspect of negotiation is important because staff take owner-
ship over quality assurance and assessment outcomes, but
they can create opportunities for students to share decision-
making affecting how or what they learn (Boomer, 1992). Building relationships can promote an open dialogue about
meaningful teaching and learning, which helps both students
and staff to understand their responsibilities and creates a
more equal balance of power between them (Boomer, 1992;
Lubicz-Nawrocka, 2019b; Moore-Cherry, 2019). Although
previous definitions of curriculum co-creation focus on
collaboration between students and staff, they do not high-
light negotiation which critically recognises constraints and
notions of power (Boomer, 1992). by Bovill, Cook-Sather and Felten (with colleagues Mil-
lard and Moore-Cherry in 2016) highlight approaches to
developing aspects of the curriculum, and Ryan and Tilbury
(2013) and Dollinger et al. (2018) underscore participatory
processes of developing knowledge and wider educational
experiences, respectively. Ways of working that focus on authentic
and enjoyable processes of learning and teaching Curriculum co-creation often presents new ways of work-
ing in higher education that can challenge the status quo
of academic cultures, hierarchies and norms (Bergmark &
Westman, 2016; Bovill et al., 2016). The context-specific,
dialogic process underpinning how students and staff share
responsibility is now widely recognised (Bovill, 2020b;
Dollinger et al., 2018; Healey & Healey, 2018). Co-creation
practitioners may engage in creative risk-taking whilst they
share power and engage in innovative curriculum design
together (Blau & Shamir-Inbal, 2018; Kaur et al., 2019;
Lubicz-Nawrocka, 2019a). Curriculum co-creation can promote authenticity by
advancing culturally and personally relevant forms of learn-
ing and teaching (Backhouse et al., 2019; Temple Clothier &
Matheson, 2019), which is especially relevant in the context
of large class sizes and digital education. Students’ deep and Sampling of participants During my data collection in 2015–2016, there were few
examples in Scotland that staff or students intentionally
described with the term ‘curriculum co-creation’. Using
criterion sampling focused on cases that fit Bovill et al.’s
(2011) necessarily broad definition of curriculum co-crea-
tion as collaboration between staff and students on aspects
of curricula, I used publications, conference presentations
and word of mouth to identify 19 staff co-creators at Scottish
universities. Whilst trying to avoid oversampling in terms of
their subject area, gender or institution, I invited 15 staff to
take part in a semi-structured interview. Thirteen of these
staff participated and I used snowball sampling to identify
11 students who had co-created curricula with them. Participants were engaged in 15 curriculum co-creation
initiatives across 8 subject areas at the 5 Scottish universi-
ties, with several staff involved in more than one form of cur-
riculum co-creation. Participants’ subject areas ranged from
medicine and veterinary studies to science (geoscience and
biology) and social sciences (politics, sociology, social work
and education). In alignment with Bovill et al.’s (2011) defi-
nition of curriculum co-creation, the 15 initiatives included
at least one aspect—and potentially all aspects—of plan-
ning (10 instances), implementation (11 instances) and/or
evaluation (7 instances) of students’ learning experience
(see Table 1). Co-creating curriculum plans can include
development of educational resources for future student
cohorts or collaboratively planning and often implementing
how later parts of course teaching, assessment or marking
will take place. Course co-evaluation involves students and
staff identifying strengths and areas for course enhancement,
often relating to student engagement. Co-creation in plan-
ning, implementation and evaluation is often overlapping,
as seen in the literature and in my sample. In an example
of evaluation and planning (Initiative 2), staff worked with
students who had recently completed a course to identify
difficult concepts and work together during a summer pro-
ject to address them with co-created, multimedia educa-
tional resources. Examples of whole-class implementation
included co-creating grading criteria (Initiatives 11 and 14),
exam questions (Initiative 7) or projects with community
partners in service learning and science outreach (Initiatives
4 and 12). Methodological approach My research question lent itself to qualitative methods of
investigation and a heuristic inquiry approach to exploring
meaning-making in ways that are exploratory, reflexive,
relational and participatory (Nevine, 2019; Punch, 2006). This approach was well suited to help me understand the
subjective and nuanced nature of student and staff conceptu-
alisations of curriculum co-creation. Most previous research
either focused on principles of co-creation whilst drawing on
a range of international examples or they focused on single
case study initiatives that highlighted practices within one
course, programme or institution. I felt it would be benefi-
cial to identify a diverse variety of curriculum co-creation
initiatives within one, discrete higher education context. I
selected the Scottish context based on its focus on quality
enhancement in learning and teaching. I was not aiming to
gather representative data from the sector as a whole but, Research question This research formed part of a larger, doctoral research
study to understand the nature of curriculum co-creation
principles and practices and how it may advance individu-
als’ aims for students in higher education. The aspect of the
study explored here focuses on the research question: how do
students and staff experience and conceptualise curriculum
co-creation? This research was designed to explore whether
previous definitions of curriculum co-creation fully captured
staff and students’ understandings of what curriculum co-
creation looks and feels like, both in examples from recent
literature and in practice in one higher education context. Relationships underpinning curriculum co‑creation Curriculum co-creation (like student/staff partnerships) is
distinct from other forms of student engagement—including 1 28 Curriculum Perspectives (2023) 43:25–37 active learning is an integral aspect of co-creation of content
and pedagogy (Backhouse et al., 2019; Vaughan et al., 2016)
as well as assessment (Bovill, 2020b; Doyle et al., 2019). Curriculum co-creation can also help individuals overcome
challenges by working collaboratively and resiliently to find
authentic solutions that are relevant to their own context
(Bergmark & Westman, 2016; Blau & Shamir-Inbal, 2018;
Bovill et al., 2016). By fostering more engaging forms of
learning and teaching, students and staff tend to find curricu-
lum co-creation processes extremely enjoyable, meaningful
and rewarding (Dollinger et al., 2018; Kaur et al., 2019;
Lubicz-Nawrocka, 2019a; Temple Clothier & Matheson,
2019). The authentic and rewarding process of curriculum
co-creation can motivate the deep engagement of both stu-
dents and staff to take up these opportunities (Bergmark &
Westman, 2016; Lubicz-Nawrocka, 2019b). rather, wanted to focus on in-depth accounts within reason-
able resource restrictions. Shared responsibility the voluntary nature of participation were made transparent
through using participant information sheets and consent
forms. In-depth, semi-structured discussions were held with
participants who describing their understandings of the higher
education curriculum and of curriculum co-creation, the nature
of their curriculum co-creation activities and their experiences
including collaborative relationships and ways of working. All
data collection was audio-recorded and transcribed. Both student and staff participants described how they cre-
ate a new space and ethos for curriculum co-creation to
take place where they feel joint ownership over aspects of
the curriculum. Staff 1 described the importance of speak-
ing openly to develop shared responsibility during curricu-
lum co-creation that differs from more traditional teaching: …you have to be very careful not to appear as if you
are requiring students to do the work that you should
be doing. They have to understand why certain levels
of responsibility might be expected of them. Data analysis The extensive qualitative data was analysed whilst draw-
ing on a constructivist grounded theory approach, which is
an ‘inductive, iterative, interactive and comparative method
geared towards theory construction’ (Thornberg & Charmaz,
2012, p. 41). This data analysis method helped me to draw
on existing curriculum co-creation literature to identify core
themes that were grounded in my data about participants’
conceptualisations of co-creation of the curriculum. I used
the NVivo qualitative data analysis software to facilitate sys-
tematic coding and analysis of the extensive qualitative data
that consisted of 223,000 words of transcriptions. Staff 2 also emphasised that facilitating authentic
engagement can motivate students to share responsibil-
ity and see it as an opportunity as opposed to a burden,
particularly within the context of increasing tuition fees. Others described sharing responsibility in curriculum
co-creation as feeling: ‘It’s not them and us, it’s just us’
(Staff 4). Furthermore, Student 11 described the impor-
tance of intentionally working towards shared aims: It was about how everybody would come with some
skills or some knowledge and it would all go towards
one goal. …I think it’s where you know that you can
learn from each other and you can move forward in
creating something good for both of you, more than
just your own individual use. I drew on Pillow’s (2003, p. 181) ‘four reflexive strate-
gies—reflexivity as recognition of self; reflexivity as rec-
ognition of other; reflexivity as truth; reflexivity as tran-
scendence…’. Therefore, I worked to (1) recognise my
background and assumptions; (2) acknowledge different
forms of power when working with participants—particu-
larly students—whilst promoting their agency; (3) strive
to achieve a sense of validity for my conclusions through
constant comparisons across the body of data from differ-
ent participants; and (4) minimise bias by corroborating my
findings with wider literature when presenting my findings. The process of developing both individual and col-
lective ownership—in not only learning but also in deci-
sion-making affecting teaching—is important in sharing
responsibility. Whilst staff and student co-creators take
responsibility for different aspects of engagement, their
joint ownership often increases their intrinsic motivation
to work together. Ethics and data collection The research received Level 1 ethical clearance from the
Moray House School of Education and Sport (University of
Edinburgh) Ethics Committee, and the aims of the study and 3 Curriculum Perspectives (2023) 43:25–37 29 Table 1 Participants’ 15 co-creation projects
Initiative
number
Co-creation project
University type
Subject type
Co-creation types
Students participating
Staff participating
1
Co-created aspects of a course
Research-intensive
Arts, humanities and
social science
Implementation
Whole cohort (earning course credit)
Academic staff
2
Co-created educational
resources
Research-intensive
Clinical sciences
Planning & evaluation
Selected student (receiving payment)
Academic staff
3
Staff-supported peer teaching
across year groups embedded
into courses
Research-intensive
Clinical sciences
Planning & implementation
Whole cohort (earning course credit)
Academic staff
4
Co-created course with com-
munity projects
Research-intensive
Science or engineering
Planning & implementation &
evaluation
Whole cohort (earning course credit)
Academic staff
5
Co-created aspects of a course
including co-development of
resources for a new course
Research-intensive
Arts, humanities and
social science
Planning & implementation
Whole cohort (earning course credit)
Academic staff
6
Co-created educational
resources
Research-intensive
Clinical and veterinary
sciences
Planning & evaluation
Selected student (receiving payment)
Academic staff
7
Co-created educational assess-
ment
Research-intensive
Clinical and veterinary
sciences
Planning & implementation
Whole cohort (earning course credit)
Academic staff
8
Co-created aspects of a course
Teaching-focused
Science and engineering
Planning & implementation
Whole cohort (earning course credit)
Academic staff
9
Co-created research
Teaching-focused
Science and engineering
Evaluation
Selected students (volunteering and
gaining professional development
skills)
Academic staff
10
Student learning and teaching
consultants
Teaching-focused
Various: arts, humanities
and social science/sci-
ence and engineering
Planning & evaluation
Selected students (volunteering and
gaining professional development
skills)
Academic staff and
academic developer
11
Co-created aspects of a course
including marking criteria
Research-intensive
Arts, humanities and
social science
Implementation
Whole cohort (earning course credit)
Academic staff
12
Co-created community projects
with co-assessment by staff
and student
Research-intensive
Arts, humanities and
social science
Planning & implementation &
evaluation
Whole cohort (earning course credit)
Academic staff
13
Co-created aspects of a course
Research-intensive
Science and engineering
Implementation
Whole cohort (earning course credit)
Academic staff
14
Co-created aspects of a course
including marking criteria
Teaching-focused
Arts, humanities and
social science
Implementation
Whole cohort (earning course credit)
Academic staff
15
Co-created aspects of a course
Teaching-focused
Arts, humanities and
social science
Planning & implementation &
evaluation
Selected students (volunteering and
gaining professional development
skills)
Academic staff and
academic developer 1 Curriculum Perspectives (2023) 43:25–37 30 Reciprocity in learning from each other Based on my inductive analysis of the data, the findings
highlight conceptualisations of curriculum co-creation that
focus on three key aspects of (A) developing shared val-
ues, (B) enhancing creativity through collaboration and (C)
negotiating power for mutual benefit. Each of these themes
is explored below. There are strong overlaps between reciprocity and empa-
thy, and respondents spoke of how co-creation helps them
to learn from each other to improve curricula. Student 1
described co-creation as: …openness on the part of the teacher, and willingness
or being receptive on the students’ front. …Obviously
the student has to be conscientious, receptive and will-
ing to learn from the expert; but equally the tutor or the
professional has to be open to the students’ ideas and
willing to have their perceptions changed. Mutual respect and care Many staff and student co-creators emphasised how respect
is both a prerequisite for and an outcome of effective cur-
riculum co-creation, and care is a related value that goes
beyond notions of respectful tolerance. Many participants
highlighted the responsibility of staff to respect, support
and value students’ contributions throughout curriculum
co-creation. This may be because staff often set the tone
for the learning environment, and students tend to respect
their subject-related and teaching-related expertise. How-
ever, participants such as Students 3, 6 and 9 described
how co-creating curricula makes them feel respected and
valued, in sharp contrast with some of their other academic
experiences when they felt staff do not provide adequate
support or respect their time or individual learning needs. St ff 3 d
ib d
t
d
k
l
th t Other participants described how curriculum co-creation
facilitates empathy not only on the part of students but also
for staff. Staff 10 said: I think that the more you engage students in activities
like this, the more they empathise with the role that
academics play. That comes back to bridging the gap
between staff and students, bringing the communities
closer together. …It gave them [students] that insight
into what it is like from the other side… [For staff] it
is learning something that you couldn’t have gained
without students’ insight. Learning environments built on trust can support both
staff and students to challenge themselves and work collabo-
ratively to overcome challenges in curriculum development. For example, Staff 2 reflected: Staff 3 described respect and care as key values that
underpin her curriculum co-creation work: It was about showing students that we actually really
care about teaching. Our students are often first gen-
eration to come to university, and it’s great building
their enthusiasm. …They feel their work is valued
now. A lot of it is about how we take the constraints that we
have to live with and work against them to create those
communities of trust and genuine learning. Furthermore, Staff 3 described students’ wider learning: Furthermore, Staff 3 described students’ wider learning: In addition, Student 7 described how her teacher: They gained respect for teaching, and they learnt why
decisions are made. They want to know. They gained respect for teaching, and they learnt why
decisions are made. They want to know. Developing shared values Respondents outlined five values that they viewed as under-
pinning curriculum co-creation: shared responsibility, reci-
procity in learning from each other, mutual respect and care
and trust and empathy. Each is described briefly below. Similarly, Staff 11 argued that curriculum co-creation can
develop reciprocity that can overcome traditional, hierarchi-
cal relations: 1 3 Curriculum Perspectives (2023) 43:25–37 31 The lecturers didn’t know the answers. It was the
first time a lecturer has ever asked them [students]
for their view and basically said ‘well how would you
do it? …Your solutions are equally as important’. The themes of respect and care show how staff attitudes
can influence students’ intrinsic motivation and success. Trust and empathy It can be challenging for some staff to be open to stu-
dents’ ideas about different ways of learning and teaching,
and it can be difficult for some students to engage more
actively. However, participants described how they worked
to solve complex problems together, since curriculum co-
creation advances reciprocity between students and staff
who bring different knowledge, expertise and skills that
are each valued. Many students and staff described developing trust and
empathy when curriculum co-creation bridged the aca-
demic hierarchies between them. As a foundation, partici-
pants highlighted transparency and open communications
about expectations, processes and opportunities. Student
3 explained how curriculum co-creation helps students to
trust academics and ‘understand the human side of academic
staff’, and Student 8 described: I’ve never had to do anything like it before, but I guess
that’s a positive thing… It made me appreciate how
hard it must be to be a teacher. Mutual respect and care …said in the very beginning when we first all got
together, ‘we have students who are studying some-
thing. They’re a resource, why doesn’t the community
use it?’. I think that’s a great way of looking at it, and
it teaches us that we have something to offer. When staff include students in curricular decision-
making, trust and empathy can help them see each other
as ‘human’ and work together to tackle challenges in cur-
riculum co-creation. Staff show students respect by recognising that they can
make important contributions to curricular decision-making
and enhancement, which can help motivate students’ active
engagement. For example, Student 11 said: Negotiating power for mutual benefit It is salient that all participants in this study highlighted
that curriculum co-creation was a mutually beneficial
experience. In addition to the shared values, creativity and collaboration
that are foundational to curriculum co-creation, participants
described how they negotiate power in non-traditional stu-
dent/teacher relationships. Staff 3 noted that teachers often
take the lead initially in curriculum co-creation: Furthermore, Student 8 said: It was, to be honest, the only course where I felt like I
was actually making a difference and had the opportu-
nity to apply knowledge that I had learned. Enhancing creativity through collaboration It’s a dialogue between the lecturer and the students It’s a dialogue between the lecturer and the students. Student 11 also shared her perspectives on curriculum
co-creation: What was interesting was how much the faculty
enjoyed it, in terms of really getting engaged and
thinking about the issues... It was a great experience. I hadn’t anticipated how much students would have
enjoyed it too. I think it took a certain amount of trust
on both of our parts… It’s getting into an environment where you are able to
really get your creative side out and trying to see what
you can do… For this student, engaging in curriculum co-creation
means being intrinsically motivated to explore opportuni-
ties and push traditional boundaries by creatively developing
the curriculum in ways that benefit others. Furthermore, Student 8 said: 1 3 Enhancing creativity through collaboration Several examples of reciprocity and empathy above show
how staff and students welcomed different perspectives
whilst working collaboratively and creatively. Respond-
ents described how co-creation can facilitate creativity
and innovation in curriculum design since collaborative I felt valued as a student because I wasn’t [feeling like]
just one in thousands. I felt that I could make a differ-
ence… 1 3 Curriculum Perspectives (2023) 43:25–37 32 engagement can enhance curiosity, exploration and con-
nection-making. For example, Student 5 described ‘bounc-
ing ideas off each other’ to advance learning and Staff 2
said: …through regular meetings and communications, it
did get to that shared platform of partnership. …I think
both partners have to step into something neutral and
they’ve got to really think about how they’re doing
that. There was… a willingness and positive intent that
informed how everyone would do it. In terms of creating learning within a social environ-
ment, I think that can be a very constructive, imagina-
tive, and creative process and it’s around how we do
that collectively… Staff and students’ intentionality in curriculum co-crea-
tion sets the tone for adopting new ways of working collabo-
ratively. Participants described how students bring different
experience and need different levels of support to engage
in co-creation, with power dynamics that change based on
those engaging and how power ‘oscillates depending on
what’s happening… across time and context’ (Staff 1). Many staff spoke about how curriculum co-creation helps
them facilitate more vibrant learning environments by draw-
ing on the community’s collective intellectual resources and
ideas. In addition to the collaborative processes of curriculum
co-creation, participants highlighted the development of
creative experiences and resources. Staff 7 described: f
By negotiating learning and teaching, co-creators can
develop a shared sense of purpose and overcome challenges
together. Participants acknowledged challenges such as how
it can ‘be a bit daunting because you are letting go of some
of the power the teacher would have in the classroom’ (Staff
6) and how ‘sometimes we have to work harder as students’
(Student 6). However, participants including Staff 8 high-
lighted the enjoyable and rewarding nature of curriculum
negotiation: There’s a symbiosis between us and things that are in
the ether now that weren’t there before… [it’s] creating
learning materials, creating learning experiences: this
idea of the whole being more than the sum of its parts. Trust and empathy Shared responsibility, respect, reciprocity and care often
support the development of other key values during cur-
riculum co-creation including trust and empathy, which can
humanise the higher education experience for all involved
(Backhouse et al., 2019; Chappell & Craft, 2011; Lubicz-
Nawrocka, 2019b). Whilst there is little research on the role
of empathy in higher education, Chappell and Craft (2011, p. 365) show how ‘communal creativity is particularly impor-
tant to the humanising process and encourages a strong
focus on empathy, shared ownership and group identity. …
As valuable new ideas emerge from joint embodied thinking
and shared struggles, humanising is the process of becoming
more humane, an active process of change for the creative
group’. Similarly, participants in my study shared how trust and
empathy supported co-creators to engage with non-tradi-
tional learning and teaching that could be considered a risk
for some when sharing power, being open to different ideas,
and dealing with potentially unfamiliar experiences. For
staff, risks could involve feeling daunted and uncertain about
what students’ input will bring in diversifying curricula and
ways of working. For students, risks could mean stepping
outside of their comfort zone to engage more actively and
learn about both the constraints and possibilities associ-
ated with curriculum development. Empathy and trust can
help staff and students navigate the aforementioned risks
and challenges whilst ‘bridging the gap between staff and
students, bringing the communities closer together’ (Staff
10) and helping students ‘understand the human side of aca-
demic staff’ (Student 3). Building student/staff relationships
based on trust is essential when addressing constraints whilst
negotiating curriculum development (Boomer, 1992; Green,
2021) and taking on challenges of working in new ways and
taking creative, relational approaches to curriculum develop-
ment (Bovill, 2020b; Lubicz-Nawrocka, 2019a; Matthews
et al., 2018b). However, the importance of trust has not been
mentioned in existing definitions of curriculum co-creation. Besides Cook-Sather et al.’s (2014) brief mention of
reciprocity in their definition of partnership in learning and
teaching, values are not explicitly highlighted in established
curriculum co-creation definitions. However, examples
above from this study and from the work of Bergmark and
Westman (2016) and Chappell and Craft (2011) show how
developing shared values reflects the intentionality behind
the relationships that are cultivated whilst co-creating cur-
ricula, including the foundational mindsets that help par-
ticipants feel included and motivated to contribute actively. Discussion I designed this project so I would always have more
power in the sense that I was creating its direction and
setting it up against expected outcomes… but there is
room for all voices in the discussion. The findings show that students and staff engaged in cur-
riculum co-creation conceptualise it as a relational pedagogy
in which shared values and strong relationships are foun-
dational, and it is a way of working to negotiate curricula
through a creative, reciprocal process that is likely to benefit
students and staff alike. Below, I discuss these key themes
and demonstrate analytical generalisation by showing how
my findings relate to relevant concepts and theories. I then
present a new definition that encompasses current concep-
tualisations of curriculum co-creation. Similarly, students described how staff should lead in
quality assurance based on their subject and teaching exper-
tise, although ‘there is definitely an element for students to
come in’ to enhance curriculum development (Student 9). Participants often discussed how power can shift between
staff and students throughout their collaboration. Student 3
emphasised that it takes time to build effective relationships: 1 3 1 3 Curriculum Perspectives (2023) 43:25–37 33 resonate with broader collective and community goals of
higher education as a social good’ (p. 966). A values‑based, creative process In the findings above, the values of shared responsibility,
reciprocity in learning from each other, mutual respect and
care and trust and empathy are often central to curriculum
co-creation. Although the values underpinning co-creation
could vary—based on those contributing, the relationships
between them, and the contexts within which they work
(Bovill, 2020a; Cook-Sather et al., 2014; Mercer-Mapstone
et al., 2017)—what is important is that these values are
shared. Cook-Sather et al.’s work (2014, p. 1) was influen-
tial in emphasising that ‘partnerships are based on respect,
reciprocity and shared responsibility between students and
faculty’. They suggested that respect is an attitude of open-
ness promoting two-way communication, reciprocity is a
way of thinking that advances equity and responsibility is
an action of taking ownership (Cook-Sather et al., 2014, pp. 3–5). Participants in my research reinforce the importance
of these values and show how they can promote attitudes and
actions that demonstrate co-creators’ eagerness to learn from
each other’s expertise and diverse perspectives. Care Beyond respect and openness to other views and experi-
ences, participants emphasised care and compassion so that
student co-creators ‘feel their work is valued now’ (Staff
3), that they ‘have something to offer’ (Student 7) and that
they can ‘make a difference’ (Student 11) through their
contributions. This theme of care in curriculum co-creation
resonates with others’ findings that teachers’ care and com-
mitment can influence students’ choices and motivations to
engage with learning (Bovill, 2020b; Lubicz-Nawrocka &
Bunting, 2019; Noddings, 2005). Furthermore, Noddings
(2005) highlighted the importance of teachers developing
students’ ‘capacity to care’ (p. 18) for their learning and
for others, and Matthews et al. (2018b) showed that care
can foster ‘more personally transformative outcomes that Trust and empathy Extending others’ previous work concerning shared respon-
sibility, respect and reciprocity I also identified care, trust
and empathy as significant shared values in curriculum co-
creation. Creativity is another foundational aspect of cur-
riculum co-creation processes explored below. Creativity Developing shared values, particularly trust and empathy,
is key to advancing non-traditional ways of working dur-
ing curriculum co-creation that often fosters creativity and
innovation in curriculum development. This is reinforced
by the work of Chappell and Craft (2011), referenced above
in relation to how empathy and communal creativity can
humanise higher education. Furthermore, curriculum co-cre-
ation ‘can be a very constructive, imaginative and creative 1 1 3 3 Curriculum Perspectives (2023) 43:25–37 34 process’ (Staff 2) with ‘the whole being more than the sum
of its parts’ (Staff 7). Although the words ‘co-creation’ and
‘creativity’ share the same etymology, the importance of
creativity in curriculum co-creation has been rarely noted in
the literature and is absent from current definitions. I previ-
ously demonstrated the importance of recognising creativity
as a core aspect of co-creation since it develops adaptability
and resilience, and it underpins both the creative process
of collaborative learning and also the creative projects and
resources that are produced as a result (Lubicz-Nawrocka,
2019a). positive intent’ (Student 3). This finding is congruous with
research showing how teachers’ care, commitment to engag-
ing and supporting students and open invitations to students
to participate have a strong influence on students’ choices
and motivations to engage with learning generally (Lubicz-
Nawrocka & Bunting, 2019; Noddings, 2005) and with cur-
riculum negotiation in particular (Boomer, 1992; Bovill &
Woolmer, 2019).i An important finding is that all students participating in
a co-created course emphasised that it was the best course
across their entire university degree. Although not all indi-
viduals who participate in curriculum co-creation may expe-
rience benefits and some face challenges, it is important to
recognise the potential for mutual benefit. Indeed, both stu-
dent and staff participants overwhelmingly described their
enjoyment of rewarding experiences that advanced their
personal and professional development, which is congruent
with the literature (Dickerson et al., 2016; Mercer-Mapstone
et al., 2017). For participants, co-creation means learning
from each other to ‘move forward in creating something
good for both of you’ (Student 11) whilst ‘making a dif-
ference’ (Student 8), which is in alignment with literature
showing that curriculum co-creation can be transformative
(Bergmark & Westman, 2016; Bovill, 2020b; Lubicz-Naw-
rocka & Bovill, 2021; Ryan & Tilbury, 2013). Creativity This is espe-
cially significant when recognising that the themes under-
pinning curriculum co-creation have strong overlaps with
notions of excellent teaching and learning (Bovill, 2020b;
Dickerson et al., 2016; Lubicz-Nawrocka & Bunting, 2019). It is particularly notable that curriculum co-creation sup-
ports students and staff to find authentic solutions that are
both relevant to their own context in today’s quickly-chang-
ing world (Bergmark & Westman, 2016; Blau & Shamir-
Inbal, 2018; Bovill et al., 2016; Lubicz-Nawrocka, 2019a). Wider educational literature describes how negotiated
processes of curriculum development can be more inclusive
by inviting students to contribute to that creation process
(Boomer, 1992; Bron et al., 2016; Green, 2021), and creativ-
ity can reframe and enhance current educational practices
to engage students who learn in different ways (Gee, 2003). Furthermore, students and staff often take on non-traditional
roles and identities whilst co-creating curricula and working
in partnership in democratic and egalitarian learning com-
munities (Bergmark & Westman, 2016; Lubicz-Nawrocka,
2019b; Matthews et al., 2018a; Mercer-Mapstone et al.,
2018). Therefore, it is important to acknowledge the cen-
trality of creativity within curriculum co-creation processes. Staff and students sharing and negotiating
decision‑making about aspects of curricula, often
leading to mutual benefits The process of students and staff developing shared values,
such as those detailed above, underpins how they share deci-
sion-making and collaboratively negotiate aspects of cur-
ricula. For participants, curriculum co-creation means work-
ing together towards shared aims, feeling that ‘we are all in
this together’ (Staff 8) and that ‘it’s not them and us, it’s just
us’ (Staff 4). The process-focused, relational dimension of
staff and student collaboration in sharing decision-making
is important here, and it is prevalent in the literature that
notes the sense of community and belonging that develops
during curriculum co-creation (Blau & Shamir-Inbal, 2018;
Bovill, 2020b; Cook-Sather et al., 2018a; Kaur et al., 2019;
Lubicz-Nawrocka, 2019a; Masika & Jones, 2016).f A new definition of curriculum co‑creation It is important that definitions are broad enough to include
a wide range of initiatives across different contexts, yet spe-
cific enough to be clear. As described when reviewing exist-
ing co-creation definitions, these focus broadly on student/
staff collaborations in developing aspects of the curriculum
(Bovill et al., 2011, 2016) or participatory processes that can
increase satisfaction (Dollinger et al., 2018; Ryan & Tilbury,
2013). Although Cook-Sather et al. (2014) highlight several
important values underpinning student/staff partnerships, the
intentionality of developing shared values is lacking from
existing definitions of curriculum co-creation since this is
critical for strong working relationships.i Co-creators recognised that staff often lead in curricu-
lum development through their subject knowledge, teaching
expertise and responsibilities for quality assurance; however,
staff create opportunities for students to share responsibil-
ity over teaching decisions that affect how or what they are
learning. It is clear from the results that staff attitudes and
behaviours strongly influence students’ engagement with
curriculum co-creation by creating ‘room for all voices in
the discussion’ (Staff 3) since ‘they’ve got to really think
about how they’re doing that… [with] a willingness and Based on key themes that emerged from my findings
across the Scottish higher education sector and international 1 3 35 Curriculum Perspectives (2023) 43:25–37 literature, I offer a new definition that extends beyond broad
notions of student/staff collaborations in curriculum devel-
opment to capture the intentionally fostered values and
dynamics as well as the notably positive outcomes: literature, I offer a new definition that extends beyond broad
notions of student/staff collaborations in curriculum devel-
opment to capture the intentionally fostered values and
dynamics as well as the notably positive outcomes: Although I could only include curriculum co-creation initia-
tives that were made visible within the sector, there may have
been a wider number and variety of co-creation examples of
which I was not aware if they were not shared beyond class-
room walls. Participants co-creating curricula were not gener-
ally representative of the populations of students and staff at
Scottish universities since all appeared to be highly engaged
and motivated. It is important to note that the vast majority of
participants self-selected to engage in curriculum co-creation. The lack of cultural diversity in the selection (or self-selection)
of student co-creators has been identified as a challenge across
the sector (Mercer-Mapstone et al., 2017), which also appears
to be the case in my study. A new definition of curriculum co‑creation Despite these limitations, this study
analyses in-depth experiences and conceptualisations of cur-
riculum co-creation with the aim of facilitating dialogue about
upscaling these initiatives to become more prevalent and inclu-
sive. It is important for future research to examine what aspects
of support or development are needed to enable both staff and
students to engage in curriculum co-creation and to explore
further the potential for their mutual benefit.f Curriculum co-creation is a relational way of working
underpinned by shared responsibility, reciprocity in
learning from each other, mutual respect, care, trust,
and empathy. This values-based, creative process
helps staff and students work together to share and
negotiate decision-making about aspects of curricula,
which often leads to mutual benefits for learners and
teachers. Whilst each curriculum co-creation initiative is context-
dependent and unique based on the individuals involved
(Healey & Healey, 2018), the values that underpin co-cre-
ators’ relationships may vary and the outcomes may differ. It is also important not to lose sight of how democratically
negotiated curricula can challenge the status quo of aca-
demic cultures, structures and processes (Bergmark & West-
man, 2016; Boomer, 1992; Bovill, 2020b; Lubicz-Nawrocka,
2019b). However, this definition attempts to specify key
dimensions of the relational pedagogy that underpins cur-
riculum co-creation—resonating with Bovill’s recent work
(2020a)—since its affective nature has the transformative
capacity to humanise educational experiences when students
and staff feel, as one participant said: ‘it’s not them and us,
it’s just us’. i
It is powerful that students and staff in this study high-
lighted the rewarding nature of curriculum co-creation. Although curriculum co-creation is not without its challenges
and it may not be appropriate or feasible in every context, it
can humanise teaching and learning by empowering both stu-
dents and teachers. This is particularly relevant with respect
to how the COVID-19 pandemic has provoked new ways
of working through increasingly digital and hybrid forms of
education. Perhaps we can overcome current challenges by
learning from staff and students who embrace creativity and
innovation whilst co-creating authentic and meaningful cur-
ricula. We have seen how co-creators work towards shared
values and aims as they home in on what is important to them
in higher education—the mutually beneficial process of staff
and students working and learning together. Concluding thoughts It is hoped that a new definition of curriculum co-crea-
tion will clarify the concept to support practitioners by
extending discourse on this process-based, values-led
work that can benefit both staff and students. By analys-
ing curriculum co-creation conceptualisations within a
single national context with respect to theory and inter-
national practice, this study differs from most co-creation
research, which focuses either on in-depth analysis at one
institution or on selected international case studies. My
discussion of each of the themes included in my new defi-
nition demonstrates theoretical hybridity by showing how
my findings relate to a wide range of established con-
cepts. This research demonstrates (A) concept generalisa-
tion showing how findings in my study relate to concepts
such as care, trust, empathy and creativity that have not
been emphasised widely in the co-creation literature and
(B) theoretical generalisation showing how results relate
to established definitions. This study may also provide
opportunities for provocative generalisability if readers
are inspired to think about the possibilities for curriculum
co-creation in different contexts. References Shaping the college curriculum: aca-
demic plans in context (2nd ed.). Jossey-Bass. Lubicz-Nawrocka, T. (2019a). Creativity and collaboration: An explo-
ration of empathy, inclusion, and resilience in co-creation of the
curriculum. Student Engagement in Higher Education Journal,
2(3), 199–213. Bovill, C., Cook-Sather, A., & Felten, P. (2011). Students as co-creators
of teaching approaches, course design, and curricula: Implica-
tions for academic developers. International Journal for Academic
Development, 16(2), 133–145. https://doi.org/10.1080/1360144X.
2011.568690 Lubicz-Nawrocka, T. (2019b). “More than just a student”: how co-
creation of the curriculum fosters Third Spaces in ways of work-
ing, identity, and impact. International Journal for Students as
Partners, 3(1), 34–49. https://doi.org/10.15173/ijsap.v3i1.3727 Bovill, C., & Woolmer, C. (2019). How conceptualisations of curricu-
lum in higher education influence student-staff co-creation in and
of the curriculum. Higher Education, 78, 407–422. https://doi.
org/10.1007/s10734-018-0349-8i Lubicz-Nawrocka, T., & Bovill, C. (2021). Do students experience
transformation through co-creating curriculum in higher educa-
tion? Teaching in Higher Education, 1-18. https://doi.org/10.1080/
13562517.2021.1928060 Breen, M. P., & Littlejohn, A. (2000). The significance of negotiation. Cambridge University Press. Lubicz-Nawrocka, T., & Bunting, K. (2019). Student perceptions of
teaching excellence: An analysis of student-led teaching award
nomination data. Teaching in Higher Education, 24(1), 63–80. https://doi.org/10.1080/13562517.2018.1461620 Bron, J., Bovill, C., & Veugelers, W. (2016). Students experiencing
and developing democratic citizenship through curriculum nego-
tiation: The relevance of Garth Boomer’s approach. Curriculum
Perspectives, 36(1), 15–27. Masika, R., & Jones, J. (2016). Building student belonging and engage-
ment: Insights into higher education students’ experiences of par-
ticipating and learning together. Teaching in Higher Education,
21(2), 138–150. https://doi.org/10.1080/13562517.2015.1122585 Chappell, K., & Craft, A. (2011). Creative learning conversations:
Producing living dialogic spaces. Educational Research, 53(3),
363–385. https://doi.org/10.1080/00131881.2011.598663 Matthews, K. E., Cook-Sather, A., & Healey, M. (2018a). Connecting
learning, teaching, and research through student-staff partner-
ships: Toward universities as egalitarian learning communities. In
V. C. H. Tong, A. Standen, & M. Sotiriou (Eds.), Shaping higher
education with students (pp. 23–29). UCL Press. Cook-Sather, A., Bovill, C., & Felten, P. (2014). Engaging students
as partners in learning and teaching: A guide for faculty. Jossey-Bass. Cook-Sather, A., Des-Ogugua, C., & Bahti, M. (2018a). Articulating
identities and analyzing belonging: A multistep intervention that
affirms and informs a diversity of students. Teaching in Higher
Education, 23(3), 374–389. https://doi.org/10.1080/13562517.
2017.1391201 Matthews, K. E., Dwyer, A., Hine, L., & Turner, J. (2018b). Concep-
tions of students as partners. Higher Education, 76(6), 957–971. https://doi.org/10.1007/s10734-018-0257-y Mercer-Mapstone, L., Dvorakova, S. L., Matthews, K. References Backhouse, S., Taylor, D., & Armitage, J. A. (2019). Is this mine to
keep? Three-dimensional printing enables active, personalized
learning in anatomy. Anatomical Sciences Education, 12(5),
518–528. https://doi.org/10.1002/ase.1840 Dollinger, M., Lodge, J., & Coates, H. (2018). Co-creation in higher
education: Towards a conceptual model. Journal of Marketing
for Higher Education, 28(2), 210–231. https://doi.org/10.1080/
08841241.2018.1466756 Barnett, R., & Coate, K. (2004). Engaging the curriculum in higher
education. Society for Research into Higher Education & Open
University Press. Doyle, E., Buckley, P., & Whelan, J. (2019). Assessment co-creation:
An exploratory analysis of opportunities and challenges based
on student and instructor perspectives. Teaching in Higher Edu-
cation, 24(6), 739–754. https://doi.org/10.1080/13562517.2018.
1498077 Bergmark, U., & Westman, S. (2016). Co-creating curriculum in higher
education: Promoting democratic values and a multidimensional
view on learning. International Journal for Academic Develop-
ment, 21(1), 28–40. https://doi.org/10.1080/1360144X.2015.
1120734 Fraser, S., & Bosanquet, A. (2006). The curriculum? That’s just a unit
outline, isn’t it? Studies in Higher Education, 31(3), 269–284. https://doi.org/10.1080/03075070600680521 Blau, I., & Shamir-Inbal, T. (2018). Digital technologies for promoting
“student voice” and co-creating learning experience in an aca-
demic course. Instructional Science, 46(2), 315–336. https://doi.
org/10.1007/s11251-017-9436-y Gee, J. P. (2003). What video games have to teach us about learning
and literacy. Palgrave Macmillan. Green, B. (2021). Re-negotiating the curriculum? Curricu-
lum Perspectives, 41(2), 213–225. https://doi.org/10.1007/
s41297-021-00143-7 Boomer, G. (1992). Negotiating the curriculum. In G. Boomer, N. B. Lester, C. S. Onore, & J. Cook (Eds.), Negotiating the curriculum:
Educating for the 21st century (pp. 4–14). Falmer Press. Healey, M., & Healey, R. (2018). ‘It depends’: exploring the context-
dependent nature of students as partners practices and policies. International Journal for Students as Partners, 2(1), 1–10. https://
doi.org/10.15173/ijsap.v2i1.3472 Bovill, C. (2020a). Co-creating learning and teaching: towards rela-
tional pedagogy in higher education. Critical Publishing. Bovill, C. (2020b). Co-creation in learning and teaching: The case for a
whole-class approach in higher education. Higher Education, 79,
1023–1037. https://doi.org/10.1007/s10734-019-00453-w Kaur, A., Awang-Hashim, R., & Kaur, M. (2019). Students’ experi-
ences of co-creating classroom instruction with faculty - a case
study in Eastern context. Teaching in Higher Education, 24(4),
461–477. https://doi.org/10.1080/13562517.2018.1487930 Bovill, C., Cook-Sather, A., Felten, P., Millard, L., & Moore-Cherry,
N. (2016). Addressing potential challenges in co-creating learn-
ing and teaching: Overcoming resistance, navigating institutional
norms and ensuring inclusivity in student–staff partnerships. Higher Education, 71(2), 195–208. https://doi.org/10.1007/
s10734-015-9896-4 Lattuca, L., & Stark, J. (2009). Declarations Conflict of interest There are no potential conflicts of interest declared
and no research funding was received. Ethical approval This study received Level 1 ethical clearance and all
participants gave informed consent ahead of participating in this research. Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article's Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article's Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 1 3 Curriculum Perspectives (2023) 43:25–37 36 educational practice in higher education. Teaching in Higher
Education, 21(3), 249–265. https://doi.org/10.1080/13562517.
2015.1136279 References E., Abbot, S.,
Cheng, B., Felten, P., . . . Swaim, K. (2017). A systematic litera-
ture review of students as partners in higher education. Interna-
tional Journal for Students as Partners, 1(1). https://doi.org/10.
15173/ijsap.v1i1.3119 Cook-Sather, A., Matthews, K. E., Ntem, A., & Leathwick, S. (2018b). What we talk about when we talk about students as partners. Inter-
national Journal for Students as Partners, 2(2), 1–9. https://doi.
org/10.15173/ijsap.v2i2.3790f Dickerson, C., Jarvis, J., & Stockwell, L. (2016). Staff-student col-
laboration: Student learning from working together to enhance Mercer-Mapstone, L., Marquis, E., & McConnell, C. (2018). The
‘partnership identity’ in higher education: Moving from ‘us’ and 1 3 Curriculum Perspectives (2023) 43:25–37 37 ‘them’ to ‘we’ in student-staff partnership. Student Engagement
in Higher Education Journal, 2(2), 12–29. ‘them’ to ‘we’ in student-staff partnership. Student Engagement
in Higher Education Journal, 2(2), 12–29. ‘them’ to ‘we’ in student-staff partnership. Student Engagement
in Higher Education Journal, 2(2), 12–29. Ryan, A., & Tilbury, D. (2013). Flexible pedagogies: new pedagogi-
cal ideas. https://www.heacademy.ac.uk/knowledge-hub/flexible-
pedagogies-new-pedagogical-ideas Moore-Cherry, N. (2019). Pedagogical partnerships, identity building
and self-authorship in geography higher education. In H. Walking-
ton, J. Hill, & S. Dyer (Eds.), Handbook for teaching and learning
in geography (pp. 314–328). Edward Elgar Publishing. Temple Clothier, A., & Matheson, D. (2019). Using co-creation as a
pedagogic method for the professional development of students
undertaking a BA (Hons) in Education Studies. Journal of Further
and Higher Education, 43(6), 826–838. https://doi.org/10.1080/
0309877X.2017.1409344 Nevine, S. (2019). Universal applications of heuristic inquiry: Bridg-
ing research and living experience. SAGE Publications, Inc. Thornberg, R., & Charmaz, K. (2012). Grounded theory. Jossey-Bass. Noddings, N. (2005). The challenge to care in schools: an alternative
approach to education (Second edition ed.). Teachers College
Press. Thornberg, R., & Charmaz, K. (2012). Grounded theory. Jossey-Bass. Vaughan, N., Clampitt, K., Park, N., & Prediger, S. (2016). To teach is
to learn twice: the power of a blended peer mentoring approach/
student response. Teaching & Learning Inquiry, 4(2), 1–17. https://doi.org/10.20343/teachlearninqu.4.2.7 Pillow, W. (2003). Confession, catharsis, or cure? Rethinking the uses
of reflexivity as methodological power in qualitative research. International Journal of Qualitative Studies in Education, 16(2),
175–196. https://doi.org/10.1080/0951839032000060635f Publisher's note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. p
g
Punch, K. (2006). Developing effective research proposals (2nd ed.). Sage. p
g
Punch, K. (2006). Developing effective research proposals (2nd ed.). Sage. 1 3 1 3 3
|
https://openalex.org/W3180303835
|
https://www.matec-conferences.org/10.1051/matecconf/202134001035/pdf
|
English
| null |
Carbon nanomaterials for supercapacitors: two electrode scheme
|
MATEC web of conferences
| 2,021
|
cc-by
| 2,512
|
!!! "#
!!! "#
$% &
'$ ()**+) $%
,,
-
% , %
,, # % %
-,
, $ % $
#
,, & ,, , .
, ,$
#/
# ,, ,,$ $ & $ %
,#
, % , ,
01
%
,, 2 $
,
%
# $
,, "
,,
$ #/
/
& # # %
,, #/
# , %
3
-, , %
% $ %4 # 5 $ MATEC Web of Conferences 340, 01035 (2021) MATEC Web of Conferences 340, 01035 (2021) MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021 https://doi.org/10.1051/matecconf/202134001035 , 6 ,,$-$7
© The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative
Commons Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/).
, 3 8"4 # $ %
H '/I*** &
, #
$ ,
% % 3A8J A8"/**: 4 & - %
#
#/,
, ++ K L F *** , 34
#
@8& & , ,
, # % 34 #
% ,$ /
@ J,,
,
# #
@ .
& -, # 8
?/)* " , & ,
#
,,
#6 ,
%
# * *B # - #
% %
3,,-
*C ,
#4 )//,
#
- # , # $
,,
, 3#
4 & , , # #,
* F<
) B "
,
-,
$
3F4 # & -, # #/
,
,
,
# G
G
* &
#
3) B " H =4 , 6 ,,$-$7
MATEC Web of Conferences 340, 01035 (2021) MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021 https://doi.org/10.1051/matecconf/202134001035 8" -, ,
8-, , 3894 %
5 %
#
, / , , 3 : 4 &8" # % %
, 3, %
,4
&
, # , 3*;<4
, =**; 01 8" -, , 8-, , 3894 %
5 %
#
, / , , 3 : 4 &8" # % %
, 3, %
,4
&
, # , 3*;<4
, =**; 01 &8" % %
% % 3:4 ,
# 0)1
: # 5 %
,
>= % ?,
# % & ,, , , #
@& A
#/
3
$ 8 ' 4 ,
(**; B* # C > =* # C > * # C
9
%
%
, % % # B>* 3:
4 &8" % % &8" % % % % 3:4 ,
# 0)1
: # 5 %
,
>= % ?,
# % & ,, , , #
@& A
#/
3
$ 8 ' 4 ,
(**; B* # C > =* # C > * # C
9
%
%
, % % # B>* 3:
4 2 2 MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021 https://doi.org/10.1051/matecconf/202134001035 8" $ %
&
# # $ %
34 %
% %
% 0=1 &
#
# # # ,
%
#
, % ,, & # $
=B D 3: )4 &
# %E
$ # .
% # ) # C 8" $ % 8" $ % 8" $ % &
# # $ %
34 %
% %
% 0=1 &
#
# # # ,
%
#
, % ,, & # $
=B D 3: )4 &
# %E
$ # .
% # ) # C !
&%
# -
%
3 3 https://doi.org/10.1051/matecconf/202134001035 MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021 &-
%
:
=I
(
! * B)B
89
+B! =BB
=
* I+
=B
=
)
* *! "
& # # %
-, , % %
$ % % %
,,
%
#
$
%
$
#
-
,
, $
, , ,
% % -, , & # #
,, % " H 8
3,E : '/**/***I4 !
&-
%
&%
# $
G
G
, 3 <4 ,
G
G
, 3 <4 $ , 3, 4 #
, $
3F )<4 89 ,
, #
G
G
, =BB < % ,
,
# , G
G
, M = < # #
$ % , 5 # , $
%
-, , - , &
,
, , #, #/
,
&%
, , %
#/
,
%
, , $ #, N, :<
*
B
:
B
+
=
89
)
I
)
)+ , , %
#/
, &%
,
5 %
, , , , %
, $ ,
, $
& , , $
% #
, ,
/#
% %
/#
%
% , # 3"2&4 0B (1 & # #
,, % " H 8
3,E : '/**/***I4
K A & H 9 $ % ,,6
"
$ ,,
$ " !*I*( 3**4 B
? " K A F I* 3**4 (
F
$ F
$ : : K$ F F9'& 0?
F '8&1 3**4 MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021
https://doi.org/10.1051/matecconf/202134001035 B
? " K A F I* 3**4
(
F
$ F
$ : : K$ F F9'& 0?
F '8&1 3**4 !
K A & H 9 $ % ,,6
"
$ ,,
$ " !*I*( 3**4
9 @$ &$ F F $ K
$ F ' 8
"$ O ? " ? I) 3*=4 )
" F ?,$ 9 @$ " &/? =I! 3**4 =
? " O
F O$
$ " "
P$ F ? ", ",
" )= 3**!4 4 MATEC Web of Conferences 340, 01035 (2021) MATEC Web of Conferences 340, 01035 (2021)
RKFM 2021 https://doi.org/10.1051/matecconf/202134001035 5 5
|
https://openalex.org/W4210878734
|
https://www.frontiersin.org/articles/10.3389/fcell.2022.819050/pdf
|
English
| null |
Corrigendum: WASp Is Crucial for the Unique Architecture of the Immunological Synapse in Germinal Center B-Cells
|
Frontiers in cell and developmental biology
| 2,022
|
cc-by
| 689
|
CORRECTION
published: 09 February 2022
doi: 10.3389/fcell.2022.819050 Yanan Li 1,2,3, Anshuman Bhanja 3, Arpita Upadhyaya 4,5, Xiaodong Zhao 1,2* and Wenxia Song 3 1Department of Rheumatology and Immunology, Children’s Hospital of Chongqing Medical University, Chongqing, China,
2Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Child Infection and
Immunity, China International Science and Technology Cooperation Base of Child Development and Critical Disorders, National
Clinical Research Center for Child Health and Disorders, Chongqing, China, 3Department of Cell Biology and Molecular Genetics,
University of Maryland, College Park, College Park, MD, United States, 4Department of Physics, University of Maryland, College
Park, College Park, MD, United States, 5Institute for Physical Science and Technology, University of Maryland, College Park,
College Park, MD, United States Keywords: B-lymphocytes, germinal center, actin, WASp, signal transduction, immunological synapse Keywords: B-lymphocytes, germinal center, actin, WASp, signal transduction, immunological synapse *Correspondence:
Xiaodong Zhao
zhaoxd530@aliyun.com WASp Is Crucial for the Unique Architecture of the Immunological Synapse in Germinal Center
B-Cells
by Li, Y., Bhanja, A., Upadhyaya, A., Zhao, X., and Song, W. (2021). Front. Cell Dev. Biol. 9:646077. WASp Is Crucial for the Unique Architecture of the Immunological Synapse in Germinal Center
B-Cells
by Li, Y., Bhanja, A., Upadhyaya, A., Zhao, X., and Song, W. (2021). Front. Cell Dev. Biol. 9:646077. doi: 10.3389/fcell.2021.646077 Specialty section:
This article was submitted to
Cell Growth and Division,
a section of the journal
Frontiers in Cell and Developmental
Biology
Received: 20 November 2021
Accepted: 10 January 2022
Published: 09 February 2022 Specialty section:
This article was submitted to
Cell Growth and Division,
a section of the journal
Frontiers in Cell and Developmental
Biology by Li, Y., Bhanja, A., Upadhyaya, A., Zhao, X., and Song, W. (2021). Front. Cell Dev. Biol. 9:646077. doi: 10.3389/fcell.2021.646077 There is an error in the Funding statement. The correct funding number for “XZ” is “81620108014.”
The authors apologize for this error and state that this does not change the scientific conclusions
of the article in any way. The original article has been updated. Received: 20 November 2021
Accepted: 10 January 2022
Published: 09 February 2022 Received: 20 November 2021
Accepted: 10 January 2022 Published: 09 February 2022 Copyright © 2022 Li, Bhanja, Upadhyaya, Zhao and Song. This is an open-access article distributed under the terms of the
Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Approved by:
Frontiers Editorial Office,
Frontiers Media SA, Switzerland
*Correspondence:
Xiaodong Zhao
zhaoxd530@aliyun.com Approved by:
Frontiers Editorial Office,
Frontiers Media SA, Switzerland Li Y, Bhanja A, Upadhyaya A, Zhao X
and Song W (2022) Corrigendum:
WASp Is Crucial for the Unique
Architecture of the Immunological
Synapse in Germinal Center B-Cells.
Front. Cell Dev. Biol. 10:819050.
doi: 10.3389/fcell.2022.819050 Frontiers in Cell and Developmental Biology | www.frontiersin.org Citation: Publisher’s Note: All claims expressed in this article are solely those of the authors and do not necessarily represent those of
their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this
article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher. Li Y, Bhanja A, Upadhyaya A, Zhao X
and Song W (2022) Corrigendum:
WASp Is Crucial for the Unique
Architecture of the Immunological
Synapse in Germinal Center B-Cells. Front. Cell Dev. Biol. 10:819050. doi: 10.3389/fcell.2022.819050 Copyright © 2022 Li, Bhanja, Upadhyaya, Zhao and Song. This is an open-access article distributed under the terms of the
Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. February 2022 | Volume 10 | Article 819050 Frontiers in Cell and Developmental Biology | www.frontiersin.org
|
https://openalex.org/W3194820553
|
https://ieeexplore.ieee.org/ielx7/90/9653186/09487018.pdf
|
English
| null |
Efficient Link Scheduling Solutions for the Internet of Things Under Rayleigh Fading
|
IEEE/ACM transactions on networking
| 2,021
|
cc-by
| 14,193
|
Efficient Link Scheduling Solutions for the Internet
of Things Under Rayleigh Fading Kan Yu
, Jiguo Yu
, Senior Member, IEEE, Member, ACM, Xiuzhen Cheng
, Fellow, IEEE, Member, ACM,
Dongxiao Yu
, Senior Member, IEEE, and Anming Dong
, Member, IEEE in wireless networks is one of the effective ways that can
help an IoT to realize the connectivity, increase capacity
and throughput, and decrease delay. Besides, the interference
among signals must be considered when we design link
scheduling algorithms. Also, the interference model selection
has significant effects on the performance and complexity of
link scheduling algorithms. Abstract—Link scheduling is an appealing solution for ensur-
ing the reliability and latency requirements of Internet of Things
(IoT). Most existing results on the link scheduling problem
were based on the graph or SINR (Signal-to-Interference-plus-
Noise-Ratio) models, which ignored the impact of the random
fading gain of the signals strength. In this paper, we address the
link scheduling problem under the Rayleigh fading model. Both
Shortest Link Scheduling (SLS) and Maximum Link Schedul-
ing (MLS) problems are studied. In particular, we show that
a set of links can be activated simultaneously under Rayleigh
fading model if all link SINR constraints are satisfied. Based
on the analysis of previous Link Diversity Partition (LDP)
algorithm, we propose an Improved LDP (ILDP) algorithm and
a centralized algorithm by localizing the global interference
(denoted by CLT), building on which we design a distributed
CLT algorithm (denoted by RCRDCLT) that converges to a
constant approximation factor of the optimum with the time
complexity of O(ln n), where n is the number of links. Fur-
thermore, executing repeatedly RCRDCLT can solve the SLS
with an approximation factor of Θ(ln n). Extensive simulations
indicate that CLT is more effective than previous six popular
link scheduling algorithms, and RCRDCLT has the lowest time
complexity while only losses a constant fraction of the optimum
schedule. Generally, the goal of link scheduling problem is two-fold. One is Maximum Link Scheduling (MLS), i.e., maximizing
the number of links that can be scheduled concurrently in
a single slot. Another is Shortest Link Scheduling (SLS),
which aims at scheduling a set of links in the minimum
number of slots. Initially, the link scheduling problem is
studied from the beginning of the graph model, but the
practicability of algorithms designed under this model is
limited by its duality. Efficient Link Scheduling Solutions for the Internet
of Things Under Rayleigh Fading Subsequently, extensive research on
the problem mainly considered the deterministic Signal-to-
Interference-plus-Noise-Ratio (SINR) model which defines the
signal strength fades in a fixed speed. In fact, the strength of a
signal cannot be deterministic due to the fading characteristic
in signal propagation. The Rayleigh fading model is one of
more realistic models, and can describe the real-world environ-
ments [2]. However, the model leads to the design and analysis
of link scheduling algorithms more challenging and difficult
in return. Consequently, there are few works focusing on link
scheduling subject to Rayleigh fading constraint (e.g., [3]–[6]). Index Terms—Link scheduling, Internet of Things, distributed
algorithm, Rayleigh fading, SINR. 2508 2508 IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 I. INTRODUCTION The success probability of a link cannot achieve 1 under the
Rayleigh fading model since the channel fading gain makes
the strength of received signal uncertain [4]. Nonetheless, it is
reasonable to regard a link as being scheduled successfully if
its success probability is 1−ϵ at least, where ϵ is an acceptable
failure probability. Similar assumption was also applied in
the previous works (e.g. [3], [5], [6]). However, their works
were unsatisfactory to provide a better scheduling performance
which refers to scheduling more concurrent links in a single
slot for the MLS, and using less slots to schedule all links for
the SLS. F
OR an Internet of Things (IoT), interference, connectivity,
capacity, throughput, delay, security and so on are most
important indices [1]. Wireless networks play a crucial role
in IoT and are a fundamental architecture to gather data of
IoT devices. Designing the efficient link scheduling algorithms F Manuscript received February 8, 2020; revised April 17, 2021; accepted
June 16, 2021; approved by IEEE/ACM TRANSACTIONS ON NETWORK-
ING Editor J. Shin. Date of publication July 15, 2021; date of current
version December 17, 2021. This work was supported by the National
Natural Science Foundation of China under Grant 61771289, Grant 61832012,
Grant 61672321, and Grant 61701269. (Corresponding author: Jiguo Yu.) In the current paper, to enhance the scheduling performance
further, we present a series of novel and efficient algorithms
with lower time complexity. The main contributions of the
paper are summarized as follows. Kan Yu is with the School of Computer Science, Qufu Normal University,
Rizhao 276826, China (e-mail: kanyu@qfnu.edu.cn). Jiguo Yu is with the School of Computer Science and Technology, Qilu
University of Technology (Shandong Academy of Sciences), Jinan 250353,
China, and also with the Shandong Laboratory of Computer Networks, Jinan
250014, China (e-mail: jiguoyu@sina.com). Jiguo Yu is with the School of Computer Science and Technology, Qilu
University of Technology (Shandong Academy of Sciences), Jinan 250353,
China, and also with the Shandong Laboratory of Computer Networks, Jinan
250014, China (e-mail: jiguoyu@sina.com). • Based on the successive interference cancellation (SIC)
technique, we improve Link Diversity Partition algo-
rithm (ILDP) under Rayleigh fading model, a centralized
algorithm for the MLS with low scheduling performance
under the deterministic SINR model, which builds the
relationship between two models. Specifically, ILDP
gives a method to localize the global interference, which
presents a significant insight into distributed algorithm
design. Manuscript received February 8, 2020; revised April 17, 2021; accepted
June 16, 2021; approved by IEEE/ACM TRANSACTIONS ON NETWORK-
ING Editor J. Shin. Date of publication July 15, 2021; date of current
version December 17, 2021. This work was supported by the National
Natural Science Foundation of China under Grant 61771289, Grant 61832012,
Grant 61672321, and Grant 61701269. (Corresponding author: Jiguo Yu.)
Kan Yu is with the School of Computer Science, Qufu Normal University,
Rizhao 276826, China (e-mail: kanyu@qfnu.edu.cn).
Jiguo Yu is with the School of Computer Science and Technology, Qilu
University of Technology (Shandong Academy of Sciences), Jinan 250353,
China, and also with the Shandong Laboratory of Computer Networks, Jinan
250014, China (e-mail: jiguoyu@sina.com).
Xiuzhen Cheng and Dongxiao Yu are with the School of Computer Sci-
ence and Technology, Shandong University, Qingdao 266510, China (e-mail:
xzcheng@sdu.edu.cn; dxyu@sdu.edu.cn).
Anming Dong is with School of Computer Science and Technology, Qilu
University of Technology (Shandong Academy of Sciences), Jinan 250014,
China (e-mail: anmingdong@qlu.edu.cn).
This
article
has
supplementary
downloadable
material
available
at
https://doi.org/10.1109/TNET.2021.3093306, provided by the authors.
Digital Object Identifier 10 1109/TNET 2021 3093306 ative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ Manuscript received February 8, 2020; revised April 17, 2021; accepted
June 16, 2021; approved by IEEE/ACM TRANSACTIONS ON NETWORK-
ING Editor J. Shin. Date of publication July 15, 2021; date of current
version December 17, 2021. This work was supported by the National
Natural Science Foundation of China under Grant 61771289, Grant 61832012,
Grant 61672321, and Grant 61701269. (Corresponding author: Jiguo Yu.) This
article
has
supplementary
downloadable
material
available
at
https://doi.org/10.1109/TNET.2021.3093306, provided by the authors. work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.o Anming Dong is with School of Computer Science and Technology, Qilu
University of Technology (Shandong Academy of Sciences), Jinan 250014,
China (e-mail: anmingdong@qlu.edu.cn). Xiuzhen Cheng and Dongxiao Yu are with the School of Computer Sci-
ence and Technology, Shandong University, Qingdao 266510, China (e-mail:
xzcheng@sdu.edu.cn; dxyu@sdu.edu.cn). Kan Yu is with the School of Computer Science, Qufu Normal University,
Rizhao 276826, China (e-mail: kanyu@qfnu.edu.cn). II. RELATED WORK The link scheduling problem has been studied extensively
in previous literatures. Initially, the problem was consid-
ered under the graph model (e.g.,
[7]–[14]). Afterwards,
it was noted that the deterministic SINR model can offer a
more realistic representation of interference between signals. Moscibroda and Wattenhofer first studied the link scheduling
problem under the deterministic SINR model [15]. Then,
Goussevskaia et al. gave a NP-hard proof for the link
scheduling problem under the SINR model [16]. Subsequently,
attentions for designing effective link scheduling algorithms
shifted to a more realistic model using SINR, such as
centralized (e.g., [15], [17]–[21]) and distributed algorithms
(e.g., [22]–[28]). In
[4],
Dams
et
al. gave
a
scheme
adapting
link
scheduling algorithms in the deterministic SINR model
to the Rayleigh-fading model, while losing only a factor
of O(log∗n)1 in the approximation guarantee, which was
reduced to a constant by Halld´orsson and Tonoyan [37]. Significantly, Dams et al. showed that success probability
of a successful link under the deterministic SINR model is
at least 1/e under Rayleigh fading model. Following this
work, by utilizing the idea of localizing global interfer-
ence under Rayleigh fading model, some centralized and
distributed algorithms were proposed for the MLS and SLS
(e.g., [3], [5], [6]). In [7], Sharma et al. modeled the interference by k-hop
interference models, in which two links within k-hop distance
interfere with each other and no two links within k-hops can
successfully transmit at the same time. Although these models
were too simplistic, they offered some significant insights
into interference localization and distributed algorithm design
under the deterministic SINR model. g
In [3], Qiu and Shen proposed centralized and distributed
algorithms (LDP and RLE) with O(g(L)) and O(1) perfor-
mance guarantees, respectively, where g(L) (called length
diversity) is the number of magnitudes of transmission link
lengths. In our previous work [5], we solved the MLS by
designing a distributed algorithm Syn_DLS to increase relia-
bility and latency requirements of IoT. In our another previous
work [6], we derived the minimum distance constraint dmin
between the interferers and the receiver under the determin-
istic SINR model, and designed more effective distributed
algorithms (DLS and DDLS) based on random contention
resolution, by ignoring interference safely outside dmin as a
constant and showing that those interference cannot influence
whether a link is successful or not. YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2509 • By utilizing interference localization, we then pro-
pose a Centralized and Localized Traversal CLT) algo-
rithm for the MLS, by proving that the interference
beyond a certain range is a constant. Compared with
the optimal schedule, CLT gives a constant approxima-
tion factor. Combining with random contention resolu-
tion, we present a distributed implementation of CLT
RCRDCLT) with O(ln n) rounds, where n is the number
of links, which improves the performance of our prior
works for MLS in [5] and [6]. • By utilizing interference localization, we then pro-
pose a Centralized and Localized Traversal CLT) algo-
rithm for the MLS, by proving that the interference
beyond a certain range is a constant. Compared with
the optimal schedule, CLT gives a constant approxima-
tion factor. Combining with random contention resolu-
tion, we present a distributed implementation of CLT
RCRDCLT) with O(ln n) rounds, where n is the number
of links, which improves the performance of our prior
works for MLS in [5] and [6]. strategy for the MLS [32]. Asgeirsson and Mitra applied
the regret-learning to design an O(1)-approximation algo-
rithm for uniform power assignment [33]. However, these
game-theoretic algorithms take time polynomial of n to
converge. In addition, random contention resolution can be
implemented to solve the link scheduling problem in a dis-
tributed fashion [34]. The idea is that each agent accesses
the limited resource in any slot with a certain probability
q until its first success. In case of a collision, none of the
involved agents is successful in this slot. This idea is easily
applicable in wireless networks by letting each IoT device
transmit its packet in each slot with probability q until the
first success. For the SLS, Kesselheim and V¨ocking gave a
distributed O(log2 n)-approximation algorithm with sublinear
power assignment [34], and later resulting in a O(log n)-
approximation algorithm by Halld´orsson and Mitra [35]. Similar conclusions were also obtained in works [24] and [36]. In [36], Goussevskaia et al. proposed a centralized algo-
rithm (GHW) for the MLS with constant approximation ratio
guarantee, and solved the SLS by executing GHW repeatedly
with the time complexity of O(n log n). • Executing RCRDCLT repeatedly gives an effective solu-
tion for the SLS, and an approximation factor of Θ(ln n)
is proposed, which shows that the best performance
guarantee for the SLS is logarithmic. 1log∗denotes the iterated-logarithm function, and O(log∗n) is essentially
“almost constant.” YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING The rest of this paper is organized as follows. Section II
provides the related work. In Section III, we present network
model and notations. In Section IV, we present our central-
ized and distributed link scheduling algorithms with rigorous
analyses. Extensive experiments are implemented to evaluate
the performances of our designed algorithms in Section V. Finally, we conclude the paper in Section VI. Note that the deterministic SINR model ignores the impact
of random fading on the strength of received signal. In realistic
environment, a successful link under the deterministic SINR
model does not means that the link can be successfully
scheduled under the Rayleigh fading model. More important,
to enable distributed algorithm designs, predictable interfer-
ence control, an open question is whether it is possible to
develop a model of measuring interference, which has the
locality of the protocol model and high fidelity under the
Rayleigh fading. I. INTRODUCTION This
article
has
supplementary
downloadable
material
available
at
https://doi.org/10.1109/TNET.2021.3093306, provided by the authors. This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecom YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING III. NETWORK MODEL AND DEFINITION According to the decreasing order of received power,
the receiver with SIC technique can decode those stronger sig-
nals than its intended signal. If an interferer is stronger enough
for the receiver, then it can be decoded first and canceled off
by this receiver before decoding its intended signal. Finally,
the expected signal can be decoded successfully. Given an IoT network consisting of n communication links
L = {l1, . . . , ln}, where li represents a transmission from a
sender si to a receiver ri. The set of senders is denoted by
S = {s1, . . . , sn}. The distance from a sender si to a receiver
rj is denoted by dsirj, and dii for short if i = j. j
j
The wireless propagation is described by attenuation and
fading. The Rayleigh fading means that the instantaneous
envelope of the received signal follows Rayleigh distribution
and its power is an exponentially distributed random vari-
able. It is viewed as a reasonable model for tropospheric
and ionospheric signal propagation as well as the effect of
heavily built-up urban environments on radio signals. Under
the above assumptions, if a signal is transmitted by sender
si, it will be received by receiver ri with the strength of
Pihiid−α
ii , where Pi is the transmit power and assumed to
be the same for all senders, α is the path-loss exponent, hii
is the channel fading gain and follows an exponential distrib-
ution with unit mean [3]–[5]. Compared to noise, inter-link
interference is the dominating source of limitation on the
success probability. Therefore, it is interesting to focus the
analysis in the interference-limited regime, which means that
the interference dominates the noise since the node density
is quite high in large wireless network, and the noise can be
neglected [38], [39]. When the received SIR at receiver ri is
greater than or equal to γth, ri can correctly decode the signal
transmitted by si. Mathematically, In k-SIC, at most k stronger signals can be decoded. The
necessary and sufficient conditions for k-SIC at rm is Sim
k
j=i+1 Sjm +
s>k Ssm
≥γth,
1 ≤i ≤k,
(3) (3) where Sim is the ith strongest power received at rm [40], [41]. Table I shows some important notations. where Sim is the ith strongest power received at rm [40], [41]. Table I shows some important notations. II. RELATED WORK To localize the global interference under the deterministic
SINR model, one of effective methods is partitioning the net-
work area into some cells with enough size. By adopting this
method, Goussevskaia et al. classified link classes according
to link length, and constructed a feasible schedule for each
link class using a greedy strategy [16]. Similar idea was also
applied in [18], [22], [29]–[31]. Based on the fact that a short
link can tolerate more interference while a long link tolerates
less, Huang et al. proposed a novel approximation algorithm
for the SLS [30]. Their motivation is that if two links are
far away from each other, the interference of one link on the
other should be small. By partitioning the links into disjoint
local link sets with a certain distance away from each other,
such that independent scheduling inside each local link set is
possible. Moreover, hexagon partition based link scheduling
algorithms were proposed by Yu et al. [18]. Simulations
demonstrated that hexagon-partition based link scheduling was
more efficient than the square-partition employed by [16]
and [31]. In summary, the MLS under the Rayleigh fading model
can be simplified as the following one: given a guarantee
requirement of success probability 1 −ϵ, in the determinis-
tic SINR model, removing all interfering links within some For distributed algorithm design under the determinis-
tic SINR model, Dinitz first proposed a regret-learning IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 2510 can be successfully scheduled under Rayleigh fading model if
the probability of γi ≥γth is greater than or equal to 1 −ϵ. Similar assumption was also adopted in [3]–[5]. distance (a function of 1 −ϵ) for each selected link, and
this link has at least 1 −ϵ success probability under the
Rayleigh fading model. The next step that we need to do is to
maximize the number of those links. Consequently, it enables
us to pay attention to algorithm design and analysis with
the consideration of the deterministic SINR model, and apply
them to the Rayleigh fading model. To sum up, the difference
between [3], [5], [6], [36], and this paper is given as follows. Lemma 1 ([3], [5]): Given a link li and a sender set P ⊂S,
the success transmission probability of li is pi =
j̸=i,sj∈P
1
1 +
dii
dsj ri
α
γth
. IV. CENTRALIZED AND DISTRIBUTED ALGORITHMS FOR
MLS PROBLEM In this section, we first propose an Improved LDP (ILDP)
based on 1-SIC by analyzing classic link scheduling algorithm,
namely Link Diversity Partition (LDP) [16]. Then utilizing
the idea of interference localization, we propose a centralized
link scheduling algorithm (denoted by CLT) with a constant
approximation factor, and obtain its distributed implementation
(denoted by RCRDCLT) with logarithmic rounds. II. RELATED WORK (2) (2) • Compared with [3], [5], and [6], we consider the
interference-limited network (i.e., without noise), which
simplifies the expression of success probability of a link,
and we observe the relationship of distance among links
clearly. In addition, SIC is adopted to remove the impact
of stronger interfering signal, which can increase success
probability of a link. A schedule P is feasible if all senders in P can successfully
transmit the message to their intended receivers with proba-
bility of at least 1 −ϵ. Definition 1 (Interference Factor [3]): Define the interfer-
ence factor of si on rj as fsi,rj =
⎧
⎨
⎩
ln
1 +
djj
dsirj
α
γth
if i ̸= j;
0
if i = j. • Compared with [36], Rayleigh fading model is further
considered, under which distributed algorithms were pro-
posed in [5] and [6] based on idea of interference local-
ization. Compared with above scheduling algorithms,
by using SIC technique and plane partition, we present
a more effective way of interference localization, and
the designed distributed algorithm can schedule more
successful links in a time slot and use more less number
of time slots to ensure that each link has been scheduled
at least once. • Compared with [36], Rayleigh fading model is further
considered, under which distributed algorithms were pro-
posed in [5] and [6] based on idea of interference local-
ization. Compared with above scheduling algorithms,
by using SIC technique and plane partition, we present
a more effective way of interference localization, and
the designed distributed algorithm can schedule more
successful links in a time slot and use more less number
of time slots to ensure that each link has been scheduled
at least once. Accordingly, we use fP,rj to denote the interference factor
of set P on receiver rj, where fP,rj =
si∈P
fsi,rj. Accordingly, we use fP,rj to denote the interference factor
of set P on receiver rj, where fP,rj =
si∈P
fsi,rj. Based on the definition of interference factor, a link li can
be regarded as successful under the Rayleigh fading model iff
fP,rj ≤γϵ holds, where γϵ = ln
1
1−ϵ
. A. An Improved LDP Algorithm LDP is designed for link scheduling under the deterministic
SINR [16]. The key idea of LDP is that it first classifies the
links with similar lengths to one class. For each link class,
LDP partitions the whole network area into squares with same
size and set neighboring squares to different colors. Such
color setting ensures that the links in the same-color squares
always have a far enough distance from each other. Then, all
the selected links in the same-color squares form a feasible
schedule. γi =
hii · d−α
ii
sj∈S,j̸=i
hji · d−α
sjri
≥γth,
(1) γi =
hii · d−α
ii
sj∈S,j̸=i
hji · d−α
sjri
≥γth, (1) where γth is the decoding threshold [5], [36]. Due to the existence of channel fading gain, a link cannot be
successfully scheduled with probability 1 under the Rayleigh
fading model [3]–[5]. Therefore, we tolerate an acceptable
failure probability ϵ for the transmission. That is, the link li YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2511 TABLE I
NOTATIONS Fig. 1. Partition and two links exist in a same square by using 1-SIC. TABLE I
NOTATIONS TABLE I
NOTATIONS Fig. 1. Partition and two links exist in a same square by using 1-SIC. and set neighboring squares to different colors. And thus,
all the selected links from the same-color squares form a
feasible schedule [16], denoted by P. By using 1-SIC, each
receiver of a successful link in P can tolerate at most one
strongest interferer, when the distance between them satisfies
the constraint in the following Lemma 2. For instance, assume
that lk and li belong to the same link class. As shown in Fig. 1,
ri allows to the existence of sk if dskri ≤ρdii. Moreover, rk
can also remove the impact of si in the same-color square by
1-SIC and joins into scheduling set, if dsirk ≤ρdkk. In this
way, compared with LDP, the size of scheduling set Pildp
obtained by ILDP may be doubled in the best case. y
y
Lemma 2: If two successful links are allowed to exist in
the same square, the parameter ρ must satisfy However, it is difficult to apply LDP under the Rayleigh
fading model directly. The reason is that, on the one hand,
a successful link of deterministic SINR model may fail to be
scheduled under the Rayleigh fading model. Algorithm 1 1-SIC Based Improved LDP (ILDP) Algorithm 1 1-SIC Based Improved LDP (ILDP) Algorithm 1 1-SIC Based Improved LDP (ILDP) Algorithm 1 1 SIC Based Improved LDP (ILDP)
1: Initialization: Scheduling set P(k,j)
ildp = ∅for link class Lk
and color j
2: Input: g(L) link classes {L1, . . . , Lg(L)}
3: for k = 1 to g(L) do
4:
Partition the network region into squares of size βk ×βk
for link class Lk
5:
Color the squares with {1, 2, 3, 4}, s.t. no two adjacent
squares have the same-color
6:
for j = 1 to 4 do
7:
The sender si joins into P(k,j)
ildp
8:
Find link lk in link class Lk and dkk ≤dii
9:
if dskri ≤ρdii and dsirk ≤ρdkk then
10:
The sender sk joints into P(k,j)
ildp
11:
else
12:
Remove link lk from Lk
13:
end if
14:
end for
15: end for
16: return Pildp = arg max
P(k,j)
ildp , ∀k, j
1: Initialization: Scheduling set P(k,j)
ildp = ∅for link class Lk
and color j 1: Initialization: Scheduling set P(k,j)
ildp = ∅for link class Lk
and color j j
2: Input: g(L) link classes {L1, . . . , Lg(L)}
3: for k = 1 to g(L) do j
2: Input: g(L) link classes {L1, . . . , Lg(L)} g
Definition 2: ( [3], [16]) Given a set of links, the link length
diversity, denoted by g(L), is defined as 4:
Partition the network region into squares of size βk ×βk
for link class Lk g(L) = {h|∃li ∈L : log2(dii/lmin) = h} . (4) (4) 5:
Color the squares with {1, 2, 3, 4}, s.t. no two adjacent
squares have the same-color
6:
for j = 1 to 4 do
7:
The sender si joins into P(k,j)
ildp
8:
Find link lk in link class Lk and dkk ≤dii
9:
if dskri ≤ρdii and dsirk ≤ρdkk then
10:
The sender sk joints into P(k,j)
ildp
11:
else
12:
Remove link lk from Lk
13:
end if
14:
end for
15: end for
16: return Pildp = arg max
P(k,j)
ildp , ∀k, j
Namely the diversity g(L) is the number of magnitudes
of distances. In real applications, g(L) is usually a small
constant [3], [16]. We only consider 1-SIC protocol for analysis simplicity,
i.e., at most 1 strong interfering signal can be eliminated. A. An Improved LDP Algorithm On the other hand,
for a given link class, the size of all squares is fixed under the
deterministic SINR model, while difficult to be estimated once
the Rayleigh fading model is considered. In particular, given a
successful link in the deterministic SINR model, above failure
probability can be upper-bounded. Also, combing with upper
bound of interference factor (considering failure probability
constraint ϵ), we can calculate a fixed size of each square,
which ensures the success probability of each scheduled link
in same-color squares is at least 1 −ϵ under the Rayleigh
fading model. ρ ≤
γϵ
γth
·
1
1 +
16
(β−1)α · α−1
α−2
1
α ρ ≤
γϵ
γth
·
1
1 +
16
(β−1)α · α−1
α−2
1
α ρ ≤
γϵ
γth
·
1
1 +
16
(β−1)α · α−1
α−2
1
α
. The proof of Lemma 2 is shown in Appendix A. The pseudo-code of ILDP is shown in Algorithm 1. he proof of Lemma 2 is shown in Appendix A. Theorem 1: ILDP provides a feasible schedule.
The proof of Theorem 1 is shown in Appendix B. The proof of Theorem 1 is shown in Appendix B. Algorithm 2 Centralized and Localized Traversal (CLT)
1: Initialization: Scheduling set Pclt = ∅ Algorithm 2 Centralized and Localized Traversal (CLT)
1: Initialization: Scheduling set Pclt = ∅
2: Input: Sender set S = {s1, . . . , sn}
3: Output: Pclt
4: while S is not empty do
5:
Pick up the sender si in S that has the shortest link
length and add it to Pclt
6:
Remove each sender sj from S, i.e. dsjri < dmin
7: end while
8: Return Pclt Theorem 2: The approximation factor of ILDP is O(1). Proof:
Assume that there are two links in a same
square satisfying the distance constraints in lines 8 and 9 of
Algorithm 1. Thus, |Pk
ildp| = 2|Pk
ldp|. Let Pk
opt be the optimal
schedule in a link class Lk, Popt = arg max{Pk
opt, ∀k}, and
Pk
ildp = arg max{P(k,j)
ildp , ∀j}. According to conclusion in [3],
we know |Pk
ldp| ≥
|Pk
opt|
4
, then 2: Input: Sender set S = {s1, . . . , sn} 3: Output: Pclt 4: while S is not empty do 4: while S is not empty do 5:
Pick up the sender si in S that has the shortest link
length and add it to Pclt 6:
Remove each sender sj from S, i.e. dsjri < dmin 6:
Remove each sender sj from S, i.e. dsjri < dmin
7: end while 4
|Pildp|
2
≥
g(L)
k=1 |Pk
ldp|
4g(L)
≥
g(L)
k=1 |Pk
opt|
8g(L)
≥|Popt|
8g(L), 7: end while 8: Return Pclt For link li, we construct the disc centered at receiver ri
with the radius of dmin. After executing CLT, all links whose
senders, apart from si, are in the disc are removed. This
process is repeated until all links have been either scheduled
or deleted. The time complexity is O(n log n). (6) where Pildp = arg max{Pk
ildp, ∀k}. Therefore,
|Popt|
|Pildp|
≤
8g(L). (
)
In the following, we prove that the schedule Pclt is both
feasible (Theorem 4) and efficient, i.e., only a constant factor
away from the optimum (Theorem 5). g( )
Theorem 3: For the SLS, executing ILDP repeatedly yields
an Θ(ln n) approximation factor in the worst case. y
p
(
)
Theorem 4: CLT can output a feasible schedule. Proof:
Assume that ς is the minimum number of slots
in the optimal solution, and then ς =
n
Popt . Algorithm 2 Centralized and Localized Traversal (CLT)
1: Initialization: Scheduling set Pclt = ∅ Accordingly,
dα
ii
dα
sjri
≤
1
eγϵ −1. Moreover,
ln(1 + x) ≥
1
eγϵ x holds when x ∈[0, eγϵ −1], and dsjri ≤
dsjsi + dii = (1 + k)dii, fsj,ri is lower bounded by Algorithm 2 Centralized and Localized Traversal (CLT)
1: Initialization: Scheduling set Pclt = ∅ Combining with
result in Theorem 2, the maximum number of slots needed by
ILDP, denoted by ςildp, satisfies ςildp ≤8g(L)ς. Proof:
The distance between the senders in Pclt \ {si}
and ri is at least dmin, the interference factor of Pclt on ri is
at most fPclt,ri =
sj∈Pclt\{si}
ln
1 + dα
ii
dαsjri
γth
≤
+∞
μ=1
1
(μ(β −1))α γth
< α(α −2)2
16(α −1)2 γϵ
< γϵ, p
p
( )
The size of scheduling set obtained by ILDP is at least
n
ψildp . Then, the number of remaining unscheduled links is at most
n
1 −
1
ψildp
, and is reduced to n
1 −
1
ψildp
s
< ne−s/ψildp
after s slots. Thus, when s ≥ςildp ln n, all links have been
scheduled successfully, and
s
ψ ≤8g(L) ln n. Moreover, s
ψ ≥
ln n since ςildp ≥ς, which gives an Θ(ln n) approximation
factor. So far, we have proposed one centralized algorithm for link
scheduling problem. Centralized scheduling algorithms require
a central coordinator to allocate the link schedules. For a large
IoT network, centralized algorithms are vulnerable to single
point failure, if the central controller is down, there is no one
else to coordinate the resource allocation, and distributed link
scheduling algorithms are urgently designed, which only needs
the coordination among the nodes in a local neighborhood. Moreover, it is difficult to handle global interference defined
by the deterministic SINR model using local distributed algo-
rithms, since only considering local interference can lead to
incorrect conclusions. From the proof in Theorem 1, we can
see that if a link is successfully scheduled, those neighbouring
links need to be removed. In other words, whether a link
schedule is successful or not only depends on the localization
information, which is better for a distributed implementation. based on the following Formula [6], [36] based on the following Formula [6], [36]
μ≥dmin
1
μα < α
+∞
dmin
1
μα dx, which means that link li can be successfully scheduled. Lemma 3: Let si ∈Pclt. The number of senders in set
Pclt\{si} with distance kdii away from si is at most γϵeγϵ
γth
(1 + k)α. (8) (8) Proof: From definition 1, we know that interference factor
of each sender sj ∈Pclt \ {si} on receiver ri cannot be
greater than γϵ. Algorithm 1 1-SIC Based Improved LDP (ILDP) Next, we introduce ILDP based on 1-SIC in detail. This
algorithm starts to run by building g(L) disjoint link classes
L1, . . . , Lg(L) from L, s.t., if dskri ≤ρdii and dsirk ≤ρdkk then
(k j) Remove link lk from Lk Lk = {li ∈L|2hklmin ≤dii < 2hk+1lmin}. Note that hk is independent of n and can be upper-bounded
by a constant if the maximum link length is pre-known. Then, for link class Lk, ILDP partitions the entire network
region into squares with size length βk = 2hk+1lminβ, where We show that Pildp is feasible with the consideration of the
Rayleigh fading model in the proof of Theorem 1. β =
16
α −2 · γth
γε
· α −1
α −2
1
α
+ 1,
(5) Theorem 1: ILDP provides a feasible schedule. (5) 2512 IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 Since the interference factor of Pclt \ {si} on ri cannot
exceed γϵ, and there are at most γϵeγϵ
γth (1 + k)α such senders.
Thus, the lemma holds. B. Interference Localization-Based Distributed Algorithm times. On the other hand, denote Nk = 2hk and the senders
whose corresponding links are in Lk as the set Sk. The
probability that at least two senders in Sk select a same value
is at most
1
N 2
k . According to Lemma 4.3 [36], for any red point sj ∈Nr,
there exists a subset of blue points G(sj) such that |G(sj)| ≥z According to Lemma 4.3 [36], for any red point sj ∈Nr,
there exists a subset of blue points G(sj) such that |G(sj)| ≥z
(z = γϵeγϵ
γth (2 + δ)α). Next, we prove that si can be selected
by CLT after sj, i.e., dii ≥djj. We can derive that dsisj >
(δ + 1) dii. Otherwise the number of senders within distance
(δ+1)dii away from si would be greater than γϵeγϵ
γth (1+δ+1)α,
which contradicts with the conclusion in Lemma 3. Using the
triangle inequality, we get Nk
Based on the following Lemma, the approximation factor
of RCRDCLT will be given in Theorem 6. Lemma 4:
[42] Given two disks D1 and D2 of radii R1
and R2, respectively, assume that R1 > R2, we define χR1,R2
to be the smallest number of disks D2 needed to cover the
larger disk D1. It holds that dsjri ≥dsjsi −dii > δdii χR1,R2 ≤2π
3
√
3 · (R1 + 2R2)2
R2
2
. (12) and and (12) dsirj ≥dsisj −djj > dsisj −dii ≥δdii ≥δdjj, Theorem 6: RCRDCLT
only
losses
a
constant
fraction
of
the
optimum
schedule,
i.e.,
|Prcrdclt|
≥
5 γϵeγϵ
γth (2 + δ)α + 1
·
2π
3
√
3
3 + 1
δ
2 + 1
|Popt|. which shows that si should not have been deleted by CLT,
resulting in a contradiction. Next, we achieve the distributed implementation of CLT
based on the random contention resolution. The main idea
is that each sender starts to transmit independently, and it
will join into the scheduling set, when there is no interferers
within dmin starting to transmit or having been selected into
scheduling set. The pseudo-code is given in Algorithm 3. Proof: For any link li, let R1 = dmin+dii and R2 = dmin. From line 6 in Algorithms 2 and 3, there are no interferers
within dmin around ri and within dmin + dii around si,
as shown in Fig. 2. B. Interference Localization-Based Distributed Algorithm In this subsection, to design distributed algorithm, we first
propose a centralized and localized link scheduling algorithm
for the MLS. In each traversal, the algorithm first greedily
selects the unselected sender with the shortest link length,
since the strength is stronger at close range. Define dmin as
the minimum distance between a non-intended sender and the
receiver. And dmin satisfies fsj,ri = ln
1 + dα
ii
dαsjri
γth
≥
1
eγϵ
dα
ii
dαsjri
γth
≥
1
eγϵ
1
(1 + k)α γth. (9) fsj,ri = ln
1 + dα
ii
dαsjri
γth
≥
1
eγϵ
dα
ii
dαsjri
γth
≥
1
eγϵ
1
(1 + k)α γth. (9) (9) dmin = (β −1)dii
(7) (7) Since the interference factor of Pclt \ {si} on ri cannot
exceed γϵ, and there are at most γϵeγϵ
γth (1 + k)α such senders. Thus, the lemma holds. for link li. That is, the distance between link li and successful
links scheduled before and after it is at least dmin. The
pseudo-code is given in Algorithm 2. for link li. That is, the distance between link li and successful
links scheduled before and after it is at least dmin. The
pseudo-code is given in Algorithm 2. YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2513 Fig. 2. A link li scheduled by RCRDCLT, and those senders which are not
successful in RCRDCLT but successful in CLT locate in the gray area. Theorem 5: The cardinality of the difference between Pclt
and Popt is bounded by a constant, i.e., |Popt|
|Pclt| ≤5 γϵeγϵ
γth (2 +
δ)α + 1, where δ = β −1. ) + ,
β
Proof: By contradiction. Suppose that |Popt \ Pclt| > 5eγϵ(2 + δ)α γϵ
γth
|Pclt|. (10) (10) We label the set of senders in Popt \ Pclt by blue
(i.e., Nb = Popt \ Pclt) and those in Pclt by red (Nr = Pclt). By Lemma 4.3 [36], if |Nb| > 5z|Nr|, then there is a
z-blue-dominant point (sender) si ∈Nb, where z = γϵeγϵ
γth
(2 + δ)α. (11) (11) Fig. 2. A link li scheduled by RCRDCLT, and those senders which are not
successful in RCRDCLT but successful in CLT locate in the gray area. We shall argue that the sender si would have been picked
by CLT, leading to a contradiction. B. Interference Localization-Based Distributed Algorithm According to the conclusion in Lemma 4,
those links scheduled by CLT cannot be successfully scheduled
by RCRDCLT are at most g
p
g
g
To model the scenario where the senders with the shorter
link length have a priority to transmit, each sender whose
link belongs to link class Lk selects randomly a value from
range [2hk, 2hk+1] to transmit first. In this way, the shorter
link is, the faster its sender starts to transmit. On the one hand,
the senders in different link classes have different transmission χR1,R2 ≤2π
3
√
3
3 + 1
δ
2
. That is, |Pclt\Prcrdclt| ≤χR1,R2|Prcrdclt|. Combining with conclusion in Theorem 5, we get That is, |Pclt\Prcrdclt| ≤χR1,R2|Prcrdclt|. Combining with conclusion in Theorem 5, we That is, |Pclt\Prcrdclt| ≤χR1,R2|Prcrdclt|. That is, |Pclt\Prcrdclt| ≤χR1,R2|Prcrdclt|. Combining with conclusion in Theorem 5, we get , |
clt\
rcrdclt| ≤χ
|
rcrdclt|
Combining with conclusion in Theorem 5, we get |Popt|
|Prcrdclt| ≤
5γϵeγϵ
γth
(2 + δ)α + 1
· (χR1,R2 + 1). Algorithm 3 Random Contention Resolution Based Distrib-
uted CLT (RCRDCLT) Algorithm 3 Random Contention Resolution Based Distrib-
uted CLT (RCRDCLT) Algorithm 3 Random Contention Resolution Based Distrib-
uted CLT (RCRDCLT)
1: Initialization: Scheduling set Prcrdclt = ∅
2: Input: Sender set S = {s1, . . . , sn}
3: Output: Prcrdclt
4: Select ti randomly in range [2hk, 2hk+1] for sender si
5: if Sender si starts to transmit at time ti then
6:
if There is no senders starting to transmit or belonging
to Prcrdclt within βdii then
7:
si joins into Prcrdclt
8:
else
9:
Quit from current schedule
10:
end if
11: end if
12: Output: Prcrdclt Algorithm 3 Random Contention Resolution Based Distrib-
uted CLT (RCRDCLT)
1: Initialization: Scheduling set Prcrdclt = ∅
2: Input: Sender set S = {s1, . . . , sn}
3: Output: Prcrdclt
4: Select ti randomly in range [2hk, 2hk+1] for sender si
5: if Sender si starts to transmit at time ti then
6:
if There is no senders starting to transmit or belonging
to Prcrdclt within βdii then
7:
si joins into Prcrdclt
8:
else
9:
Quit from current schedule
10:
end if
11: end if
12: Output: Prcrdclt 1: Initialization: Scheduling set Prcrdclt = ∅
2: Input: Sender set S = {s1, . . . B. Interference Localization-Based Distributed Algorithm , sn} 1: Initialization: Scheduling set Prcrdclt = ∅ Theorem 7: Algorithm 3 ends after O(ln n) rounds. heorem 7: Algorithm 3 ends after O(ln n) round Proof: RCRDCLT uses time selector to reduce collisions
among different senders and ensure that shorter links have
priority to transmit first. It can be clearly seen from the above
algorithm that the smaller hk is, the sooner senders start to
transmit. For sender si in link class Lk, if all senders in Sk \
{si} are away from si at least dmin + dii, it transmits at ti
(selecting from [2hk, 2hk+1]) and joins into the schedule P. Otherwise, si should start to transmit first, when si selects ti =
Nk, the probability that all the senders in Sk start to transmit
after or along with si is 1 since they can select any value from
[2hk, 2hk+1]. Similarly, when si determines ti = Nk+1, above
probability is
Nk−1
Nk
|Sk|
. In this way, the probability that the IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 2514 Fig. 3. Random topology. Fig. 4. Cluster topology. sender si starts to transmit before other senders in Sk is sender si starts to transmit before other senders in Sk is sender si starts to transmit before other senders in Sk is sender si starts to transmit before other senders in Sk is p =
1
Nk
1|Sk| + · · · + 1
Nk
1
Nk
|Sk|
=
1
Nk
⎛
⎝
|Nk|
i=1
i
Nk
|Sk|
⎞
⎠
≥
1
Nk
⎛
⎝
|Nk|
j=1
1
j
|Sk|
⎞
⎠,
j is natural number
≈ζ(|Sk|)
Nk
, where ζ(·) is Riemann zeta function and it is a constant for
|Sk| > 1 [43], which does not means that si joins into Prcrdclt,
once at least one sender in Prcrdclt selects a time as same as
ti, they will quit the current schedule. Otherwise, si joints into
Prcrdclt. After consuming τ
Nk
ζ(|Sk|) ln n rounds for a constant
τ, si either joins into Prcrdclt or quits from current schedule
with the high probability, i.e., Fig. 3. Random topology. Fig. 4. Cluster topology. Fig. 4. Cluster topology. 1 −
1 −ζ(|Sk|)
Nk
τ
Nk
ζ(|Sk|) ln n
≥1 −1
nτ . Therefore,
the
number
of
rounds
for
Algorithm
3
is O(ln n). B. Interference Localization-Based Distributed Algorithm (
)
Theorem 8: Executing RCRDCLT repeatedly yields an
Θ(ln n) approximation factor for the SLS. (
) pp
Proof: From Theorem 6, we know |Prcrdclt| ≥1
ηϵ
|Popt|, where ηϵ =
2π
3
√
3
3 + 1
δ
2 + 1
·
5γϵeγϵ
γth (2 + δ)α + 1
. where ηϵ =
2π
3
√
3
3 + 1
δ
2 + 1
·
5γϵeγϵ
γth (2 + δ)α + 1
. Fig. 4. Cluster topology.
√
Define ςrcrdclt as the number of rounds to solve the SLS
for RCRDCLT. Besides, similar to Theorem 3, ςrcrdclt ≤ηϵς. Any subset of n links contains a scheduling set and its size is at
least
n
ηϵψ. After costing at most ςηϵτ ln n rounds, the number
of unsuccessful links is around each of them. The cluster topology aims to simulate
a scenario of heterogeneous density distribution. Define the
maximum length of a link as lmax. The simulation was done
over 100 different networks. n
1 −
1
ηϵς
ψηϵτ ln n
< 1, For comparison, we use the centralized one-slot schedul-
ing algorithms proposed by Goussevskaia, Halld´orsson and
Wattenhofer (GHW) [36], LDP [3], RLE [3], Syn_DLS [5],
DLS [6] and DDLS [6] to solve the MLS and SLS. GHW
is a simple greedy algorithm, where the links are processed
in a non-decreasing order of length, and each link can be
scheduled successfully if the affectance of the link, caused
by all successful links is less than or equals to the following
parameter which shows that all the links are successfully scheduled. which shows that all the links are successfully scheduled. Then approximation factor for the SLS can be bounded by ςrcrdclt
ς
≤ςηϵτ ln n
ς
= ηϵτ ln n. ςrcrdclt
ς
≤ςηϵτ ln n
ς = ηϵτ ln n. Similar to Theorem 3, ψrcrdclt
ψ
≥ln n, resulting in Θ(ln n). c =
1
(2 + max(2, ((23 · 9 + 1)γth α−1
α−2)
1
α ))
. V. EVALUATIONS Related parameters in RLE are set to c2 = 0.5 and Related parameters in RLE are set to c2 = 0.5 and Related parameters in RLE are set to c2 = 0.5 and In this section, considering two network topologies with
500 × 500 m2: random and cluster topologies, as shown
in Fig. 3 and Fig. 4, the red nodes are senders and the
white ones are receivers. We validate the impacts of system
parameters on the scheduling performance of designed link
scheduling algorithms by MATLAB. In the random topology,
the senders and receivers are distributed randomly. In the
cluster topology, nc clusters are selected randomly on the
plane, and n/nc links are positioned inside disks of radius rc c1 =
√
2
12ζ(α −1)γth
γϵ(1 −c2)
1
α
+ 1, A. MLS Validation in Random Networks Fig. 8. Impact of α with ϵ = 0.1. First, in Fig. 5, we evaluate the influence of the number
of links on performances of CLT, RCRDCLT and centralized
and distributed algorithms in [3], [5], [6], [36]. The simulated
parameters were set according to Table II. On the one hand,
CLT gives a larger enhancement when n increases, which
indicates the parameter dmin in Eq. (7) is in effect: compared
with LDP, GHW and DLS, the numbers of successful links
in a single slot (i.e., single slot scheduling performance) are
improved about 174.2%, 90.5%, and 18.4%, respectively. As expected, GHW is not able to schedule more links for
a larger n due to the constraint of the parameter c. Even in
sparse topology (100 links), CLT and RCRDCLT still compute
1.93 and 1.21 times the number of successful links obtained
by GHW. The performance of LDP is poor since the size of
each square is relatively larger and more links can located
in a same square, i.e., fewer links are scheduled successfully. Setting c2 = 0.5 in RLE, DDLS achieves a better performance
than that of RLE due to low efficiency of the parameter c2 in
RLE. Among all the seven algorithms, CLT schedules the most
number of successful links in a single slot for different n in
random topology. Fig. 8. Impact of α with ϵ = 0.1. In Fig. 7 and Fig. 8, we analyze the influence of the
path-loss exponent on the schedule performance for above
algorithms. The simulation is done with n = 200, other
settings keep the same as before. The single slot scheduling
performances increase as α increasing. For LDP, the size of
each square decreases with α increasing, as shown in Table IV,
the probability that only one link exists in a square gets larger,
resulting in more successful links. For CLT and RCRDCLT,
distance constraint between the interferers and the receiver get
smaller over α increasing, more links can join the scheduling
set, as shown in Table V. In other words, the impact of α on
interfering signal outperforms that of intended signal, a link
can be successfully scheduled easily for larger α. Similarly,
the performances of RLE and Syn_DLS are also increased
with the increment of α, since c1dii used in RLE and dmin
used in DLS (or DDLS) decrease as α increases, more links
can be scheduled. TABLE II
SIMULATED PARAMETERS AND VALUES TABLE II
SIMULATED PARAMETERS AND VALUES Fig. 7. Impact of α with ϵ = 0.1. Fig. 7. Impact of α with ϵ = 0.1. respectively. respectively. Moreover, although GHW is an O(1)-approximation algo-
rithm and the time complexity is O(n log n), a small schedul-
ing set can be obtained due to a lower c. YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2515 Fig. 5. Impact of n with ϵ = 0.1. Fig. 6. Impact of n with ϵ = 0.1. Fig. 7. Impact of α with ϵ = 0.1. Fig. 8. Impact of α with ϵ = 0.1. Fig. 6. Impact of n with ϵ = 0.1. Fig. 6. Impact of n with ϵ = 0.1. Fig. 7. Impact of α with ϵ = 0.1. TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6 MLS Validation in Cluster Networks
In
this
subsection,
using
the
simulated
paramet
in Table VI, we validate the scheduling performance for abo
algorithms in the cluster networks, as shown in Fig. 13-Fig. In Fig. 13 and 14, the scheduling performances of LD
GHW, DLS (DDLS), CLT and RCRDCLT increase with
increment of Nc. Generally, the more the number of lin
in a cluster is, the more interference each link will suff
which makes it harder to schedule links in same clust Fig. 9. Impact of lmax with ϵ = 0.1. Fig. 10. Impact of lmax with ϵ = 0.1. with LDP, GHW, and DLS, the single slot scheduling perfor-
mances of CLT are improved about 151.6%, 84.2% and 18.8%,
respectively, while performance losses of RCRDCLT are sep-
arately about 28.8% and 17.4% for α ≥4 when compared
with Sys_DLS and DDLS. Moreover, the performance gaps
between Syn_DLS and RCRDCLT gets smaller (for instance,
RCRDCLT losses 10 links when α = 6 while losses 30 for
α = 4), which further validates the effectiveness of dmin in
Eq. (7), and RCRDCLT costs more less rounds. The impact of maximum link length on algorithmic per-
formance is shown in Fig. 9 and Fig. 10, all algorithm performances decrease when lmax increases. This is because
that when a link is selected into scheduling set, it will reject
more links since dmin becomes larger over lmax increasing
for LDP, RLE, DLS (DDLS), and CLT (RCRDCLT). For
GHW and Syn_DLS, the strength of received signal weakens
as lmax increasing, resulting in less successful links. From
Fig. 9 and Fig. 10, we can see that in all the algorithms,
CLT shows the best average scheduling performance, and
RCRDCLT cannot deal with the scenarios where communica-
tion distance between nodes are larger, it shows relatively good
scheduling performance in shorter communication distance
(such as 5 and 10). Compared with Syn_DLS and DDLS,
performance losses of RCRDCLT are about 26% and 16.2%
on the average, but it saves a lot of running time. Fig. 9. Impact of lmax with ϵ = 0.1. Fig. 9. Impact of lmax with ϵ = 0.1. Fig. 10. Impact of lmax with ϵ = 0.1. Fig. 11 and Fig. 12 validate the influence of ϵ with settings
of n = 200. TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6 Note that, on the one hand, increasing ϵ improves
scheduling performances of LDP, RLE, DLS (or DDLS),
CLT and RCRDCLT, the reason is that the size of each
square (for LDP), c1dii (for RLE), and dmin (for DLS or
DDLS and CLT or RCRDCLT) decrease with ϵ increasing,
as shown in Tables IV and V, respectively, resulting in more
successful links. On the other hand, scheduling performances
of Syn_DLS and GHW are not influenced by ϵ, the reasons
are similar to ones in Fig. 8. Fig. 10. Impact of lmax with ϵ = 0.1. with LDP, GHW, and DLS, the single slot scheduling perfor-
mances of CLT are improved about 151.6%, 84.2% and 18.8%,
respectively, while performance losses of RCRDCLT are sep-
arately about 28.8% and 17.4% for α ≥4 when compared
with Sys_DLS and DDLS. Moreover, the performance gaps
between Syn_DLS and RCRDCLT gets smaller (for instance,
RCRDCLT losses 10 links when α = 6 while losses 30 for
α = 4), which further validates the effectiveness of dmin in
Eq. (7), and RCRDCLT costs more less rounds. The impact of maximum link length on algorithmic per-
formance is shown in Fig. 9 and Fig. 10, all algorithm with LDP, GHW, and DLS, the single slot scheduling perfor-
mances of CLT are improved about 151.6%, 84.2% and 18.8%,
respectively, while performance losses of RCRDCLT are sep-
arately about 28.8% and 17.4% for α ≥4 when compared
with Sys_DLS and DDLS. Moreover, the performance gaps
between Syn_DLS and RCRDCLT gets smaller (for instance,
RCRDCLT losses 10 links when α = 6 while losses 30 for
α = 4), which further validates the effectiveness of dmin in
Eq. (7), and RCRDCLT costs more less rounds. A. MLS Validation in Random Networks For GHW, the impact of α on interfering
signal is larger than that of intended signal. Specifically,
scheduling performance of Syn_DLS is not influenced by α. This is because that message dissemination among nodes is
executed if the distance between nodes is less than 2lmax,
changing α cannot change the scheduling performance. A
ll h
l
i h
CLT
h
b
i
l p
gy
On the other hand, from Fig. 6 we can see that com-
pared with CLT, the single-slot scheduling performance of
RCRDCLT decreases about 39.5%, this is because that the
distance between the interferer and the receiver in CLT is at
least dmin, while RCRDCLT will reject a fraction of successful
senders, scheduled by CLT, where the distance between them
and the receiver changes from dmin to dmin + 2dii, as shown
in Fig. 2. But the performance difference between CLT and
RCRDCLT can be upper-bounded, as shown in Theorem 6
and Table III. Although, compared with Syn_DLS and DDLS,
the performance decrements of RCRDCLT are about 27.9%
and 18.9%, the time complexity of RCRDCLT decreases from
O(n ln n) (Syn_DLS and DDLS needed) to O(ln n). Note that
if we design distributed CLT based on the idea of DDLS in [6],
achieved scheduling performance will be better than those of
Syn_DLS and DDLS, resulting in O(n ln n) time complexity. Among all the algorithms, CLT presents the best single
slot scheduling performance, and the gap between CLT and
RCRDCLT is upper-bounded, as shown in Table III. Compared IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 2516 TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6
TABLE IV
THE PARAMETER NEEDED β IN EQUATION (5)
TABLE V
THE MINIMUM DISTANCE dmin WITH lmax = 8 IN EQ. (7) TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6 TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6 TABLE III
THE APPROXIMATION FACTOR IN THEOREM 6
TABLE IV
THE PARAMETER NEEDED β IN EQUATION (5)
TABLE V
THE MINIMUM DISTANCE dmin WITH lmax = 8 IN EQ. (7)
Fig. 9. Impact of lmax with ϵ = 0.1. Fig. 10. Impact of lmax with ϵ = 0.1. with LDP, GHW, and DLS, the single slot scheduling perfor-
mances of CLT are improved about 151.6%, 84.2% and 18.8%,
respectively, while performance losses of RCRDCLT are sep-
arately about 28.8% and 17.4% for α ≥4 when compared
with Sys_DLS and DDLS. Moreover, the performance gaps
between Syn_DLS and RCRDCLT gets smaller (for instance,
RCRDCLT losses 10 links when α = 6 while losses 30 for
α = 4), which further validates the effectiveness of dmin in
Eq. (7), and RCRDCLT costs more less rounds. The impact of maximum link length on algorithmic per-
performances decrease when lmax increases. This is becau
that when a link is selected into scheduling set, it will rej
more links since dmin becomes larger over lmax increas
for LDP, RLE, DLS (DDLS), and CLT (RCRDCLT). F
GHW and Syn_DLS, the strength of received signal weake
as lmax increasing, resulting in less successful links. Fr
Fig. 9 and Fig. 10, we can see that in all the algorithm
CLT shows the best average scheduling performance, a
RCRDCLT cannot deal with the scenarios where communi
tion distance between nodes are larger, it shows relatively go
scheduling performance in shorter communication distan
(such as 5 and 10). Compared with Syn_DLS and DDL
performance losses of RCRDCLT are about 26% and 16. on the average, but it saves a lot of running time. Fig. 11 and Fig. 12 validate the influence of ϵ with settin
of n = 200. Note that, on the one hand, increasing ϵ impro
scheduling performances of LDP, RLE, DLS (or DDL
CLT and RCRDCLT, the reason is that the size of ea
square (for LDP), c1dii (for RLE), and dmin (for DLS
DDLS and CLT or RCRDCLT) decrease with ϵ increasi
as shown in Tables IV and V, respectively, resulting in m
successful links. On the other hand, scheduling performan
of Syn_DLS and GHW are not influenced by ϵ, the reaso
are similar to ones in Fig. 8. B. B. MLS Validation in Cluster Networks In
this
subsection,
using
the
simulated
parameters
in Table VI, we validate the scheduling performance for above
algorithms in the cluster networks, as shown in Fig. 13-Fig. 20. In Fig. 13 and 14, the scheduling performances of LDP,
GHW, DLS (DDLS), CLT and RCRDCLT increase with the
increment of Nc. Generally, the more the number of links
in a cluster is, the more interference each link will suffer,
which makes it harder to schedule links in same clusters
concurrently. Different from all link scheduling algorithms The impact of maximum link length on algorithmic per-
formance is shown in Fig. 9 and Fig. 10, all algorithm YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2517 Fig. 11. Impact of ϵ with n = 200. Fig. 12. Impact of ϵ with n = 200. Fig. 13. Impact of Nc with ϵ = 0.1. Fig. 11. Impact of ϵ with n = 200. Fig. 11. Impact of ϵ with n = 200. Fig. 14. Impact of Nc with ϵ = 0.1. l
e
y
Fig. 14. Impact of Nc with ϵ = 0.1. Fig. 15. Impact of α with ϵ = 0.1. Fig. 16. Impact of α with ϵ = 0.1. Fig. 17. Impact of lmax with ϵ = 0.1. losses about 6 successful links at most in each schedu
Syn_DLS cannot present a better scheduling perform
cluster networks. In Fig. 21 and Fig. 22, we analyze the influenc
cluster radius with n = 200 and lmax = 10, other pa
k
h
b f
I
l
i
i h l Fig. 14. Impact of Nc with ϵ = 0.1. Fig. 11. Impact of ϵ with n = 200. Fig. 12. Impact of ϵ with n = 200. Fig. 15. Impact of α with ϵ = 0.1. Fig. 15. Impact of α with ϵ = 0.1. Fig. 12. Impact of ϵ with n = 200. Fig. 12. Impact of ϵ with n = 200. Fig. 13. Impact of Nc with ϵ = 0.1. Fig. 16. Impact of α with ϵ = 0.1. Fig. 16. Impact of α with ϵ = 0.1. Fig. 17. Impact of lmax with ϵ = 0.1. TABLE VI
SIMULATED PARAMETERS AND VALUES Impact of n with ϵ = 0.1. Fig. 25. Impact of α with ϵ = 0.1. expected, LDP, RLE, GHW and DLS cannot compar
CLT, while the average performance of RCRDCLT
better than that of Syn_DLS, and only increases 7% th
of DDLS. On the average, LDP, GHW and DLS compu
2.1 and 1.7 times longer schedule lengths than CLT, s
can compute a larger scheduling set, as shown in Fig. Fig. 6. As shown in Fig. 25 and Fig. 26, over α increasi
algorithms present more better performance besides Syn
The reasons are similar to those in Fig. 7 and Fig. 8, n
a larger α results in a smaller distance between the inte
and the receiver more links can be scheduled in a tim 2518
Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 19. Impact of ϵ. Fig. 20. Impact of ϵ. Fig. 21. Impact of rc with ϵ = 0.1. example rc = 20), three algorithms in Fig. 22 presen
performance, Syn_DLS outperforms than other two o
rc increasing. The reason is as the same as described
i.e., larger cluster radius makes the distance among
the same cluster larger. C. SLS Validation in Random Networks
In Fig. 23-Fig. 30, simulated parameters are set a
to Table II, we consider the impact of network param
the schedule length in random networks IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 2518 Fig. 22. Impact of rc with ϵ = 0.1. Fig. 23. Impact of n with ϵ = 0.1. Fig. 24. Impact of n with ϵ = 0.1. Fig. 25. Impact of α with ϵ = 0.1. expected, LDP, RLE, GHW and DLS cannot comp
CLT, while the average performance of RCRDCLT
better than that of Syn_DLS, and only increases 7%
of DDLS. On the average, LDP, GHW and DLS com
2.1 and 1.7 times longer schedule lengths than CLT Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 22. Impact of rc with ϵ = 0.1. Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 19. Impact of ϵ. Fig. 20. Impact of ϵ. Fig. 21. Impact of rc with ϵ = 0.1. Fig. 22. Impact of rc with ϵ = 0.1. Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 23. Impact of n with ϵ = 0.1. Fig. 19. TABLE VI
SIMULATED PARAMETERS AND VALUES Impact of ϵ. Fig. 23. Impact of n with ϵ = 0.1. Fig. 19. Impact of ϵ. Fig. 24. Impact of n with ϵ = 0.1. Fig. 20. Impact of ϵ. Fig. 24. Impact of n with ϵ = 0.1. Fig. 20. Impact of ϵ. Fig. 25. Impact of α with ϵ = 0.1. Fig. 21. Impact of rc with ϵ = 0.1. Fig. 25. Impact of α with ϵ = 0.1. Fig. 21. Impact of rc with ϵ = 0.1. expected, LDP, RLE, GHW and DLS cannot compare with
CLT, while the average performance of RCRDCLT is still
better than that of Syn_DLS, and only increases 7% than that
of DDLS. On the average, LDP, GHW and DLS compute 2.8,
2.1 and 1.7 times longer schedule lengths than CLT, since it
can compute a larger scheduling set, as shown in Fig. 5 and
Fig. 6. example rc = 20), three algorithms in Fig. 22 present similar
performance, Syn_DLS outperforms than other two ones over
rc increasing. The reason is as the same as described as above,
i.e., larger cluster radius makes the distance among links in
the same cluster larger. TABLE VI
SIMULATED PARAMETERS AND VALUES Fig. 17. Impact of lmax with ϵ = 0.1. Fig. 17. Impact of lmax with ϵ = 0.1. losses about 6 successful links at most in each schedule, while
Syn_DLS cannot present a better scheduling performance in
cluster networks. cited in this paper, CLT can find at least two successful
links in the same cluster on the average when Nc ≥30,
which shows that it can deal with dense cluster networks. Although RCRDCLT presents a relatively poor performance
compared with DDLS, it costs more less time complexity
and still schedules at least one successful link in each cluster
averagely, since cluster radius of rc = 20 separates clusters,
RCRDCLT and DDLS can be able to take advantage of this
property well, while Sys_DLS cannot, since Syn_DLS will
reject those links within 2lmax = 60, the radius of cluster is
20. That is, the more links are in the cluster, the more links are
rejected. Moreover, compared with DDLS, RCRDCLT only In Fig. 21 and Fig. 22, we analyze the influence of the
cluster radius with n = 200 and lmax = 10, other parameters
keep the same as before. In topologies with larger clusters,
scheduling performance of CLT increases significantly than
other algorithms. Generally, larger cluster radius separates
links in the same cluster more easily, which makes it easier
to schedule links in the same cluster concurrently. However,
LDP, RLE, GHW and DLS cannot be able to take advantage
of this property well. Additionally, in the dense networks (for 2518
IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMB
Fig. 18. Impact of lmax with ϵ = 0.1. Fig. 19. Impact of ϵ. Fig. 20. Impact of ϵ. Fig. 21. Impact of rc with ϵ = 0.1. example rc = 20), three algorithms in Fig. 22 present similar
performance, Syn_DLS outperforms than other two ones over
rc increasing. The reason is as the same as described as above,
i.e., larger cluster radius makes the distance among links in
the same cluster larger. C. SLS Validation in Random Networks
In Fig. 23-Fig. 30, simulated parameters are set according
to Table II, we consider the impact of network parameters on
the schedule length in random networks. In Fig
23 and Fig
24
over n increasing
the needed
Fig. 22. Impact of rc with ϵ = 0.1. Fig. 23. Impact of n with ϵ = 0.1. Fig. 24. C. SLS Validation in Random Networks As shown in Fig. 25 and Fig. 26, over α increasing, all
algorithms present more better performance besides Syn_DLS. The reasons are similar to those in Fig. 7 and Fig. 8, namely
a larger α results in a smaller distance between the interferers
and the receiver, more links can be scheduled in a time slot
and then scheduling all given links needs less slots. When In Fig. 23-Fig. 30, simulated parameters are set according
to Table II, we consider the impact of network parameters on
the schedule length in random networks. In Fig. 23 and Fig. 24, over n increasing, the needed
schedule length increases for all algorithms. As could be YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING 2519 F THINGS UNDER RAYLEIGH FADING
Fig. 29. Impact of ϵ. Fig. 30. Impact of ϵ. Fig. 31. Impact of rc with ϵ = 0.1. Fig. 32. Impact of rc with ϵ = 0.1. than DDLS and RCRDCLT, but it needs more
to schedule all links. Additionally, performance dif
schedule length between RCRDCLT and DDLS ge Fig. 26. Impact of α with ϵ = 0.1. Fig. 27. Impact of lmax with ϵ = 0.1. Fig. 28. Impact of lmax with ϵ = 0.1. Fig. 29. Impact of ϵ. Fig. 30. Impact of ϵ. Fig. 31. Impact of rc with ϵ = 0.1. Fig. 26. Impact of α with ϵ = 0.1. Fig. 26. Impact of α with ϵ = 0.1. Fig. 30. Impact of ϵ. Fig. 27. Impact of lmax with ϵ = 0.1. Fig. 30. Impact of ϵ. Fig. 27. Impact of lmax with ϵ = 0.1. Fig. 27. Impact of lmax with ϵ = 0.1. Fig. 31. Impact of rc with ϵ = 0.1. Fig. 28. Impact of lmax with ϵ = 0.1. Fig. 28. Impact of lmax with ϵ = 0.1. Fig. 31. Impact of rc with ϵ = 0.1. Fig. 28. Impact of lmax with ϵ = 0.1. Fig. 32. Impact of rc with ϵ = 0.1. α ≥4, on the average, there’s hardly no difference between
RCRDCLT and DDLS (differ by 1%), and they need a shorter
schedule length than Syn_DLS. The impacts of the maximum link length on schedule
length are given in Fig. 27 and Fig. 28. C. SLS Validation in Random Networks Compared with CLT,
averages of 2.5, 2.1 and 1.6 times schedule length are given
by LDP, GHW and DLS for different lmax, respectively, since
they have lower scheduling performance, as shown in Fig. 9
and Fig. 10. Moreover, Syn_DLS, DDLS and RCRDCLT are
particularly affected by lmax compared with other parameters,
and RCRDCLT presents the best scheduling performance from
the perspective of the average. Fig. 32. Impact of rc with ϵ = 0.1. In Fig. 30, RCRDCLT and Syn_DLS show a similar aver-
aged performance in the schedule length (differ by 8%), and
obtain a shorter schedule times than DDLS. In addition, CLT
is the fastest algorithm to schedule all given links, as shown
in Fig. 29. than DDLS and RCRDCLT, but it needs more time slots
to schedule all links. Additionally, performance difference in
schedule length between RCRDCLT and DDLS gets smaller
as rc increases. On the average, RCRDCLT computes only
1.27 times schedule length than DDLS. The impacts of other
parameters on the SLS in cluster networks are similar to those
in random networks. D. SLS in Cluster Networks In this subsection, simulated parameters are set to those
in Table VI, from Fig. 22, Fig. 31 and Fig. 32, we can
see that CLT obtains the shortest schedule length among all
algorithms, and Syn_DLS cannot deal with cluster networks
well, since it schedules more successful links in a time slot REFERENCES [1] Y. Xiao, Y. Jia, C. Liu, X. Cheng, J. Yu, and W. Lv, “Edge computing
security: State of the art and challenges,” Proc. IEEE, vol. 107, no. 8,
pp. 1608–1631, Aug. 2019. [2] W. Ye and A. M. Haimovich, “Performance of cellular CDMA with cell
site antenna arrays, Rayleigh fading, and power control error,” IEEE
Trans. Commun., vol. 48, no. 7, pp. 1151–1159, Jul. 2000. Fig. 33. Impact of Nc with ϵ = 0.1. [3] C. Qiu and H. Shen, “Fading-resistant link scheduling in wireless
networks,” in Proc. ICPP, 2017, pp. 312–321. Fig. 34. Impact of α with ϵ = 0.1. [4] J. Dams, M. Hoefer, and T. Kesselheim, “Scheduling in wireless net-
works with Rayleigh-fading interference,” IEEE Trans. Mobile Comput.,
vol. 14, no. 7, pp. 1503–1514, Jul. 2015. [5] K. Yu, Y. Wang, J. Yu, D. Yu, X. Cheng, and Z. Shan, “Localized and
distributed link scheduling algorithms in IoT under Rayleigh fading,”
Comput. Netw., vol. 151, pp. 232–244, Mar. 2019. [6] J. Yu et al., “Efficient link scheduling in wireless networks under
Rayleigh-fading and multiuser interference,” IEEE Trans. Wireless Com-
mun., vol. 19, no. 8, pp. 5621–5634, Aug. 2020. [7] G. Sharma, N. Shroff, and R. Mazumdar, “On the complexity of schedul-
ing in wireless networks,” in Proc. ACM Mobicom, 2006, pp. 227–238. 8
i
d
Sh
ff “ h i
f i
f
h d li [8] X. Lin and N. B. Shroff, “The impact of imperfect scheduling on cross-
layer congestion control in wireless networks,” IEEE/ACM Trans. Netw.,
vol. 14, no. 2, pp. 302–315, Apr. 2006. Fig. 34. Impact of α with ϵ = 0.1. pp
p
[9] W. Wang, Y. Wang, X. Li, W. Song, and O. Frieder, “Efficient interfer-
ence aware tdma link scheduling for static wireless networks,” in Proc. ACM Mobicom, 2006, pp. 262–273. performances of LDP and ILDP increase as Nc (or α) increas-
ing, and ILDP can obtain 35.4% and 43.4% enhancements
for Nc and α, respectively. The reasons are similar to those
in Fig. 13 and Fig. 15. pp
[10] A. Krifa, C. Barakat, and T. Spyropoulos, “An optimal joint scheduling
and drop policy for delay tolerant networks,” in Proc. IEEE WoWMoM,
Jun. 2008, pp. 1–6. [11] C. Joo, X. Lin, and N. B. Shroff, “Understanding the capacity region
of the greedy maximal scheduling algorithm in multihop wireless
networks,” IEEE/ACM Trans. Netw., vol. 17, no. 4, pp. 1132–1145,
Aug. ACKNOWLEDGMENT The authors would like to thank the anonymous reviewers
for their extremely useful comments and suggestions. E. Comparison of LDP and ILDP In the end of this section, we compared LDP and ILDP
in cluster networks for different Nc and α, respectively,
as shown in Fig. 33 and Fig. 34. We can see that scheduling 2520 IEEE/ACM TRANSACTIONS ON NETWORKING, VOL. 29, NO. 6, DECEMBER 2021 Fig. 33. Impact of Nc with ϵ = 0.1. Fig. 34. Impact of α with ϵ = 0.1. Fig. 33. Impact of Nc with ϵ = 0.1. REFERENCES 2009. g
g
To sum up, the simulations demonstrate that CLT is the best
scheduling performance for the MLS and SLS in the random
and cluster networks. RCRDCLT, besides having lowest time
complexity than Syn_DLS and DDLS, only losses a constant
approximation factor compared with the optimal schedule. Moreover, compared with Syn_DLS and DDLS from the
perspective of the average, RCRDCLT presents advantages
in some specific scenarios, such as high path-loss and longer
communication distance. If we apply the idea of DDLS to
design distributed CLT, the scheduling performance obtained
will be better than Syn_DLS and DDLS, but the time com-
plexity is also increased from O(ln n) to O(n ln n). [12] L. Jiang, D. Shah, J. Shin, and J. Walrand, “Distributed random access
algorithm: Scheduling and congestion control,” IEEE Trans. Inf. Theory,
vol. 56, no. 12, pp. 6182–6207, Dec. 2010. [13] K. Kar, S. Sarkar, A. Ghavami, and X. Luo, “Delay guarantees for
throughput-optimal wireless link scheduling,” IEEE Trans. Autom. Con-
trol, vol. 57, no. 11, pp. 2906–2911, Nov. 2012. [14] X. Wang, Z. Li, and J. Wu, “Joint TCP congestion control and CSMA
scheduling without message passing,” IEEE Trans. Wireless Commun.,
vol. 12, no. 12, pp. 6194–6204, Dec. 2013. [15] T. Moscibroda and R. Wattenhofer, “The complexity of connectiv-
ity in wireless networks,” in Proc. IEEE INFOCOM, Apr. 2006,
pp. 1–13. [16] O. Goussevskaia, Y. Osfwald, and R. Wattenhofer, “Complexity in
geometric SINR,” in Proc. ACM Mobihoc, 2007, pp. 1872–1880. VI. CONCLUSION Zheng, J. Zhang, N. Shroff, and C. Joo, “Distributed CSMA
algorithms for link scheduling in multihop MIMO networks under SINR
model,” IEEE/ACM Transmiss. Netw., vol. 21, no. 3, pp. 1503–1514,
Aug. 2013. Jiguo Yu (Senior Member, IEEE) received the Ph.D. degree from the School of Mathematics, Shandong
University, Jinan, China, in 2004. He became a Full
Professor with the School of Computer Science,
Qufu Normal University, Jining, China, in 2007. He is also a Full Professor with the Qilu University
of Technology (Shandong Academy of Sciences),
Jinan, and the Shandong Computer Science Cen-
ter (National Supercomputer Center), Jinan. He is
interested in designing and analyzing algorithms for
many computationally hard problems in networks. His current research interests include privacy-aware computing, wireless
networking, distributed algorithms, peer-to-peer computing, and graph theory. He is a member of the ACM and a Senior Member of the China Computer
Federation (CCF). [26] P. Chaporkar, K. Kar, X. Luo, and S. Sarkar, “Throughput and fairness
guarantees through maximal scheduling in wireless networks,” IEEE
Trans. Inf. Theory, vol. 54, no. 2, pp. 572–594, Feb. 2008. [27] S. P. Weber and J. G. Andrews, “Transmission capacity of wireless
networks,” Found. Trends Netw., vol. 5, nos. 2–3, pp. 109–281, 2012. [28] A. Fanghänel, S. Geulen, M. Hoefer, and B. Vöcking, “Online capacity
maximization in wireless networks,” J. Scheduling, vol. 16, no. 1,
pp. 81–91, Feb. 2013. pp
[29] X. Xu, S. Tang, and P. Wan, “Maximum independent set of links under
physical interference model,” in Proc. WASA, 2010, pp. 68–74. [30] B. Huang, J. Yu, X. Cheng, H. Chen, and H. Liu, “Scheduling in wireless
networks with rayleigh-fading interference,” J. Netw. Comput. Appl.,
vol. 77, pp. 64–72, Jan. 2017. [31] D. M. Blough, G. Resta, and P. Santi, “Approximation algorithms for
wireless link scheduling with SINR-based interference,” IEEE/ACM
Trans. Netw., vol. 18, no. 6, pp. 1701–1712, Dec. 2010. Xiuzhen Cheng (Fellow, IEEE) received the M.S. and Ph.D. degrees in computer science from the
University of Minnesota–Twin Cities in 2000 and
2002, respectively. She is currently a Professor with
the School of Computer Science and Technology,
Shandong University. Her current research interests
include cyber physical systems, wireless and mobile
computing, sensor networking, wireless and mobile
security, and algorithm design and analysis. She
is a member of the ACM. She received the NSF
CAREER Award in 2004. VI. CONCLUSION [17] B. Huang, J. Yu, D. Yu, and C. Ma, “SINR based maximum link
scheduling with uniform power in wireless sensor networks,” KSII Trans. Internet Inf. Syst., vol. 8, no. 11, pp. 4050–4067, 2014. In this paper, we proposed two efficient algorithms for
the problems of MLS and SLS. To begin with, by constructing
the relationships between the acceptable failure probability
and the needed SINR constraint in the Rayleigh fading
model, we can design link scheduling algorithms under the
deterministic SINR model rather than in the Rayleigh fading
model directly. Then, we utilized the idea of interference
localization to design centralized and distributed algorithms
for the MLS, and the proposed algorithms not only localize
the global interference, but also costs a logarithmic time
complexity. Executing them repeatedly obtained a logarithmic
approximation guarantee for the SLS with rigorous analysis. Finally, compared with current popular link scheduling algo-
rithms, simulations validated the efficiency of our algorithms. Only uniform power assignment was considered, hence one
future direction is to consider other methods of power control. Another promising research direction is the dynamic network
scenarios where nodes move randomly to broadcast or collect
data. [18] J. Yu, B. Huang, X. Cheng, and M. Atiquzzaman, “Shortest link
scheduling algorithms in wireless networks under the SINR model,”
IEEE Trans. Veh. Technol., vol. 66, no. 3, pp. 2643–2657, Mar. 2017. pp
[19] M. Halldörsson, “Wireless scheduling with power control,” in Proc. ESA,
2009, pp. 361–372. [20] A. Fanghänel, T. Kesselheim, H. Räcke, and B. Vöcking, “An improved
spine-based infrastructure for routing in ad hoc networks,” in Proc. ACM
PODC, 2009, pp. 220–229. [21] A. Fanghänel, T. Kesselheim, and B. Vöcking, “Improved algorithms
for latency minimization in wireless networks,” in Proc. ICALP, 2009,
pp. 447–458. [22] Y. Zhou, X.-Y. Li, M. Liu, X. Mao, S. Tang, and Z. Li, “Throughput
optimizing localized link scheduling for multihop wireless networks
under physical interference model,” IEEE Trans. Parallel Distrib. Syst.,
vol. 25, no. 10, pp. 2708–2720, Oct. 2014. pp
[23] L. Le, E. Modiano, C. Joo, and N. Shroff, “Longest-queue-first schedul-
ing under SINR interference model,” in Proc. ACM MobiCom, 2010,
pp. 41–50. pp
[24] L. Qu, J. He, and C. Assi, “Distributed link scheduling in wireless net-
works with interference cancellation capabilities,” in Proc. WoWMoM,
Jun. 2014, pp. 1–7. 2521 YU et al.: EFFICIENT LINK SCHEDULING SOLUTIONS FOR THE INTERNET OF THINGS UNDER RAYLEIGH FADING [25] D. Qian, D. VI. CONCLUSION She has served on the
editorial boards of several technical journals and the technical program com-
mittees of various professional conferences/workshops. She has also chaired
several international conferences. She worked as the Program Director of the
U.S. National Science Foundation (NSF) from April 2006 to October 2006
(full time) and from April 2008 to May 2010 (part time). Xiuzhen Cheng (Fellow, IEEE) received the M.S. and Ph.D. degrees in computer science from the
University of Minnesota–Twin Cities in 2000 and
2002, respectively. She is currently a Professor with
the School of Computer Science and Technology,
Shandong University. Her current research interests
include cyber physical systems, wireless and mobile
computing, sensor networking, wireless and mobile
security, and algorithm design and analysis. She
is a member of the ACM. She received the NSF
CAREER Award in 2004. She has served on the
editorial boards of several technical journals and the technical program com-
mittees of various professional conferences/workshops. She has also chaired
several international conferences. She worked as the Program Director of the
U.S. National Science Foundation (NSF) from April 2006 to October 2006
(full time) and from April 2008 to May 2010 (part time). [32] M. Dinitz, “Distributed algorithms for approximating wireless network
capacity,” in Proc. IEEE INFOCOM, Mar. 2010, pp. 1–9. [33] E. I. Asgeirsson and P. Mitra, “On a game theoretic approach to
capacity maximization in wireless networks,” in Proc. IEEE INFOCOM,
Apr. 2011, pp. 3029–3037. p
pp
[34] T. Kesselheim and B. Vöcking, “Distributed contention resolution in
wireless networks,” in Proc. DISC, 2010, pp. 163–178. [35] M. M. Halldórsson and P. Mitra, “Nearly optimal bounds for distributed
wireless scheduling in the SINR model,” Distrib. Comput., vol. 29, no. 2,
pp. 77–88, Apr. 2016. pp
p
[36] O. Goussevskaia, M. Halldörsson, and R. Wattenhofer, “Algorithms for
wireless capacity,” IEEE/ACM Trans. Netw., vol. 22, no. 3, pp. 745–755,
May 2014. y
[37] M. M. Halldórsson and T. Tonoyan, “Wireless link capacity under
shadowing and fading,” in Proc. ACM MobiHoc, Jul. 2017, pp. 1–10. [38] H. Ding, F. Zhao, J. Tian, and H. Zhang, “Performance analysis of
MISINR user association in 3-D heterogeneous cellular networks,” IEEE
Trans. Veh. Technol., vol. 69, no. 4, pp. 4119–4129, Apr. 2020. [39] O. Goussevskaia, R. Wattenhofer, M. M. Halldorsson, and E. Welzl,
“Capacity of arbitrary wireless networks,” in Proc. IEEE INFOCOM,
Apr. 2009, pp. 1872–1880. Dongxiao Yu (Senior Member, IEEE) received
the B.Sc. VI. CONCLUSION degree from the School of Mathematics,
Shandong University, Jinan, China, in 2006, and
the Ph.D. degree from the Department of Computer
Science, The University of Hong Kong, Hong Kong,
in 2014. He is currently a Professor with the School
of Computer Science and Technology, Shandong
University. His research interests include wireless
networks and distributed computing. Dongxiao Yu (Senior Member, IEEE) received
the B.Sc. degree from the School of Mathematics,
Shandong University, Jinan, China, in 2006, and
the Ph.D. degree from the Department of Computer
Science, The University of Hong Kong, Hong Kong,
in 2014. He is currently a Professor with the School
of Computer Science and Technology, Shandong
University. His research interests include wireless
networks and distributed computing. p
pp
[40] A. Sankararaman and F. Baccelli, “CSMA k-SIC—A class of distributed
MAC protocols and their performance evaluation,” in Proc. IEEE
INFOCOM, Apr. 2015, pp. 2002–2010. [41] S. Lv, W. Zhuang, X. Wang, and X. Zhou, “Scheduling in wireless ad
hoc networks with successive interference cancellation,” in Proc. IEEE
INFOCOM, Apr. 2011, pp. 1287–1295. [42] O. Goussevskaia, T. Moscibroda, and R. Wattenhofer, “Local broadcast-
ing in the physical interference model,” in Proc. ACM DIALM-POMC,
2008, pp. 35–44. [43] I. Gradshteyn and I. Ryzhik, Table of Integrals, Series, and Products,
A. Jeffrey and D. Zwillinger, Eds. Amsterdam, The Netherlands: Else-
vier, 2007. Anming Dong (Member, IEEE) received the B.E. degree in electronic information science and technol-
ogy from Liaocheng University, Liaocheng, China,
in
2004,
the
M.E. degree
in
communications
and information systems from Lanzhou University,
Lanzhou, China, in 2007, and the Ph.D. degree
in communications and information systems from
Shandong University, Jinan, China, in 2016. He is
currently an Associate Professor with the School of
Computer Science and Technology, Qilu University
of Technology (Shandong Academy of Sciences),
Jinan. His research interests include MIMO techniques, wireless communica-
tions, wireless networks, and the application of optimization techniques for
signal processing and wireless communications. He was a recipient of the
Excellent Doctoral Dissertation Awards of Shandong Province, in 2017. Anming Dong (Member, IEEE) received the B.E. degree in electronic information science and technol-
ogy from Liaocheng University, Liaocheng, China,
in
2004,
the
M.E. degree
in
communications
and information systems from Lanzhou University,
Lanzhou, China, in 2007, and the Ph.D. degree
in communications and information systems from
Shandong University, Jinan, China, in 2016. VI. CONCLUSION He is
currently an Associate Professor with the School of
Computer Science and Technology, Qilu University
of Technology (Shandong Academy of Sciences),
Jinan. His research interests include MIMO techniques, wireless communica-
tions, wireless networks, and the application of optimization techniques for
signal processing and wireless communications. He was a recipient of the
Excellent Doctoral Dissertation Awards of Shandong Province, in 2017. Anming Dong (Member, IEEE) received the B.E. degree in electronic information science and technol-
ogy from Liaocheng University, Liaocheng, China,
in
2004,
the
M.E. degree
in
communications
and information systems from Lanzhou University,
Lanzhou, China, in 2007, and the Ph.D. degree
in communications and information systems from
Shandong University, Jinan, China, in 2016. He is
currently an Associate Professor with the School of
Computer Science and Technology, Qilu University
of Technology (Shandong Academy of Sciences),
Jinan. His research interests include MIMO techniques, wireless communica-
tions, wireless networks, and the application of optimization techniques for
signal processing and wireless communications. He was a recipient of the
Excellent Doctoral Dissertation Awards of Shandong Province, in 2017. Kan Yu received the M.S. degree from the School of
Information Science and Engineering, Qufu Normal
University, Rizhao, China, in 2016, and the Ph.D. degree from the College of Computer Science and
Engineering, Shandong University of Science and
Technology, in 2019. He is currently a Lecturer with
the School of Computer Science, Qufu Normal Uni-
versity. His main research interests include wireless
networks, the IoT security, and distributed algorithm
design and analysis. Kan Yu received the M.S. degree from the School of
Information Science and Engineering, Qufu Normal
University, Rizhao, China, in 2016, and the Ph.D. degree from the College of Computer Science and
Engineering, Shandong University of Science and
Technology, in 2019. He is currently a Lecturer with
the School of Computer Science, Qufu Normal Uni-
versity. His main research interests include wireless
networks, the IoT security, and distributed algorithm
design and analysis.
|
https://openalex.org/W4365803668
|
https://journals.openedition.org/rbep/pdf/4033
|
Portuguese
| null |
Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
|
Revista Brasileira de Estudos da Presença
| 2,023
|
cc-by
| 17,287
|
Editora Universidade Federal do Rio Grande do Sul (UFRGS) Quem tem Medo de Derrida?: Gumbrecht e a
metafísica da presença Who’s Afraid of Derrida?: Gumbrecht and the metaphysics of presence
Qui a Peur de Derrida?: Gumbrecht et la métaphysique de la présence Gustavo Ramos de Souza E-ISSN 2237-2660
OUTROS TEMAS OUTROS TEMAS Refêrencia eletrónica Refêrencia eletrónica
Gustavo Ramos de Souza, «Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença»,
Revista Brasileira de Estudos da Presença [Online], 13 : 2 | 2023, posto online no dia 20 abril 2023,
consultado o 18 agosto 2023. URL: http://journals.openedition.org/rbep/4033 Creative Commons - Atribuição 4.0 Internacional - CC BY 4.0
https://creativecommons.org/licenses/by/4.0/ Quem tem Medo de Derrida?:
Gumbrecht e a metafísica da presença
Gustavo Ramos de SouzaI
IUniversidade Estadual de Londrina – UEL, Londrina/PR, Brasil RESUMO – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença – O artigo
propõe uma reflexão sobre o conceito de presença teorizado por Hans Ulrich Gumbrecht a partir
do pensamento de Heidegger, confrontando-o à filosofia de Jacques Derrida, sobretudo em sua
desconstrução da metafísica da presença. Assim, não se trata de rastrear a presença heideggeriana ao
longo de sua obra nem de defender Derrida das acusações de existencialismo linguístico, mas antes de
demonstrar que, ao ter Heidegger como aliado, a cruzada de Gumbrecht contra a metafísica e o
campo hermenêutico acaba por restaurá-los mais fortemente, comprometendo-se com aquilo que
visa combater. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. ç ,
g
,
3,
,
,
3
Disponível em: http://dx.doi.org/10.1590/2237-2660126100vs01 Palavras-chave: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Estudos da Pre-
sença. Palavras-chave: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Estudos da Pre-
sença. ABSTRACT – Who’s Afraid of Derrida?: Gumbrecht and the metaphysics of presence – This
paper proposes a reflection on the concept of presence theorized by Hans Ulrich Gumbrecht prem-
ised on Heidegger’s thought, contrasting it with the philosophy of Jacques Derrida, especially in his
deconstruction of the metaphysics of presence. Accordingly, it is neither a matter of tracing the
Heideggerian presence throughout his oeuvre nor of defending Derrida from the accusations of
linguistic existentialism, but rather of demonstrating that, by having Heidegger as an ally, Gum-
brecht’s crusade against metaphysics and the hermeneutic field ultimately restores them more
strongly, thereby he commits to what he aims to oppose. Keywords: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Presence Studies. Introdução Proponho neste artigo um embate em torno do conceito de presença a
partir das reflexões de Hans Ulrich Gumbrecht e da desconstrução da meta-
física da presença realizada por Jacques Derrida. Assim, não intenciono
apresentar o atual estado da arte acerca dos estudos da presença ou as suas
contribuições para as ciências humanas e as artes, tampouco de reconhecer a
influência da teoria de Gumbrecht, mas sim de problematizar o próprio
conceito. Trata-se, nesse sentido, de confrontar os dois autores a partir de
suas teorias, de suas obras, buscando aproximações e distanciamentos. Com isso, pretendo demonstrar que, ao se insurgir contra o que chama
de “existencialismo linguístico” da desconstrução – a suposta incapacidade
da linguagem de se referir ao mundo –, Gumbrecht acaba por recair naquilo
que seu conceito de presença visa combater: o “campo hermenêutico”. Isso
porque o seu gesto é de mera inversão dos polos, na medida em que sugere
uma oposição entre sentido e presença, dando primazia ao segundo e inci-
dindo numa espécie de materialismo metafísico, que restaura o “campo her-
menêutico” mais fortemente. Uma vez que Gumbrecht apoia-se em Martin Heidegger ao desenvol-
ver tal conceito, o objetivo é apresentar, num primeiro momento, a maneira
como a filosofia heideggeriana é lida por ele em Production of Presence. Num
segundo momento, intenciono mostrar em que medida a desconstrução
derridiana já investia contra o pensamento da presença; para Derrida, a obra
de Heidegger seria a sua defesa mais profunda. Não se trata, porém, de de-
fender Derrida de Gumbrecht, mas sim de colocar os dois autores em diálo-
go polêmico, a fim de verificar os limites do conceito de presença. E-ISSN 2237-2660 E-ISSN 2237-2660 Keywords: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Presence Studies. ds: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Presence Studies. RÉSUMÉ – Qui a Peur de Derrida?: Gumbrecht et la métaphysique de la présence – Cet article
propose une réflexion sur le concept de présence théorisé par Hans Ulrich Gumbrecht à partir de la
pensée de Heidegger, en le confrontant à la philosophie de Jacques Derrida, notamment dans sa
déconstruction de la métaphysique de la présence. En ce sens, il ne s'agit pas de suivre les traces de
la présence heideggérienne tout au long de son œuvre, ni de défendre Derrida des accusations
d' existentialisme linguistique, mais plutôt de démontrer qu'en ayant Heidegger comme allié, la
croisade de Gumbrecht contre la métaphysique et le champ de l’herméneutique finit par les
restituer plus fortement, se compromettant avec ce qu'il cherche à combattre. Mots-clés: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Études de la
Présence. Mots-clés: Hans Ulrich Gumbrecht. Jacques Derrida. Martin Heidegger. Études de la
Présence 1 1 ç ,
g
,
3,
,
,
3
Disponível em: http://dx.doi.org/10.1590/2237-2660126100vs01 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Disponível em: http://seer.ufrgs.br/presenca Ser ou não ser heideggeriano? Em conferência realizada em maio de 1992 na Universidade Estadual
do Rio de Janeiro (UERJ), posteriormente publicada no livro Corpo e forma
(1998) sob o título O campo não-hermenêutico ou a materialidade da comu-
nicação, Gumbrecht traça um breve esquema sobre as características da dita
pós-modernidade, a fim de demonstrar a falência do método interpretativo
nas humanidades. Após tecer comentários ácidos sobre Wilhelm Dilthey, a
quem atribui a “desonra” de ser o fundador da hermenêutica e sistematiza- 2 g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E ISSN 2237 2660
dor do campo das humanidades, Gumbrecht (1998, p. 141) volta sua aten-
ção a Martin Heidegger, que “[...] representa a apoteose do domínio da
hermenêutica”. A pretexto de investir contra a hermenêutica, Gumbrecht refere-se di-
retamente a Heidegger, tanto que, ao falar sobre a serenidade (Gelassenheit),
estado em que os fenômenos revelar-se-iam em sua verdade, ele diz:
“[...] condição sem dúvida tributária da perspectiva anti-intelectual do filó-
sofo. Afinal, o estado de relaxamento nada tem que ver com o trabalho inte-
lectual de buscar a verdade, depurando-a” (Gumbrecht, 1998, p. 142). Evidentemente, ao opor a serenidade a um movimento voluntarista em
direção à verdade, Gumbrecht está reafirmando o paradigma sujeito/objeto
que fundamenta a hermenêutica, isto é, a concepção de que existe um sujei-
to dotado de vontade que desvela uma superfície à procura da verdade. Mas convém assinalar o que Gumbrecht (1998, p. 143) diz em segui-
da: “[...] um comentário final sobre o filósofo. Acredito que todo alemão
tem a obrigação moral de ser muito crítico com sua obra. Aproveito para es-
clarecer o que já se terá entendido: não sou nem um pouco tributário a
Heidegger”. Essa obrigação moral diz respeito, é claro, ao envolvimento do
filósofo com o regime nazista, devido à sua filiação ao NSDAP, partido de
Hitler, dez dias depois de ter tomado posse como reitor na Universidade de
Freiburg em 1933. Ou seja, a crítica que faz a Heidegger é tanto de cunho
epistemológico, dado o fato de ser um dos principais filósofos da hermenêu-
tica, quanto de cunho moral e político em razão dessa nódoa em sua biogra-
fia. Embora não seja o meu propósito rastrear uma possível genealogia da
presença de Heidegger no pensamento de Gumbrecht, é importante assina-
lar que, além de Production of Presence, o filósofo aparece já em textos ante-
riores de Gumbrecht: em 1926: Living at the Edge of Time, publicado em
1997, há um capítulo que trata diretamente de Heidegger, Being-in-the-
worlds of 1926: Martin Heidegger, Hans Friedrich Blunck, Carl Van Vechten,
em que se diz a seu propósito: “[...] talvez toda a contribuição de Heidegger
para a filosofia ocidental possa ser lida como originária de uma reação aos
ambientes emocional, intelectual e político de 1926”1 (Gumbrecht, 1997,
p. 442, tradução nossa). Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. ç
g
Disponível em: http://seer.ufrgs.br/presenca Nesse mesmo texto, apesar de inserir Heidegger no contexto da “revo-
lução conservadora” que desembocou na ideologia nazista, Gumbrecht vai,
no entanto, defendê-lo: “[...] essa contaminação não mancha a importância
filosófica do pensamento de Heidegger [...]. É claro que Sein und Zeit não
pode ser identificado com a ideologia nazista”2 (Gumbrecht, 1997, p. 443,
tradução nossa). O filósofo também é assunto de um ensaio publicado em 2000, na re-
vista Diacritics: Martin Heidegger and his japanese interlocutors: about a limit
of western metaphysics. Ou seja, entre a conferência de 1992 e o livro de
1997, e também em trabalhos subsequentes, a sua posição a respeito de
Heidegger sofre uma enorme mudança. Em entrevista concedida à Mariana
Lage, publicada na revista Artefilosofia sob o título Da produção de presença
ao presente amplo, Gumbrecht (2017, p. 197) afirma que: Até os meus quase quarenta anos (o que significa: quase até o fim do meu
período na Alemanha), evitei ler qualquer coisa de Heidegger. [...] As coisas
mudaram mais drasticamente depois da minha mudança intelectual e profis-
sional para os Estados Unidos, em 1989. Lá, tanto meus alunos quanto
meus colegas esperavam, de certa forma ‘natural’, que eu fosse quase um es-
pecialista em Heidegger – então prossegui com as minhas leituras. Em al-
gum momento (que não associaria a qualquer evento ou livro), os textos
Heidegger (especialmente os de depois de 1930) se tornaram mais e mais in-
teressantes e desafiadores para mim – até que, em Produção de Presença (pu-
blicado em 2004), ele se tornou meu principal autor de referência. Heidegger acaba por se tornar a principal referência de Gumbrecht na
sua conceitualização de “presença” em Production of Presence3, publicado 12
anos depois da conferência em que maldizia o filósofo. As fontes potenciais
em sua reflexão, a fim de estabelecer uma posição anticartesiana, são encon-
tradas na definição aristotélica de signo, na Eucaristia cristã, no teatro me-
dieval e na filosofia de Heidegger. Nesse livro, Gumbrecht propõe-se a “sujar as mãos”, a recorrer a con-
ceitos obsoletos tais como “substância”, “ser” e “realidade” em sua tentativa
de enfrentar o domínio exclusivo da interpretação e da metafísica nas Hu-
manidades. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. 3 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Assim, se antes Derrida era tido como aliado devido à sua noção de
“exterioridade do significante”5 e Heidegger era encarado com extrema re-
serva em razão do seu legado para a hermenêutica, as posições se invertem,
ainda que o custo seja recair no “mau gosto intelectual”. A propósito do
desconstrucionismo, Gumbrecht (2010, p. 78) diz que o seu sucesso na
Academia deve ser atribuído ao fato de que os epígonos de Derrida tacha-
vam de “ingênuo” ou “substancialista” quem defendesse a possibilidade de
manutenção de um sentido estável, concluindo que “[...] a desconstrução,
em grande medida, tem recorrido a um suave terror para consolidar a or-
dem vigente nas Humanidades”6. Essa reviravolta epistemológica deve-se,
creio, à necessidade de Gumbrecht de defender o conceito de presença, ao
passo que os desconstrucionistas colocaram sob suspeita a “metafísica da
presença”. Ele diz: “[...] recorrer a esses conceitos é considerado há muito
tempo como sintoma de péssimo gosto intelectual nas Humanidades”4 e
“[...] acreditar na possibilidade de nos referirmos ao mundo sem ser pelo
sentido tornou-se sinônimo do grau mais elevado de ingenuidade filosófica”
(Gumbrecht, 2010, p. 77). Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Disponível em: http://seer.ufrgs.br/presenca 4 4 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. via, em vez de Dasein, o conceito que Gumbrecht tenta adequar às suas re-
flexões sobre presença é o próprio ser8 e, para tanto, propõe quatro teses so-
bre esse conceito em Heidegger. via, em vez de Dasein, o conceito que Gumbrecht tenta adequar às suas re-
flexões sobre presença é o próprio ser8 e, para tanto, propõe quatro teses so-
bre esse conceito em Heidegger. A primeira tese é a de que o ser toma o lugar da verdade. Mas isso não
quer dizer que o ser simplesmente substitui a verdade, porquanto a verdade
é algo que acontece – num movimento de revelação e ocultação. Logo, o ser
é o que se revela e se oculta ao mesmo tempo no acontecimento da verdade. O ser não é um sentido, mas “pertence à dimensão das coisas”9 (Gum-
brecht, 2010, p. 93). Ele prossegue: “[...] se o Ser tem o caráter de coisa,
quer dizer que tem substância e, por isso (ao contrário de algo puramente
espiritual), ocupa espaço”10 (Gumbrecht, 2010, p. 93). Aqui, é preciso cau-
tela, pois, quando Gumbrecht afirma que o ser tem caráter de coisa, possui
uma substância e ocupa espaço, podemos ser levados a crer que se trata de
algo fixo e simplesmente dado. Contudo, ao retomar o significado originário de ser como ousía, Hei-
degger retira o seu aspecto substancial e instala a noção de vigência/presença
(anwesen). Esse “ocupar espaço” deve ser entendido, portanto, como existir
junto às coisas do mundo, o que caracteriza o próprio modo de ser do Da-
sein, ou seja, o ser pertence à dimensão das coisas. Gumbrecht (2010, p. 94), no entanto, se retifica ao dizer em seguida que esse “ocupar espaço im-
plica ainda a possibilidade de o Ser revelar um movimento”11. A segunda tese de Gumbrecht diz respeito justamente ao movimento. E o movimento do ser no espaço se revela multidimensional: vertical, hori-
zontal e de retirada. A dimensão vertical estaria associada ao movimento do
ser em simplesmente estar ali, enquanto a horizontal apontaria para o ser
como estando a ser percebido ou oferecendo-se à vista. Por fim, a dimensão
de retirada refere-se ao fato de que as coisas que aparecem deixam de ter o
aspecto de objeto (Gumbrecht, 2010, p. 94-95). A presença de Heidegger Em O campo não-hermenêutico ou a materialidade da comunicação, ao
definir as premissas do campo hermenêutico, Gumbrecht (1998) sintetiza-
as em quatro: 1) o sentido tem sua origem no sujeito, e não como qualidade
inerente aos objetos; 2) tem-se como parti pris uma distinção radical entre
corpo e espírito (tradição cartesiana); 3) o espírito conduz ao sentido; 4) o
corpo é um mero instrumento que oculta o sentido. Há, portanto, uma ar-
ticulação entre metafísica e hermenêutica, uma vez que, para Gumbrecht, é
o cartesianismo que funda a metafísica moderna e serve como base para as
ciências do espírito. Assim, para combater a metafísica, recorre a Heidegger, cujo principal
alvo é Descartes: “[...] por isso, Ser e tempo apresenta como pecados origi-
nais da filosofia moderna o fundamento cartesiano da existência humana no
pensamento (e só no pensamento) e as subsequentes dissociações entre a
existência humana e o espaço entre a existência humana e a substância”7
(Gumbrecht, 2010, p. 91). O conceito-chave de Heidegger é o Dasein, porque pressupõe, ao con-
trário do husserlianismo – que, para superar o cartesianismo, acopla sujeito
e objeto, mas suspendendo a existência fática que se realiza no mundo –,
que o homem, o ente que nós somos, está desde sempre junto às coisas do
mundo: assim, recupera o aspecto de presença em relação às coisas. Toda- 5 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca do dentro do sistema de sentido da cultura, oferecendo-se à percepção e à
representação, recaindo na metafísica. Por isso, esse movimento de retirada
(desvelamento) revela o ser antes de fazer parte do mundo, ou seja, o ser en-
quanto ser: “o Ser só será Ser fora das redes da semântica e de outras distin-
ções culturais”13 (Gumbrecht, 2010, p. 96). A terceira tese é a de que, não podendo o Dasein ser definido na cate-
goria de sujeito ou subjetividade e sendo o mundo com que está necessari-
amente em contato já sempre interpretado, é necessário, para o aconteci-
mento da verdade, deixar que as coisas simplesmente aconteçam: para
Gumbrecht, essa disposição está associada à serenidade (Gelassenheit). O despertar da serenidade, diz Heidegger (2001, p. 34-35), não parte
de nós mesmos, não é provocado, mas sim permitido. Não quer dizer, no
entanto, que seja fruto do acaso, uma vez que surge do pensamento ininter-
rupto – a despeito de não ter uma finalidade instrumental, como o pensa-
mento do cálculo; está, portanto, entre a passividade e a atividade. A sereni-
dade para com as coisas (die Gelassenheit zu den dingen) é o “libertar-se do
representar transcendental e, assim, um prescindir do querer do horizon-
te”14 (Heidegger, 2001, p. 57). Dessa maneira, a serenidade pensa as coisas
do mundo em si mesmas antes de qualquer interpretação. A quarta e última tese se refere à obra de arte como lugar privilegiado
para o acontecer da verdade. É claro que a obra de arte não é o único espaço
em que a revelação do ser acontece, tanto que, em Ser e tempo, Heidegger
confere à fala (logos) estatuto especial nesse movimento de encobrir e revelar
do ser; porém, a obra de arte seria outra possibilidade. Comentando sobre os conceitos de “mundo” e “terra”, Gumbrecht re-
toma a análise de Heidegger sobre um antigo templo grego, que não repre-
sentaria nada. Essa retirada constitui o
próprio desvelamento da verdade, em que o vertical e o horizontal concor-
rem em direções opostas, em movimento centrífugo, a fim de revelar o ser. De acordo com Gumbrecht (2010, p. 95), “[...] o Ser se refere às coi-
sas do mundo antes de elas se tornarem parte de uma cultura (ou, para usar
a figura retórica do paradoxo, o conceito refere-se às coisas do mundo antes
de elas fazerem parte de um mundo)”12. Isso significa que, em suas dimen-
sões vertical e horizontal, isto é, estando ali e à vista, o ser pode ser entendi- 6 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Assim, a terra seria a condição de possibilidade para a instalação de um
mundo, sendo na interação entre um e outro que pode acontecer a verdade. Quando, no parágrafo 86, Heidegger (2010, p. 117-119) comenta sobre
uma pedra, afirma que “ela apenas se mostra quando permanece desvelada e
sem esclarecimento”. Esse “mostrar-se”, ainda sem uma explicação criada
pela cadeia semântica do mundo, diz respeito à terra, em sua verdade que a
revela tal como é. Gumbrecht (2010, p. 100) esclarece: “[...] só a presença
de certas coisas [...] abre a possibilidade de aparecerem outras coisas nas suas
primitivas qualidades materiais – e esse efeito pode ser visto como uma das
maneiras (e como parte) da revelação do seu Ser”15. Enfim, Gumbrecht, a fim de ajustar o conceito heideggeriano de ser à
sua reflexão sobre a presença, faz com que as suas quatro teses derivem de
uma premissa que se baseia na ideia de que o ser revelado possui o caráter
de coisa. Além disso, em sua discussão sobre a obra de arte, o ser guarda se-
melhanças com a terra (não entendida como uma coisa estática, mas sim
como o surgir e desabrochar). A interpretação de Gumbrecht dá primazia à
serenidade como a capacidade de ver as coisas antes de elas integrarem um
sistema interpretativo. Serenidade diz respeito, então, à terra, às “coisas en-
tendidas independentemente das suas situações culturais específicas”16
(Gumbrecht, 2010, p. 102), em detrimento do mundo, que seria, inversa-
mente, as configurações das coisas dentro dessas situações culturais. Em outras palavras, o ser são as coisas do mundo antes de elas se tor-
narem mundo, antes de entrarem num sistema de determinações culturais. Mas, por ter caráter de coisa, o ser corresponderia às coisas tangíveis. Julgo
que o problema da leitura gumbrechtiana de Heidegger reside em conside-
rar: 1) o ser possui caráter de coisa (ding); 2) o ser são as coisas tangíveis; 3)
o ser possui substância. Afinal, quando Heidegger empreende a tarefa de
chegar ao ser originário da obra de arte a partir da realidade vigente da obra,
visando a buscar a coisidade da coisa (Dinghafte des dinges), isto é, a realida-
de palpável da obra, ele conclui que a base coisal não pertence ao ser da
obra: “[...] erramos o caminho enquanto supusemos que a realidade vigente
da obra, em princípio, estaria nessa base coisal” (Heidegger, 2010, p. 93). Vale dizer que, se em Ser e tempo a polarização era feita entre
Dasein e mundo, no Heidegger tardio, a partir da virada (die kehre), a dis-
puta entre abertura e velamento se estabelece na oposição entre mundo e
terra: o mundo seria a atividade humana, os produtos humanos, tendo se
estabelecido pelo uso e pela domesticação da terra, enquanto esta seria a ár-
vore, a pedra, a grama, a água, os animais se apresentando tais como são:
“este surgir e desabrochar em-si e no todo, os gregos denominaram, há mui-
to tempo, a physis” (Heidegger, 2010, p. 104). Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Disponível em: http://seer.ufrgs.br/presenca 7 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Em suma, Gumbrecht retoma os conceitos de Heidegger porque
supostamente lhe oferecem o arcabouço conceitual contra a visão de mundo
metafísica, entendida, grosso modo, como “algo que se encontra além do me-
ramente físico”18 (Gumbrecht, 2012, p. 63). O fato é que o ser pertence, sim, à dimensão das coisas, na medida em
que as coisas é que permitem o desvelamento da verdade. Porém, isso não
significa que possua “caráter de coisa”: isso seria não levar em conta a dife-
rença ontológica entre ser e ente. Afinal, o ser só se revela enquanto existên- 8 ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E-ISSN 2237-2660 cia, e as coisas não existem, elas simplesmente são, estão dadas – muito em-
bora Heidegger assinale que a verdade deva ser sempre arrancada, em pri-
meiro lugar, dos entes. E substância implica estase, ao passo que o ser en-
quanto ousía, ou anwesen, é presença, vigência, duração. De qualquer forma, a despeito dessas imprecisões, mais adiante, Gum-
brecht (2010, p. 104) faz um reparo: apesar do caráter de coisa, o ser tem
movimento, tornando “impossível pensar no Ser como algo estável”17. Nes-
se sentido, o conceito heideggeriano de ser e o conceito gumbrechtiano de
presença guardam afinidades: ambos só são entendidos fora da rede semân-
tica do mundo, ambos têm movimento, ambos estão num espaço, ambos
são vigência e duração. Ser como presença: anwesen. Assim como Gumbrecht baseia o seu conceito de produção de presen-
ça em sua etimologia, ou seja, a tangibilidade do que está à frente em mo-
vimento permanente, Heidegger (2010, p. 211) vale-se do sentido grego de
thesis como presencializar-se em seu aparecer: “O grego ‘pôr’ se refere a situ-
ar como deixar surgir, por exemplo, uma estátua; refere-se a colocar, deposi-
tar uma oferenda sagrada. Situar e colocar têm o sentido de trazer para aqui
– no desvelado, para diante – na presença, isto quer dizer, deixar-ficar-
presente”. Em suma, Gumbrecht retoma os conceitos de Heidegger porque
supostamente lhe oferecem o arcabouço conceitual contra a visão de mundo
metafísica, entendida, grosso modo, como “algo que se encontra além do me-
ramente físico”18 (Gumbrecht, 2012, p. 63). Assim como Gumbrecht baseia o seu conceito de produção de presen-
ça em sua etimologia, ou seja, a tangibilidade do que está à frente em mo-
vimento permanente, Heidegger (2010, p. 211) vale-se do sentido grego de
thesis como presencializar-se em seu aparecer: “O grego ‘pôr’ se refere a situ-
ar como deixar surgir, por exemplo, uma estátua; refere-se a colocar, deposi-
tar uma oferenda sagrada. Situar e colocar têm o sentido de trazer para aqui – no desvelado, para diante – na presença, isto quer dizer, deixar-ficar-
presente”. Em suma, Gumbrecht retoma os conceitos de Heidegger porque
supostamente lhe oferecem o arcabouço conceitual contra a visão de mundo
metafísica, entendida, grosso modo, como “algo que se encontra além do me-
ramente físico”18 (Gumbrecht, 2012, p. 63). – no desvelado, para diante – na presença, isto quer dizer, deixar-ficar-
presente”. g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev Bras Estud Presença, Porto Alegre, v 13, n 2, e126100, 2023 Disponível em: http://seer.ufrgs.br/presenca tente’ daquilo que tento colocar em questão sob o título de pensamento da
presença”19 (Derrida, 2001a, p. 62). As premissas teóricas de Gumbrecht se
baseiam, portanto, na hermenêutica e na metafísica, justamente o que a sua
teoria visa combater. No capítulo de Produção de presença em que trata de
Heidegger, a fim de relacionar os conceitos de ser e de presença, Gumbrecht
(2010, p. 75) faz uma provocação a Derrida ao citar um trecho de Gramato-
logia no qual o filósofo escreve que a “era do signo”, tratada como sinônimo
de metafísica, talvez nunca venha a ter um fim, embora o seu encerramento
histórico esteja traçado. Gumbrecht (2010, p. 77) prossegue: “Derrida nunca se acanhou em
inventar novos conceitos, mesmo quando a necessidade de fazê-lo não era
muito evidente. Por que estará tão relutante em sugerir um novo conceito
que nos permita ‘acabar’ com a era do signo?”20. Ora, a acusação sobre a
impertinência da criação de conceitos recai em uma crítica do tipo “Sokal
hoax”, que se notabilizou por fazer troça dos jargões pós-estruturalistas. To-
davia, não se trata de defender Derrida de Gumbrecht: não é o objetivo des-
te artigo. O meu propósito é demonstrar, por meio da filosofia derridiana,
em que medida a teoria gumbrechtiana, mediada por Heidegger, reafirma
os mesmos pressupostos contra os quais se coloca. De qualquer forma, a despeito da alegação de que Derrida se acanha
em acabar com a “era do signo”, para Derrida, só é possível desconstruir a
metafísica jogando com seus próprios termos: “é com a ajuda do conceito
de signo que se abala a metafísica da presença”21 (Derrida, 1971, p. 233). Nesse sentido, seria não apenas “mau gosto intelectual”, como presume
Gumbrecht, mas também quase uma contradição performativa. No ensaio
A estrutura, o signo e o jogo no discurso das ciências humanas, Derrida afirma
isso com clareza: [...] não tem nenhum sentido abandonar os conceitos da metafísica para aba-
lar a metafísica; não dispomos de nenhuma linguagem – de nenhuma sinta-
xe e de nenhum léxico – que seja estranho a essa história; não podemos
enunciar nenhuma proposição destruidora que não se tenha já visto obriga-
da a escorregar para a forma, para a lógica e para as postulações implícitas
daquilo mesmo que gostaria de contestar22 (Derrida, 1971, p. 233). Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Derrida e a crítica à metafísica da presença Quando Gumbrecht diz ter mudado de ideia sobre um filósofo cuja
obra era tida como moralmente suspeita e a quem dizia não ser nem um
pouco tributário, não é, a meu ver, propriamente um problema. O proble-
ma reside em retomar um autor cujo método, a hermenêutica (hermenêuti-
ca da facticidade, mais precisamente), era antes deplorado, isso porque a sua
teoria da produção de presença incorre numa espécie de “realismo ingênuo”
e, sobretudo, contribui para a reafirmação do fundamento em que se baseia
o próprio campo hermenêutico: a metafísica. Mais do que isso: como bem demonstrou Derrida, a obra de Heide-
gger é a apoteose da metafísica ocidental: “[...] tenho por vezes o sentimento
de que a problemática heideggeriana é a defesa mais ‘profunda’ e mais ‘po- 9 9 ç
g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Isso porque pretender abalar a metafísica a partir de um “fora” da me-
tafísica significa reivindicar um lugar que a ela seja anterior: um fundamen-
to, uma origem fixa, uma arché, um centro que comanda o “dentro”. Os 10 Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca conceitos substancialistas a que Gumbrecht (2010, p. 77) recorre, como
“presença”, “realidade” e “ser” – em vez de serem, como ele pretende, possi-
bilidades de se referir ao mundo sem ser pelo sentido –, são, na verdade, o
que permite falar em sentido (pois é a origem que dá o sentido). Tais con-
ceitos caracterizam-se como o centro, porque é o princípio primeiro que rege
o jogo de substituição dos conteúdos e dos termos que dele são derivados,
visto que, como afirma Derrida (1971, p. 230), “no centro, é proibida a
permuta ou a transformação dos elementos”23. Essa imobilidade fundadora que constitui o centro não se encontra, no
entanto, no meio do jogo e não é propriamente um centro; antes, está si-
multaneamente dentro e fora, é a origem e o fim, ainda que pense a si mes-
ma como presença plena e fora do jogo. Assim, quando Gumbrecht assume
o conceito de presença ou de realidade anteriores à metafísica, parece esque-
cer que esta se caracteriza justamente como aquilo que arroga a posição de
anterioridade a todas as coisas, determinando-as. Ou seja, a mera suposição
de que há um mundo físico e um mundo não físico e de que aquele precede
este é em si metafísica, porquanto está subentendida na própria noção de
metafísica a existência de algo físico e de algo não físico, assim como a ideia
de presença traz consigo o seu par antitético, a ausência. Só é possível falar em presença porque está previsto tudo aquilo que a
presença não é. Explico: a presença só é presença porque não é ausência,
mas, para determinar o que é a presença, é necessário estabelecer o que a
presença não é. E assim é com todas as oposições binárias: homem e mu-
lher, humano e animal, fala e escrita, verdadeiro e falso, dentro e fora, entre
outras. A metafísica é o que permite esse jogo de diferenças binárias e, acima
de tudo, hierárquicas. Como lembra Derrida (1971, p. 231), “[...] a história
da metafísica, como a história do Ocidente, seria a história dessas metáforas
e dessas metonímias”24: os sucessivos nomes e formas que o centro – o fora
do jogo – recebe no jogo de diferenças. Derrida (1971, p. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev Bras Estud Presença Porto Alegre v 13 n 2 e126100 2023 tos, além do fato de que Derrida lhe dedicou alguns ensaios, bem como o
livro Do espírito, Heidegger e a questão, de 1987. Em entrevista concedida a
Henri Ronse, que integra o volume de Posições, publicado pela primeira vez
em 1972, Derrida assume-se tributário do filósofo alemão, tendo em vista
as proximidades entre a destruktion heideggeriana e o seu projeto descons-
trucionista: tos, além do fato de que Derrida lhe dedicou alguns ensaios, bem como o
livro Do espírito, Heidegger e a questão, de 1987. Em entrevista concedida a
Henri Ronse, que integra o volume de Posições, publicado pela primeira vez
em 1972, Derrida assume-se tributário do filósofo alemão, tendo em vista
as proximidades entre a destruktion heideggeriana e o seu projeto descons-
trucionista: Nada do que eu tento fazer seria possível sem a abertura das questões heide-
ggerianas. E, antes de tudo, pois aqui nós devemos dizer as coisas muito ra-
pidamente, sem atenção àquilo que Heidegger chama de diferença entre o
ser e o ente, a diferença ôntico-ontológica tal qual ela permanece, de uma
certa maneira, impensada pela filosofia. Mas, apesar dessa dívida para com o
pensamento heideggeriano ou, melhor, em razão dessa dívida, tento reco-
nhecer no texto heideggeriano – que, como qualquer outro, não é homogê-
neo, contínuo, igual, em cada uma de suas partes, à força global e a todas as
consequências de suas questões – sinais de pertencimento à metafísica ou
àquilo que ele chama de ‘onto-teologia’26 (Derrida, 2001a, p. 16). Nada do que eu tento fazer seria possível sem a abertura das questões heide-
ggerianas. E, antes de tudo, pois aqui nós devemos dizer as coisas muito ra-
pidamente, sem atenção àquilo que Heidegger chama de diferença entre o
ser e o ente, a diferença ôntico-ontológica tal qual ela permanece, de uma
certa maneira, impensada pela filosofia. Mas, apesar dessa dívida para com o
pensamento heideggeriano ou, melhor, em razão dessa dívida, tento reco-
nhecer no texto heideggeriano – que, como qualquer outro, não é homogê-
neo, contínuo, igual, em cada uma de suas partes, à força global e a todas as
consequências de suas questões – sinais de pertencimento à metafísica ou
àquilo que ele chama de ‘onto-teologia’26 (Derrida, 2001a, p. 16). 231) prossegue: Poder-se-ia mostrar que todos os nomes do fundamento, do princípio, ou
do centro, sempre designaram a invariante de uma presença (eidos, arquê, te-
los, energeia, ousia (essência, existência, substância, sujeito) aletheia, trans-
cendentalidade, consciência, Deus, homem etc.)25. Poder-se-ia mostrar que todos os nomes do fundamento, do princípio, ou
do centro, sempre designaram a invariante de uma presença (eidos, arquê, te-
los, energeia, ousia (essência, existência, substância, sujeito) aletheia, trans-
cendentalidade, consciência, Deus, homem etc.)25. Cumpre observar que Derrida se refere a alguns conceitos constantes
na filosofia de Heidegger: “ser como presença”, ousía e aletheia. A menção
não é gratuita, uma vez que Heidegger é uma figura frequente em seus tex- 11 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E-ISSN 2237-2660 sua gramatologia. Como assinala Derrida no ensaio A diferença, ao comen-
tar o referido trecho de O dito de Anaximandro, para Heidegger, a metafísica
esqueceu-se que tinha esquecido da diferença entre ser e ente, apagando o
próprio rastro da diferença. Assim, “[...] se admitimos que a diferança [diffé-
rance] (é) (ela mesma) diversa da ausência e da presença, se ela é rastro, seria
necessário falar aqui, tratando-se do esquecimento da diferença (entre o ser e
o ente), de uma desaparição do rastro do rastro”30 (Derrida, 1991, p. 57-
58). Mas o rastro, importa frisar, não possui um próprio, uma propriedade,
uma quididade; – do rastro, não se pergunta o que é; – a contrario, o ser, pa-
ra Heidegger, por mais que seja uma vigência/presença (anwesenheit), e não
uma substância, ainda possuiria algo que permita compreendê-lo enquanto
tal, na medida em que seria necessário diferenciá-lo do ente, isto é, o ser não
é o ente. Em Gramatologia, Derrida (2013, p. 25) afirma que: A palavra ‘ser’ ou, em todo caso, as palavras que designam nas diferentes lín-
guas o sentido do ser, seria com algumas outras, uma ‘palavra originária’
(Urwort), a palavra transcendental que assegura a possibilidade do ser-
palavra a todas as outras palavras. Seria pré-compreendida em toda lingua-
gem enquanto tal e – esta é a abertura de Sein und Zeit – apenas esta pré-
compreensão permitiria abrir a questão do sentido do ser em geral, para
além de todas as ontologias regionais e de toda a metafísica: questão que en-
ceta a filosofia [...] e se deixa recobrir por ela, questão que Heidegger repete
ao lhe submeter a história da metafísica. Não há dúvida de que o sentido do
ser não é a palavra ‘ser’ nem o conceito de ser – Heidegger lembra-o sem
cessar. Mas, como este sentido não é nada fora da linguagem e da linguagem
de palavras, liga-se, senão a tal ou qual palavra, a tal ou qual sistema de lín-
guas (concesso non doto), pelo menos à possibilidade da palavra em geral31
(Derrida, 2013, p. 25). Trata-se, portanto, não apenas de uma pré-compreensão ontológica,
como o quer Heidegger, mas também de uma compreensão prévia do que
seja o ser na linguagem, isto é, no sistema que permite enunciá-lo e formulá-
lo enquanto questão: “[...] a questão do ser se une indissoluvelmente, sem
lhe reduzir, à pré-compreensão da palavra ser”32 (Derrida, 2013, p. 26). Esses sinais de pertencimento à metafísica podem ser notados tanto
nas oposições binárias que operam no texto heideggeriano – ser e ente, au-
têntico e inautêntico, verdade como adequação e verdade como desvela-
mento, essência e vigência, entre outras – quanto na profunda hierarquiza-
ção que subjaz no fato de que o esclarecimento do sentido do ser seria não
apenas o propósito mais autêntico da ontologia, mas também a questão que
deveria ser primeiramente respondida. Quando Derrida diz que nada do que faz seria possível sem a abertura
das questões heideggerianas, sobretudo da diferença ontológica, é importan-
te lembrar que, em O dito de Anaximandro, após retomar um dos principais
motivos de Ser e tempo, a saber, o de que o esquecimento do ser é o esqueci-
mento da diferença entre ser e ente, Heidegger (2002, p. 430) afirma que
“[...] a diferença desaparece. Permanece esquecida. Só as coisas que são dife-
renciadas, o que está presente e o estar-presente, é que se desvelam – mas
não enquanto coisas diferenciadas. Em vez disso, também o vestígio inicial
da diferença é apagado”27. Mais adiante: “[...] a clareira da diferença não
pode, por isso, significar também que a diferença apareça como diferença”28
(Heidegger, 2002, p. 431). É precisamente ao negar que a diferença apareça enquanto diferença
que Heidegger apresenta sinais de pertença à metafísica; e é ao tratar a dife-
rença como diferença, ou seja, como différance29, que Derrida desenvolve 12 ç
g
Disponível em: http://seer.ufrgs.br/presenca Q
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev Bras Estud Presença Porto Alegre v 13 n 2 e126100 2023 E-ISSN 2237-2660 entre a ‘voz do ser’ e a phoné, entre o ‘apelo do ser’ e o som articulado; uma
tal ruptura que, ao mesmo tempo confirma uma metáfora fundamental e
lança a suspeição sobre ela ao acusar a defasagem metafórica, traduz bem a
ambiguidade heideggeriana com respeito à metafísica da presença e ao logo-
fonocentrismo. Ela ao mesmo tempo compreendida nestes e os transgride33
(Derrida, 2013, p. 27). Não se trata, no entanto, de dizer que Heidegger clama por um signi-
ficado original que se acople ao significante “ser”, quer dizer, um significado
puramente imaterial/transcendental. Isso seria de uma incompreensão infi-
nita face a uma filosofia extremamente sofisticada, pois o sentido do ser
nunca é apenas um significado: “o ser escapa ao movimento do signo”34
(Derrida, 2013, p. 27). O gesto metafísico de Heidegger consiste, mais que na busca pelo no-
me único35, na determinação do sentido do ser como presença. O fato é que
há algo ainda mais originário que o ser – a despeito de não ser uma origem,
um fundamento, e resistir à pergunta “o que é?”: a différance. De acordo
com Derrida (1991, p. 56), “uma vez que o ser jamais teve ‘sentido’, jamais
foi pensado ou dito senão dissimulando-se no ente, a diferança [différance],
de uma certa e muito estranha maneira, (é) mais ‘velha’ do que a diferença
ontológica ou que a verdade do ser. É a essa idade que se pode chamar jogo
do rastro”36. O fato é que o rastro nunca se apresenta como tal, não possui um “pró-
prio”, ele “[...] apaga-se apresentando-se, silencia-se ressoando, como o a es-
crevendo-se, inscrevendo a sua pirâmide na diferança [différance]”37 (Derrida,
1991, p. 57); ele “[...] não é mais ideal que real, não mais inteligível que sen-
sível, não mais uma significação transparente que uma energia opaca e ne-
nhum conceito da metafísica pode descrevê-lo”38 (Derrida, 2013, p. 80). Em
suma, “[...] o rastro é verdadeiramente a origem absoluta do sentido em geral. O
que vem afirmar mais uma vez que não há origem absoluta do sentido em ge-
ral”39 (Derrida, 2013, p. 79-80). Assim, quando Heidegger impõe como tarefa à sua ontologia funda-
mental a questão sobre o ser originário, está, na verdade, perseguindo o ras-
tro da diferença entre ser e ente, e não o ser. E-ISSN 2237-2660 Com efeito, é o sentido originário da palavra ser que Heidegger intenta res-
gatar do esquecimento por meio do desvelamento, a aletheia: É assim que, depois de evocar a ‘voz do ser’, Heidegger lembra que ela é si-
lenciosa, muda, insonora, sem palavra, originariamente á-fona (die Gewähr
der lautlosen Stimme verboneger Quellen. . .). Não se ouve a voz das fontes. Ruptura entre o sentido originário do ser e a palavra, entre o sentido e a voz, É assim que, depois de evocar a ‘voz do ser’, Heidegger lembra que ela é si-
lenciosa, muda, insonora, sem palavra, originariamente á-fona (die Gewähr
der lautlosen Stimme verboneger Quellen. . .). Não se ouve a voz das fontes. Ruptura entre o sentido originário do ser e a palavra, entre o sentido e a voz, 13 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Mais ‘velha’ que o próprio ser, uma tal diferança [différance] não tem ne-
nhum nome na nossa língua. Mas ‘sabemos já’ que se ela é inominável, não
é por provisão, porque a nossa língua não encontrou ainda ou não recebeu
este nome, ou porque seria necessário procurá-lo numa outra língua, fora do
sistema finito da nossa. É porque não há nome para isso, nem mesmo o de
essência ou de ser, nem mesmo o de ‘diferança’ [différance], que não é um
nome, que não é uma unidade nominal pura e se desloca sem cessar numa
cadeia de substituições diferantes40 (Derrida, 1991, p. 61-62). Se a différance é o próprio jogo que cria as estruturas a que chamamos
nomes, sendo o efeito nominal (não se pode falar de nome ou de conceito
neste caso) da différance também trazido para dentro do jogo, as palavras
“ser”, “essência” e “origem” acabam por se tornar apenas efeitos da différan-
ce. Assim, a différance nem mesmo é um nome, “nome único, nem que seja
o nome do ser”41 (Derrida, 1991, p. 62). Ou seja, embora Heidegger olhe
para o rastro da différance e lhe nomeie ser, o jogo da différance não pode ser
nomeado: “[...] o que se escreve diferença [différance] será, portanto, o mo-
vimento de jogo que ‘produz’, por meio do que não é simplesmente uma
atividade, estas diferenças, estes efeitos de diferença”42 (Derrida, 1991, p. 43). Observa-se que Derrida não fala de efeitos de presença, mas sim de
efeitos de diferença; isso porque o verbo diferir tem dois sentidos: de adiar e
de discernir. Tendo em vista que o quasi-conceito de différance inscreve-se
numa economia da escritura, Derrida utiliza-o na desconstrução do signo e
da metafísica da presença. Correntemente, o signo é aquilo que atua vicari-
amente, isto é, no lugar da “coisa”, do referente, representando-o em sua
ausência: “o signo seria então a presença diferida”43 (Derrida, 1991, p. 40). O signo, portanto, assumiria um caráter provisório e suplementar em rela-
ção a essa presença original, estabelecendo uma mediação. E, se o rastro não possui um
“próprio”, é o que se apaga ao mostrar-se, não é inteligível nem sensível, is-
so significa que não pode ser nomeado: o rastro não tem nome próprio
(uma identidade, um próprio). Diz Derrida (1991, p. 61-62): 14 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença différance é o movimento no qual o significado é sempre adiado, nunca pre-
sente: A diferança [différance] é o que faz com que o movimento da significação
não seja possível a não ser que cada elemento dito ‘presente’, que aparece
sobre a cena da presença, se relacione com outra coisa que não ele mesmo,
guardando em si a marca do elemento passado e deixando-se já moldar pela
marca da sua relação com o elemento futuro, relacionando-se o rastro menos
com aquilo a que se chama presente do que àquilo a que se chama passado e
constituindo aquilo a que chamamos presente por intermédio dessa relação
mesma com o que não é ele próprio: absolutamente não ele próprio, ou seja,
nem mesmo um passado ou um futuro como presentes modificados44 (Der-
rida, 1991, p. 45). A diferança [différance] é o que faz com que o movimento da significação
não seja possível a não ser que cada elemento dito ‘presente’, que aparece
sobre a cena da presença, se relacione com outra coisa que não ele mesmo,
guardando em si a marca do elemento passado e deixando-se já moldar pela
marca da sua relação com o elemento futuro, relacionando-se o rastro menos
com aquilo a que se chama presente do que àquilo a que se chama passado e
constituindo aquilo a que chamamos presente por intermédio dessa relação
mesma com o que não é ele próprio: absolutamente não ele próprio, ou seja,
nem mesmo um passado ou um futuro como presentes modificados44 (Der-
rida, 1991, p. 45). Isso significa que a différance, ao mesmo tempo que adia o significado,
produz diferença entre os outros signos. Não faz mais sentido em falar de
signo, já que o signo, na definição agostiniana retomada por Barthes (2007)
em Elementos de semiologia, estabelece uma relatio entre dois relata, quais se-
jam, o significante e o significado – já que o signo foi sempre compreendido
como signo-de: ligando um significante a um significado. Mas, retirado o
significado, o campo e o jogo da significação são ampliados indefinidamen-
te (Derrida, 1971). Na gramatologia derridiana, “[...] o significante significa de início um
significante, e não a coisa mesma nem um significado diretamente apresen-
tado”45 (Derrida, 2013, p. 289). Ou melhor, um significante remete sempre
a outro significante; o rastro remete a outro rastro. Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença g
Disponível em: http://seer.ufrgs.br/presenca Todavia, remetendo a Saussure e às noções de arbitrariedade do signo
e de valor diferencial, que são solidárias, Derrida retira as seguintes implica-
ções: uma vez que o significado de um signo é sempre arbitrário – ou seja,
não há uma relação natural entre significante e significado –, além de nunca
presente em si mesmo, dependendo das relações com os outros significados,
a materialidade importa menos do que aquilo que está no seu entorno. Se
para Saussure é o jogo de diferenças que produz significados, para Derrida a Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. 15 E-ISSN 2237-2660
différance é o movimento no qual o significado é sempre adiado, nunca pre-
sente: Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev Bras Estud Presença Porto Alegre v 13 n 2 e126100 2023 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E-ISSN 2237-2660 de se referir às coisas do mundo, como se o texto estivesse preso numa clau-
sura que o isola do mundo exterior, ele parece ignorar a “exterioridade do
significante”. A não ser que Gumbrecht entendesse a exterioridade do signi-
ficante em oposição a uma suposta internalidade do significado, levando em
conta apenas o princípio da arbitrariedade do signo. Decorre daí que, em
função de sua crítica à hermenêutica, a qual consistiria em procurar o signi-
ficado imaterial em detrimento da superfície material, Gumbrecht promove
simplesmente uma inversão, ou seja, dá primazia ao aspecto material; po-
rém, a metafísica, segundo Derrida, opera justamente nas oposições biná-
rias. Em todo caso, quando Derrida fala sobre a exterioridade do significan-
te, está dizendo que a exterioridade é a conditio sine qua non da escritura,
pois “[...] não há signo linguístico antes da escritura. Sem esta exterioridade,
a própria ideia de signo arruína-se”47 (Derrida, 2013, p. 17). Isso não signi-
fica, no entanto, o predomínio do “fora” sobre o “dentro”, ou seja, do su-
porte material sobre o sistema interno da língua; na verdade, o movimento
de inscrição no suporte traz consigo simultaneamente o jogo da différance. Afinal, se a différance mobiliza no elemento dito presente todas as coisas que
não ele mesmo, trazendo o rastro do passado e o do futuro, tal jogo se refere
também à imanência da inscrição. Ou melhor: quando escrevo determinado
texto, cada traço material (letra, espaçamento, sílabas, palavras etc.) com-
porta, em sua “presença”, todos os outros elementos não presentes no mo-
mento mesmo da escrita. De acordo com Derrida (2013, p. 56), “[...] antes mesmo de ser ligado
à incisão, à gravura, ao desenho ou à letra, a um significante remetendo, em
geral, a um significante por ele significado, o conceito de grafia implica,
como a possibilidade comum a todos os sistemas de significação, a instância
do rastro instituído”48. A instituição do rastro diz respeito à imprensão [em-
preinte] na passagem para a forma; por isso, Derrida (2013, p. 77) diz que a
différance é a formação da forma: “mas ela é, por outro lado, o ser impresso
da imprensão”49. O termo imprensão guarda o sentido de inscrição como
corte, traçado, incisão sobre uma superfície. Em outras palavras: ten-
do em vista que não há mais um significado estável e fixo – o centro, a pre-
sença plena –, o signo que ocuparia o lugar do centro, que supriria a sua au-
sência, é substituído por outro signo, outro suplemento. De qualquer for-
ma, a presença (o significado, a coisa representada etc.) nunca esteve presen-
te no texto: ela é tão somente o rastro de outro rastro. É considerando a noção de rastro que devemos entender a célebre fra-
se, tantas vezes incompreendida, de que “[n]ão há fora-de-texto [Il n’y a pas
de hors-texte]”46 (Derrida, 2013, p. 194). O texto não se refere a nada que
não a ele próprio, ele não avança em direção ao referente ou a um significa-
do transcendental. Assim, quando Gumbrecht ironiza o desconstrucionismo, tachando-o
de “existencialismo linguístico” que lamenta a incapacidade da linguagem 16 ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca ás, os brancos de Mallarmé têm afinidade com a noção de espaçamento de
Derrida, pois o espaçamento se refere à pausa, ao branco, à pontuação etc. No domínio do logocentrismo, a omissão da exterioridade do significante
foi desde sempre a omissão do espaçamento, da imprensão, do rastro en-
quanto rastro. Derrida (2013, p. 79) prossegue: [...] é na zona específica desta imprensão e deste rastro, na temporalidade de
um vivido que não é nem no mundo nem num ‘outro mundo’, que não é
mais sonoro que luminoso, não mais no tempo que no espaço, que as dife-
renças aparecem entre os elementos ou, melhor, produzem-nos, fazem-nos
surgir como tais e constituem textos, cadeias e sistemas de rastros. Estas ca-
deias e estes sistemas podem-se desenhar somente no tecido deste rastro ou
imprensão50. O rastro, portanto, não está no mundo, nem em outro mundo; não es-
tá dentro da língua, nem fora dela, não é material, nem imaterial – numa
dupla exclusão –; por outro lado, está simultaneamente no mundo e no ou-
tro mundo, na língua e fora dela, sendo material e imaterial – numa dupla
participação. Depreende-se disso que, assim como não há um fora-de-texto,
não há também um dentro-de-texto, pois o movimento da inscrição é o
mesmo que produz as diferenças que possibilitam a significação. Isso não
significa que haja uma presença irredutível do inscrito, na materialidade do
suporte, pois o grafema nunca possui um próprio, uma identidade estável; é
a alteridade – aquilo que ele não é – que permite pensá-lo enquanto tal. E
essa alteridade exclui a presença plena, chamemo-la de “coisas do mundo”
ou de real – até porque o real é apenas um “efeito” da différance, é rastro de
outro rastro. Para Derrida (2013, p. 194-195), “[...] nunca houve senão a
escritura; nunca houve senão suplementos, significações substitutivas que só
puderam surgir numa cadeia de remessas diferenciais, o ‘real’ só sobrevindo,
só acrescentando-se ao adquirir sentido a partir de um rastro e de um apelo
de suplemento etc.”51 A radicalidade da afirmação de que não há fora-de-texto gera mal-
entendidos do tipo: “a dor não é um texto, eu a sinto efetivamente” ou “o
real é irredutível ao texto”. A título de ilustração, basta pensarmos no poema Un coup de dés
(1897), de Stéphane Mallarmé, porquanto a disposição gráfica das palavras
sobre o papel – além da importância dada aos brancos da página – é que di-
ta a leitura, ou seja, há uma indiscernibilidade entre o suporte e o texto. Ali- 17 ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev Bras Estud Presença, Porto Alegre, v 13, n 2, e126100, 2023 ç
g
Disponível em: http://seer.ufrgs.br/presenca E-ISSN 2237-2660 E ISSN 2237 2660
(Derrida, 2004, p. 341); 3) a noção de “real” comporta consigo seu par an-
titético, quer seja “irreal”, quer seja “ideal”, ou correlatos – ou seja, o real es-
taria no domínio da metafísica, pois a estrutura oposicional é, por si só, me-
tafísica. Em entrevista a Jean-Louis Houdebine e Guy Scarpetta, de 1971, que
integra o volume de Posições, Derrida (2001, p. 72) afirma que “[...] o signi-
ficante ‘matéria’ não me parece problemático a não ser no momento em que
sua reinscrição não evite que se faça dele um novo princípio fundamental,
no momento em que, por uma regressão teórica, ele é reconstituído em
‘significado transcendental’”53. Apesar de ele falar de matéria, poderíamos
substitui-la por coisa, realidade, real, presença sensível, referente etc.: o ma-
terialismo vulgar promove tão somente uma inversão dos termos metafísicos
e os refunda sob nova roupagem. Derrida prossegue: O significado transcendental não é tão-somente o recurso do idealismo no
sentido estrito. Ele pode sempre acabar por reafirmar um materialismo me-
tafísico. Ele se torna, pois, um referente último, de acordo com a lógica clás-
sica implicada por esse valor de referente, ou uma ‘realidade objetiva’ abso-
lutamente ‘anterior’ a todo trabalho da marca, um conteúdo semântico ou
uma forma de presença que garanta, a partir de seu exterior, o movimento
do texto geral54 (Derrida, 2001, p. 72). Ora, o conceito de presença da teoria gumbrechtiana não seria apenas
esse momento de inversão da metafísica, isto é, um “materialismo metafísi-
co”? Quando Gumbrecht (2010, p. 13-14) fala que a presença não deve ser
entendida no sentido temporal, mas sim no espacial, no mundo das coisas e
dos objetos, tangível pelas mãos humanas, devendo as “coisas do mundo”
ser compreendidas como “uma referência ao desejo dessa imediatez”, não
estaria reelaborando a metafísica da presença? A proeminência dada ao su-
porte nas “materialidades da comunicação”, em detrimento do sentido (tido
como transcendental), não é afim à ideia de que é possível compreen-
der/descrever as “coisas mesmas”, a “realidade” etc.? Há, nesse tipo de discussão, ao menos três pro-
blemas que não são levados em conta: 1) dor e real são palavras como
quaisquer outras: é a linguagem que permite formulá-las; 2) o rastro, como
demonstrei longamente, não é pura textualidade; ele só se dá no momento
da inscrição: “não há de um lado a linguagem e de outro a realidade”52 18 E-ISSN 2237-2660
(Derrida, 2004, p. 341); 3) a noção de “real” comporta consigo seu par an-
titético, quer seja “irreal”, quer seja “ideal”, ou correlatos – ou seja, o real es-
taria no domínio da metafísica, pois a estrutura oposicional é, por si só, me-
tafísica. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. experiência e permanece na experiência”55 (Husserl, 2006, p. 33). Ou seja,
na atitude natural, há a crença sem questionamento de que as coisas e o
mundo são tais como se nos apresentam, revelando-se aos nossos cinco sen-
tidos. Embora recorra ao ser como presença (anwesenheit) de Heidegger, o
conceito de presença de Gumbrecht guarda mais afinidades com a atitude
natural do que com a filosofia heideggeriana; afinal, para o filósofo, o ser
não é aquilo que está simplesmente dado em sua tangibilidade imediata. Enquanto Gumbrecht (2010, p. 14) destaca o aspecto espacial da presença,
afirmando que “[...] uma coisa ‘presente’ deve ser tangível por mãos huma-
nas – o que implica, inversamente, que pode ter impacto imediato em cor-
pos humanos”56, Heidegger (2012, p. 64) diz: “[...] o ente é entendido em
seu ser como ‘vigência’, isto é, a partir de determinado modo do tempo, do
atualmente presente”. Assim, em vez da vigência/presença, esse caráter de “tangível por mãos
humanas” assemelha-se, senão àquilo que está “diante das mãos” (vorhan-
den), ao menos aos instrumentos, à “manualidade” (zuhandenheit), que é
quando os entes estão em uso. Como assinala Michael Inwood (2002, p. 113), “[...] vorhandenheit não é o modo primário de ser. O próprio Dasein
não é vorhanden, nem o são os artigos de uso ou ‘instrumentos’”57. Contu-
do, se admitíssemos com Gumbrecht que o ser como presença pode ser to-
mado como a mera tangibilidade do que está à frente, não poderíamos con-
tornar o fato de que ainda assim essa presença plena é inacessível. Tudo
quanto existe são significantes de significantes, suplementos de suplemen-
tos, rastros de rastros, mediação de mediação, véus sob véus, pois a presença
é apenas a representação da representação. A despeito da crítica de Derrida à fenomenologia husserliana em A voz
e o fenômeno, publicado pela primeira vez em 1967, não se pode negar que a
fenomenologia já havia também contestado a suposta objetividade dos mé-
todos das ciências empíricas, na medida em que estas assumiriam uma “ati-
tude natural”, que se fia na crença de que a experiência é capaz de dar conta
da totalidade das coisas do mundo: “o conhecimento natural começa pela 19 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E-ISSN 2237-2660 vel pela linguagem, ou seja, a única verdade a que temos acesso é a da pró-
pria linguagem, sendo injustificada a transposição de uma coisa para esta,
como o fazem a lógica e as ciências empíricas. Nietzsche (2007, p. 36) afirma que a verdade nada mais é que “exérci-
to de metáforas” e que “[...] a ‘coisa em si’ (ela seria precisamente a pura
verdade sem quaisquer consequências) também é, para o criador da lingua-
gem, algo totalmente inapreensível e pelo qual nem de longe vale a pena es-
forçar-se” (2007, p. 31). Não haveria uma correlação originária entre a me-
táfora e coisa representada: mais do que isso, é um erro acreditar que as coi-
sas se apresentam a nossa percepção tal como elas são, que temos diante de
nós objetos puros, pois as coisas se dissimulam em sua aparência: “[...] vi-
vemos somente através de ilusões, sendo que nossa consciência dedilha a su-
perfície. Há muita coisa que se esconde diante de nosso olhar” (Nietzsche,
2007, p. 52). O fato é que percebemos somente os efeitos, ainda que não
haja uma causa. Não há presença imediata (da coisa, do real etc.), mas apenas relações,
mediações: “as propriedades contêm apenas relações” (Nietzsche, 2007, p. 89). Isso significa que os termos que compõem as relações são tão somente
relações que se referem a outras relações, não havendo um próprio, um nome
único, uma presença. É nesse sentido que devemos compreender o célebre
fragmento nietzschiano de A vontade de poder: “[...] contra o positivismo, que
fica no fenômeno ‘só há fatos’, eu diria: não, justamente não há fatos, só in-
terpretações [Interpretationen]. Não podemos verificar nenhum fato ‘em si’:
talvez seja absurdo querer uma tal coisa” (Nietzsche, 2008, p. 260). É a partir dos pressupostos nietzschianos que, no ensaio “Presença na
linguagem ou presença contra a linguagem”, Gumbrecht promove o seu
“retorno às coisas mesmas”. Ele começa por estabelecer uma oposição entre
linguagem e presença, uma vez que a linguagem estaria associada a algo que
demanda uma interpretação, a uma atribuição de significados circunscritos
às palavras. Ou seja, a linguagem exigiria que se fosse além das palavras ins-
critas num suporte material, ultrapassando a superfície física em busca de
um significado profundo. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Linguagem e realidade Num texto de 1873 publicado apenas postumamente sob o título So-
bre verdade e mentira no sentido extra-moral, Friedrich Nietzsche esboça uma
filosofia da linguagem que antecipa muitas das preocupações do chamado
pós-estruturalismo (ou filosofia da diferença) e, sobretudo, do desconstruci-
onismo derridiano. Contudo, enquanto para Derrida o que chamamos “rea-
lidade” seria apenas um jogo de rastros, para Nietzsche as metáforas estão
postas de um lado, e a “realidade” de outro. Mas tal realidade é inapreensí- 20 Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca Disponível em: http://seer.ufrgs.br/presenca SS
3
660
é identificar de que maneira a presença se insinua no sentido, ou melhor, na
linguagem – por isso, a fim de demarcar sua posição teórica, dispara contra
o desconstrucionismo derridiano: “[...] encontrei pouco consolo naquilo
que gosto de caracterizar como o “existencialismo linguístico” da descons-
trução, isto é, os constantes lamento e melancolia (em suas infinitas varia-
ções) pela suposta incapacidade da linguagem de se referir aos objetos do
mundo”58 (Gumbrecht, 2012, p. 63). Colocando-se contra o paradigma
hermenêutico que não cessa de produzir sentido, a despeito da referenciali-
dade das coisas do mundo, Gumbrecht parte da premissa de que a presença
seria antitética à representação; logo, importa a ele o modo como a presença
se insinua na linguagem: isto é, a linguagem fora da representação. Para tan-
to, propõe seis tipos de amálgama entre linguagem e presença: 1) a lingua-
gem falada é, sobretudo, uma realidade física; 2) a linguagem diz respeito às
práticas fundamentais da filologia, sobretudo na função original de curado-
ria de textos (desejo de literalmente incorporar textos); 3) qualquer tipo de
linguagem é capaz de causar uma experiência estética; 4) a relação entre ex-
periência mística e a linguagem do misticismo: “[...] a linguagem mística
produz o efeito paradoxal de estimular imaginações que parecem tornar
palpável”59 a presença do divino, do sobrenatural (Gumbrecht, 2012, p. 69); 5) a abertura da linguagem ao mundo dos objetos: em vez do paradig-
ma da representação, entra em causa a atitude dêitica que usa a linguagem
para apontar os objetos, não visando representá-los; 6) a literatura pode ser
o lugar da epifania: “[...] na terminologia teológica, o conceito de epifania
refere-se à aparição de um objeto, de um objeto que requer espaço, um ob-
jeto que está ausente ou presente”60 (Gumbrecht, 2012, p. 70). Em suma,
para Gumbrecht, esses tipos de amálgama diferem do paradigma hermenêu-
tico da expressão – de um significado espiritual – e instalam a compreensão
da linguagem como “morada do ser” ou da presença, porquanto a lingua-
gem teria o mesmo status ontológico dos objetos a que remetem. Contrariamente, a hipótese que defendo é que, devido ao fato de partir
da noção de que existe uma presença originária, visto que se baseia em Hei-
degger, Gumbrecht desconsidera o jogo da différance e reafirma pressupostos
metafísicos. Desse modo, linguagem, interpretação e metafísica seriam postas no
campo das modernas culturas de sentido, enquanto coisa, ser e matéria in-
tegrariam, opostamente, o campo das culturas de presença. A sua pretensão 21 ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023.
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença E-ISSN 2237-2660 creve e do qual eflui o sentido. Assim é que, dado que a presença surge como
antitética à linguagem, os amálgamas que ele sugere entre presença e lingua-
gem são de antemão uma impossibilidade, são incomunicáveis. Ora, os três primeiros tipos de amálgama, a despeito de sugerirem uma
materialidade pura, uma presença plena aquém do sentido, só podem ser ex-
plicados em virtude daquilo que o sentido não é, ou seja, a presença acaba
por ser mediada e adiada. Não há realidade física ou experiência estética para
além da dobradiça (brisure) entre fora e dentro da linguagem. Mais: ainda
que houvesse, seria inapreensível, pois a linguagem é a única realidade que
nos é dada a conhecer. Já os outros quatro tipos de amálgama realizam perfei-
tamente a metafísica da presença, na medida em que a linguagem seria aquilo
que torna presente um referente ausente, ou melhor, o signo substitui vicari-
amente a própria coisa – visto que estariam de lados opostos. Contudo, vale
recordar, a linguagem refere-se apenas a si mesma, não a algo fora dela. É jus-
tamente esse anseio de que o texto transcenda o próprio texto em direção a
um significado ou a um referente anteriores a ele que constitui o gesto meta-
fisico e, consequentemente, hermenêutico. É por tentar promover uma mera
inversão do campo hermenêutico que Gumbrecht o restaura. Não se trata de
retratar Derrida perante a acusação de textualismo, mas sim de apontar de
que maneira a teoria de Gumbrecht, a despeito de se pretender não-
metafísica ou não-hermenêutica, termina por ratificar a metafísica da presen-
ça. Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Isso porque já no início afirma: “[...] aquilo que não é linguagem
[...] será algo que vim a chamar de ‘presença’”61 (Gumbrecht, 2012, p. 61);
com isso, ele corrobora a oposição binária entre algo puramente espiritual de
um lado e algo “real” de outro, a saber, o suporte no qual a linguagem se ins- 22 ç
g
Disponível em: http://seer.ufrgs.br/presenca ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E ISSN 2237 2660
the possibility of referring to the world other than by meaning has become
synonymous with the utmost degree of philosophical naïveté” (Gumbrecht,
2004, p. 53). E ISSN 2237 2660
the possibility of referring to the world other than by meaning has become
synonymous with the utmost degree of philosophical naïveté” (Gumbrecht,
2004, p. 53). 5 No final da década de 1980, enquanto desenvolvia suas pesquisas sobre as mate-
rialidades da comunicação, que culminaram na publicação de Materialities of
Communication, Gumbrecht procurava aliados teóricos para defender suas posi-
ções: “But we also wanted to see an intellectual ally in Jacques Derrida, who at
the beginning of his philosophical trajectory (a good twenty years before our col-
loquium) had argued that the systematic bracketing of the ‘exteriority of the sig-
nifier’ was one key reason for the devastating dominance, as we were quick to
believe, of ‘logo-phonocentrism’ in Western culture” (Gumbrecht, 2004, p. 9). 6 No original em inglês: “[…] deconstruction has thus to a large extent relied on
soft terror to shore up the existing order in the humanities” (Gumbrecht,
2004, p. 54). 6 No original em inglês: “[…] deconstruction has thus to a large extent relied on
soft terror to shore up the existing order in the humanities” (Gumbrecht,
2004, p. 54). 7 No original em inglês: “[…] this is why Being and Time presents the Cartesian
grounding of human existence on thought (and on thought alone) and the
subsequent dissociations between human existence and space and between
human existence and substance as the original sins of modern philosophy”
(Gumbrecht, 2004, p. 66). 7 No original em inglês: “[…] this is why Being and Time presents the Cartesian
grounding of human existence on thought (and on thought alone) and the
subsequent dissociations between human existence and space and between
human existence and substance as the original sins of modern philosophy”
(Gumbrecht, 2004, p. 66). 8 No artigo Hans Ulrich Gumbrecht leitor de Martin Heidegger: concepção de pro-
dução de presença, Wellington Amâncio da Silva (2017, p. 513) afirma que, em
Produção de presença, Gumbrecht faz convergir os conceitos de Dasein e pre-
sença. Todavia, na edição norte-americana, Production of presence, de 2004,
Gumbrecht (2004, p. 71) opta por manter o conceito heideggeriano no origi-
nal em alemão: “[...] the role of Dasein (Heidegger’s word for human existen-
ce) in the happening of truth”. Notas 1 No original em inglês: “Perhaps Heidegger’s entire contribution to Western
philosophy can be read as originating in a reaction to the emotional, intelectu-
al, and political environments of 1926” (Gumbrecht, 1997, p. 442). 2 No original em inglês: “This contamination does not tarnish the philosophical
importance of Heidegger's thought […]. Sein und Zeit cannot of course be
identified with Nazi ideology” (Gumbrecht, 1997, p. 443). 3 Nota bene: as citações no corpo do texto foram extraídas da edição brasileira de
Produção de presença, publicado em 2010 pela editora Contraponto, com tra-
dução de Ana Isabel Soares. O original segue em notas de rodapé. 4 No original em inglês: “To use such concepts, however, has long been a symp-
tom of despicably bad intellectual taste in the humanities”. […] “to believe in 4 No original em inglês: “To use such concepts, however, has long been a symp-
tom of despicably bad intellectual taste in the humanities”. […] “to believe in 23 E-ISSN 2237-2660
the possibility of referring to the world other than by meaning has become
synonymous with the utmost degree of philosophical naïveté” (Gumbrecht,
2004, p. 53). Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. ç
g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca E, no mesmo parágrafo: “Dasein is being-in-
the-world” (2004, p. 71). Na clássica tradução norte-americana de Ser e tempo,
Being and Time, de 1962, os tradutores John Mcquarrie e Edward Robinson
optam igualmente por não verter para o inglês o conceito de Dasein, preser-
vando a palavra alemã. De qualquer forma, ao contrário do que assevera Silva
no referido artigo, no trecho em que Gumbrecht estabelece uma aproximação
entre ser e presença, fica claro, no original, que ele diz being e não Dasein:
“Both concepts, Being and presence, imply substance; both are related to spa-
ce; both can be associated with movement” (Gumbrecht, 2004, p. 77). 9 No original em inglês: “[…] belongs to the dimension of things” (Gumbrecht,
2004, p. 68). 24 g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. ç
g
Disponível em: http://seer.ufrgs.br/presenca 21 No original em inglês: “[…] the metaphysics of presence is shaken with the
help of the concept of sign” (Derrida, 2001b, p. 354). 21 No original em inglês: “[…] the metaphysics of presence is shaken with the
help of the concept of sign” (Derrida, 2001b, p. 354). 22 No original em inglês: “There is no sense in doing without the concepts of me-
taphysics in order to shake metaphysics. We have no language – no syntax and
no léxicon – which is foreign to this history; we can pronounce not a single
destructive proposition which has not already had to slip into the form, the lo-
gic, and the implicit postulations of precisely what it seeks to contest” (Derri-
da, 2001b, p. 354). 23 No original em inglês: “At the center, the permutation or the transformation
of elements (which may of course be structures enclosed within a structure) is
forbidden” (Derrida, 2001b, p. 352). 23 No original em inglês: “At the center, the permutation or the transformation
of elements (which may of course be structures enclosed within a structure) is
forbidden” (Derrida, 2001b, p. 352). 24 No original em inglês: “The history of metaphysics, like the history of the West,
is the history of these metaphors and metonymies” (Derrida, 2001b, p. 353). 25 No original em inglês: “It could be shown that all the names related to funda-
mentals, to principles, or to the center have always designated an invariable
presence – eidos, archè, telos, energeia, ousia (essence, existence, substance, sub-
ject) alêtheia, transcendentality, consciousness, God, man, and so forth” (Der-
rida, 2001b, p. 353). 26 No original em francês: “Rien de ce que je tente n'aurait été possible sans l'ou-
verture des questions heideggeriennes. Et d'abord, puisque nous devons dire ici
les choses três vite, sans l'attention à ce que Heidegger appelle la difference en-
tre l'être et l'étant, la différence ontico-ontologique telle qu'elle reste d'une cer-
taine manière impensée par la philosophie. Mais, malgré cette dette à l'égard
de la pensée heideggerienne, ou plutôt en raison de cette dette, je tente de re-
connaître, dans le texte heideggerien qui, pas plus qu'un autre, n'est ho-
mogène, continu, partout égal à la plus grande force et à toutes les conséquen-
ces de ses questions, je tente d'y reconnaître des signes d'appartenance à la mé-
taphysique ou à ce qu'il appelle l'onto-théologie” (Derrida, 1972, p. 18-19). Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. g
Disponível em: http://seer.ufrgs.br/presenca ç
g
Disponível em: http://seer.ufrgs.br/presenca 10 No original em inglês: “If Being has the character of a thing, this means that it
has substance and that, therefore (and unlike anything purely spiritual), it oc-
cupies space” (Gumbrecht, 2004, p. 68). 11 No original em inglês: “[…] occupying space also implies the possibility of
Being unfolding a movement” (Gumbrecht, 2004, p. 68). 12 No original em inglês: “Being, I think, refers to the things of the world before
they become part of a culture (or, using the rhetorical figure of the paradox,
the concept refers to the things of the world before they become part of a
world)” (Gumbrecht, 2004, p. 70). 13 No original em inglês: “Being will only be Being outside the networks of se-
mantics and other cultural distinctions” (Gumbrecht, 2004, p. 70). 14 No original em inglês: “Releasement is indeed the release of oneself from
transcendental re-presentation and so a relinquishing of the willing of a hori-
zon” (Heidegger, 1966, p. 79-80). 15 No original em inglês: “Only the presence of certain things […] opens up the
possibility of other things appearing in their primordial material qualities–and
this effect might be considered as one way (and as a part) of unconcealing their
Being” (Gumbrecht, 2004, p. 74). 16 No original em inglês: “[…] seeing things as part of Being, that is, indepen-
dently of the shapes imposed upon them by historically specific cultures”
(Gumbrecht, 2004, p. 75). 17 No original em inglês: “[…] impossible to think of Being as something stable”
(Gumbrecht, 2004, p. 77). 18 No original em inglês: “[…] something beyond the merely physical” (Gum-
brecht, 2006, p. 130). 19 No original em francês: “[...] j'ai parfois le sentiment que la problématique
heideggerienne est la défense la plus ‘profonde’ et la plus ‘puissante’ de ce que
j'essaie de mettre en question, sous le titre de pensée de la présence” (Derrida,
1972, p. 75). 20 No original em inglês: “Derrida has never been shy about inventing new con-
cepts, even when the need to do so has not been very obvious. Why is he so
hesitant, then, about coming up with some new concept that would allow us
to ‘end’ the age of the sign?” (Gumbrecht, 2004, p. 53). 25 27 No original em inglês: “The distinction collapses. It remains forgotten. Al-
though the two parties to the distinction, what is present and presencing, re-
veal themselves, they do not do so as distinguished. Rather, even the early trace
of the distinction is obliterated” (Heidegger, 1984, p. 50-51). 28 No original em inglês: “Illumination of the distinction therefore cannot mean
that the distinction appears as a distinction” (Heidegger, 1984, p. 51). 26 But as that sense is nothing outside of language and the language of
words, it is tied, if not to a particular word or to a particular system of lan-
guage (concesso non dato), at least to the possibility of the word in general”
(Derrida, 1997, p. 20-21). 31 No original em inglês: “The word ‘being’, or at any rate the words designating
the sense of being in different languages, is, with some others, an ‘originary
word’ (‘Urwort’), the transcendental word assuring the possibility of being-
word to all other words. As such, it is precomprehended in all language and –
this is the opening of Being and Time – only this precomprehension would
permit the opening of the question of the sense of being in general, beyond all
regional ontologies and all metaphysics: a question that broaches philosophy
[…] and lets itself be taken over by philosophy, a question that Heidegger re-
peats by submitting the history of metaphysics to it. Heidegger reminds us
constantly that the sense of being is neither the word ‘being’ nor the concept
of being. But as that sense is nothing outside of language and the language of
words, it is tied, if not to a particular word or to a particular system of lan-
guage (concesso non dato), at least to the possibility of the word in general”
(Derrida, 1997, p. 20-21). 32 No original em inglês: “[…] the question of being unites indissolubly with the
precomprehension of the word being” (Derrida, 1997, p. 21). 32 No original em inglês: “[…] the question of being unites indissolubly with the
precomprehension of the word being” (Derrida, 1997, p. 21). 33 No original em inglês: “It is thus that, after evoking the ‘voice of being’, Hei-
degger recalls that it is silent, mute, insonorous, wordless, originarily a-phonic
(die Gewähr der lautlosen Stimme verborgener Quellen. . .). The voice of the
sources is not heard. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. E-ISSN 2237-2660 29 Conforme Derrida (1991, p. 34-36), “[...] essa diferença gráfica (o a no lugar
do e), esta diferença marcada entre duas notações aparentemente vocais, entre
duas vogais, permanece puramente gráfica: escreve-se ou lê-se, mas não se ou-
ve, não se entende. [...] Sem dúvida este silêncio piramidal da diferença gráfica
entre o e e o a só pode funcionar no interior do sistema de escrita fonética e no
interior de uma língua ou de uma gramática historialmente associada à escrita
fonética bem como a toda a cultura de que ela é inseparável”. Ou seja, a diffé-
rance não é uma palavra nem um conceito, mas uma intervenção gráfica, um
efeito nominal, que abala o fonologocentrismo. 30 No original em inglês: “If we maintain that differance (is) (itself) other than
absence and presence, if it traces, then when it is a matter of the forgetting of
the difference (between Being and beings), we would have to speak of a disap-
pearance of the trace of the trace” (Derrida, 1982, p. 23-24). 30 No original em inglês: “If we maintain that differance (is) (itself) other than
absence and presence, if it traces, then when it is a matter of the forgetting of
the difference (between Being and beings), we would have to speak of a disap-
pearance of the trace of the trace” (Derrida, 1982, p. 23-24). 31 No original em inglês: “The word ‘being’, or at any rate the words designating
the sense of being in different languages, is, with some others, an ‘originary
word’ (‘Urwort’), the transcendental word assuring the possibility of being-
word to all other words. As such, it is precomprehended in all language and –
this is the opening of Being and Time – only this precomprehension would
permit the opening of the question of the sense of being in general, beyond all
regional ontologies and all metaphysics: a question that broaches philosophy
[…] and lets itself be taken over by philosophy, a question that Heidegger re-
peats by submitting the history of metaphysics to it. Heidegger reminds us
constantly that the sense of being is neither the word ‘being’ nor the concept
of being. ç
g
Disponível em: http://seer.ufrgs.br/presenca ggerian situation with respect to the metaphysics of presence and logocentrism. It is at once contained within it and transgresses it” (Derrida, 2001b, p. 22). ggerian situation with respect to the metaphysics of presence and logocentrism. It is at once contained within it and transgresses it” (Derrida, 2001b, p. 22). ggerian situation with respect to the metaphysics of presence and logocentrism. It is at once contained within it and transgresses it” (Derrida, 2001b, p. 22). 34 No original em inglês: “[…] that means that being escapes the movement of
the sign” (Derrida, 1997, p. 22). 34 No original em inglês: “[…] that means that being escapes the movement of
the sign” (Derrida, 1997, p. 22). 34 No original em inglês: “[…] that means that being escapes the movement of
the sign” (Derrida, 1997, p. 22). 35 É importante assinalar que, em um dos textos da chamada viragem [die Kehre],
Carta sobre o humanismo, de 1946, o ser guarda familiaridade com a différance
derridiana, até mesmo na recusa do nome próprio: “caso o homem encontre,
alguma vez, o caminho para a proximidade do ser, então deve antes aprender a
existir no inefável [das Namemlose]” (Heidegger, 2005, p. 16). Em tradução di-
reta, das Namenlose significa “sem nome”. 36 No original em inglês: “Since Being has never had a ‘meaning’, has never been
thought or said as such, except by dissimulating itself in beings, then differen-
ce, in a certain and very strange way, (is) ‘older’ than the ontological difference
or than the truth of Being. When it has this age it can be called the play of the
trace” (Derrida, 1982, p. 22). 37 No original em inglês: “It erases itself in presenting itself, muffles itself in reso-
nating, like the a writing itself, inscribing its pyramid in différance” (Derrida,
1982, p. 23). 38 No original em inglês: “the trace is not more ideal than real, not more intelli-
gible than sensible, not more a transparent signification than an opaque energy
and no concept of metaphysics can describe it” (Derrida, 2001b, p. 65). 39 No original em inglês: “The trace is in fact the absolute origin of sense in gene-
ral. Which amounts to saying once again that there is no absolute origin of
sense in general” (Derrida, 2001b, p. 65). 40 No original em inglês: “‘Older’ than Being itself, such a différance has no na-
me in our language. A rupture between the originary meaning of being and
the word, between meaning and the voice, between ‘the voice of being’ and the
‘phonè’, between “the call of being”, and articulated sound; such a rupture,
which at once confirms a fundamental metaphor, and renders it suspect by ac-
centuating its metaphoric discrepancy, translates the ambiguity of the Heide- 33 No original em inglês: “It is thus that, after evoking the ‘voice of being’, Hei-
degger recalls that it is silent, mute, insonorous, wordless, originarily a-phonic
(die Gewähr der lautlosen Stimme verborgener Quellen. . .). The voice of the
sources is not heard. A rupture between the originary meaning of being and
the word, between meaning and the voice, between ‘the voice of being’ and the
‘phonè’, between “the call of being”, and articulated sound; such a rupture,
which at once confirms a fundamental metaphor, and renders it suspect by ac-
centuating its metaphoric discrepancy, translates the ambiguity of the Heide- 27 g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. ç
g
Disponível em: http://seer.ufrgs.br/presenca 41 No original em inglês: “There will be no unique name, even if it were the na-
me of Being” (Derrida, 1982, p. 27). 42 No original em inglês: “What is written as différance, then, will be the playing
movement that ‘produces’ – by means of something that is not simply an acti-
vity – these differences, these effects of difference” (Derrida, 1982, p. 11). 43 No original em inglês: “The sign, in this sense, is deferred presence” (Derrida,
1982, p. 9). 44 No original em inglês: “It is because of différance that the movement of signifi-
cation possible only if each so-called ‘present’ element, each element appearing
on the scene of presence, is related to something other than itself, thereby kee-
ping within itself the mark of the past element, and already letting itself be vi-
tiated by the mark of its relation to the future element, this trace being related
no less to what is called the future than to what is called the past, and constitu-
ting what is called the present by means of this very relation to what it is not:
what it absolutely is not, not even a past or a future as a modified present”
(Derrida, 1982, p. 13). 44 No original em inglês: “It is because of différance that the movement of signifi-
cation possible only if each so-called ‘present’ element, each element appearing
on the scene of presence, is related to something other than itself, thereby kee-
ping within itself the mark of the past element, and already letting itself be vi-
tiated by the mark of its relation to the future element, this trace being related
no less to what is called the future than to what is called the past, and constitu-
ting what is called the present by means of this very relation to what it is not:
what it absolutely is not, not even a past or a future as a modified present”
(Derrida, 1982, p. 13). 45 No original em inglês: “[…] the signifier first signifies a signifier, and not the
thing itself or a directly presented signified” (Derrida, 1997, p. 237). 46 No original em inglês: “[there is no outside-text; il n'y a pas de hors-texte]”
(Derrida, 1997, p. 158). 47 No original em inglês: “[…] there is no linguistic sign before writing. Without
that exteriority, the very idea of the sign falls into decay” (Derrida, 1997, p. 12). But ‘already know’ that if it is unnameable, it is not provi-
sionally so, not because our language has not yet found or received this name,
or because we would have to seek it in another language, outside the finite sys-
tem of our own. It is rather because there is no name for it at all, not even the
name of or of Being, not even that of ‘différance’, which is not a name, which
is not a pure nominal unity, and unceasingly dislocates itself in a chain of dif-
fering and deferring substitutions” (Derrida, 1982, p. 26). 41 No original em inglês: “There will be no unique name, even if it were the na-
me of Being” (Derrida, 1982, p. 27). 41 No original em inglês: “There will be no unique name, even if it were the na-
me of Being” (Derrida, 1982, p. 27). 28 Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. ç
g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca 51 No original em inglês: “[…] there have never been anything but supplements,
substitutive significations which could only come forth in a chain of differenti-
al references, the ‘real’ supervening, and being added only while taking on me-
aning from a trace and from an invocation of the supplement, etc.” (Derrida,
1997, p. 159). 51 No original em inglês: “[…] there have never been anything but supplements,
substitutive significations which could only come forth in a chain of differenti-
al references, the ‘real’ supervening, and being added only while taking on me-
aning from a trace and from an invocation of the supplement, etc.” (Derrida,
1997, p. 159). 52 No original em inglês: “No, there isn't language on one side and reality on the
other” (Derrida, 2005, p. 146). 52 No original em inglês: “No, there isn't language on one side and reality on the
other” (Derrida, 2005, p. 146). 53 No original em francês: “[…] le signifiant ‘matière’ ne me paraît problémati-
que qu'au moment où sa réinscription n'éviterait pas d'en faire un nouveau
principe fondamental, où, par une régression théorique, on le reconstituerait
em ‘signifié transcendantal’” (Derrida, 1972, p. 88). 54 No original em francês: “Le signifié transcendental n'est pas seulement le re-
cours de l'idéalisme au sens étroit. Il peut toujours venir rassurer un matéria-
lisme métaphysique. Il devient alors un référend ultime, selon la logique classi-
que impliquée par cette valeur de référend, ou une ‘réalité objective’ absolu-
ment ‘antérieure’ à tout travail de la marque, un contenu sémantique ou une
forme de présence garantissant du dehors le mouvement du texte général”
(Derrida, 1972, p. 88). 55 No original em inglês: “Natural cognition begins with experience and remains
within experience” (Husserl, 1983, p. 5). 56 No original em inglês: “Something that is ‘present’ is supposed to be tangible
for human hands, which implies that, conversely, it can have an immediate
impact on human bodies” (Gumbrecht, 2004, p. xiii). 57 No original em inglês: “[…] vorhandenheit is not the primary mode of being. Dasein itself is not vorhanden, nor are articles of use or ‘equipment’” (Inwood,
1999, p. 128). 58 No original em inglês: “I have not found much consolation in what I like to cha-
racterize as the ‘linguistic existentialism’ of Deconstruction, i.e. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. 48 No original em inglês: “Even before it is linked to incision, engraving,
drawing, or the letter, to a signifier referring in general to a signifier signified
by it, the concept of the graphie [unit of a possible graphic system] implies the
framework of the instituted trace, as the possibility common to all systems of
signification” (Derrida, 1997, p. 46). 49 No original em inglês: “But it is on the other hand the being-imprinted of the
imprint” (Derrida, 1997, p. 63). 49 No original em inglês: “But it is on the other hand the being-imprinted of the
imprint” (Derrida, 1997, p. 63). 50 No original em inglês: “[…] it is in the specific zone of this imprint and this
trace, in the temporalization of a lived experience which is neither in the world
nor in ‘another world’, which is not more sonorous than luminous, not more
in time than in space, that differences appear among the elements or rather
produce them, make them emerge as such and constitute the texts, the chains,
and the systems of traces. These chains and systems cannot be outlined except
in the fabric of this trace or imprint” (Derrida, 1997, p. 65). 50 No original em inglês: “[…] it is in the specific zone of this imprint and this
trace, in the temporalization of a lived experience which is neither in the world
nor in ‘another world’, which is not more sonorous than luminous, not more
in time than in space, that differences appear among the elements or rather
produce them, make them emerge as such and constitute the texts, the chains,
and the systems of traces. These chains and systems cannot be outlined except
in the fabric of this trace or imprint” (Derrida, 1997, p. 65). 29 g
Disponível em: http://seer.ufrgs.br/presenca ç
g
Disponível em: http://seer.ufrgs.br/presenca Referências BARTHES, Roland. Elementos de Semiologia. Tradução: Izidoro Blikstein. São
Paulo: Cultrix, 2007. 60 No original em inglês: “In its theological use, the concept of epiphany refers to
the appearance of a thing, of a thing that requires space, a thing that is either
absent or present” (Gumbrecht, 2006, p. 135). 61 No original em inglês: “[…] which is not language [...] will be what I have
come to call ‘presence’” (Gumbrecht, 2006, p. 129). Q
p
ç
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença the sustained
complaint and melancholia (in its endless variations) about the alleged incapacity
of language to refer to the things of the world” (Gumbrecht, 2006, p. 130). 59 No original em inglês: “[…] mystical language produces the paradoxal effect of
stimulating imaginations that seem to make this very presence palpable”
(Gumbrecht, 2006, p. 134). 30 g
Disponível em: http://seer.ufrgs.br/presenca ç
g
Disponível em: http://seer.ufrgs.br/presenca Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. BARTHES, Roland. Elementos de Semiologia. Tradução: Izidoro Blikstein. São
Paulo: Cultrix, 2007. DERRIDA, Jacques. A Estrutura, o Signo e o Jogo no Discurso das Ciências
Humanas. In: DERRIDA, Jacques. A Escritura e a Diferença. São Paulo: Pers-
pectiva, 1971. P. 229-249. DERRIDA, Jacques. Positions. Paris: Les Éditions de Minuit, 1972. DERRIDA, Jacques. Différance. In: DERRIDA, Jacques. Margins of Philoso-
phy. Tradução: Alan Bass. Chicago: University of Chicago Press, 1982. P. 1-27. DERRIDA, Jacques. Margens da Filosofia. Tradução: Joaquim Torres Costa e
António M. Magalhães. Campinas: Papirus, 1991. DERRIDA, Jacques. Of Grammatology. Tradução: Gayatri Spivak. Baltimore:
The Johns Hopkins University Press, 1997. DERRIDA, Jacques. Posições. Tradução: Tomaz Tadeu da Silva. Belo Horizon-
te: Autêntica, 2001a. DERRIDA, Jacques. Structure, Sign, and Play in the Discourse of the Human
Sciences. In: DERRIDA, Jacques. Writing and Difference. Tradução: Alan Bass. London; New York: Routledge, 2001b. P. 351-370. DERRIDA, Jacques. Outrem É Secreto porque É Outro. In: DERRIDA, Jac-
ques. Papel-Máquina. Tradução: Evando Nascimento. São Paulo: Estação Li-
berdade, 2004. P. 331-358. DERRIDA, Jacques. Others Are Secret because They Are Other. In: DERRIDA,
Jacques. Paper Machine. Tradução: Rachel Bowlby. Stanford: Stanford Univer-
sity Press, 2005. P. 136-163. DERRIDA, Jacques. Gramatologia. Tradução: Miriam Chnaiderman e Renato
Janine Ribeiro. São Paulo: Perspectiva, 2013. GUMBRECHT, Hans Ulrich. In 1926: living at the edge of time. Cambridge:
Harvard University Press, 1997. 31 g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca g
Disponível em: http://seer.ufrgs.br/presenca Q
p
ç
v. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. GUMBRECHT, Hans Ulrich. Corpo e Forma: ensaios para uma crítica não-
hermenêutica. Rio de Janeiro: EdUERJ, 1998. GUMBRECHT, Hans Ulrich. Productions of Presence: what meaning cannot
convey. Stanford: Stanford University Press, 2004. GUMBRECHT, Hans Ulrich. Presence in Language or Presence Achieved against
Language? Revista Brasileira de Literatura Comparada, n. 8, p. 129-137, 2006. GUMBRECHT, Hans Ulrich. Produção de Presença: o que o sentido não con-
segue transmitir. Tradução: Ana Isabel Soares. Rio de Janeiro: Contraponto/Ed. PUC-Rio, 2010. GUMBRECHT, Hans Ulrich. Presença na Linguagem ou Presença contra a Lin-
guagem. In: GUMBRECHT, Hans Ulrich. Graciosidade e Estagnação: ensaios
escolhidos. Tradução: Luciana Villas Boas e Markus Hediger. Rio de Janeiro:
Contraponto/Ed. PUC-Rio, 2012. P. 61-74. GUMBRECHT, Hans Ulrich; LAGE, Mariana. Da Produção de Presença ao
Presente Amplo: entrevista com Hans Ulrich Gumbrecht. Artefilosofia, n. 22, p. 186-204, 2017. HEIDEGGER, Martin. Discourse on Thinking: a translation of Gelassenheit. Tradu-
ção: John M. Anderson and E. Hans Freund. New York: Harper and Row, 1966. HEIDEGGER, Martin. The Anaximander Fragment. In: HEIDEGGER, Mar-
tin. Early Greek Thinking: the dawn of Western philosophy. Tradução: David
Farrell Krell and Frank A. Capuzzi. New York: HarperCollins Publishers, 1984. P. 13-58. HEIDEGGER, Martin. Serenidade. Tradução: Maria Madalena Andrade e Olga
Santos. Lisboa: Instituto Piaget, 2001. HEIDEGGER, Martin. O Dito de Anaximandro. Tradução: João Constâncio. Lisboa: Fundação Calouste Gulbenkian, 2002. HEIDEGGER, Martin. Carta sobre o Humanismo. Tradução: Rubens Eduardo
Frias. 2 ed. São Paulo: Centauro, 2005. HEIDEGGER, Martin. A Origem da Obra de Arte. Tradução: Idalina Azevedo
e Manuel Antônio de Castro. São Paulo: Edições 70, 2010. HEIDEGGER, Martin. Ser e Tempo. Tradução: Márcia Sá Cavalcante
Schuback. 6 ed. Petrópolis: Vozes, 2012. 32 HUSSERL, Edmund. Ideas Pertaining to a Pure Phenomenology and to a
Phenomenological Philosophy. Tradução: F. Kersten. The Hague: Martinus
Nijhoff Publishers, 1983. HUSSERL, Edmund. Ideias para uma Fenomenologia Pura e para uma Filo-
sofia Fenomenológica: introdução geral à fenomenologia. Tradução: Márcio Su-
zuki. Aparecida: Ideias e Letras, 2006. INWOOD, Michael. A Heidegger Dictionary. Oxford: Blackwell Publishers, 1999. INWOOD, Michael. Dicionário Heidegger. Tradução: Luísa Buarque de Ho-
landa. Rio de Janeiro: Jorge Zahar, 2002. NIETZSCHE, Friedrich. Sobre Verdade e Mentira no Sentido Extra-moral. Tradução: Fernando de Moares Barros. São Paulo: Hedra, 2007. NIETZSCHE, Friedrich. A Vontade de Poder. Tradução: Marcos Sinésio Pereira
Fernandes e Francisco José Dias de Moraes. Rio de Janeiro: Contraponto, 2008. SILVA, Wellington Amâncio da. Hans Ulrich Gumbrecht Leitor de Martin Hei-
degger: concepção de produção de presença. Revista Brasileira de Estudos da
Presença, Porto Alegre, v. 7, n. 3, p. 505-522, set./dez. 2017. Gustavo Ramos de Souza é professor Adjunto A, em regime Doc-CRES, do De-
partamento de Letras da Universidade Estadual de Londrina (UEL). Doutorou-se
em Letras, pela mesma instituição, em 2019. Desenvolve pesquisas sobre materia-
lidades da literatura e intermidialidade. ORCID: https://orcid.org/0000-0001-5164-420X
E-mail: avulsoaoavesso@gmail.com Este texto inédito também se encontra publicado em inglês neste número do pe-
riódico. Recebido em 25 de julho de 2022
Aceito em 23 de novembro de 2022
Editor responsável: Marcelo de Andrade Pereira Recebido em 25 de julho de 2022
Aceito em 23 de novembro de 2022 Editor responsável: Marcelo de Andrade Pereira Editor responsável: Marcelo de Andrade Pereira Editor responsável: Marcelo de Andrade Pereira Editor responsável: Marcelo de Andrade Pereira Gustavo Ramos de Souza – Quem tem Medo de Derrida?: Gumbrecht e a metafísica da presença
Rev. Bras. Estud. Presença, Porto Alegre, v. 13, n. 2, e126100, 2023. Disponível em: http://seer.ufrgs.br/presenca 33
|
https://openalex.org/W988456295
|
https://europepmc.org/articles/pmc4452708?pdf=render
|
English
| null |
Analysis of [Gossypium capitis-viridis × (G.hirsutum × G.australe)2] Trispecific Hybrid and Selected Characteristics
|
PloS one
| 2,015
|
cc-by
| 4,611
|
Analysis of [Gossypium capitis-viridis × (G.
hirsutum × G.australe)2] Trispecific Hybrid
and Selected Characteristics
Di Chen1☯, Yuxiang Wu2☯, Xiling Zhang1*, Fuguang Li1*
1 Cotton Research Institute, Chinese Academy of Agricultural Science, Anyang, Henan, China,
2 Department of Agriculture, Shanxi Agricultural University, Taigu, Shanxi, China Di Chen1☯, Yuxiang Wu2☯, Xiling Zhang1*, Fuguang Li1*
1 Cotton Research Institute, Chinese Academy of Agricultural Science, Anyang, Henan, China,
2 Department of Agriculture, Shanxi Agricultural University, Taigu, Shanxi, China ☯These authors contributed equally to this work. * lifuguang2014@hotmail.com (FL); zhangxiling1962@126.com (XZ) ☯These authors contributed equally to this work. * lifuguang2014@hotmail.com (FL); zhangxiling1962@126.com (XZ) Data Availability Statement: All relevant data are
within the paper. Data Availability Statement: All relevant data are
within the paper. Funding: This research was financially supported by
National Natural Science Foundation of China (No. 31301364, No. 31171599), Special fund for basic
scientific research business of central public research
institutes (1610162014018) and Scientific and
technological project in Shanxi province (No. 20130311004-1). The funders had no role in study
design, data collection and analysis, decision to
publish, or preparation of the manuscript. Abstract doi:10.1371/journal.pone.0127023
Academic Editor: Guoping Zhang, Zhejiang
University, CHINA
Received: September 27, 2014
Accepted: April 11, 2015
Published: June 2, 2015
Copyright: © 2015 Chen et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Received: September 27, 2014
Accepted: April 11, 2015
Published: June 2, 2015
Copyright: © 2015 Chen et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Copyright: © 2015 Chen et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. RESEARCH ARTICLE Abstract Speciation is always a contentious and challenging issue following with the presence of
gene flow. In Gossypium, there are many valuable resources and wild diploid cotton espe-
cially C and B genome species possess some excellent traits which cultivated cotton al-
ways lacks. In order to explore character transferring rule from wild cotton to upland
tetraploid cotton, the [G. capitis-viridis × (G. hirsutum × G. australe)2] triple hybrid was syn-
thesized by interspecies hybridization and chromosome doubling. Morphology comparisons
were measured among this hybrid and its parents. It showed that trispecific hybrid F1 had
some intermediate morphological characters like leaf style between its parents and some
different characters from its parents, like crawl growth characteristics and two kind flower
color. It is highly resistant to insects comparing with other cotton species by four year field
investigation. By cytogenetic analysis, triple hybrid was further confirmed by meiosis behav-
ior of pollen mother cells. Comparing with regular meiosis of its three parents, it was distin-
guished by the occurrence of polyads with various numbers of unbalanced microspores
and finally generating various abnormal pollen grains. All this phenomenon results in the
sterility of this hybrid. This hybrid was further identified by SSR marker from DNA molecular
level. It showed that 98 selected polymorphism primers amplified effective bands in this hy-
brids and its parents. The genetic proportion of three parents in this hybrid is 47.8% from G. hirsutum, 14.3% from G. australe, 7.0% from G. capitis-viridis, and 30.9% recombination
bands respectively. It was testified that wild genetic material has been transferred into culti-
vated cotton and this new germplasm can be incorporated into cotton breeding program. OPEN ACCESS
Citation: Chen D, Wu Y, Zhang X, Li F (2015)
Analysis of [Gossypium capitis-viridis × (G.hirsutum ×
G.australe)2] Trispecific Hybrid and Selected
Characteristics. PLoS ONE 10(6): e0127023. doi:10.1371/journal.pone.0127023
Academic Editor: Guoping Zhang, Zhejiang
University, CHINA
Received: September 27, 2014
Accepted: April 11, 2015
Published: June 2, 2015
Copyright: © 2015 Chen et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. OPEN ACCESS
Citation: Chen D, Wu Y, Zhang X, Li F (2015)
Analysis of [Gossypium capitis-viridis × (G.hirsutum ×
G.australe)2] Trispecific Hybrid and Selected
Characteristics. PLoS ONE 10(6): e0127023. Characterization for Trispecific Hybrid of Gossypium glandless-seed and glanded-plant trait. These Australian cottons of C and B genomes are howev-
er phylogenetically remote from upland cotton. The only glanded plants issued from glandless
seeds produced this way were hexaploid, pentaploid and multiple addition materials [4] by trans-
formation from Australian cottons to upland cotton. A cotton mutant totally devoid of pigment
glands discovered by McMichael [5] and subsequently used in several breeding programs to cre-
ate cotton commercial varieties with gossypol-free cotton seed. Biotechnological methods such as
embryo rescue/ovule culture or interspecific cell fusion are also used to overcome sexual barriers
between the cultivated and wild cottons [6]. Yu et al [7] generated fertile somatic hybrids between
tetraploid upland cotton and wild cotton G. trilobum by symmetric electrofusion and this hybrid
showed strong photosynthesis. The [(G. hirsutum×G. raimondii)2 ×G. sturtianum] triple hybrid
was synthesized for selecting genotypes of G. hirsutum genetically balanced and expressing the
low gossypol seed and high-gossypol plant trait [4]. Competing Interests: The authors have declared
that no competing interests exist. G. hirsutum is the most important cultivated cotton for its fiber in the world. Wang et al [8]
recently created a draft sequence of the putative D-genome parent, G. raimondii. It is so benefi-
cial for studying cultivated polyploid genomes and to further explore its genome evolution and
subgenomes interaction. What is needed is an efficient means of incorporating this diverse and
divergent genetic material into upland cotton breeding programs. The present study was initi-
ated in order to monitor the introgression of chromosome segments from the wild species G. australe, G. capitis-viridis to cultivated cotton and explore how genomes adjust when they
come into contact with each other. Plant materials We chose G. hirsutum TM-1, G. australe, G. capitis-viridis as materials. G. hirsutum is an
cultivated tetraploid cotton with genome [AD]1 (2n = 4x = 52), while G. australe and G. capi-
tis-viridis are wild diploid cotton species with the genome C and B (2n = 2x = 26). All the wild
paternal pollen used for the creation of the trispecific hybrid CHA [G. capitis-viridis ×(G. hirsu-
tum ×G. australe)2] in this work, were kindly supplied by the cotton collection of National
Wild Cotton Nursery in Sanya of China. Morphology characteristic observation In every growth period of this hybrid, morphology characteristics were observed from its
whole plant to leaf style, flower color and performances, pollen grain morphology, its seed set
and fertility. Comparisons from different characteristic and performance for this hybrid were
also made with its parents. Triple hybrid synthensis Tetraploid G. hirsutum TM-1 was first crossed directly with the diploid parents G. australe,
creating a triploid hybrid [ADC]. Allohexaploid was further synthesized by colchicine-dou-
bling the sterile intergenomic hybrid G. hirsutum × G. australe. Allopolyploid trispecific CHA
hybrid [genome BADC] was finally obtained by allohexaploid crossing with the other wild dip-
loid maternal parent G. capitis-viridis according to the pseudophyletic introgression method
[9]. Introduction There are abundant germplasms in Gossypium including approximately 46 diploid and 6 poly-
ploid species (AADD, 2n = 4x = 52) [1–3]. Diploid wild cotton especially C and B genome species
has some excellent traits which are devoid of in cultivated cotton, especially G. capitis-viridis with
high quality fiber and a strong resistance to Verticillium and Fusarium wilt, G. australe with the 1 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Meiotic analyses Immature flower buds in different development stages were collected from three parents
and this triple hybrid, fixed between 8.00–11.00 am in freshly prepared Carnoy’s solution 2 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium (ethanol: acetic acid = 3:1) for 24 h, and then stored at 4°C in 70% EtOH for future studies. Meiotic analysis were carried out on suitable size flower buds. After washing the fixed buds in
distilled water, anther squashes were stained on slides in Carbol fuchsin solution and observed
under a light microscope. Photographs were taken from freshly prepared slides using an Olym-
pus BX60 microscope with automatic camera. Size and sterility of pollen grains from randomly
selected anthers were also studied staining with Carbol fuchsin solution. Interpretations were
based on analyses of between 15–50 pollen mother cells from the triple hybrid. SSR molecular identification The hybrid identity and its parents was also confirmed by SSR molecular markers. SSR analysis
was examined by G. hirsutum, G. australe, allohexaploid, this hybrid and G. capitis-viridis. DNA from each plant was extracted from young leaves using CTAB method and quantified
using agarose gel electrophoresis. DNA amplification was carried out in a volume of 10 μL con-
taining 1 μL 10×buffer, 1.6 μL Mgcl2 (25 mM), 0.5 μL dNTPs (10mM), 2 μL template DNA
(50 ng μL-1), 0.8 μL primers (2.5 μM) (0.4 μL of forward and reverse primer each), 0.1 μL Taq
polymerase (5 U/μL, Sangon), 5.6 μL ddH2O. PCR was programmed with an initial denaturing
for 3 minutes at 95°C; followed by 30 cycles of pre-denaturation for 3 minute at 94°C; denatur-
ation for 40 s at 94°C; annealing at 57°C for 45 s; extension for 1 minutes at 72°C, and a final
extension for 5 minutes at 72°C in a DNA Mastercycler, Eppendorf, Germany. PCR product
(10 μl) was resolved in PAGE by silver staining for the resolving of the bands. PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Morphology characteristic of this triple hybrid Whole semi-bush plant with crawl growth characteristic and long epidermis hair in the stem, heart and thick leaf style of this triple hybrid. Fig 1. Whole semi-bush plant with crawl growth characteristic and long epidermis hair in the stem, heart and thick leaf style of this triple hybrid. Fig 1. Whole semi-bush plant with crawl growth characteristic and long epidermis hair in the stem, heart and doi:10.1371/journal.pone.0127023.g001 We try to backcross this hybrid with cultivars and hope to recover its fertility incorporating
into next cotton breeding program. We will continue to examine the stability of the morphological
features and further to check its other excellent agronomic traits of this hybrid in our later study. PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Morphology characteristic of this triple hybrid The hybrid plants were perennial, semi-bush with crawl growth characteristic different from
any other parents (Fig 1). It has long epidermis hair in whole plant especially on the stem and
two side of leaf following with its wild-type parents G. australe (Fig 1). The shape of leaves is
heart style with round edge which is intermediate character between its parents and thicker
also different from its three parents (Fig 1). It produced many flower buds, and flowered by
pink or white petal with unclear or no speck, sometimes pink and white flower at the same day
(Fig 2). It had normal stigma and stamen with yellow pollen grains like its upland parents
(Fig 2). But most pollen grains were abnormal resulting in its sterility. For several years this hy-
brid had no seed set. Flower performance and leaf characteristic for this hybrid were also evalu-
ated and compared with its three parents in Table 1 and Fig 3. The triple hybrid had long epidermis hair on the leaf and stem inheriting from its wild pa-
rents. It is highly resistant to insects comparing with other cotton species which always have
some damage from cotton worm. In Sanya of China, cotton can grow in whole year because of
comfortable hot climate. So cotton is very easy to be harmed by various insects. By four year
field investigation from 2010–2014, it was tested that some cultivated cotton species like TM-1,
CCRI 12, CCRI 16 were all damaged mostly by various insects like pink worm, cotton boll-
worm, aphid, thrips, mite, leaf hopper and stinkbug, whereas this triple hybrid performed high
insect resistance especially immune to pink worm, cotton bollworm, aphid and mite under no
any protection control. The possible reason is that it inherits the resistant gene from its parents
G. capitis-viridis and G. australe. We will further confirm its resistant characteristics and iden-
tify this resistant gene in next study. The triple hybrid is also high drought resisting because of
its long epidermis hair on the leaf and stem. In addition, the hybrid plants were perennial, semi-bush with crawl growth characteristic
different from any other parents. So it can prevent from wind damage suitable for cultivating
dwarf and wind resistant species in Hainan of China. 3 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium Fig 1. Meiotic Analyses In this study, the meiotic behavior in three parents was quite normal in the first division and
completely normal in the second division, generating about 100% of normal tetrads. Observa-
tions were also made on chromosome morphology and behavior during meiosis for this triple
hybrid. After the occurrence of an irregular first cytokinesis, the meiocytes progressed normally
to the second division, generating various numbers of unbalanced microspores mainly because
anaphase chromosome movements were blocked. As a consequence of this abnormality in chro-
mosome orientation, a few or several micronuclei of various sizes were observed inside the cells
in telophase I and II with diads, triads and different polyads (Fig 4). Finally, various abnormal
pollen grains were appeared like cracked pollen, big oval-shaped pollen, under-developed pollen PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 4 / 11 Characterization for Trispecific Hybrid of Gossypium Fig 2. Flowers with two kind color of this triple hybrid at the same time (pink and white) and the stigma and stamen with yellow pollen grains of this
hybrid. Fig 2. Flowers with two kind color of this triple hybrid at the same time (pink and white) and the stigma and stamen with yellow pollen grains of this
h b id Fig 2. Flowers with two kind color of this triple hybrid at the same time (pink and white) and the stigma and stamen with yellow pollen grains of this
hybrid. iple hybrid at the same time (pink and white) and the stigma and stamen with yellow pollen grains of this doi:10.1371/journal.pone.0127023.g002 and so on (Fig 5). Only a small portion of pollen grains are normal style. These meiotic observa-
tions are similar to those previously reported by Rieseberg [10]. It was further proved that this
hybrid is actually wide cross product from different three parents and maybe it has a long way to
get into harmonious genome interaction from B, A, D and C. But it gives us suggestive thinking Table 1. Accessions in this study and its characteristics. Accessions
Leaf
Flower
G. hirsutum
Big and green
Big and yellow
G. australe
Small and light grey
Purple with dark speck
Allohexaploid
Heart style and grey
Big and red
BADC hybrid
Heart style and thicker
White or pink
G. capitis-viridis
Grey with deep divided
Light purple with dark speck
doi:10.1371/journal.pone.0127023.t001 Table 1. Accessions in this study and its characteristics. Accessions
Leaf
Flower
G. Meiotic Analyses hirsutum
Big and green
Big and yellow
G. australe
Small and light grey
Purple with dark speck
Allohexaploid
Heart style and grey
Big and red
BADC hybrid
Heart style and thicker
White or pink
G. capitis-viridis
Grey with deep divided
Light purple with dark speck
doi:10.1371/journal.pone.0127023.t001 Table 1. Accessions in this study and its characteristics. Table 1. Accessions in this study and its characteristics. PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 5 / 11 Characterization for Trispecific Hybrid of Gossypium g 3. Flower characteristic and leaf performance comparison for this hybrid with three parents (from up to down: G. hirsutum, G. australe,
ohexaploid, G. capitis-viridis and triple hybrid respectively). C a ac e
a o
o
spec c
yb d o Gossyp u Fig 3. Flower characteristic and leaf performance comparison for this hybrid with three parents (from up to down: G. hirsutum, G. australe,
allohexaploid, G. capitis-viridis and triple hybrid respectively). doi:10.1371/journal.pone.0127023.g003 that it is possible to produce a novel germplasm recombining three parents characters through
the production of trispecific hybrid. PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 SSR molecular analysis In this paper, the hybrid and its three parents were analyzed using SSR markers from DNA mo-
lecular level. A total of 112 selected polymorphism SSR primers were amplified and 98 pairs were
screened effective bands in these four accessions. A total of 230 DNA bands were scored from 98
primers for this hybrid, with loci number ranging from one to six per primer pair. By statistic
analysis of amplified bands, the genetic proportion coming from three parents in this hybrid is in
Table 2. Among the SSR markers in this trispecific hybrid, 47.8% of them were coming from G. hirsutum, 14.3% from G. australe, 7.0% from G. capitis-viridis. Other 30.9% markers were the
new and peculiar ones for this hybrid. Different new polymorphics of molecular markers from its
parents resulting from difference of sequences might be due to chromosomal rearrangements in 6 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium Fig 4. Abnormal meiosis behavior of the hybrid with several micronuclei of various sizes (different polyads) in telophase II. Fig 4. Abnormal meiosis behavior of the hybrid with several micronuclei of various sizes (different polyads) in telophase II. Fig 4. Abnormal meiosis behavior of the hybrid with several micronuclei of various sizes (different polya doi:10.1371/journal.pone.0127023.g004 this newly formed hybrid [11]. This trispecific hybrid had the characteristic bands of three pa-
rents and accordingly had its parent genetic materials from SSR molecule marker analysis. It was
also testified that wild genetic material has been transferred into cultivated cotton and this new
germplasm can be incorporated into next cotton breeding program. It was also tested that SSR
analyses can provide insight into the genome difference in hybrid identification. Our examinations from morphology and cytogenetic analysis in meiosis following with SSR
identification showed that this hybrid was actually wide cross product from three parents G. hirsutum, G. australe and G. capitis-viridis. Speciation following with hybridization and Polyploidy Polyploidy is a prominent process in plant evolution. Approximately 70% of angiosperms are
thought to have experienced one or more episodes of polyploidy at some point in the past [12]. 7 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium Fig 5. Various abnormal pollen grains of this triple hybrid. Fig 5. Various abnormal pollen grains of this triple hybrid. doi:10.1371/journal.pone.0127023.g005 Among the best studied polyploids are many of the world’s leading crops, including cotton, Among the best studied polyploids are many of the world’s leading crops, including cotton,
wheat, oat, soybean, peanut, canola, tobacco, coffee, and banana, each of which evolved by the
joining of divergent genomes in a common nucleus [13]. The evolution of the genus Gossypium
(cotton) has included a very successful experiment in polyploid formation by hybridization be-
tween a maternal Old World ‘‘A” genome taxon resembling G. herbaceum (2n = 2x = 26) and
paternal New World ‘‘D” genome taxon resembling G. raimondii [14] or G. gossypioides [15]
(both 2n = 2x = 26) [16]. Similarly, the reunion of genomes through hybridization and allo-
polyploidy is conservatively estimated to account for 2–4% of speciation events in flowering Table 2. The resources of the SSR polymorphism in trispecific hybrid. Materials
Triple hybrid
G. hirsutum
G. australe
G. capitis-viridis
Recombination
SSR bands
230
110
33
16
71
Genetic ratio
—
47.8%
14.3%
7.0%
30.9%
doi:10.1371/journal.pone.0127023.t002
PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015
8 / 11 Table 2. The resources of the SSR polymorphism in trispecific hybrid. 8 / 11 Characterization for Trispecific Hybrid of Gossypium plants and 7% in ferns [17], and most plants appear to be paleopolyploids [18]. Hybridization
and introgression may play an important role in evolution and often serves as a repair or re-
placement strategy, rather than solely as a mechanism for the development and/or acquisition
of novel traits [19]. Cells differing only by their ploidy are identical in terms of DNA sequence
information and relative gene dosage, and yet are often quite different in terms of physiology,
morphology, and behavior [20]. Genetic basis of morphological characteristic The justification for the use of these characters is the assumption that they have a complex ge-
netic basis of this triple hybrid. Rieseberg [21] indicates that the genetic basis of morphological
differences between wild plant species possibly controlled by a single major locus plus modifi-
ers. Vlot et al [22] found a molecular marker locus associated with the major gene controlling
pappus part number. Doebley et al [23] also investigated that the genetic control of morpholog-
ical traits differentiating maize from its wild ancestor fit the general model of a single major
locus with large effects plus modifiers. These contrasts indicate polyploidy speciation in plants
is accompanied by a diverse array of molecular evolutionary phenomena, which will vary
among both genomic constituents and taxa [24], also between some wide cross hybrids and
their parents. A better understanding of the number of loci responsible for species differences
would greatly assist in assessing the reliability of particular morphological characters, repro-
ductive morphology, frequently employed for phylogenetic and taxonomic inference [21] and
hybrids identification. Genome interaction of distant hybrid In most cases, divergent genomes do not coexist peacefully upon first contact and hybrids, if
formed at all, are inviable or sterile [25]. Although F1 sterility or inviability is a common feature
of wide interspecific crosses, small introgressions often have indiscernible heterozygous effects
while being lethal or sterilizing in the homozygous state [26]. Reproductive barrier formation
between newly derived hybrid taxa and their parental species represents a major evolutionary
hurdle [10]. Rieseberg [27] studies of the genes causing hybrid incompatibilities is that postzy-
gotic isolation often as a by-product of adaptation. However, natural selection for viability and
fertility provides an effective filter that eliminates gametes and individuals carrying maladap-
tive changes and favors those inheriting advantageous changes [18]. The genomic changes ap-
peared to be largely complete by the third generation following polyploidy formation, and were
accompanied by an increase in seed fertility and a reduction of irregular chromosome pairing
in meiosis [28]. In this study, we hope to incorporate G. australe and G. capitis-viridis genetic material into
upland cotton with some novel traits from the species, such as insect and disease resistance
from G. capitis-viridis and low gossypol seed & high-gossypol plant trait introgressed from G. australe. Its other excellent agronomic traits need our further identification. References 1. Wendel JF, Cronn RC. Polyploidy and the evolutionary history of cotton. Advances in Agronomy. 2003;
78: 139–186. 2. Krapovickas A, Seijo G. Gossypium ekmanianum (Malvaceae), algodon silvestre de la Republica
Dominicana. Bonplandia. 2008; 17: 55–63. 3. Rambani A, Page JT, Udall JA. Polyploidy and the petal transcriptome of Gossypium. BMC Plant Biolo-
gy. 2014; 14: 3. doi: 10.1186/1471-2229-14-3 PMID: 24393201 4. Benbouza H, Lacape JM, Jacquemin JM, Courtois B, Diouf FBH, Sarr D, et al. Introgression of the low-
gossypol seed & high-gossypol plant trait in upland cotton: Analysis of [(Gossypium hirsutum×G. rai-
mondii)2 × G. sturtianum] trispecific hybrid and selected derivatives using mapped SSRs. Mol Breed-
ing. 2010; 25: 273–286. 5. McMichael SC. Glandless boll in Upland cotton and its use in the study of natural crossing. Agron J. 1954; 46: 527–528. 6. Henn HJ, Wingender R, Schnabl H. Regeneration of fertile interspecific hybrids from cell fusion be-
tween Helianthus annuus L. and wild Helianthus species. Plant Cell Rep. 1998; 18: 220–224. 7. Yu XS, Chu BJ, Liu RE, Sun J, Brian JJ, Wang HZ, et al. Characteristics of fertile somatic hybrids of G. hirsutum L. and G. trilobum generated via protoplast fusion. Theor Appl Genet. 2012; 125: 1503–1516. doi: 10.1007/s00122-012-1929-0 PMID: 22777361 8. Wang KB, Wang ZW, Li FG, Ye WW, Wang JY, Song GL, et al. The draft genome of a diploid cotton
Gossypium raimondii. Nature genetics. 2012; 1–7. 9. Mergeai G. Introgressions interspe´cifiques chez le cotonnier. Cahiers Agric. 2006; 15:135–143 10. Rieseberg LH. Crossing relationship among ancient and experimental sunflower hybrid linesges. Evo-
lution. 2000; 54: 859–865. PMID: 10937259 11. Rieseberg LH, Sinervo B, Linder CR, Ungerer MC, Arias DM. Role of gene interactions in hybrid specia-
tion: evidence from ancient and experimental hybrids. Science. 1996; 272: 741–745. PMID: 8662570 12. Masterson J. Stomatal size in fossil plants: evidence for polyploidy in majority of angiosperms. Science. 1994; 264: 421–424. PMID: 17836906 13. Hilu KW. Polyploidy and the evolution of domesticated plants. Am J Bot. 1993; 80: 1494–1499. 14. Wendel JF. New world tetraploid cottons contain old-world cytoplasm. Proc Natl Acad Sci. 1989; 86:
4132–4136. PMID: 16594050 15. Wendel JF, Schnabel A, Seelanan T. An unusual ribosomal DNA sequence from Gossypium gossy-
pioides reveals ancient, cryptic, intergenomic introgression. Molecular Phylogenetics and Evolution. 1995; 4: 298–313. PMID: 8845966 16. Jiang CX, Wright RJ, EL-ZIK KM, Paterson AH. Acknowledgments This research was financially supported by National Natural Science Foundation of China (No. 31301364, No. 31171599), Special fund for basic scientific research business of central public
research institutes (1610162014018) and Scientific and technological project in Shanxi prov-
ince (No. 20130311004–1). 9 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium Author Contributions Conceived and designed the experiments: FL. Performed the experiments: DC. Analyzed the
data: YW. Contributed reagents/materials/analysis tools: XZ. Wrote the paper: YW. PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 24.
Liu B, Brubaker CL, Mergeai G, Cronn RC, Wendel JF. Polyploid formation in cotton is not accompa-
nied by rapid genomic changes. Genome. 2001; 44: 321–329. PMID: 11444689 25.
Stebbins GL. The inviability, weakness, and sterility of interspecific hybrids. Adv Genet. 1958; 9: 147–
215. PMID: 13520442 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 28.
Ozkan H, Levy AA, Feldman M. Allopolyploidy-induced rapid genome evolution in the wheat (Aegilops-
Triticum) group. Plant Cell. 2001; 13:1735–1747. PMID: 11487689 References Polyploid formation created unique avenues for re-
sponse to selection in Gossypium (cotton). Proc Natl Acad Sci. 1998; 95: 4419–4424. PMID: 9539752 17. Otto SP, Whitton J. Polyploid incidence and evolution. Annu Rev Genet. 2000; 34: 401–437. PMID:
11092833 18. Rieseberg LH. Polyploid evolution: Keeping the peace at genomic reunions. Current Biology. 2001; 11:
925–928. 19. Rieseberg LH Evolution: Replacing genes and traits through hybridization. Current Biology. 2008; 19:
119–122. 20. Hieter P, Griffiths T. Polyploidy-more is more or less. Science. 1999; 285: 210–211. PMID: 10428719 21. Rieseberg LH. The genetic basis of morphological differences between plant species. International
Journal of Plant Sciences. 1992; 153: v–vi. 22. Vlot EC, van Houten WHJ, Mauthe S, Bach-mann K. Genetic and nongenetic factors influencing devia-
tions from five pappus parts in a hybrid between Mi-croseris douglasii and M. bigelovii (Asteraceae,
Lactuceae). In this issue. 1992. 23. Doebley J, Stec A, Wendel J, Edwards M. Genetic and morphological analysis of a maize-teosinte F2
population: implications for the origin of maize. Proc Natl Acad Sci. 1990; 87: 9888–9892. PMID:
11607138 10 / 11 PLOS ONE | DOI:10.1371/journal.pone.0127023
June 2, 2015 Characterization for Trispecific Hybrid of Gossypium 25. Stebbins GL. The inviability, weakness, and sterility of interspecific hybrids. Adv Genet. 1958; 9: 147–
215. PMID: 13520442 26. Turelli M, Orr HA. Dominance, epistasis and the genetics of postzygotic isolation. Genetics. 2000; 154:
1663–1679. PMID: 10747061 27. Rieseberg LH. Genetics of speciation. Journal of Heredity. 2007; 98: 101–102. 28. Ozkan H, Levy AA, Feldman M. Allopolyploidy-induced rapid genome evolution in the wheat (Aegilops-
Triticum) group. Plant Cell. 2001; 13:1735–1747. PMID: 11487689 11 / 11
|
W4318070780.txt
|
https://parasitesandvectors.biomedcentral.com/counter/pdf/10.1186/s13071-023-05651-1
|
en
|
Leishmania tarentolae: a vaccine platform to target dendritic cells and a surrogate pathogen for next generation vaccine research in leishmaniases and viral infections
|
Parasites & vectors
| 2,023
|
cc-by
| 9,432
|
Parasites & Vectors
(2023) 16:35
Bandi et al. Parasites & Vectors
https://doi.org/10.1186/s13071-023-05651-1
Open Access
REVIEW
Leishmania tarentolae: a vaccine platform
to target dendritic cells and a surrogate
pathogen for next generation vaccine research
in leishmaniases and viral infections
Claudio Bandi1, Jairo Alfonso Mendoza‑Roldan2, Domenico Otranto2, Alessandro Alvaro1,
Viviane Noll Louzada‑Flores2, Massimo Pajoro1, Ilaria Varotto‑Boccazzi1, Matteo Brilli1, Alessandro Manenti3,
Emanuele Montomoli3,4, Gianvincenzo Zuccotti5,6 and Sara Epis1*
Abstract
Parasites of the genus Leishmania are unusual unicellular microorganisms in that they are characterized by the
capability to subvert in their favor the immune response of mammalian phagocytes, including dendritic cells. Thus,
in overt leishmaniasis, dendritic cells and macrophages are converted into a niche for Leishmania spp. in which the
parasite, rather than being inactivated and disassembled, survives and replicates. In addition, Leishmania parasites
hitchhike onto phagocytic cells, exploiting them as a mode of transport to lymphoid tissues where other phagocytic
cells are potentially amenable to parasite colonization. This propensity of Leishmania spp. to target dendritic cells has
led some researchers to consider the possibility that the non-pathogenic, reptile-associated Leishmania tarentolae
could be exploited as a vaccine platform and vehicle for the production of antigens from different viruses and for the
delivery of the antigens to dendritic cells and lymph nodes. In addition, as L. tarentolae can also be regarded as a sur‑
rogate of pathogenic Leishmania parasites, this parasite of reptiles could possibly be developed into a vaccine against
human and canine leishmaniases, exploiting its immunological cross-reactivity with other Leishmania species, or, after
its engineering, for the expression of antigens from pathogenic species. In this article we review published studies on
the use of L. tarentolae as a vaccine platform and vehicle, mainly in the areas of leishmaniases and viral infections. In
addition, a short summary of available knowledge on the biology of L. tarentolae is presented, together with informa‑
tion on the use of this microorganism as a micro-factory to produce antigens suitable for the serodiagnosis of viral
and parasitic infections.
Keywords Protozoa, Leishmaniasis, Antigens, Parasites, Viral vaccines, Immunization
*Correspondence:
Sara Epis
sara.epis@unimi.it
1
Department of Biosciences, Pediatric CRC “Romeo ed Enrica Invernizzi”–
University of Milan, Milan, Italy
2
Department of Veterinary Medicine, University of Bari, Valenzano, Italy
3
VisMederi, Siena, Italy
4
Department of Molecular and Developmental Medicine, University
of Siena, Siena, Italy
5
Department of Biomedical and Clinical Sciences, Pediatric CRC “Romeo
ed Enrica Invernizzi”–University of Milan, Milan, Italy
6
Department of Pediatrics, Ospedale dei Bambini-Buzzi, Milan, Italy
© The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
Bandi et al. Parasites & Vectors
(2023) 16:35
Background
Dendritic cells, antigen delivery and Leishmania tarentolae
Upon their invasion of vertebrate tissues, infectious
microorganisms are typically exposed to the action of
phagocytic cells, including dendritic cells (DCs). DCs
subsequently transport the engulfed microbes to lymph
nodes for processing of the microbial proteins into peptides and for the presentation of peptides to CD4+ T
cells. DCs thus act as professional antigen presenting
cells (APCs), playing a key role in the initiation of the
adaptive immune response [1]. Compared to most pathogens, Leishmania parasites are rather unusual in that
they exploit APCs of the myeloid cell line as a favourable habitat for their survival and reproduction [2]. In
other words, Leishmania parasites are not only passively
Page 2 of 13
exposed to the phagocytic activity of DCs and macrophages but they specifically target phagocytic cells
thanks to specific surface receptors. Once engulfed by
DCs and macrophages, Leishmania parasites subvert
the activation of these cells, inhibiting their oxidative
and lytic antimicrobial responses, and use these cells as
a mode of transport to the lymph nodes [3]. In summary,
Leishmania parasites display one of the desired requirements for a vaccine vehicle: a specific targeting of DCs
and lymph nodes (Fig. 1).
Despite this feature, however, candidate vaccines
against leishmaniases based on the use of whole Leishmania cells, either inactivated or attenuated, have not
yet been developed into licensed and available vaccines
for human or canine use [4–6]. The major drawbacks
Fig. 1 Schematic representation of the cutis of a mammal and a lymph node. A Leishmania-infected Phlebotominae sand fly is also represented
(1). A dendritic cell (DC) is represented during the process of phagocytosis of a Leishmania promastigote (2), the transformation of the promastigote
into the amastigote stage (3) and then the migration of the infected DC towards the lymph node (4). Inside the lymph node, DCs present the
antigens to CD4+ T cells. A neutrophil is also shown as these cells play a role in the first phases of mammalian infection by Leishmania spp (5)
Bandi et al. Parasites & Vectors
(2023) 16:35
of inactivated anti-Leishmania vaccines can be summarized as follows: (i) the limited immunogenicity of
inactivated vaccines, as compared to attenuated ones;
(ii) an improper modulation of the immune response,
associated with the Th2-biasing properties of pathogenic Leishmania species; and (iii) the limits in the
scalability to mass production of inactivated cells from
pathogenic Leishmania species, and the logistical difficulties in the wide-scale distribution of the derived
vaccine preparations [7]. These drawbacks, all of
which are typical of inactivated vaccines—in particular
the property of limited immunogenicity—have been
overcome in other preparations using attenuated living
microbes as vaccines. However, this latter approach
entails possible safety issues [8] and even greater logistical difficulties for large-scale vaccine campaigns. In
this context, the generation of gene-deleted clones to
be used in vaccination programs can minimize the
risk of reversal to virulence by attenuated pathogenic
Leishmania strains [6].
The limits of inactivated and attenuated vaccines
have been circumvented using surrogate pathogens as
vaccines. For example, the Bacillus Calmette-Guerin
(BCG) vaccine is derived from a cattle strain of the
bacterium Mycobacterium bovis and developed as a
vaccine against human tuberculosis (caused by Mycobacterium tuberculosis) after serial passages in vitro
to achieve its attenuation [9]. An attractive feature
of BCG vaccine is that this bacterium is suitable for
genetic manipulation and therefore for the production of heterologous proteins. This led to the generation of BCG strains expressing antigens from other
microorganisms, that have been assayed as candidate
vaccines against a variety of pathogens unrelated with
the mycobacteria [10]. Leishmania tarentolae, a parasite infecting reptiles, shares several features with BCG
in terms of its potential to be exploited as a surrogate
pathogen for use in vaccinations against leishmaniasis [11]. In addition, L. tarentolae has the potential to
be developed as a vaccine platform of a wider interest, owing to the suitability of this parasite for genetic
manipulation and, therefore, the production of heterologous protein antigens [11, 12].
In this article we review current knowledge on this
parasite in relation with its potential use in the development of novel types of vaccines, not only against
pathogenic Leishmania species, but also against a variety of viruses. The use of L. tarentolae to produce antigens for serological diagnosis will also be discussed. A
schematic representation of the life-cycle of L. tarentolae is presented in Fig. 2.
Page 3 of 13
Leishmania tarentolae: natural history
and evidence of infectivity in mammalian hosts
Although L. tarentolae, the type species of the subgenus
Sauroleishmania [13], was described more than one century ago in the gecko Tarentola mauritanica [14], information on its natural history remains limited [11] with
respect to other species within the subgenera Leishmania
and Viannia. Indeed, the 21 species within the subgenus Sauroleishmania have historically been overlooked
in leishmaniasis research, being associated with reptiles
(from the families Agamidae, Gekkonidae, Lacertidae,
Scincidae and Varanidae) and generally regarded to be
non-infectious to mammals. In addition, Sauroleishmania species are transmitted by sand flies of the genus Sergentomyia, which have a primarily herpetophilic feeding
behavior [15]. The detection of promastigotes of a protist
parasite (Paleoleishmania proterus) mixed with reptilian
nucleated blood cells in the midgut lumen of a Palaemyia burmitis female sand fly in mid-Cretaceous amber
(approx. 100 MYA) suggested that Sauroleishmania
evolved in reptiles [16, 17]. However, phylogenetic analyses placing Sauroleishmania as the sister group of the
subgenus Leishmania, after the divergence of Viannia,
supported the hypothesis that the ancestor of Sauroleishmania evolved in mammals and then switched to reptiles
[12–18]. The distribution of L. tarentolae is limited to the
Old World [19] in association with geckoes in Europe,
North Africa and the Middle East [20–22]. The tight
association between Sauroleishmania spp. and reptilebiting Sergentomyia sand flies [23–26] was challenged by
the detection of mammalian blood in these sand fly species [27, 28]. These results also raised questions about
the potential role of Sergentomyia sand flies as vectors of
Leishmania infantum. Meanwhile, individuals of different species of Phlebotomus (e.g. Phlebotomus perfiliewi,
P. perniciosus [29–31]) have been found positive for L.
tarentolae, most likely as an effect of their opportunistic
feeding behavior, which may be linked with several ecological factors and host availability [32]. These observations are further supported by the experimental infection
of Phlebotomus papatasi [33, 34], Ph. perniciosus and
Phlebotomus sergenti [34] with Sauroleishmania spp. On
these premises, we can conclude that Sergentomyia is not
the sole genus of sand flies in which Sauroleishmania can
develop and that these Leishmania protozoan parasites
could also circulate in mammals. Moreover, laboratory
experiments have shown that New World sand flies, such
as Lutzomyia longipalpis, are competent as vectors for L.
tarentolae [35], thus suggesting the potential circulation
of this parasite also in the Americas.
In the sand fly vector, Sauroleishmania has traditionally been classified as an hypopylarian microorganism
since it develops mainly in the hindgut [36]. However,
Bandi et al. Parasites & Vectors
(2023) 16:35
Page 4 of 13
Fig. 2 Life-cycle of Leishmania tarentolae in sand flies and vertebrate hosts. In reptiles, amastigote-like forms are known to develop in blood cells,
but the details of the life-cycle in reptilian hosts are still unknown. Sand flies ingest infected blood cells, and parasites subsequently differentiate
into promastigotes, with a hypopylarian or peripylarian type of development. The transmission to vertebrate hosts is likely to occur, in most cases,
through the blood meal or through oral ingestion of the fly. Other modes of transmission have also been suggested, including contact with the
mucosae of urine droplets containing the parasites. Urine droplets are indeed produced and released by sand fly females during the blood meal
through the prediuresis process. Information on transmission and development in mammals is limited
the development of some Sauroleishmania species in the
midgut [33, 34, 37] of Ph. papatasi and Ph. perniciosus
(i.e. peripylarian or suprapylarian), but not in Ph. sergenti,
suggests that Sauroleishmania development is influenced
by the insect species [34]. In particular, the presence of
L. tarentolae promastigotes in the stomodeal valve of
some Phlebotomus species [33, 34] supports the possibility of transmission through the blood meal, whereas the
localization in the Malpighian tubules suggests transmission through urine droplets (i.e. the product of prediuresis), bite wounds or contact with the mucosae of the
hosts. In addition to the many aspects of the Sauroleishmania—sand fly interactions, the potential infectivity of
L. tarentolae for mammals has recently been supported
after the molecular detection of DNA from this parasite
in a 300-year-old Brazilian mummy [38]. This discovery also raised some questions about the host range and
geographical distribution of this species and advocated
for specific investigations aimed at defining their ability to infect mammalian hosts. It is interesting to note
that another species belonging to the subgenus Sauroleishmania, Leishmania adleri, while primarily associated with ectothermic hosts, may infect humans causing
transient skin lesions, similar to those observed in cutaneous leishmaniasis [39], and has also been detected in
asymptomatic hamsters and mice [40]. Additionally,
under laboratory conditions, L. tarentolae promastigotes
differentiate into an amastigote-like form after uptake by
mammalian DCs and macrophages [41–44], hinting at
the possibility of natural infection in mammals. In Mediterranean countries, human and canine leishmaniases are
endemic, and L. tarentolae has been isolated from different species of reptiles [12, 45, 46] and sand flies [28], and
its DNA has also been detected by molecular methods in
mammals [29, 38, 46, 47]. A recent molecular screening
revealed the presence of L. tarentolae DNA in humans
and sand flies from central Italy and Linosa island [29,
47]. Importantly, infection by L. tarentolae has also been
hypothesized as being associated with a reduction in
anti-L. infantum antibody titers in dogs seropositive to
Bandi et al. Parasites & Vectors
(2023) 16:35
canine leishmaniasis, but clinically healthy [48]. Therefore, in regions where L. tarentolae is highly prevalent
in reptile and sand fly populations, the presence of this
parasite may represent a factor capable of inhibiting the
development of clinical forms of canine leishmaniasis,
which is associated with antibody-mediated inflammatory reactions [11]. This possibility is further supported
by the finding of Sergentomya minuta as the most abundant sand fly species in canine leishmaniasis endemic
areas [31].
In summary, available data confirm the sympatric
circulation of L. infantum and L. tarentolae in central
and southern Italy, also suggesting that geckoes may be
infected with L. infantum. Furthermore, the interactions
of these two species of Leishmania in these areas are evidenced in their overlapping circulation in “non-natural”
hosts and vectors. Therefore, hosts and vectors that have
historically been considered to be non-permissive to the
one or the other of the two species could actually play a
role in the epidemiological cycle of L. infantum and L.
tarentolae.
Leishmania tarentolae as a biotech tool:
use in the production protein antigens
for the serodiagnosis of infectious diseases
The classical prokaryotic systems for protein expression
and production (e.g. the well-known Escherichia coli system) lack essential components for proper protein folding and eukaryotic-type post-translational modifications.
Eukaryotic expression systems have thus been proposed
in recent decades, although these are characterized by
several limitations, such as slow generation time and high
costs of culture maintenance [49]. Leishmania tarentolae has been proposed as an alternative system for protein production that overcomes these limitations since it
combines the advantages of both eukaryotic and prokaryotic systems: the maintenance and growth of L. tarentolae is accomplished at a low cost and is easily scalable
to industrial production using bioreactors. In addition, L.
tarentolae boasts a range of post-translational modifications, including mammalian-type N-glycosylation [50].
A particular focus of research is a strain of L. tarentolae
that was originally isolated from lizards and subsequently
cultivated in axenic culture for decades. This strain is
commercially available as a eukaryotic protein expression platform (In Vivo LEXSY translation system, Jena
Bioscience GmbH) and can be used to express both intracellular or secreted proteins under the activity of constitutive or inducible promoters (https://www.jenabiosci
ence.com/). This system has successfully been exploited
to produce both antigens for sero-diagnostic applications
and vaccine development (see following section), as well
as a variety of proteins to be used in crystallography.
Page 5 of 13
A first obvious application of L. tarentolae is the production of protein antigens from other trypanosomatids
that can be used in serological diagnosis. In 2015 Rooney
and co-workers published the first study in which L.
tarentolae was used to produce antigens from Trypanosoma brucei, with the aim to develop a rapid diagnostic
test for African trypanosomiases [51]. Another experimental work exploited L. tarentolae for the expression of
the rK39 antigen of L. infantum for serodiagnosis of visceral leishmaniasis (VL); the results showed satisfactory
diagnostic accuracy when the antigen was tested on sera
from patients with VL [52].
Leishmania tarentolae has also been explored as a
means to produce protein antigens for the serodiagnosis of viral infections. The gold standard for serological
diagnosis of viral infections implies the use of antigens
produced in mammalian cells [53], with all the potential limitations, particularly in terms of fast production
and rapid application in the case of emerging epidemics from novel pathogens. Two studies have so far been
published on the use of protein antigens produced in L.
tarentolae for the diagnosis of viral infections. In the first
study, an antigen from the hepatitis E virus capsid protein, produced in L. tarentolae, was successfully used in
an enzyme-linked immunosorbent assay (ELISA) for the
detection of antiviral antibodies in porcine sera [54]. In a
more recent study, antigens from severe acute respiratory
syndrome coronavirus 2 (SARS-CoV-2) were thoroughly
tested on sera from humans affected by coronavirus disease 2019 (COVID-19) and found to display diagnostic
performances comparable to those achieved by antigens
produced in human cells [55].
Recombinant protein yield by L. tarentolae can be
improved in bioreactors and altered culture growth conditions. Pion et al. [56], for example, engineered Leishmania for the production of recombinant influenza
hemagglutinins in biofermenter culture; changes in the
culture volume (2 l) and agitation of the culture led to
a tenfold increase in the yield. Taking safety issues into
account, the production of recombinant proteins to be
used as vaccines or in therapeutic applications should
ideally avoid the use of culture media containing components of animal origin [57]. However, promastigotes of L.
tarentolae are normally cultivated in liquid media with
the addition of blood or animal serum, or other components of animal origin [58]. A commonly used medium
is brain heart infusion (BHI) growth medium supplemented with animal serum, but there are alternatives for
culturing L. tarentolae. For example, Fritsche et al. [59]
tested yeast extract medium, with hemin as the sole component of animal origin. Schneider’s Drosophila medium
was also successfully tested for cultivation of Leishmania spp., but always in combination with animal serum.
Bandi et al. Parasites & Vectors
(2023) 16:35
Finally, a classic study proposed catalase or high concentrations of peroxidase as substitute for hemin in BHI
medium [60]. The above efforts to set up optimal media
and culture conditions for L. tarentolae cultivation will
likely increase its suitability as a tool for protein production at the industrial level, a prerequisite for translational
application of this microorganism to produce antigens,
vaccines or therapeutics [61].
Leishmania tarentolae as a surrogate of pathogenic
leishmaniae in terms of vaccination, and the issue
of immune modulation in anti‑Leishmania vaccines
The origin of vaccines is traced back to 1796, when
Edward Jenner proposed the inoculation of material
from cowpox lesions as a treatment to protect humans
from smallpox. In modern terminology, the first vaccine comprised a surrogate pathogen (the cowpox virus)
that causes only mild infections in humans but nonetheless elicits cross-protective immunity against the human
pathogen, namely the smallpox virus [62]. During the
first half of the twentieth century, BCG was developed as
a surrogate of the human pathogen M. tuberculosis and is
still widely used in vaccination campaigns against tuberculosis (see section Background). The use of microorganisms that infect animal species other than humans as
surrogates of human pathogens for vaccination targets is
thus part of the history of vaccinology and should not be
dismissed as an obsolete or useless strategy. Several lines
of evidence suggest that L. tarentolae could represent a
surrogate pathogen and that it is suitable to be assayed
as a vaccine against human and canine leishmaniases.
First, cross-protective immunity is well documented in
Leishmania infections (for example see [63] and citations
therein). The existence of cross-protective immunity
in Leishmania species has also been documented at the
molecular level [64] or using sub-components of Leishmania cells, as in the LBSap vaccine which, while being
composed of antigens from Leishmania braziliensis, is
protective against Leishmania infantum [65, 66]. Second,
comparative genomics show that L. tarentolae shares
approximately 90% of its genes with pathogenic species,
including L. infantum and Leishmania major. However,
several genes possibly associated with virulence are lacking in L. tarentolae, compared to pathogenic Leishmania species [67], which is reassuring in relation to safety
issues. Third, current evidence indicates that L. tarentolae is not pathogenic to mammals, while still being
capable of infecting macrophages and DCs, reaching the
amastigote state [41, 44, 68]. Finally, the evidence for a
circulation of L. tarentolae in dogs, and the absence of
any evidence for its association with pathological outcomes, further emphasizes the potential utility of this
Page 6 of 13
parasite in anti-Leishmania vaccination (see [11] and section on L. tarentolae natural history and the evidence of
infectivity in mammalian hosts).
A major issue that should be addressed to determine
the potential of L. tarentolae as a vaccine against pathogenic leishmaniae is the type of immune modulation
that this reptile parasite determines in mammals. There
is a general consensus that hosts displaying classical
macrophage activation (M1 activation), with specific
polarization of CD4+ T cells towards the Th1 phenotype, are protected against infection and overt disease
with most forms of leishmaniases, in both dogs and
humans, while hosts displaying alternative macrophage
activation (M2 activation) and a Th2-biased response
are more exposed to the risk of developing active Leishmania infection and overt disease [69, 70]. For this reason, a central focus in leishmaniasis vaccine research is
the identification of adjuvants capable of determining
a proper polarization of the immune response towards
the M1/Th1 profile [71]. Initial studies, using the
murine model, showed that L. tarentolae determines
Th1-type cytokine production in vivo [41]. However,
most of the subsequent studies suggested that elicitation of a Th1 response requires co-administration of the
appropriate adjuvants, or the concomitant expression
of immune-modulating molecules [72, 73]. However,
the expression of M2 markers in human macrophages,
after stimulation with L. tarentolae, was also observed
[74]. A recent in vitro study on human DCs reported
moderate production of Th1-type cytokines after stimulation by living promastigotes of L. tarentolae and also
confirmed the penetration of L. tarentolae into DCs
and their maturation, with expression of surface markers of activation, including MHC class II and co-stimulatory molecules [44]. The capacity of DCs to engulf
L. tarentolae, the maturation of these cells after exposure to the parasite and evidence for the production,
even though moderate, of Th1-associated cytokines are
all coherent with the possibility that L. tarentolae possesses some of the characteristics required by an antiLeishmania vaccine.
Despite the above theoretical arguments in favor of
the potential utility of L. tarentolae as a vaccine against
pathogenic Leishmania species, only a few studies have
investigated the issue experimentally, always in rodent
models. In a first seminal study, intraperitoneal immunization with L. tarentolae was found to achieve a protective immune response against Leishmania donovani
in BALB/c mice, associated with a strong Th1 response
in the absence of adjuvant [41]; this result was, however,
not confirmed by other studies. In that study, the promastigotes of L. tarentolae were not engineered for the
expression of any antigen from pathogenic Leishmania
Bandi et al. Parasites & Vectors
(2023) 16:35
species, nor for any proteins capable of stimulating the
immune response, but only for the production of the
green fluorescent protein. Live, non-engineered, promastigotes of L. tarentolae have also been shown to
provide cross-protective immunity against L. major [75,
76]. The possibility of exploiting wild-type L. tarentolae
as a vaccine against dog or human pathogenic Leishmania species is thus worthy of further investigations (see
section Concluding remarks).
Engineered Sauroleishmania strains as vaccines
against pathogenic Leishmania species
One possible strategy to increase the immunogenicity of L. tarentolae as a vaccine against human and dog
leishmaniases is to engineer this microorganism for the
expression of antigens from pathogenic Leishmania species or of immune-modulating proteins associated with
M1/Th1 immune activation. Briefly, in anti-leishmania
vaccine studies, L. tarentolae has been genetically modified (GM) for the production of the following categories
of proteins: (i) antigens from pathogenic Leishmania species; (ii) immune-modulating proteins of human origin;
and (iii) antigens or immune-modulating proteins from
the sand fly saliva. Strains of L. tarentoale have also been
engineered for the production of both immune-modulating proteins and antigens from pathogenic Leishmania
species. Studies on GM L. tarentolae in anti-Leishmania vaccination tests are summarized in Table 1. A brief
account, focused on protein categories, is also provided
in the following paragraphs.
Different protein antigens from pathogenic Leishmania species have been investigated in anti-Leishmania
vaccine research, with L. tarentolae used as a vehicle for
their production and delivery. For example, administration of L. tarentolae engineered to express the A2 antigen
from L. donovani provided protection against L. infantum in a murine model of the infection [77]. Other studies using L. tarentolae as a vaccine vehicle exploited the
LACK and KMP11 antigens (for the full name of these
antigens, see Table 1), that are expressed both in the promastigote and the amastigote stage and are involved in
the infection of mammalian hosts [78, 79]. Immunization
with L. tarentolae expressing these proteins, co-adjuvated with CpG motifs, achieved a reduction of parasite
load by Leishmania major in a murine model [73]. As a
third example, live L. tarentolae expressing LPG3 from L.
infantum, a protein chaperon involved in the biosynthesis of lipophosphoglycans, induced the expression of high
level of interferon gamma (IFN-γ) in the murine model,
and partial protection against L. infantum infection,
without co-administration of any adjuvant [80].
As already emphasized, L. tarentolae has been
exploited not only to express and deliver protein antigens
Page 7 of 13
from pathogenic Leishmania parasites, but also for the
production and delivery of immune-modulating molecules. Recent findings point to CXCL-10 (C-X-C motif
chemokine 10) as a potential tool for immunotherapy
of cutaneous leishmaniasis, since this molecule favors
a shift towards a Th1 pro-inflammatory response [81].
Indeed, inoculation of L. tarentolae expressing CXCL10 in mice inhibited arginase activity and Th2 cytokine
expression towards IFN-γ and nitric oxide production
[82]. Another example of an immune-modulating molecule investigated in vaccine research is the human neutrophil peptide (HNP1), which is a member of the large
antimicrobial peptides (AMPs) group [83]. In a study
published in 2017, a strain of L. tarentolae engineered
for the expression of HPN1 from L. major was tested in
the murine model; the results showed containment of the
parasite load after challenge with L. major itself [84].
The contribution of a vector’s saliva in the immunology of leishmaniases has been extensively been studied
in recent decades, with identification of highly immunogenic molecules, such as the PpSP15 protein from Phlebotomus papatasi [85]. Regarding the use of engineered
Sauroleishmania in vaccination, the administration of
GM L. tarentolae expressing the cysteine proteinases
A and B (CPA/CPB) genes, in co-administration with
a DNA plasmid coding for the sand fly salivary antigen
PpSP15, was shown to be very effective in murine models
as a vaccine against L. major [86]. Leishmania tarentolae
expressing PpSP15 was also effective in terms of immunization against L. major infection when administered in
combination with CpG oligodeoxynucleotides [87]. More
recently, the combination of two salivary proteins from
the sand fly, PpSP15 and PpSP9, co-expressed and delivered by L. tarentolae, proved to be effective in immunization against two different Leishmania species, L. major
and L. tropica [88].
Microbial vaccine vehicles: Leishmania tarentolae
as an anti‑viral vaccine
At the time of writing this article, four major vaccine
technologies or platforms are being used extensively for
the production of antiviral vaccines: (i) RNA vaccines
delivered through lipid nanoparticles; (ii) adenovirusbased viral vectors; (iii) subunit vaccines, using recombinant protein antigens, produced in eukaryotic expression
systems; and (iv) inactivated or attenuated viruses [89]. In
addition to these types of platforms, a fifth approach is
based on the administration of whole bacterial cells that
are engineered for the expression of viral antigens (Fig. 3)
[90–92].
The core idea of this strategy is that GM bacteria can
be exploited not only as micro-factories to produce the
desired antigen, but also as vehicles for the delivery of
Bandi et al. Parasites & Vectors
(2023) 16:35
Page 8 of 13
Table 1 Use of Leishmania tarentolae as an antigen in vaccination or as a vaccine vehicle, or to produce viral proteins or virus-like
particles
Type of expressed molecule Whole Lt and/or purified
protein
Expressed molecule
Target infection/disease
Animal model
Selected references
WT
Whole Lt
//
Leishmaniasis
Murine
[75, 76]
GM for: GFP
Whole Lt
GFP to trace Leishmania
tarentolae
Leishmaniasis
Murine
[41]
GM for: pLs prot
Whole Lt and/or purified
protein
Leishmaniasis
pLs A2 antigen
pLs A2 antigen + cysteine
proteinases A and B (CPA
and CPB without C terminal
extension)
pLs Leishmania homolog
of the receptor for the acti‑
vated C kinase (LACK) + pLs
kinetoplastida membrane
protein-11 (KMP11)
Leishmania infantum
lipophosphoglycan 3 (LPG3)
pLs cysteine proteinases A
and B (CPA, CPB)
Murine
Hamster
[73, 77, 80, 86, 106, 107]
GM for: IM prot
Whole Lt
Interferon-gamma-induced
protein 10 (IP-10) or
CXCL-10
Human neutrophil pep‑
tide-1 (HNP-1)
Immunogenic Phlebotomus
papatasi salivary molecule
SP15 (PpSP15)
Immunogenic Ph. papatasi
salivary molecule SP15
(PpSP15) + Phlebotomus
sergentii salivary molecule
SP9 (PsSP9)
Leishmaniasis
Murine
[82, 84, 87, 88]
GM for: IM prot + pLs prot
Whole Lt
pLs kinetoplastida
membrane protein-11
(KMP11) + N-terminal
domain of heat shock
protein GP96 (NT-GP96)
Leishmaniasis
Murine
[108]
GM for: other protozoan
protein
Whole Lt and/or purified
protein
Fusion of immunodominant Toxoplasmosis
epitopes of 5 Toxoplasma
antigens: SAG1-ROP16GRA12-MIC4-M2AP
Murine
[99]
GM for: viral protein
Whole Lt and/or purified
protein
HPV16-L1
SARS-CoV-2 spike protein/
RBD
HIV-1 Gag
HCV envelope glycopro‑
teins (HCV E1-E2)
HPV
SARS-CoV-2
HIV
HCV
Murine
Human tissue
[42, 98a,100, 109]
GM for: IM prot + viral
protein
Whole Lt and/or purified
protein
HPV
HCV
Murine
[72, 101]
GM for: VLPs
VLPs
HCV polytope (PT) fused
to the N-terminal domain
of heat shock protein GP96
(HCV-PT + NT-GP96)
(HPVE7 + NT-GP96) + (HPVE7 + CT-GP96)
HPV
HBV
HCV
NoV
Murine
[102–105]
HPV late protein 1 (HPV16
L1)
HBV small surface antigen
(sHBsAg) presenting
epitopes derived from the
HCV E2 glycoprotein
NoV Capsid Prot
Bandi et al. Parasites & Vectors
(2023) 16:35
Page 9 of 13
Table 1 (continued)
GFP Green fluroescent protein, GM genetically modified Leishmania, HBV/HCV hepatitis B/C virus, HIV human immunodeficient virus, HPV human papillomavirus, IM
prot immune-modulating protein, Lt Leishmania tarentolae, NoV norovirus, pLs prot pathogenic Leishmania species protein, prot protein, SARS-CoV-2 severe acute
respiratory syndrome coronavirus 2, VLPs virus-like particles, WT wild type/non-engineered
a
A purified recombinant protein and Leishmania cells expressing a recombinant protein were co-administered
the antigens themselves, ideally targeting DCs and lymph
nodes. These GM bacteria are referred to as bacterial
vaccine vehicles, or as living bacterial vehicles, when
used without inactivation. In the context of antiviral vaccination, a major limitation with the use of bacteria as
antigen vehicles, or even for the simple production of
the antigens, is that protein expressed in bacteria are not
subjected to post-translational modifications, which are
instead characteristic of proteins produced in mammalian cells [93, 94]. Therefore, viral antigens expressed in
bacteria are expected to present structural differences in
comparison with antigens produced by mammalian cells
during viral infections. In addition to bacteria, yeasts
have also been proposed as vaccine vehicles for the production and delivery of viral antigens (see, for example,
[95]). Indeed, production of protein antigens in yeasts
ensures post-translational modification of the antigen,
but the glycosylation pattern in yeast-produced proteins
is rather different from that of mammalian proteins [96].
Considering the glycosylation issue, L. tarentolae
emerges as an alternative solution to produce viral antigens: as outlined above, the glycosylation pattern in this
microorganism resembles that of mammals. In addition, both the easy culturing and genetic engineering
of L. tarentolae, as well as its propensity to target DCs,
make this protozoon an ideal candidate for its use as a
microbial antigen vehicle for anti-viral vaccination. We
emphasize that the use of GM L. tarentolae as candidate anti-Leishmania vaccines (see above sections) also
exploits this microorganism as a vehicle for the antigen.
Published studies on the use of L. tarentolae as an antigen vehicle in anti-viral vaccination have so far targeted
eight different viruses (Table 1). A first study in this area
exploited L. tarentolae for the expression and delivery of
the Gag protein from human immunodeficiency virus
type 1 (HIV-1). The assays in the murine model led to
an effective immune response, with the production of
Fig. 3 Use of microbial vectors in vaccination against viruses and other pathogens. A gene coding for an antigen is selected from a pathogen and
cloned for its expression into a microbial vehicle (1). Different types of expression could be exploited (2). The selected microbial vehicle is then used
for the immunization of the host (3). GM, Genetically modified, WT, wild type
Bandi et al. Parasites & Vectors
(2023) 16:35
neutralizing antibodies [42]. Another virus that has been
targeted in preclinical studies using GM L. tarentolae is
human papillomavirus (HPV), in a murine model of the
tumor associated with this virus [97]; the results of that
study revealed a contained growth of the tumor in vaccinated mice. Finally, GM L. tarentolae expressing the
spike protein of SARS-CoV-2 has recently been assayed
in mice, and the production of neutralizing antibodies
was observed [98]. In the latter study, rectal administration of the engineered strain of L. tarentolae was also
shown to be effective in the induction of the neutralizing
response, paving the way toward the use of L. tarentolae
as an antigen vehicle for mucosal vaccination.
In addition to the exploitation of L. tarentolae as an
antigen vehicle, this protozoon has also been used to
produce viral protein antigens that have been assayed
as purified proteins, alone or in combination with GM
L. tarentolae strains [e.g. 98], or virus-like particles, that
have been assayed in preclinical studies against four different viruses (Table 1). Finally, L. tarentolae has also
been investigated for the production of a candidate vaccine against the apicomplexan protozoon Toxoplasma
gondii [99]; in that study, a multi-epitope vector-based
vaccine, based on immunodominant epitopes of five Toxoplasma antigens, conferred protective immunity against
acute toxoplasmosis in BALB/c mice [99].
Concluding remarks
Leishmania tarentolae has a great potential as a candidate vaccine, both as non-engineered, WT organism,
possibly in combination with adjuvating molecules favoring Th1-biased responses, or after its engineering, for the
expression of antigens and/or immune-modulating molecules. However, several research issues still need to be
addressed for an effective translation into practice. The
use of L. tarentolae as a wild-type whole organism for
vaccination of dogs (and possibly humans) will require
further studies in rodent models, with also the need to
understand whether the parasite can actually replicate
within the mammalian host, ensuring adequate stimulation of the immune response, without causing any
pathological alteration. In this context, a very important
issue is whether wild-type L. tarentolae administered as
living cells would benefit from co-administration with
an adjuvant. Indeed, co-administration with adjuvants
could stimulate an excessive immune response against
L. tarentolae, with early inactivation of the parasites,
and thus reduced replication. Therefore, investigations
on adjuvating strategies capable of favoring the immune
response in the Th1 direction while allowing L. tarentolae to undergo a few replication cycles will be of great
importance. Regarding the strains of L. tarentolae engineered for vaccination against pathogenic protozoa of
Page 10 of 13
the genus Leishmania, viruses or other infectious agents,
the effective use of these strains will require addressing
the problems related with their status as GM organisms,
obtained by incorporating one or more genes for antibiotic resistance. The actual use of these strains could
therefore require the removal of resistance genes or the
development of metabolic complementation strategies
for the selection of transformed strains as an alternative
to antibiotic-based selection. More generally, the production of L. tarentolae cells for an effective use in vaccination campaigns will require production to be scaled up
to the level of industrial bio-fermenters, with an optimization of the culture media, in the absence of antibiotic
pressure (see above). In any case, the increased interest in
L. tarentolae, both as a vaccine platform and more generally as a micro-factory to produce recombinant proteins
for a variety of applications, will likely lead to an acceleration of research on this organism and to solutions to the
above issues.
Acknowledgements
Figures were created with BioRender.com. CB and SE thank the GSA-IDEA pro‑
ject. CB, SE and DO thank the PNRR project PE-13, INF-ACT One Health Basic
and Translational Research Actions addressing Unmet Needs on Emerging
Infectious Diseases.
Author contributions
CB, DO, SE: conceived and designed the structure and overall content of this
article. MP, MB, AA, IVB, JAMR, DO, VNLF, AM, GVZ, EM: conducted the literature
search, screened articles, extracted data and conceived the figures. CB, SE,
JAMR, DO: wrote the manuscript. All authors read and approved the final
manuscript.
Funding
CB and SE received funding from “Fondazione Romeo ed Enrica Invernizzi”
(Grant Agreements No. LIB_VT21SEPIS and LIB_VT22CBAND).
Availability of data and materials
Not applicable.
Declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Received: 28 November 2022 Accepted: 3 January 2023
References
1. Worbs T, Hammerschmidt SI, Förster R. Dendritic cell migration in
health and disease. Nat Rev Immunol. 2017;17:30–48.
2. Martínez-López M, Soto M, Iborra S, Sancho D. Leishmania hijacks
myeloid cells for immune escape. Front Microbiol. 2018;9:883.
Bandi et al. Parasites & Vectors
(2023) 16:35
3. Liu D, Uzonna JE. The early interaction of Leishmania with macrophages
and dendritic cells and its influence on the host immune response.
Front Cell Infect Microbiol. 2012;2:83.
4. Saljoughian N, Taheri T, Rafati S. Live vaccination tactics: possible
approaches for controlling visceral leishmaniasis. Front Immunol.
2014;5:134.
5. Moafi M, Rezvan H, Sherkat R, Taleban R. Leishmania vaccines entered in
clinical trials: a review of literature. Int J Prev Med. 2019;10:95.
6. Volpedo G, Bhattacharya P, Gannavaram S, Pacheco-Fernandez T, Oljus‑
kin T, Dey R, et al. The history of live attenuated centrin gene-deleted
Leishmania vaccine candidates. Pathogens. 2022;11:431.
7. Kedzierski L, Zhu Y, Handman E. Leishmania vaccines: progress and
problems. Parasitology. 2006;133:87–112.
8. Detmer A, Glenting J. Live bacterial vaccines—a review and identifica‑
tion of potential hazards. Microb Cell Fact. 2006;5:23.
9. Lobo N, Brooks NA, Zlotta AR, Cirillo JD, Boorjian S, Black PC, et al. 100
years of Bacillus Calmette-Guérin immunotherapy: from cattle to
COVID-19. Nat Rev Urol. 2021;18:611–22.
10. Mouhoub E, Domenech P, Ndao M, Reed MB. The diverse applications
of recombinant BCG-based vaccines to target infectious diseases other
than tuberculosis: an overview. Front Microbiol. 2021;12:757858.
11. Mendoza-Roldan JA, Zatelli A, Latrofa MS, Iatta R, Bezerra-Santos MA,
Annoscia G, et al. Leishmania (Sauroleishmania) tarentolae isolation
and sympatric occurrence with Leishmania (Leishmania) infantum in
geckoes, dogs and sand flies. PLoS Negl Trop Dis. 2022;16:e0010650.
12. Klatt S, Simpson L, Maslov DA, Konthur Z. Leishmania tarentolae: Taxo‑
nomic classification and its application as a promising biotechnological
expression host. PLoS Negl Trop Dis. 2019;13:e0007424.
13. Ranque P. Étude morphologique et biologique de quelques Trypanoso‑
midés récoltés au Sénégal. PhD thesis. Marseille: Université d’Aix-Mar‑
seille II; 1973.
14. Wenyon CM. Observations on the intestinal protozoa of three
Egyptian lizards, with a note on a cell-invading fungus. Parasitology.
1920;12:350–65.
15. Lewis DJ. The phlebotomine sandflies (Diptera: Psychodidae) of the
Oriental Region. Syst Entomol. 1987;12:163–80.
16. Poinar G Jr, Poinar R. Evidence of vector-borne disease of early Creta‑
ceous reptiles. Vector Borne Zoonotic Dis. 2004;4:281–4.
17. Poinar G Jr, Poinar R. Paleoleishmania proterus n. gen., n. sp., (Trypano‑
somatidae: Kinetoplastida) from Cretaceous Burmese amber. Protist.
2004;155:305–10.
18. Schönian G. Genetics and evolution of Leishmania parasites. Infect
Genet Evol. 2017;50:93–4.
19. Akhoundi M, Kuhls K, Cannet A, Votýpka J, Marty P, Delaunay P, et al.
A historical overview of the classification, evolution, and disper‑
sion of Leishmania parasites and sandflies. PLoS Negl Trop Dis.
2016;10:e0004349.
20. Telford SRJ. A review of trypanosomes of gekkonid lizards, including the
description of five new species. Syst Parasitol. 1995;31:37–52.
21. Sloboda M, Kamler M, Bulantová J, Votýpka J, Modrý D. A new species of
Hepatozoon (Apicomplexa: Adeleorina) from Python regius (Serpentes:
Pythonidae) and its experimental transmission by a mosquito vector. J
Parasitol. 2007;93:1189–98.
22. Halla U, Korbel R, Mutschmann F, Rinder M. Blood parasites in reptiles
imported to Germany. Parasitol Res. 2014;113:4587–99.
23. Killick-Kendrick R, Lainson R, Rioux JA, Saf’janova VM. The taxonomy of
Leishmania-like parasites of reptiles. In: Rioux JA, editor. Leishmania: Tax‑
onomie et phylogenèse. Application Éco-epidemiologiques (Colloque
International du CNRS/INSERM, 1984). Montpellier: MEE; 1986. p. 143–8.
24. Maroli M, Gramiccia M, Gradoni L, Ready PD, Smith DF, Aquino C.
Natural infections of Phlebotomine sandflies with Trypanosomatidae in
central and south Italy. Trans R Soc Trop Med Hyg. 1988;82:227–8.
25. Rashti MS, Mohebali M. Natural promastigote infection of Sergentomyja
sintoni its seasonal variation and reservoir host in Turkemen Sahapa
Iran. Iran J Public Health. 1994;23:41–50.
26. Karimi A, Hanafi-Bojd AA, Yaghoobi-Ershadi MR, Akhavan AA, Ghez‑
elbash Z. Spatial and temporal distributions of phlebotomine sand
flies (Diptera: Psychodidae), vectors of leishmaniasis, in Iran. Acta Trop.
2014;132:131–9.
27. Abbate JM, Maia C, Pereira A, Arfuso F, Gaglio G, Rizzo M, et al.
Identification of trypanosomatids and blood feeding preferences of
Page 11 of 13
28.
29.
30.
31.
32.
33.
34.
35.
36.
37.
38.
39.
40.
41.
42.
43.
44.
45.
46.
47.
48.
phlebotomine sand fly species common in Sicily, Southern Italy. PLoS
ONE. 2020;15:e0229536.
Maia C, Depaquit J. Can Sergentomyia (Diptera, Psychodidae) play a
role in the transmission of mammal-infecting Leishmania? Parasite.
2016;23:55.
Pombi M, Giacomi A, Barlozzari G, Mendoza-Roldan J, Macrì G, Otranto
D, et al. Molecular detection of Leishmania (Sauroleishmania) tarentolae
in human blood and Leishmania (Leishmania) infantum in Sergentomyia minuta: unexpected host-parasite contacts. Med Vet Entomol.
2020;34:470–5.
Latrofa MS, Mendoza-Roldan J, Manoj R, Dantas-Torres F, Otranto D.
A duplex real-time PCR assay for the detection and differentiation of
Leishmania infantum and Leishmania tarentolae in vectors and potential
reservoir hosts. Entomol Gen. 2021;41:543–51.
Mendoza-Roldan JA, Latrofa MS, Iatta R, Manoj RRS, Panarese R,
Annoscia G, et al. Detection of Leishmania tarentolae in lizards, sand
flies and dogs in southern Italy, where Leishmania infantum is endemic:
hindrances and opportunities. Parasit Vectors. 2021;14:1–12.
Quate LW. Phlebotomus sandflies of the Paloich area in the Sudan
(Diptera, Psychodidae). J Med Entomol. 1964;1:213–68.
Adler S, Theodor O. Observations on Leishmania ceramodactyli n.sp.
Trans R Soc Trop Med Hyg. 1929;22:343–55.
Ticha L, Kykalova B, Sadlova J, Gramiccia M, Gradoni L, Volf P. Develop‑
ment of various Leishmania (Sauroleishmania) tarentolae strains in three
Phlebotomus species. Microorganisms. 2021;9:2256.
Diaz-Albiter HM, Regnault C, Alpizar-Sosa EA, McGuinness D, Barrett
M, Dillon RJ. Non-invasive visualisation and identification of fluores‑
cent Leishmania tarentolae in infected sand flies. Wellcome Open Res.
2018;3:160.
Lainson R, Shaw JJ. Evolution, classification and geographical distribu‑
tion. In: Peters W, Killick-Kendrick R, editors. The Leishmaniases in
biology and medicine, vol. 1. Biology and epidemiology. London:
Academic; 1987. p. 1–120.
Adler S, Theodor O. Investigation on Mediterranean kala azar X—a note
on Trypanosoma platydactyli and Leishmania tarentolae. Proc R Soc B
Biol Sci. 1935;116:543–4.
Novo SP, Leles D, Bianucci R, Araujo A. Leishmania tarentolae molecular
signatures in a 300 hundred-years-old human Brazilian mummy. Parasit
Vectors. 2015;8:72.
Manson-Bahr PE, Heisch RB. Transient infection of man with a Leishmania (L. adleri) of lizards. Ann Trop Med Parasitol. 1961;55:381–2.
Adler S. The behavior of a lizard Leishmania in hamsters and baby mice.
Rev Inst Med Trop Sao Paulo. 1962;4:61–4.
Breton M, Tremblay MJ, Ouellette M, Papadopoulou B. Live nonpatho‑
genic parasitic vector as a candidate vaccine against visceral leishma‑
niasis. Infect Immun. 2005;73:6372–82.
Breton M, Zhao C, Ouellette M, Tremblay MJ, Papadopoulou B. A
recombinant non-pathogenic Leishmania vaccine expressing human
immunodeficiency virus 1 (HIV-1) Gag elicits cell-mediated immunity in
mice and decreases HIV-1 replication in human tonsillar tissue follow‑
ing exposure to HIV-1 infection. J Gen Virol. 2007;88:217–25.
Taylor VM, Muñoz DL, Cedeño DL, Vélez ID, Jones MA, Robledo SM.
Leishmania tarentolae: utility as an in vitro model for screening of
antileishmanial agents. Exp Parasitol. 2010;126:471–5.
Varotto-Boccazzi I, Garziano M, Cattaneo GM, Bisaglia B, Gabrieli P, Biasin
M, et al. Leishmania tarentolae as an antigen delivery platform: dendritic
cell maturation after infection with a clone engineered to express the
SARS-CoV-2 spike protein. Vaccines. 2022;10:803.
Pozio E, Gramiccia M, Gradoni L, Maroli M. Hemoflagellates in Cyrtodactylus kotschyi (Steindachner, 1870) (Reptilia, Gekkonidae) in Italy. Acta
Trop. 1983;40:399–400.
Mendoza-Roldan JA, Latrofa MS, Tarallo VD, Manoj RR, Bezerra-Santos
MA, Annoscia G, et al. Leishmania spp. in Squamata reptiles from the
Mediterranean basin. Transbound Emerg Dis. 2021;69:2856–66.
Iatta R, Mendoza-Roldan JA, Latrofa MS, Cascio A, Brianti E, Pombi M,
et al. Leishmania tarentolae and Leishmania infantum in humans, dogs
and cats in the Pelagie archipelago, southern Italy. PLoS Negl Trop Dis.
2021;15:e0009817.
Cavalera MA, Iatta R, Panarese R, Mendoza-Roldan JA, Gernone F,
Otranto D, et al. Seasonal variation in canine anti-Leishmania infantum
antibody titres. Vet J. 2021;271:105638.
Bandi et al. Parasites & Vectors
(2023) 16:35
49. Gomes AR, Byregowda SM, Veeregowda BM, Balamurugan V. An over‑
view of heterologous expression host systems for the production of
recombinant proteins. Adv Anim Vet Sci. 2016;4:346–56.
50. Niimi T. Recombinant protein production in the eukaryotic proto‑
zoan parasite Leishmania tarentolae: a review. Methods Mol Biol.
2012;824:307–15.
51. Rooney B, Piening T, Büscher P, Rogé S, Smales CM. Expression of
Trypanosoma brucei gambiense antigens in Leishmania tarentolae.
Potential for use in rapid serodiagnostic tests (RDTs). PLoS Negl Trop Dis.
2015;9:e0004271.
52. Rezaei Z, Van Reet N, Pouladfar G, Kühne V, Ramezani A, Sarkari B.
Expression of a rK39 homologue from an Iranian Leishmania infantum
isolate in Leishmania tarentolae for serodiagnosis of visceral leishmania‑
sis. Parasit Vectors. 2019;12:593.
53. Wrapp D, Wang N, Corbett KS, Goldsmith JA, Hsieh CL, Abiona O, et al.
Cryo-EM structure of the 2019-nCoV spike in the prefusion conforma‑
tion. Science. 2020;367:1260–3.
54. Baechlein C, Meemken D, Pezzoni G, Engemann C, Grummer B. Expres‑
sion of a truncated hepatitis E virus capsid protein in the protozoan
organism Leishmania tarentolae and its application in a serological
assay. J Virol Methods. 2013;193:238–43.
55. Varotto-Boccazzi I, Manenti A, Dapporto F, Gourlay LJ, Bisaglia B, Gabrieli
P, et al. Epidemic preparedness-Leishmania tarentolae as an easy-tohandle tool to produce antigens for viral diagnosis: application to
COVID-19. Front Microbiol. 2021;12:736530.
56. Pion C, Courtois V, Husson S, Bernard MC, Nicolai MC, Talaga P, et al.
Characterization and immunogenicity in mice of recombinant influ‑
enza haemagglutinins produced in Leishmania tarentolae. Vaccine.
2014;32:5570–6.
57. Sodoyer R. Expression systems for the production of recombinant
pharmaceuticals. BioDrugs. 2004;18:51–62.
58. Chang KP, Fish WR. Leishmania. In: Jensen JB, editor. In vitro cultivation
of protozoan parasites. Boca Raton: CRC Press Inc; 1983. p. 111–53.
59. Fritsche C, Sitz M, Weiland N, Breitling R, Pohl HD. Characterization of
the growth behavior of Leishmania tarentolae: a new expression system
for recombinant proteins. J Basic Microbiol. 2007;47:384–93.
60. Gaughan PLZ, Krassner SM. Hemin deprivation in culture stages of
the hemoflagellate, Leishmania tarentolae. Comp Biochem Physiol B.
1971;39:5–18.
61. Habibzadeh S, Doroud D, Taheri T, Seyed N, Rafati S. Leishmania parasite:
the impact of new serum-free medium as an alternative for fetal bovine
serum. Iran Biomed J. 2021;25:349–58.
62. Riedel S. Edward Jenner and the history of smallpox and vaccination.
Proc (Bayl Univ Med Cent). 2005;18:21–5.
63. Aguilar-Be I, da Silva Zardo R, Paraguai de Souza E, Borja-Cabrera GP,
Rosado-Vallado M, Mut-Martin M, et al. Cross-protective efficacy of a
prophylactic Leishmania donovani DNA vaccine against visceral and
cutaneous murine leishmaniasis. Infect Immun. 2005;73:812–9.
64. Nico D, Gomes DC, Alves-Silva MV, Freitas EO, Morrot A, Bahia D, et al.
Cross-protective immunity to Leishmania amazonensis is mediated by
CD4+ and CD8+ epitopes of Leishmania donovani nucleoside hydro‑
lase terminal domains. Front Immunol. 2014;5:189.
65. Resende LA, Roatt BM, Aguiar-Soares RD, Viana KF, Mendonça LZ,
Lanna MF, et al. Cytokine and nitric oxide patterns in dogs immunized
with LBSap vaccine, before and after experimental challenge with
Leishmania chagasi plus saliva of Lutzomyia longipalpis. Vet Parasitol.
2013;198:371–81.
66. de Mendonça LZ, Resende LA, Lanna MF, Aguiar-Soares RD, Roatt BM,
Castro RA, et al. Multicomponent LBSap vaccine displays immuno‑
logical and parasitological profiles similar to those of Leish-Tec® and
Leishmune® vaccines against visceral leishmaniasis. Parasit Vectors.
2016;9:472.
67. Raymond F, Boisvert S, Roy G, Ritt JF, Legare D, Isnard A, et al. Genome
sequencing of the lizard parasite Leishmania tarentolae reveals loss of
genes associated to the intracellular stage of human pathogenic spe‑
cies. Nucleic Acids Res. 2012;40:1131–47.
68. Geroldinger G, Rezk M, Idris R, Gruber V, Tonner M, Moldzio R, et al.
Techniques to study phagocytosis and uptake of Leishmania tarentolae
by J774 macrophages. Exp Parasitol. 2019;197:57–64.
69. Burza S, Croft SL, Boelaert M. Leishmaniasis. Lancet. 2018;392:951–70.
Page 12 of 13
70. Rossi M, Fasel N. How to master the host immune system? Leishmania
parasites have the solutions! Int Immunol. 2018;30:103–11.
71. Varotto-Boccazzi I, Epis S, Arnoldi I, Corbett Y, Gabrieli P, Paroni M, et al.
Boosting immunity to treat parasitic infections: Asaia bacteria express‑
ing a protein from Wolbachia determine M1 macrophage activation
and killing of Leishmania protozoans. Pharmacol Res. 2020;161:105288.
72. Ansari N, Rafati S, Taheri T, Roohvand F, Farahmand M, Hajikhezri Z, et al.
Non-pathogenic Leishmania tarentolae vector based- HCV polytope
DNA vaccine elicits potent and long lasting Th1 and CTL responses in
BALB/c mice model. Mol Immunol. 2019;111:152–61.
73. Salari S, Sharifi I, Keyhani AR, GhasemiNejadAlmani P. Evaluation of
a new live recombinant vaccine against cutaneous leishmaniasis in
BALB/c mice. Parasit Vectors. 2020;13:415.
74. Badirzadeh A, Montakhab-Yeganeh H, Miandoabi T. Arginase/nitric
oxide modifications using live non-pathogenic Leishmania tarentolae
as an effective delivery system inside the mammalian macrophages. J
Parasit Dis. 2021;45:65–71.
75. Keshavarzian N, Noroozbeygi M, Haji M, Hoseini M, Yeganeh F. Evalua‑
tion of leishmanization using Iranian lizard Leishmania mixed with CpGODN as a candidate vaccine against experimental murine leishmaniasis.
Front Immunol. 2020;11:1725.
76. Haghdoust S, Noroozbeygi M, Hajimollahoseini M, Masooleh MM,
Yeganeh F. A candidate vaccine composed of live nonpathogenic
Iranian lizard Leishmania mixed with chitin microparticles protects mice
against Leishmania major infection. Acta Trop. 2021;227:106298.
77. Mizbani A, Taheri T, Zahedifard F, Taslimi Y, Azizi H, Azadmanesh K, et al.
Recombinant Leishmania tarentolae expressing the A2 virulence gene
as a novel candidate vaccine against visceral leishmaniasis. Vaccine.
2009;28:53–62.
78. Kelly BL, Stetson DB, Locksley RM. Leishmania major LACK anti‑
gen is required for efficient vertebrate parasitization. J Exp Med.
2003;198:1689–98.
79. de Mendonça SC, Cysne-Finkelstein L, Matos DC. Kinetoplastid
membrane protein-11 as a vaccine candidate and a virulence factor in
Leishmania. Front Immunol. 2015;6:524.
80. Pirdel L, Farajnia S. A non-pathogenic recombinant Leishmania express‑
ing Lipophosphoglycan 3 against experimental infection with Leishmania infantum. Scand J Immunol. 2017;86:15–22.
81. Vasquez RE, Soong L. CXCL10/gamma interferon-inducible protein
10-mediated protection against Leishmania amazonensis infection in
mice. Infect Immun. 2006;74:6769–77.
82. Montakhab-Yeganeh H, Abdossamadi Z, Zahedifard F, Taslimi Y,
Badirzadeh A, Saljoughian N, et al. Leishmania tarentolae expressing
CXCL-10 as an efficient immunotherapy approach against Leishmania
major-infected BALB/c mice. Parasite Immunol. 2017;39:e12461.
83. Dutta P, Das S. Mammalian antimicrobial peptides: promising therapeu‑
tic targets against infection and chronic inflammation. Curr Top Med
Chem. 2016;16:99–129.
84. Abdossamadi Z, Taheri T, Seyed N, Montakhab-Yeganeh H, Zahedi‑
fard F, Taslimi Y, et al. Live Leishmania tarentolae secreting HNP1 as an
immunotherapeutic tool against Leishmania infection in BALB/c mice.
Immunotherapy. 2017;9:1089–102.
85. Lestinova T, Rohousova I, Sima M, de Oliveira CI, Volf P. Insights into the
sand fly saliva: blood-feeding and immune interactions between sand
flies, hosts, and Leishmania. PLoS Negl Trop Dis. 2017;11:e0005600.
86. Zahedifard F, Gholami E, Taheri T, Taslimi Y, Doustdari F, Seyed N, et al.
Enhanced protective efficacy of nonpathogenic recombinant Leishmania tarentolae expressing cysteine proteinases combined with a sand fly
salivary antigen. PLoS Negl Trop Dis. 2014;8:e2751.
87. Katebi A, Gholami E, Taheri T, Zahedifard F, Habibzadeh S, Taslimi Y, et al.
Leishmania tarentolae secreting the sand fly salivary antigen PpSP15
confers protection against Leishmania major infection in a susceptible
BALB/c mice model. Mol Immunol. 2015;67:501–11.
88. Lajevardi MS, Gholami E, Taheri T, Sarvnaz H, Habibzadeh S, Seyed N,
et al. Leishmania tarentolae as potential live vaccine co-expressing
distinct salivary gland proteins against experimental cutaneous leish‑
maniasis in BALB/c mice model. Front Immunol. 2022;13:895234.
89. Hahn WO, Wiley Z. COVID-19 vaccines. Infect Dis Clin North Am.
2022;36:481–94.
Bandi et al. Parasites & Vectors
(2023) 16:35
90. Lee MH, Kim BJ. COVID-19 vaccine development based on recombinant
viral and bacterial vector systems: combinatorial effect of adaptive and
trained immunity. J Microbiol. 2022;60:321–34.
91. Soto JA, Díaz FE, Retamal-Díaz A, Gálvez NMS, Melo-González F, PiñaIturbe A, et al. BCG-Based vaccines elicit antigen-specific adaptive
and trained immunity against SARS-CoV-2 and Andes orthohantavirus.
Vaccines. 2022;10:721.
92. Yoon W, Park Y, Kim S, Bang IS. Development of an oral Salmonellabased vaccine platform against SARS-CoV-2. Vaccines. 2022;10:67.
93. Walsh G, Jefferis R. Post-translational modifications in the context of
therapeutic proteins. Nat Biotechnol. 2006;24:1241–52.
94. McElwain L, Phair K, Kealey C, Brady D. Current trends in biopharmaceu‑
ticals production in Escherichia coli. Biotechnol Lett. 2022;44:917–31.
95. Lei H, Xie B, Gao T, Cen Q, Ren Y. Yeast display platform technology
to prepare oral vaccine against lethal H7N9 virus challenge in mice.
Microb Cell Fact. 2020;19:53.
96. Brooks SA. Protein glycosylation in diverse cell systems: implications
for modification and analysis of recombinant proteins. Expert Rev
Proteomics. 2006;3:345–59.
97. Salehi M, Taheri T, Mohit E, Zahedifard F, Seyed N, Taslimi Y, et al. Recom‑
binant Leishmania tarentolae encoding the HPV type 16 E7 gene in
tumor mice model. Immunotherapy. 2012;4:1107–20.
98. Epis S, Varotto Boccazzi I, Manenti A, Rubolini D, Gabrieli P, Cattaneo G,
et al. Efficacy of mucosal vaccination using a protozoan parasite as a
vehicle for antigen delivery: IgG and neutralizing response after rectal
administration of LeCoVax-2, a candidate vaccine against COVID-19.
Pharmacol Res. 2022;186:106546.
99. Majidiani H, Dalimi A, Ghaffarifar F, Pirestani M. Multi-epitope vaccine
expressed in Leishmania tarentolae confers protective immunity to
Toxoplasma gondii in BALB/c mice. Microb Pathog. 2021;155:104925.
100. Grzyb K, Czarnota A, Brzozowska A, Cieślik A, Rąbalski Ł, Tyborowska J,
et al. Immunogenicity and functional characterization of Leishmaniaderived hepatitis C virus envelope glycoprotein complex. Sci Rep.
2016;6:30627.
101. Hosseinzadeh S, Bolhassani A, Rafati S, Taheri T, Zahedifard F, Daemi A,
et al. A non-pathogenic live vector as an efficient delivery system in
vaccine design for the prevention of HPV16 E7-overexpressing cancers.
Drug Deliv. 2013;20:190–8.
102. Bolhassani A, Shirbaghaee Z, Agi E, Davoudi N. VLP production in
Leishmania tarentolae: a novel expression system for purification and
assembly of HPV16 L1. Protein Expr Purif. 2015;116:7–11.
103. Czarnota A, Tyborowska J, Peszyńska-Sularz G, Gromadzka B,
Bieńkowska-Szewczyk K, Grzyb K. Immunogenicity of Leishmaniaderived hepatitis B small surface antigen particles exposing highly
conserved E2 epitope of hepatitis C virus. Microb Cell Fact. 2016;15:62.
104. Czarnota A, Offersgaard A, Pihl AF, Prentoe J, Bukh J, Gottwein JM, et al.
Specific antibodies induced by immunization with hepatitis B virus-like
particles carrying hepatitis C virus envelope glycoprotein 2 epitopes
show differential neutralization efficiency. Vaccines. 2020;8:294.
105. Panasiuk M, Zimmer K, Czarnota A, Grzyb K, Narajczyk M, PeszyńskaSularz G, et al. Immunization with Leishmania tarentolae-derived norovi‑
rus virus-like particles elicits high humoral response and stimulates the
production of neutralizing antibodies. Microb Cell Fact. 2021;20:186.
106. Saljoughian N, Taheri T, Zahedifard F, Taslimi Y, Doustdari F, Bolhassani A,
et al. Development of novel prime-boost strategies based on a tri-gene
fusion recombinant L. tarentolae vaccine against experimental murine
visceral leishmaniasis. PLoS Negl Trop Dis. 2013;7:e2174.
107. Taslimi Y, Zahedifard F, Taheri T, Doroud D, Latif Dizaji S, Saljoughian
N, et al. Comparison of protective potency of DNA and live vaccines
expressing A2-CPA-CPB-CTE antigens against visceral leishmaniasis in
syrian hamster as preliminary study. Iran J Parasitol. 2020;15:383–92.
108. Nasiri V, Dalimi A, Ghaffarifar F, Bolhassani A. Immunogenicity and
efficacy of live L. tarentolae expressing KMP11-NTGP96-GFP fusion as a
vaccine candidate against experimental visceral Leishmaniasis caused
by L. infantum. Iran J Parasitol. 2016;11:144–58.
109. Shirbaghaee Z, Bolhassani A, Mirshafiey A, Motevalli F, Zohrei N. A live
vector expressing HPV16 L1 generates an adjuvant-induced antibody
response in-vivo. Iran J Cancer Prev. 2015;8:e3991.
Page 13 of 13
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations.
Ready to submit your research ? Choose BMC and benefit from:
• fast, convenient online submission
• thorough peer review by experienced researchers in your field
• rapid publication on acceptance
• support for research data, including large and complex data types
• gold Open Access which fosters wider collaboration and increased citations
• maximum visibility for your research: over 100M website views per year
At BMC, research is always in progress.
Learn more biomedcentral.com/submissions
|
|
https://openalex.org/W4232926870
|
https://rjs.com.ro/articles/2015.4/RJS_2015_4_Art-01.pdf
|
Romanian, Moldavan
| null | null |
Romanian Journal of Stomatology
| 2,015
|
cc-by
| 4,762
|
1 1 PROTETICĂ DENTARĂ REZUMAT Obiective. Scopul acestui studiu a fost verificarea respectării curburii variaţiei cromatice a dinţilor naturali din
zona frontală maxilară de către garniturile de dinţi artificiali, precum şi identificarea garniturilor care se
apropie cel mai mult de această variaţie. Materiale şi metodă. Un examinator fără deficit de percepţie vizuală şi cu experienţă în utilizarea
spectrofotometrelor de uz introral a studiat din punct de vedere cromatic 8 garnituri de dinţi destinate înlocuirii
grupului frontal maxilar. (13-23) Patru dintre acestea sunt garnituri de dinţi confecţionaţi din acrilat: Star Lux
(Ruthinium Grup, Italia), Vita MTF (Vita, North America), Spofadent Plus (SpofaDent s.a, Cehia) şi Acry Rock
(Ruthinium Grup, Italia), 2 garnituri sunt confecţionate din răşină compozită: Ivoclar Ivostar (Ivoclar Vivadent,
Lichtenstein) şi Pigeon Summit (Pigeon Dental, China) şi 2 garnituri de dinţi ceramici: Vita Lumin Vacuum
(Vita Zahnfabrik,Germania) şi Enta Ceram (Enta B.V., Olanda). (
) ş
(
)
Pentru fiecare dinte din fiecare garnitură s-au efectuat câte 5 măsurători cu aparatul Vita Easy Shade (Vita
Zahnfabrik, Germania) şi s-au înregistrat valorile CIE L*a*b*. Rezultatele au fost comparate cu valorile medii
obţinute la măsurarea dinţilor naturali. Pentru a calcula variaţia cromatică între diverse elemente de interes
în acest studiu, s-a folosit formula consacrată pentru diferenţa relativă de culoare: . (1) ( )
Pentru fiecare garnitură de dinţi s-a observat variaţia culorii între fiecare doi dinţi vecini şi s-a raportat la
variaţia culorii dintre perechea echivalentă de dinţi naturali. Diferenţa medie dintre natural şi artificial s-a
raportat la valoarea ADA considerată ca limita perceptibilităţii cromatice a ochiului uman (2 unităţi). apo a
a
a oa ea
co s de a ă ca
a pe cep b
ăţ c o
a ce a oc
u u u
a
(
u
ăţ )
Rezultate. S-a observat că anumite garnituri de dinţi, pentru anumite grupe de dinţi adiacenţi, au un
comportament cromatic comparabil cu cel al dinţilor naturali în limitele perceptibilităţii vizuale, în timp ce
altele nu. STUDIU COMPARATIV PRIVIND DISTRIBUŢIA
CROMATICĂ LA NIVELUL DINŢILOR FRONTALI
MAXILARI DIN GARNITURILE DE DINŢI ARTIFICIALI,
RAPORTATĂ LA VARIAŢIA CROMATICĂ A DINŢILOR
FRONTALI MAXILARI NATURALI Comparative study regarding the chromatic distribution among anterior maxillary
denture teeth in relation to color variation among natural anterior maxillary teeth Asist. Univ. Dr. Andrei Constantinovici1, Prof. Dr. Mihaela Păuna1, Conf. Dr. Oana Cella Andrei1,
Şef Lucr. Dr. Titus Farcaşiu1, Asist. Univ. Dr. Adriana Bisoc1, Asist. Univ. Dr. Livia Alice Tănăsescu1,
Şef Lucr. Dr. Nicoleta Măru2, Dr. Ionel Iosif3 Dr. Andrei Constantinovici1, Prof. Dr. Mihaela Păuna1, Conf. Dr. Oana Cella Andrei1,
Titus Farcaşiu1, Asist. Univ. Dr. Adriana Bisoc1, Asist. Univ. Dr. Livia Alice Tănăsescu1, 1Universitatea de Medicină şi Farmacie „Carol Davila“ Bucureşti, Facultatea de Medicină Dentară,
Disciplina Protezare Parţială Mobilizabilă 2Universitatea de Medicină şi Farmacie „Carol Davila“ Bucureşti, Facultatea de Medicină D
Disciplina Anatomie 2Universitatea de Medicină şi Farmacie „Carol Davila“ Bucureşti, Facultatea de Medicină Dentară,
Disciplina Anatomie 3Centrul Naţional de Supraveghere şi Control al Bolilor Transmisibile, Bucureşti 3Centrul Naţional de Supraveghere şi Control al Bolilor Transmisibile, Bucureşti p
Asist. Univ. Dr. Andrei Constantinovici, Bd. Iancu de Hunedoara nr. 35, sc. A, ap. 8, sector 1, Bucureşti, România, cod poştal 011733
E-mail: andrei.constantinovici@gmail.com Autor corespondent: ABSTRACT bjective. The aim of this study was to check whether the ways in which the color of anterior maxillary teeth var-
s in artificial dental sets matches the way in which color varies in the anterior maxillary natural dentition. Objective. The aim of this study was to check whether the ways in which the color of anterior maxillary teeth var-
ies in artificial dental sets matches the way in which color varies in the anterior maxillary natural dentition. Material and method. One examiner, free of any visual color deficiencies, experienced in the use of intraoral
shade matching devices, has studied the chromatic behavior within the maxillary anterior dental group (13-23) for
8 types of artificial denture teeth sets. Four of these sets are made out of acrylic resin: Star Lux (Ruthinium Grup,
Italia), Vita MTF (Vita, North America), Spofadent Plus (SpofaDent s.a, Cehia) and Acry Rock (Ruthinium Grup,
Italia), 2 sets are made of composite resin: Ivoclar Ivostar (Ivoclar Vivadent, Lichtenstein) and Pigeon Summit
(Pigeon Dental, China) and 2 of them are ceramic sets of denture teeth: Vita Lumin Vacuum (Vita Zahnfabrik,
Germania) and Enta Ceram (Enta B.V., Olanda). With the help of the Vita Easy Shade (Vita Zahnfabrik – Ger-
many), CIEL*a*b* chromatic parameters have been recorded for each tooth. 5 distinct measurements were car-
ried out for every tooth. The results were later compared to the values obtained when measuring color variation in
natural anterior maxillary teeth. When calculating the relative color difference between two teeth, the following
formula has been used: . (1) For each set of denture teeth, the variation of color between every two adjacent teeth was noted and compared to
the color variation between the correspondent natural teeth. The mean difference between these two results was
compared to the ADA limit value for human eye perceptibility of color difference (2 units). Results. The following aspects have been noted: some sets of denture teeth, for certain groups of teeth, show a
similar chromatic behavior to natural teeth whereas other doesn’t. For the pair of teeth 13/12, only 4 of the studied
sets of denture teeth showed an unperceivable difference in color variation when compared to natural dentition
(Spofadent Plus, Star Lux, Vita Lumin Vacuum, and Ivoclar Ivostar). Lotul de studiu Au fost studiate 8 garnituri de dinţi artificiali. Patru dintre acestea sunt garnituri de dinţi con-
fecţionaţi din acrilat: Star Lux (Ruthinium Grup,
Italia), Vita MTF (Vita, North America), Spofadent
Plus (SpofaDent s.a, Cehia) şi Acry Rock (Ruthi-
nium Grup, Italia), două garnituri sunt confecţionate
din răşină compozită: Ivoclar Ivostar (Ivoclar
Vivadent Lichtenstein) şi Pigeon Summit (Pigeon
Dental, China) şi 2 garnturi de dinţi ceramici: Vita
Lumin Vacuum (Vita Zahnfabrik, Germania) şi Enta
Ceram (Enta B.V., Olanda). Criteriul de selecţie a
garniturilor de dinţi artificiali a fost frecvenţa de
utilizare în laboratorul de tehnică dentară al Fa-
cultăţii de Medicină Dentară din cadrul UMF
„Carol Davila“ Bucureşti în anul 2015, când s-a
desfăşurat experimentul ce a stat la baza prezentului
studiu. Din cadrul fiecărei garnituri de dinţi arti fi-
ciali a prezentat interes strict grupul frontal ma xilar
(13-23). Pentru fiecare garnitură de dinţi, fiecare Scopul acestui studiu a fost verificarea respectării
curburii variaţiei cromatice a dinţilor naturali din
zona frontală maxilară de către garniturile de dinţi
artificiali, precum şi identificarea garniturilor care
se apropie cel mai mult de această variaţie. INTRODUCERE diului, exminatorul avea o experienţă de 5 ani în
utilizarea aparatului Vita Easy Shade (Vita Zahn-
fabrik – Germania), precum şi cunoştinţe avansate
privind modalităţile de determinare cromatică
dentară. Obiectivul oricărei restaurări estetice este re-
darea naturalului. (2) În anul 2011, un studiu publi-
cat în BMC Oral Health (3) susţine că 89,3% dintre
persoanele ches tio nate consideră culoarea drept prin-
cipalul element nesatisfăcător al propriilor restaurări
dentare, prin urmare aprofundarea studiului culorii
în protetica dentară este justificată. De asemenea,
căutând în literatura de specialitate nu am găsit alte
studii care să compare variaţia cromatică a gar-
niturilor de dinţi artificiali cu variaţia cromatică a
dinţilor naturali. REZUMAT În cazul perechii 13/12, variaţia este imperceptibilă numai în 4 cazuri (Spofadent Plus, Star Lux,
Vita Lumin Vacuum şi Ivoclar Ivostar), în cazul perechii 12/11 acest lucru se întâmplă în 5 cazuri (Star Lux,
Spofadent Plus, Vita MTF, Pigeon Summit şi Vita Lumin Vacuum), pentru perechea 11/21 s-au obţinut 5
cazuri (Vita Lumin Vacuum, Acry Rock, Ivoclar Ivostar, Star Lux, Spofadent Plus), în cazul perechii 21/22 am
găsit 5 cazuri (Spofadent Plus, Ivoclar Ivostar, Vita MTF, Acry Rock, Star Lux) şi niciun caz pentru perechea
22/23. În limitele acestui studiu am putut afirma că utilizarea garniturii Spofadent Plus duce la obţinerea unor
rezultate cromatice cu o variaţie cât mai apropiată de estetica dinţilor naturali. ţ
p
p
ţ
Concluzii. Deşi sunt codificate cromatic la fel, garniturile de dinţi artificiali prezintă culori diferite, în funcţie
de producător, indiferent de materialul din care sunt confecţionate. Comportamentul cromatic de la un dinte
artificial la altul diferă, de asemenea, în funcţie de producător. Domeniul cromaticii dinţilor din garniturile
artificiale necesită studiu suplimentar. Concluziile acestui experiment stabilesc o serie de direcţii generale ce
pot fi urmate de studii ulterioare, mai aprofundate. Cuvinte cheie: culoare dentară, variaţie cromatică, spectrofotometru, dinţi anteriori, dinţi artificiali REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 261 262 REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 ABSTRACT 5 is the number of matching sets of denture
teeth for the 12/11 pair (Star Lux, Spofadent Plus, Vita MTF, Pigeon Summit, and Vita Lumin Vacuum), 5 sets also
matched for the 11/21 pair (Vita Lumin Vacuum, Acry Rock, Ivoclar Ivostar, Star Lux, and Spofadent Plus). For the
pair 21/22 5 matching sets were found (Spofadent Plus, Ivoclar Ivostar, Vita MTF, Acry Rock, Star Lux) and no
matching sets were found for the 22/23 pair of teeth. Within the limits of this study we can affirm that using the
Spofadent Plus set of denture teeth would lead to prosthetic results that show a variation of color within the ante-
rior maxillary dental group most similar to natural teeth. Conclusions. Despite the fact that they bare the same name code, different sets of denture teeth produced by
different brands have different colors, irrespective of the material they are made of. Chromatic behaviour, from one
tooth to the next also differs from one make to another. The field of color in artificial denture teeth requires supple-
mentary attention. The conclusions of this study set a general direction that can be followed in future studies. Keywords: dental color, color variation, spectrophotmeter, anterior teeth, artificial teeth Examinatorul Examinatorul a fost un medic dentist, specialist
în protetica dentară. Capacitatea de diferenţiere
cro matică a examinatorului a fost evaluată în ser-
viciul de oftalmologie. În momentul efectuării stu- REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 263 din cei 6 dinţi frontali a fost măsurat din punct de ve-
dere cromatic cu ajutorul aparatului Vita Easy Shade
(Vita Zahnfabrik, Germania). Deşi iniţial instruc-
ţiunile de utilizare ale aparatului (4) recomandă
utilizarea acestuia numai pentru determinarea cro-
matică a dinţilor naturali şi pentru verificarea cro-
matică a nuanţei restaurărilor dentare, studii suc-
cesive au demonstrat posibilitatea întrebuinţării
aparatului şi pentru evaluarea cromatică a dinţilor
artificiali din garnituri (5). De asemenea, şi alţi
autori susţin posibilitatea utilizării aparatelor de tip
spectrofotometru intraoral pentru evluarea atât a
dinţilor naturali, cât şi a materialelor de restaurare
(6). Pentru fiecare dinte au fost efectuate câte 5
măsurători şi s-au înregistrat variabilele caracteris-
tice spaţiului cromatic CIE L*a*b*. Datele au fost
sistematizate într-un tabel. Valorile de referinţă, la
care s-au raportat aceste măsurători, au fost datele
obţinute de autori într-un studiu anterior (7). Pentru
a calcula variaţia cromatică între diverse elemente
de interes în acest studiu, s-a folosit formula con-
sacrată pentru diferenţa relativă de culoare (1). zona frontală maxilară de către garniturile de dinţi
artificiali, precum şi identificarea garniturilor care
se apropie cel mai mult de această variaţie. Astfel,
s-a formulat ipoteza nulă cum că nu există diferenţe
între modul în care culoarea variază în grupul
frontal maxilar al garniturilor de dinţi studiate şi
modul de variaţie a culorii în cadrul dinţilor frontali
maxilari ai dentiţiei naturale. Datele au fost anali-
zate cu ajutorul software-ului SPSS versiunea 2.2. Distribuţia datelor a fost verificată prin testele
Skew ness şi Kurtosis (valoarea lor <2*ES) şi prin
testul Shapiro-Wilk a cărui valoare p a fost >0,05
(se păs trează ipoteza conform căreia datele sunt
uniform distribuite). Totodată, distribuţia datelor
poate fi ve rificată şi prin metoda grafică (histograma
şi grafice Q-Q Plot). Distribuţia uniformă a datelor
permite aplicarea ulterioară a testelor parametrice
de semnificaţie statistică. REZULTATE Valorile cromatice L*a*b* ale perechii de dinţi
13/12 din fiecare garnitură de dinţi artificiali au fost
introduse în formula de determinare a diferenţei
relative de culoare ∆E. Diferenţele au fost com-
parate cu variaţiile culorii între 13 şi 12 în cazul
dinţilor naturali. Rezultatele au fost sintetizate într-
un tabel (Tabelul 1). Pentru fiecare garnitură de dinţi s-a observat
variaţia culorii între fiecare doi dinţi vecini şi s-a
raportat la variaţia culorii dintre perechea echi-
valentă de dinţi naturali: de exemplu, variaţia dintre
13 şi 12 din garnitura Acry Rock a fost comparată
cu variaţia cromatică dintre 13 şi 12 în cazul dinţilor
naturali ş.a.m.d. Aceleaşi calcule au fost efectuate pentru fiecare
pereche de dinţi adiacenţi: 12/11, 11/21, 21/22,
22/23. Rezultatele obţinute au fost următoarele
(Tabelele 2-5): Metode statistice Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
11-21 VITA LUMIN VACUUM
5
1.99
-0.020
0.586
0.973
-1.169
1.129
2
11-21 Acry Rock
5
2.23
-0.260
.629
0.682
-1.492
0.972
3
11-21 IVOCLAR IVOSTAR
5
5
-0.450
0.589
0.45
-1.604
0.704
4
11-21 Star Lux
5
2.62
-0.65
0.601
0.288
-1.829
0.529
5
11-21 ENTA CERAM
5
1.2
0.950
0.586
0.115
-0.199
2.099
6
11-21 Spofadent Plus
5
3.83
-1860
0.867
0.039
-3.559
-0.161
7
11-21 Vita MFT
5
3.72
-3750
0.717
0.001
-5.155
-2.345
TABELUL 4. Perechea 21/22
Nr. Culoare naturală
nr=30/4.56
Nr. Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
21-22 Spofadent Plus
5
4.46
0.100
1.467
0.946
-2.775
2.975
2
21-22 IVOCLAR IVOSTAR
5
3.47
1.090
1.414
0.446
-1.681
3.861
3
21-22 Vita MFT
5
3.22
1.340
1.408
0.348
-1.420
4.100
4
21-22 Acry Rock
5
2.86
1.700
1.483
0.260
-1.206
4.606
5
21-22 Star Lux
5
2.67
1.890
1.404
0.187
-0.862
4.642
6
21-22 VITA LUMIN VACUUM
5
2.38
2.180
1.405
0.130
-0.575
4.935
7
21-22 PIGEON SUMMIT
5
2.06
2.500
1.404
0.084
-0.252
5.252
8
21-22 ENTA CERAM
5
1.25
3.310
1.405
0.025
0.557
6.063
TABELUL 5. Perechea 22/23
Nr. Culoare naturală
nr=30/6.8
Nr. Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
22-23 Star Lux
5
4.23
2.570
1.213
0.042
0.193
4.947
2
22-23 Spofadent Plus
5
3.71
3.090
1.226
0.017
0.688
5.492
3
22-23 Vita MFT
5
3.28
3.520
1.221
0.007
1.127
5.913
4
22-23 VITA LUMIN VACUUM
5
3.08
3.720
1.210
0.004
1.349
6.091
5
22-23 PIGEON SUMMIT
5
2.91
3.890
1.234
0.003
1.471
6.309
6
22-23 Acry Rock
5
2.5
4.300
1.228
0.001
1.894
6.706
7
22-23 ENTA CERAM
5
1.39
5.410
1.211
0.005
3.037
7.783
8
22-23 IVOCLAR IVOSTAR
5
1
5.800
1.213
0.005
3.422
8.178 TABELUL 3. Perechea 11/21
Nr. Culoare naturală
nr=30/1.97
Nr. Metode statistice Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
11-21 VITA LUMIN VACUUM
5
1.99
-0.020
0.586
0.973
-1.169
1.129
2
11-21 Acry Rock
5
2.23
-0.260
.629
0.682
-1.492
0.972
3
11-21 IVOCLAR IVOSTAR
5
5
-0.450
0.589
0.45
-1.604
0.704
4
11-21 Star Lux
5
2.62
-0.65
0.601
0.288
-1.829
0.529
5
11-21 ENTA CERAM
5
1.2
0.950
0.586
0.115
-0.199
2.099
6
11-21 Spofadent Plus
5
3.83
-1860
0.867
0.039
-3.559
-0.161
7
11-21 Vita MFT
5
3.72
-3750
0.717
0.001
-5.155
-2.345 TABELUL 3. Perechea 11/21 TABELUL 4. Perechea 21/22
Nr. Culoare naturală
nr=30/4.56
Nr. Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
21-22 Spofadent Plus
5
4.46
0.100
1.467
0.946
-2.775
2.975
2
21-22 IVOCLAR IVOSTAR
5
3.47
1.090
1.414
0.446
-1.681
3.861
3
21-22 Vita MFT
5
3.22
1.340
1.408
0.348
-1.420
4.100
4
21-22 Acry Rock
5
2.86
1.700
1.483
0.260
-1.206
4.606
5
21-22 Star Lux
5
2.67
1.890
1.404
0.187
-0.862
4.642
6
21-22 VITA LUMIN VACUUM
5
2.38
2.180
1.405
0.130
-0.575
4.935
7
21-22 PIGEON SUMMIT
5
2.06
2.500
1.404
0.084
-0.252
5.252
8
21-22 ENTA CERAM
5
1.25
3.310
1.405
0.025
0.557
6.063 TABELUL 4. Perechea 21/22 TABELUL 5. Perechea 22/23
Nr. Culoare naturală
nr=30/6.8
Nr. Media
Diferenţa
medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
22-23 Star Lux
5
4.23
2.570
1.213
0.042
0.193
4.947
2
22-23 Spofadent Plus
5
3.71
3.090
1.226
0.017
0.688
5.492
3
22-23 Vita MFT
5
3.28
3.520
1.221
0.007
1.127
5.913
4
22-23 VITA LUMIN VACUUM
5
3.08
3.720
1.210
0.004
1.349
6.091
5
22-23 PIGEON SUMMIT
5
2.91
3.890
1.234
0.003
1.471
6.309
6
22-23 Acry Rock
5
2.5
4.300
1.228
0.001
1.894
6.706
7
22-23 ENTA CERAM
5
1.39
5.410
1.211
0.005
3.037
7.783
8
22-23 IVOCLAR IVOSTAR
5
1
5.800
1.213
0.005
3.422
8.178 TABELUL 5. Perechea 22/23 Metode statistice Scopul acestui studiu a fost verificarea respectării
curburii variaţiei cromatice a dinţilor naturali din TABELUL 1. Perechea 13-12
Nr. Culoare naturală
nr=30/6,33
Nr. Media
Diferenţa medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
13-12 SPOFADENT PLUS
5
6.630
-0.300
1.501
0.843
-3.241
2.641
2
13-12 STAR LUX
5
7.810
-1.480
1.320
0.27
-4.067
1.107
3
13-12 VITA LUMIN VACUUM
5
4.63
1.7
1.289
0.196
-0.827
4.227
4
13-12 IVOCLAR IVOSTAR
5
4.37
1.960
1.371
0.162
-0.728
4.648
5
13-12 PIGEON SUMMIT
5
3.3
3.030
1.393
0.037
0.3
5.76
6
13-12 ACRY ROCK
5
3.1
3.230
1.287
0.017
0.707
5.753
7
13-12 VITA MFT
5
1.980
4.350
1.294
0.002
1.814
6.886
8
13-12 ENTA CERAM
5
1
5.330
1.286
0.001
2.809
7.851
TABELUL 2. Perechea 12/11
Nr. Culoare naturală
nr=30/4,16
Nr. Media
Diferenţa medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
12-11 Vita MFT
5
3.71
0.450
1.187
0.707
-1.877
2.777
2
12-11 Star Lux
5
4.66
-0.500
1.119
0.658
-2.693
1.693
3
12-11 PIGEON SUMMIT
5
3.11
1.050
1.221
0.396
-1.343
3.443
4
12-11 VITA LUMIN VACUUM
5
2.57
1.590
1.111
0.162
-0.587
3.767
5
12-11 Spofadent Plus
5
5.84
-1.680
1.307
0.208
-4.242
0.882
6
12-11 IVOCLAR IVOSTAR
5
1.73
2.430
1.114
0.036
0.246
4.614
7
12-11 ENTA CERAM
5
1.58
2.580
1.117
0.027
0.390
4.770
8
12-11 Acry Rock
5
0.91
3.250
1.112
0.006
1.070
5.430 TABELUL 2. Perechea 12/11
Nr. Culoare naturală
nr=30/4,16
Nr. Media
Diferenţa medie
Deviaţia
standard
p
Intervale de încredere
95% pentru diferenţă
1
12-11 Vita MFT
5
3.71
0.450
1.187
0.707
-1.877
2.777
2
12-11 Star Lux
5
4.66
-0.500
1.119
0.658
-2.693
1.693
3
12-11 PIGEON SUMMIT
5
3.11
1.050
1.221
0.396
-1.343
3.443
4
12-11 VITA LUMIN VACUUM
5
2.57
1.590
1.111
0.162
-0.587
3.767
5
12-11 Spofadent Plus
5
5.84
-1.680
1.307
0.208
-4.242
0.882
6
12-11 IVOCLAR IVOSTAR
5
1.73
2.430
1.114
0.036
0.246
4.614
7
12-11 ENTA CERAM
5
1.58
2.580
1.117
0.027
0.390
4.770
8
12-11 Acry Rock
5
0.91
3.250
1.112
0.006
1.070
5.430 REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 264 TABELUL 3. Perechea 11/21
Nr. Culoare naturală
nr=30/1.97
Nr. DISCUŢII Pentru perechea de dinţi 12-11, variaţia cro-
matică diferă imperceptibil de modelul dinţilor na-
turali în 5 cazuri (Star Lux, Spofadent Plus, Vita
MTF, Pigeon Summit şi Vita Lumin Vacuum). În
limitele acestui studiu, în cazul perechii 12-11,
apropierea maximă de comportamentul cromatic al
dinţilor naturali o are garnitură Vita MTF, iar cel
mai puţin apropiat se comportă garnitura Acry Rock. Relevanţă statistică s-a obţinut numai în cazul
garniturilor Ivoclar Ivostar, Enta Ceram şi Acr Rock
(p<0,05). Ţinându-se cont şi de relevanţa statistică,
se poate afirma clar că garniturile Ivoclar Ivostar,
Enta Ceram şi Acry Rock nu vor genera rezultate
restauratorii cromatice conform curbei naturale de
variaţie a culorii, întrucât duc la obţinerea unui ∆E
mai mare decât valoarea perceptibilă, iar rezultatele
sunt relevante statistic. De asemenea, în limitele acestui studiu, judecând
conform principiului că o garnitură de dinţi are o
variaţie cromatică cât mai apropiată de cea a dinţilor
naturali, cu cât se obţine un ∆E sub 2 pentru cât mai
multe perechi de dinţi din cadrul aceleiaşi garnituri,
putem afirma că ordinea descrescătoare a garnitu-
rilor este: Spofadent Plus (4 rezultate sub limita
perceptibilităţii, din care 1 relevant statistic), Star
Lux (4 rezultate sub limita perceptibilităţii, niciunul
relevant statistic), Vita Lumin Vacuum şi Ivoclar
Ivostar (fiecare cu câte 3 rezultate sub limita per-
ceptibilităţii, niciunul relevant statistic), Pigeon
Summit, Acry Rock şi Vita MTF (fiecare cu câte 2
rezultate sub limita perceptibilităţii, toate fără re-
levanţă statistică) şi Enta Ceram, cu un singur re-
zultat sub limita perceptibilităţii, fără relevanţă
statistică. În cazul perechii 11-21, variaţia cromatică diferă
imperceptibil de modelul dinţilor naturali în 5
cazuri (Vita Lumin Vacuum, Acry Rock, Ivoclar
Ivostar, Star Lux, Spofadent Plus). În limitele aces-
tui studiu, în cazul perechii 11-21, apropierea ma-
ximă de comportamentul cromatic al dinţilor natu-
rali o are garnitura Vita Lumin Vacuum, iar cel mai
atipic se comportă garnitura Pigeon Summit. Rele-
vanţa statistică s-a obţinut numai în cazul garni-
turilor Vita MTF şi Spofadent Plus; ţinându-se cont
şi de relevanţa statistică, se poate afirma clar că
Vita MTF nu va genera rezultate cromatice cu o
variaţie apropiată de cea a dinţilor naturali, întrucât
duce la obţinerea unui ∆E mai mare de 2, iar re-
zultatele sunt relevante statistic, în timp ce garnitura
Spofadent Plus va reuşi să reproducă variaţia cro-
matică a dinţilor naturali, întrucât valorile finale ∆E
sunt mici, relevanţa statistică fiind, de asemenea,
obţinută (p<0,05). DISCUŢII Prin urmare, se observă că, dintre garniturile stu-
diate, variaţia cromatică dintre 13-12 diferă imper-
ceptibil de modul în care variază culoarea dintre 13
şi 12 la dinţii naturali în numai 4 cazuri (Spofadent
Plus, Star Lux, Vita Lumin Vacuum şi Ivoclar Ivo-
star). Un lucru demn de subliniat este relevanţa
statistică a rezultatelor. Se observă o relevanţă sta-
tistică clar subliniată numai în cazul garniturilor de
pe poziţiile 5, 6, 7, 8 (p<0,05). În limitele acestui
stu diu, în cazul perechii 13-12, apropierea maximă
de modul de variaţie cromatică al dinţilor naturali o
are garnitura Spofadent Plus, iar cel mai îndepărtat
comportament cromatic îl prezintă garnitura Enta
Ceram. Ţinându-se cont şi de relevanţa statistică,
se poate afirma clar că garniturile Pigeon Summit,
Acry Rock, Vita MFT şi Enta Ceram nu generează În tabele, câmpul „Diferenţa medie“ reprezintă
diferenţa medie între valoarea ∆E a fiecărei perechi
de dinţi adiacenţi din fiecare garnitură de dinţi şi
valoarea în cazul dinţilor naturali echivalenţi. Tabelul este ordonat crescător în funcţie de valoarea
absolută a acestui câmp. Cu cât „mean difference“
este mai aproape de 0, cu atât variaţia cromatică a
elementelor respective este mai apropiată de curbu-
ra de variaţie în cazul dinţilor naturali. S-a raportat,
de asemenea, această valoare la valoarea 2, care
este limita acceptabilităţii vizuale a diferenţei cro-
matice pentru doi dinţi naturali susţinută de ADA
(8), deşi există şi studii care susţin că 1,6 este va-
loarea diferenţei de culoare perceptibilă de ochiul
uman. (9) REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 265 În cazul ultimei perechi de dinţi, 22-23, variaţia
cromatică în cazul tuturor garniturilor depăşeşte
valoarea perceptibilităţii umane susţinută de ADA
(2 unităţi). În limitele acestui studiu, în cazul pe-
rechii 11-21, apropierea maximă o are cheia Star
Lux, în timp ce garnitura Ivoclar Ivostar se comportă
cel mai atipic. Relevanţa statistică nu s-a obţinut
pentru nicio garnitură, ceea ce ar însemna că în
cazul acestei perechi de dinţi, nicio garnitură nu ar
duce la obţinerea unor rezultate conform cromaticii
dinţilor naturali, întrucât duc la obţinerea unui ∆E
mai mare decât valoarea perceptibilă, iar rezultatele
sunt relevante statistic. rezultate cromatice asemănătoare cu aspectul den-
tar natural, întrucât duc la obţinerea unui ∆E mai
mare de valoarea perceptibilă, iar rezultatele sunt
relevante statistic. DISCUŢII Neobţinerea unui rezultat semnificativ statistic
pentru toate garniturile de dinţi se poate pune pe
seama unui număr prea mic de măsurători, ceea ce
motivează continuarea studiului pe un lot mai mare
şi cu un număr mai mare de măsurători pentru fie-
care tip de garnitură în parte. De asemenea, atrage
atenţia rezultatul obţinut pentru perechea 22-23,
care se diferenţiază de celelalte perechi de dinţi,
întrucât niciuna din garnituri nu duce la obţinerea
unui rezultat conform cu variaţia naturală. De ase-
menea, surprinzătoare este şi lipsa de simetrie în
rezultate între perechea 13-12 şi 22-23 care, repre-
zentând practic dinţii omologi, ar fi trebuit să dea
rezultate asemănătoare. ţ
La perechea 21-22, s-au obţinut valori impercep-
tibile de variaţie cromatică în 5 cazuri (Spofadent
Plus, Ivoclar Ivostar, Vita MTF, Acry Rock, Star
Lux). În limitele acestui studiu, în cazul perechii
21-22, apropierea maximă de variaţia cromatică a
dinţilor naturali o are garnitura Spofadent Plus, în
timp ce garnitura Enta Ceram se comportă cel mai
diferit. Relevanţa statistică s-a obţinut numai în ca-
zul garniturilor Pigeon Summit şi Enta Ceram;
ţinându-se cont şi de relevanţa statistică, se poate
afirma clar Pigeon Summit şi Enta Ceram nu vor
genera rezultate restauratorii cromatice conform
curbei naturale de variaţie a culorii, întrucât duc la
obţinerea unui ∆E mai mare decât valoarea percep-
tibilă, iar rezultatele sunt relevante statistic. CONCLUZII Deşi sunt codificate cromatic la fel, garniturile
de dinţi artificiali prezintă culori diferite, în funcţie
de producător. Acest lucru se întâmplă indiferent de
materialul din care este confecţionată garnitura de
dinţi (răşină acrilică, răşină compozită sau cera-
mică). Prin urmare, pentru rezultate estetice optime
trebuie folosit acelaşi sistem de la faza de determinare REVISTA ROMÂNÅ DE STOMATOLOGIE – VOLUMUL LXI, NR. 4, AN 2015 266 cromatică până în faza de livrare a protezei finale
(ex.: cheie de culori/sistem de comunicare cu tehni-
cianul/garnituri de dinţi unitare, de la acelaşi produ-
cător). Domeniul cromaticii dinţilor din garniturile arti-
ficiale necesită studiu suplimentar. Neobţinerea
unor rezultate uniform semnificative statistic deno-
tă necesitatea unei analize mai profunde a acestui
subiect, cu realizarea unui număr şi mai mare de
măsurători. Concluziile acestui experiment stabi-
lesc o serie de direcţii generale ce pot fi urmate de
studii ulterioare, mai aprofundate. Comportamentul cromatic de la un dinte arti-
ficial la altul diferă, de asemenea, în funcţie de
producător. În limitele acestui studiu, garnitura cu o
variaţie cromatică ce se apropie cel mai mult de cea
a dinţilor naturali este Spofadent Plus; prin urmare,
utilizarea acestei garnituri ar duce la obţinerea unor
rezultate cât mai apropiate de estetica naturală. 7. Constantinovici A., Păuna M., Andrei O.C., Farcasiu T., Iosif I. –
Studiu privind variaţia cromatică a grupului frontal superior în funcţie
de vârsta pacienţilor, Ro J Stomatol 2015; 61:126-130 9. Nagai I., Yoshida A., Sakai M., Kristiansen J., Da Silva J.D. –
Clinical evaluation of perceptibility of color differences between natural
teeth and all-ceramic crowns. J Dent. 2009; 37(1):57-63 1. Seghi R.R., Johnston W.M., O’Brien W.J. – Spectrophotometric
analysis of color differences between porcelain system, J Prosthet
Dent 2011; 56:35-40 6. Johnston W.M. – Color Measurement în Dentistry, J. Pros Dent 2009;
37:2-26 2. Ancowitz S. – Esthetic removable partial dentures. Gen Dent 2004;
52(5):452-9 1. Seghi R.R., Johnston W.M., O’Brien W.J. – Spectrophotometric
analysis of color differences between porcelain system, J Prosthet
Dent 2011; 56:35-40
2. Ancowitz S. – Esthetic removable partial dentures. Gen Dent 2004;
52(5):452-9
3. Tin-Oo M.M, Saddki Nm Hassan N. – Factors influencing patient
satisfaction with dental appearance and treatments that desire to
improve aesthetics, BMC Oral Health 2011; 11:6
4. https://www.laboshop.com
5. Barão V.A.R., Shiguematsu E.O., Moreno A., Mesquita M.F.,
Wee A.G., Assunção W.G. – Long-term clinical evaluation of the
color stability and sustainability of acrylic resin denture teeth.
J Prost Dent 2015; 133(6):628-35 BIBLIOGRAFIE 1. Seghi R.R., Johnston W.M., O’Brien W.J. – Spectrophotometric
analysis of color differences between porcelain system, J Prosthet
Dent 2011; 56:35-40 7. Constantinovici A., Păuna M., Andrei O.C., Farcasiu T., Iosif I. –
Studiu privind variaţia cromatică a grupului frontal superior în funcţie
de vârsta pacienţilor, Ro J Stomatol 2015; 61:126-130 2. Ancowitz S. – Esthetic removable partial dentures. Gen Dent 2004;
52(5):452-9 p
ţ
8. Douglas R.D., Brewer J.D. – Variability of porcelain color
reproduction by commercial laboratories, J Prosthet Dent 2003; 90(4):
46-339 p
ţ
8. Douglas R.D., Brewer J.D. – Variability of porcelain color
reproduction by commercial laboratories, J Prosthet Dent 2003; 90(4):
46-339 3. Tin-Oo M.M, Saddki Nm Hassan N. – Factors influencing patient
satisfaction with dental appearance and treatments that desire to
improve aesthetics, BMC Oral Health 2011; 11:6 3. Tin-Oo M.M, Saddki Nm Hassan N. – Factors influencing patient
satisfaction with dental appearance and treatments that desire to
improve aesthetics, BMC Oral Health 2011; 11:6 9. Nagai I., Yoshida A., Sakai M., Kristiansen J., Da Silva J.D. –
Clinical evaluation of perceptibility of color differences between natural
teeth and all-ceramic crowns. J Dent. 2009; 37(1):57-63 5. Barão V.A.R., Shiguematsu E.O., Moreno A., Mesquita M.F.,
Wee A.G., Assunção W.G. – Long-term clinical evaluation of the
color stability and sustainability of acrylic resin denture teeth. J Prost Dent 2015; 133(6):628-35 5. Barão V.A.R., Shiguematsu E.O., Moreno A., Mesquita M.F.,
Wee A.G., Assunção W.G. – Long-term clinical evaluation of the
color stability and sustainability of acrylic resin denture teeth. J Prost Dent 2015; 133(6):628-35
|
https://openalex.org/W2526857517
|
https://lirias.kuleuven.be/bitstream/123456789/569320/1/Poire%20J%20Hematol%20Oncol%202017.pdf
|
English
| null |
Allogeneic Stem Cell Transplantation in Adult Patients with Acute Myeloid Leukemia and 17p Abnormalities in First Complete Remission: A Study from the Acute Leukemia Working Party (ALWP) of the European Society of Blood and Marrow Transplantation (EBMT)
|
Blood
| 2,015
|
cc-by
| 10,275
|
Allogeneic stem cell transplantation in
adult patients with acute myeloid
leukaemia and 17p abnormalities in first
complete remission: a study from the Acute
Leukemia Working Party (ALWP) of the
European Society for Blood and Marrow
Transplantation (EBMT) Xavier Poiré1*, Myriam Labopin2,15, Johan Maertens3, Ibrahim Yakoub-Agha4, Didier Blaise5, Norbert Ifrah6,
Gérard Socié7, Tobias Gedde-Dhal8, Nicolaas Schaap9, Jan J. Cornelissen10, Stéphane Vigouroux11, Jaime Sanz12,
Lucienne Michaux13, Jordi Esteve14†, Mohamad Mohty2,15† and Arnon Nagler2,16† Poiré et al. Journal of Hematology & Oncology (2017) 10:20
DOI 10.1186/s13045-017-0393-3 RESEARCH
Open Access
Allogeneic stem cell transplantation in
adult patients with acute myeloid
leukaemia and 17p abnormalities in first
complete remission: a study from the Acute
Leukemia Working Party (ALWP) of the
European Society for Blood and Marrow
Transplantation (EBMT)
Xavier Poiré1*, Myriam Labopin2,15, Johan Maertens3, Ibrahim Yakoub-Agha4, Didier Blaise5, Norbert Ifrah6,
Gérard Socié7, Tobias Gedde-Dhal8, Nicolaas Schaap9, Jan J. Cornelissen10, Stéphane Vigouroux11, Jaime Sanz12,
Lucienne Michaux13, Jordi Esteve14†, Mohamad Mohty2,15† and Arnon Nagler2,16† © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Data collection and patient selection The data on patients over 18 years of age with a diagno-
sis of de novo or secondary AML transplanted with a re-
lated or unrelated donor were available from the EBMT
registry. The latter is a voluntary working group of more
than 450 transplant centres reporting regularly on their
transplant activity. Only patients having available cyto-
genetics and transplanted between 1 January 2000 and
31 December 2013 have been selected. Patients with sec-
ond allo-SCT have been excluded as well as those re-
ceiving a haplo-identical transplantation. Audits are
routinely performed to insure the quality of the reported
data. All patients provided informed consent on the use
of their data in retrospective studies. The Review Board
of EBMT approved this study. We identified a dataset of
10,799 patients with 5495 patients displaying an abnor-
mal karyotype. All cytogenetic abnormalities have been
carefully reviewed by two physicians (Xavier Poiré and
Lucienne Michaux). Most centres report conventional
karyotype and a few report also FISH results. Cytogen-
etic results found in the registry are complete or often
partial depending on the reporting center. Based on
available data, we kept for further analysis only patients
for whom data were sufficient to confirm the presence
of abn(17p). Abn(17p) were defined as loss of 17p13
(TP53 locus) such as monosomy 17, deletion (17p), iso-
chromosome 17q (i(17q)), addition (17p) or other abnor-
malities that disrupt the 17p13 locus. Only one center
reported a patient with TP53 mutation. Those selected
patients have been further categorised as CK, MK, pres-
ence of monosomy 7, presence of loss of 5q and/or pres-
ence of a inversion of chromosome 3 (inv(3)). CK has
been defined as the presence of 3 or more cytogenetic
abnormalities. MK has been defined as two or more
autosomal monosomies or one autosomal monosomy in
combination with at least one structural chromosomal
abnormality. A total of 139 patients from 78 centres met
the criteria and have been selected for further analysis. M
l
bl i
di i
i
(MAC) h
b
d fi
d TP53 is located in 17p13 chromosomal region and is
one of the major tumour suppressor genes, often inacti-
vated by deletion and/or mutation in many tumours
[18]. It has been described in 10 to 15% of AML pa-
tients, with an increased frequency in elderly patients
and secondary AML [19]. Abstract Journal of Hematology & Oncology (2017) 10:20 Page 2 of 10 Page 2 of 10 Background Thus, long-term disease control is observed in less than
5% of the patients harbouring the TP53 mutations with
conventional chemotherapy [25, 26]. Molecular screen-
ing for TP53 mutations is not routinely performed, and
loss
or
disruption
of
17p13
(17p
abnormalities,
abn(17p)) is usually identified by FISH analysis [27]. In
this context, the potential capability of allo-SCT to over-
come the dismal prognosis of abn(17p) AML is of great
interest, scarcely explored until now. A first report from
Mohr et al. described the outcome of 47 allografted pa-
tients and did not show a different outcome compared
to non-transplanted patients, raising the hypothesis of a
lack of sensitivity of this entity to the potential benefit of
graft-versus-leukaemia effect [28]. This detrimental ef-
fect of abn(17p) on allo-SCT outcomes has been con-
firmed in another report with an event-free survival
(EFS) of only 11% due to a very high incidence of relapse g
Allogeneic stem cell transplantation (allo-SCT) is now a
standard approach recommended for patients with high-
risk acute myeloid leukaemia (AML) in remission [1, 2]. High-risk AML is mainly defined by the presence of de-
termined poor-risk cytogenetic abnormalities at diagno-
sis together with specific mutational events [3–6]. In
general, conventional post-remission high-dose chemo-
therapy is not capable to eradicate the initiating stem
cell leukemic clone of high-risk AML, harbouring strong
chemoresistance mechanisms [7], and only the potent
graft-versus-leukaemia arising after allo-SCT may over-
come the poor prognosis of these high-risk AML sub-
types [8]. Indeed, several reports have confirmed the
significant advantage of allo-SCT in high-risk AML,
especially when performed early in the course of the
disease [9–11]. Among the heterogeneous group of
high-risk AML, prognosis can be further stratified based
on specific genetic abnormalities, and the potential
benefit of allo-SCT differs between these diverse AML
subtypes [12–16]. While, it is still questionable if distinct
genetic abnormalities with a known worse outcome like
complex karyotype (CK) and monosomal karyotype
(MK) AML will get the same benefit from allo-SCT [17]. Background [17]. A recent report from Middeke et al. described 201
patients with abn(17p) AML transplanted during the
past decade, showing an overall EFS of only 12%, with a
slight better outcome among the 84 patients allografted
in first complete remission (3-year EFS 18 vs 7%) p <
0.001) [29]. The purpose of the current study was to ex-
plore the potential role of early-phase allo-SCT in
abn(17p) AML in the multicenter, registry context of
EBMT, with the aim to identify specific subsets of pa-
tients who could benefit from the procedure. g
Allogeneic stem cell transplantation (allo-SCT) is now a
standard approach recommended for patients with high-
risk acute myeloid leukaemia (AML) in remission [1, 2]. High-risk AML is mainly defined by the presence of de-
termined poor-risk cytogenetic abnormalities at diagno-
sis together with specific mutational events [3–6]. In
general, conventional post-remission high-dose chemo-
therapy is not capable to eradicate the initiating stem
cell leukemic clone of high-risk AML, harbouring strong
chemoresistance mechanisms [7], and only the potent
graft-versus-leukaemia arising after allo-SCT may over-
come the poor prognosis of these high-risk AML sub-
types [8]. Indeed, several reports have confirmed the
significant advantage of allo-SCT in high-risk AML,
especially when performed early in the course of the
disease [9–11]. Among the heterogeneous group of
high-risk AML, prognosis can be further stratified based
on specific genetic abnormalities, and the potential
benefit of allo-SCT differs between these diverse AML
subtypes [12–16]. While, it is still questionable if distinct
genetic abnormalities with a known worse outcome like
complex karyotype (CK) and monosomal karyotype
(MK) AML will get the same benefit from allo-SCT [17]. TP53 is located in 17p13 chromosomal region and is
one of the major tumour suppressor genes, often inacti-
vated by deletion and/or mutation in many tumours
[18]. It has been described in 10 to 15% of AML pa-
tients, with an increased frequency in elderly patients
and secondary AML [19]. TP53 inactivation is associated
in AML with a significantly lower response to intensive
chemotherapy, translating into a poor outcome [20]. Al-
though TP53 mutations/deletions show a high correl-
ation with complex karyotype in AML [21–23], TP53
mutations and/or loss have emerged as a strong and in-
dependent prognostic marker of very poor outcomes re-
gardless of associated cytogenetic abnormalities [24, 25]. Abstract Background: Acute myeloid leukaemia (AML) with 17p abnormalities (abn(17p)) carries a very poor prognosis due
to high refractoriness to conventional chemotherapy, and allogeneic stem cell transplantation (allo-SCT) appears as
the only potential curative option. Methods: To address outcomes after allo-SCT in patients with abn(17p), we retrospectively analysed de novo or
secondary AML undergoing SCT between 2000 and 2013 from the EBMT registry. Results: One hundred thirty-nine patients with confirmed abn(17p) have been selected. At the time of transplant,
one hundred twenty-five were in first remission (CR1). Median age was 54 years old. Abn(17p) was associated with
a monosomal karyotype in 83% of patients, complex karyotype in 91%, monosomy 5 or 5q deletion (-5/5q-) in 55%,
monosomy 7 (-7) in 39% and both -5/5q and -7 in 27%. Seventy-three patients (59%) had a reduced-intensity
conditioning regimen. The 2-year overall survival (OS) and leukaemia-free survival (LFS) were 28 and 24%,
respectively. The 2-year non-relapse mortality (NRM) was 15%, and 2-year relapse incidence (RI) was 61%. The
cumulative incidence of grade II to IV acute graft-versus-host disease (GvHD) was 24% and that of chronic GvHD
was 21%. In multivariate analysis, the presence of a -5/5q- in addition to abn(17p) was significantly and
independently associated with worse OS, LFS and higher RI. Age and donor types did not correlate with outcome. Conditioning intensity was not statistically associated with OS, LFS and NRM when adjusted for patients’ age. Conclusions: In contrast to the dismal prognosis reported for AML patients harbouring abn(17p) undergoing
conventional chemotherapy, allogeneic SCT provides responses in about 25% of those patients transplanted in CR1. Keywords: Acute myeloid leukaemia, 17p abnormalities, Stem cell transplantation, Survival, First remission * Correspondence: Xavier.Poire@uclouvain.be
†Equal contributors
1Section of Hematology, Department of Medicine, Cliniques Universitaires
Saint-Luc, 10, avenue Hippocrate, 1200 Brussels, Belgium
Full list of author information is available at the end of the article © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Page 2 of 10 Poiré et al. Patients’ characteristics A total of 139 patients with abn(17p) have been iden-
tified. There were 125 patients transplanted in first
complete remission
(CR1), while only 14 patients
were transplanted in second remission (CR2). Because
of the small number of patients transplanted in CR2,
further analysis has been focused on CR1 patients. A
detailed table of the different abn(17p) is available as
a Additional file 1: Table S1. A total of 125 patients with abn(17p) transplanted in
CR1 have been analysed in November 2015. The median
follow-up of the cohort was 21 months (ranging 3–
146 months). The median age at transplantation was
54 years old (ranging 18–69 years old). The median year
of transplantation was 2009 (ranging 2000–2013). The
median time from diagnosis to CR1 was 57 days (ran-
ging 18–170 days), and median time from CR1 to trans-
plantation was 82 days (ranging 11–286 days). For 81
patients, we had information about the number of in-
duction courses to reach CR1. Fifty-two had just one
course, 27 had 2 and 3 needed 3 rounds of chemother-
apy. Most patients were de novo AML (85%) and only
19 patients corresponded to secondary AML, seven of
them arising from an antecedent myelodysplastic syn-
drome. The majority of patients were male (57%) and
were transplanted with a Karnofsky performance status
of more than 90% (70%). A sibling donor was used in
48% and an unrelated donor in 43% (10/10: N = 23
(64%); 9/10: N = 13 (33%), missing: N = 36) whereas a
cord blood was used in 10 patients. Source of stem cell
was mostly peripheral blood (76%). CMV status was
positive in 68% of the patients and also 68% of the do-
nors. Fifty-one patients received a MAC and 74 patients
a RIC. In patients less than 50 years old, only 14 patients
(26.4%) received a RIC but this number increased up to
60 (83.3%) in patients over 50 years old (p < 10−5). Most
frequent MAC were the combination of cyclophospha-
mide and busulfan (N = 19) followed by the association
of total body irradiation (TBI) with cyclophosphamide
(N = 14). Most RIC were fludarabine and TBI (N = 25)
closely followed by fludarabine and busulfan (N = 24). Seven patients received the sequential FLAMSA-RIC ap-
proach [33]. In vivo T cell depletion has been used in 64
patients. Data collection and patient selection TP53 inactivation is associated
in AML with a significantly lower response to intensive
chemotherapy, translating into a poor outcome [20]. Al-
though TP53 mutations/deletions show a high correl-
ation with complex karyotype in AML [21–23], TP53
mutations and/or loss have emerged as a strong and in-
dependent prognostic marker of very poor outcomes re-
gardless of associated cytogenetic abnormalities [24, 25]. Thus, long-term disease control is observed in less than
5% of the patients harbouring the TP53 mutations with
conventional chemotherapy [25, 26]. Molecular screen-
ing for TP53 mutations is not routinely performed, and
loss
or
disruption
of
17p13
(17p
abnormalities,
abn(17p)) is usually identified by FISH analysis [27]. In
this context, the potential capability of allo-SCT to over-
come the dismal prognosis of abn(17p) AML is of great
interest, scarcely explored until now. A first report from
Mohr et al. described the outcome of 47 allografted pa-
tients and did not show a different outcome compared
to non-transplanted patients, raising the hypothesis of a
lack of sensitivity of this entity to the potential benefit of
graft-versus-leukaemia effect [28]. This detrimental ef-
fect of abn(17p) on allo-SCT outcomes has been con-
firmed in another report with an event-free survival
(EFS) of only 11% due to a very high incidence of relapse Myeloablative conditioning (MAC) has been defined as a
regimen including total body irradiation (TBI) of more than
8 Gy or a busulfan dose of more than 10 mg/kg. Reduced-
intensity conditioning (RIC) includes intermediate doses of Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Page 3 of 10 Page 3 of 10 Page 3 of 10 alkylating agents such as 8–10 mg/kg busulfan, 80–
140 mg/m2 melphalan, 600–1200 mg/m2 cyclophospha-
mide or 5–10 mg/kg thiotepa, and/or low-dose TBI
(<3 Gy). Patients’ characteristics Among
those,
47
patients
received
anti-
thymocyte globulin (ATG) and 17 patients alemtuzu-
mab. Regarding associated cytogenetic categories, most Data collection and patient selection The following variables have been selected and in-
cluded in the analysis: year of transplantation, age, gender,
status at transplantation, time to diagnosis to complete re-
mission, time to complete remission to allo-SCT, number
of induction courses, type of conditioning regimen, in vivo
T cell depletion, type of T cell depletion, cytomegalovirus
(CMV) status of donor and recipient, donor type, source of
stem cells, Karnofsky performance status at transplantation,
engraftment, presence of acute and chronic graft-versus-
host disease (GvHD), grade of acute GvHD, presence of
CK, MK, monosomy 7, loss of 5q and/or inv(3), cause of
death. HLA typing was determined at 10 loci (A, B, C,
DRB1, DQB1) by high-resolution techniques, although not
all the centres report complete data on HLA. All unrelated
donors were defined as HLA matched (10/10) or mis-
matched at 1 locus (9/10). Additional data have been col-
lected on the therapy of relapsing patients when available. HLA data on cord blood (CB) were not captured in this
study. Methods and definitions were similar to other stud-
ies performed by the Acute Leukemia Working Party of the
EBMT [30–32]. All tests were two-sided. The type 1 error rate was
fixed at 0.05 for determination of factors associated with
time to event outcomes. Statistical analyses were per-
formed with SPSS 19 (SPSS Inc./IBM, Armonk, NY) and
R 3.0.1 (R Development Core Team, Vienna, Austria)
software packages. Statistical analysis and endpoint definitions Endpoints included leukaemia-free survival (LFS), re-
lapse incidence (RI), non-relapse mortality (NRM),
overall survival (OS), acute and chronic GVHD and
GVHD-free/relapse-free survival (GRFS). All outcomes
were measured from the time of stem cell infusion. LFS
was defined as survival without relapse; patients alive
without relapse were censored at the time of last con-
tact. OS was based on death from any cause. NRM was
defined as death without previous relapse. GRFS was
defined as survival without grade 3–4 acute GVHD, ex-
tensive chronic GVHD, relapse or death. Surviving pa-
tients were censored at the time of last contact. The
probabilities of OS and LFS were calculated by the
Kaplan-Meier test, and those of acute and chronic
GVHD, NRM, and relapse by the cumulative incidence
estimator to accommodate competing risks. Results are
expressed with a 95% confidence interval (CI). For
NRM, relapse was the competing risk, and for relapse,
the competing risk was NRM. For acute and chronic
GVHD, death without the event and relapse were the
competing risks. For all prognostic analyses, continuous variables were
categorised and the median was used as a cut-off point. A Cox proportional hazards model was used for multi-
variate regression. Factors associated with a p value less
than 0.05 by univariate analysis were included in the
model. Results were expressed as hazard ratio (HR) with
95% confidence interval Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Page 4 of 10 Page 4 of 10 patients carried also a CK (N = 98) or a MK (N = 86). An
inv(3) was present in only 3 patients. Monosomy 7 (-7)
was seen in 41 patients and a monosomy 5 or a loss of
5q (-5/5q-) in 58 patients. Both -7 and -5/5q- were
present together in 28 patients. Table 1 summarises the
patients’ characteristics. Engraftment and graft-versus-host disease Engraftment and graft-versus-host disease Engraftment and graft-versus-host disease
Engraftment was successful in 117 patients (94%). Six
patients showed a graft failure and 1 patient lost his
graft. The cumulative incidence of grade II to IV acute
GvHD was 24%. The 2-year cumulative incidence of
chronic GvHD was only 21% [95% CI 14.2–29.5]
(Fig. 1). This low incidence is explained because many
patients relapsed before developing chronic GvHD. Statistical analysis and endpoint definitions A
Cox proportional hazards model including age, donor
type, use of ATG during the conditioning regimen,
source of stem cells and conditioning intensity has
been performed for cGvHD (Table 2). Only the use of
ATG during the conditioning regimen was signifi-
cantly associated with less chronic GvHD (HR 0.33,
95% CI 0.11–0.97; p = 0.04), whereas donor other than
an HLA-matched sibling showed just a trend towards
more chronic GvHD (p = 0.07). Table 1 Patients’ characteristics (N = 125)
Median age at SCT (range)
53.6 years old (18–69)
Median follow-up (range)
21 months (3.3–146)
Interval between diagnosis and CR1 (range)
56.5 days (18–170)
Intervals from CR1 to SCT (range)
81.5 days (11–286)
Median year of SCT
2009 (2000–2013)
Secondary AML, N (%)
19 (15.2%)
CMV+ patient, N (%)
84 (68.3%)
CMV+ donor, N (%)
65 (68.3%)
Karnofsky >90% at SCT, N (%)
83 (70.3%)
Gender, N (%)
Male
71 (57%)
Female
54 (43%)
Donor type, N (%)
Sibling
60 (48%)
Unrelated
54 (43.2%)
Cord blood
10 (8%)
Source of SC, N (%)
BM
19 (15.2%)
PB
95 (76%)
CB
10 (8%)
Conditioning regimen, N (%)
MAC
51 (41%)
RIC
73 (59%)
In vivo T cell depletion, N (%)
64 (51%)
ATG
47 (38%)
Alemtuzumab
17 (14%)
Monosomal karyotype, N (%)
86 (82.7%)
Missing, N
21
Complex karyotype, N (%)
98 (90.7%)
Missing, N
17
Inv(3), N (%)
3 (2.9%)
Missing, N
20
-7, N (%)
41 (39%)
Missing, N
20
-5/5q-, N (%)
58 (55.2%)
Missing, N
20
Both -7 and -5/5q-, N (%)
28 (26.9%)
Abbreviations; N number, CR1 first complete remission, SCT stem cell
transplantation, AML acute myeloid leukaemia, CMV cytomegalovirus, BM bone
PB
i h
l bl
d CB
d bl
d MAC
l
bl
i
di i
i Table 1 Patients’ characteristics (N = 125) Table 1 Patients’ characteristics (N = 125) Non-relapse mortality and relapse incidence The 2-year cumulative incidence of NRM was 15% [95%
CI 8.9–21.8] as illustrated in Fig. 2a. None of the ana-
lysed variables (i.e. conditioning intensity, in vivo T cell
depletion, use of ATG, age, donor or patient gender, fe-
male donor to male recipient, Karnofsky performance
status, donor type, number of induction course, CK,
MK, -7, -5/5q- or both -7 and -5/5q-) were significantly
associated with NRM neither in univariate analysis nor
in multivariate analysis. Seventy-six patients relapsed at a median interval of
4 months from allo-SCT (range 0.2–92.8 months) trans-
lating into a 2-year cumulative incidence of relapse of
61.3% [95% CI 51.5–69.7] as illustrated in Fig. 2b. The 2
factors significantly associated with a higher RI were
conditioning intensity and presence of -5/5q-. On the Fig. 1 Cumulative incidence of chronic GvHD. The 2-year cumulative
incidence of chronic GvHD was 21% [95% CI 14.2–29.5] Fig. 1 Cumulative incidence of chronic GvHD. The 2-year cumulative
incidence of chronic GvHD was 21% [95% CI 14.2–29.5] Abbreviations; N number, CR1 first complete remission, SCT stem cell
transplantation, AML acute myeloid leukaemia, CMV cytomegalovirus, BM bone
marrow, PB peripheral blood, CB cord blood, MAC myeloablative conditioning,
RIC reduced-intensity conditioning, ATG anti-thymocyte globulin Abbreviations; N number, CR1 first complete remission, SCT stem cell
transplantation, AML acute myeloid leukaemia, CMV cytomegalovirus, BM bone
marrow, PB peripheral blood, CB cord blood, MAC myeloablative conditioning,
RIC reduced-intensity conditioning, ATG anti-thymocyte globulin Fig. 1 Cumulative incidence of chronic GvHD. The 2-year cumulative
incidence of chronic GvHD was 21% [95% CI 14.2–29.5] Fig. 1 Cumulative incidence of chronic GvHD. The 2-year cumulative
incidence of chronic GvHD was 21% [95% CI 14.2–29.5] Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Page 5 of 10 Table 2 Multivariate analysis using a Cox proportional hazards
model, N = 96. Chronic GvHD
p
HR
95% CI
Age ≥50 years old
0.41
1.51
0.56
4.06
Donor other than MSD
0.07
2.39
0.92
6.2
ATG vs No
0.04
0.33
0.11
0.97
PB vs BM
0.89
0.92
0.31
2.71
RIC vs MAC
0.12
2.34
0.8
6.86
Abbreviations: MSD matched sibling donor, ATG anti-thymocyte globulins, PB
peripheral blood, BM bone marrow, RIC reduced-intensity conditioning, MAC
myeloablative conditioning, HR hazard ratio, CI confidence interval Table 2 Multivariate analysis using a Cox proportional hazards
model, N = 96. Chronic GvHD 55.4–80.9]) compared to patients without -5/5q- (51%
[95% CI 35.4–65.4], p = 0.03). Non-relapse mortality and relapse incidence Patients’ age above 50 years
old and MK showed only a trend towards a higher RI (p
= 0.06 and p = 0.05, respectively). The number of induc-
tion courses to reach CR1 did not impact on relapse
rate. In multivariate analysis, only the presence of -5/5q-
kept its significant impact on RI (p = 0.03) while condi-
tioning intensity, age and MK did not show a significant
impact on relapse risk (Table 3). Among the 56 relapsed
patients with available information, 16 patients received
donor leukocyte infusion (DLI). Thirteen of them re-
ceived a second allo-SCT thereafter and 2 additional pa-
tients received a second allo-SCT as the only cell-based
therapy for relapse. The 2-year probabilities of OS were
8.4% after DLI [95% CI 0–24.1] and 20% after second
allo-SCT [95% CI 0–55.1]. Abbreviations: MSD matched sibling donor, ATG anti-thymocyte globulins, PB
peripheral blood, BM bone marrow, RIC reduced-intensity conditioning, MAC
myeloablative conditioning, HR hazard ratio, CI confidence interval contrary, in vivo T cell depletion was not associated with
higher relapse rate. The relapse incidence was 53% [95%
CI 37–66.2] after a MAC and 68% [95% CI 55.2–78.2]
when a RIC was used (p = 0.01). The presence of -5/5q-
was associated with a significant higher RI (70% [95% CI Survival The 2-year probability of OS was 28% [95% CI 19.7–
37.1] (Fig. 3a). In univariate analysis, factors significantly
associated with a worse OS were RIC, older age, MK
and presence of -5/5q-. Monosomy 7 showed only a
trend towards a decreased OS (p = 0.06 and p = 0.08, re-
spectively). Thus, the 2-year probability of OS was 40%
[95% CI 25–55] after a MAC and 21% after a RIC [95%
CI 10–31] (p < 0.005). Patients above 50 years old had a
worse OS (22%, [95% CI 12–36]) than younger patients
(39%, [95% CI 23–54], p < 0.005). Given the strong inter-
action between use of RIC and older age, as previously
described, conditioning intensity did not show any im-
pact on OS when adjusted for age. Concerning associ-
ated cytogenetic categories, patients harbouring a MK
had a decreased 2-year OS (19%, [95% CI 17–36]) com-
pared to patients without this cytogenetic abnormality Fig. 2 Non-relapse mortality (NRM) (a) and relapse incidence (RI) (b). The 2-year cumulative incidence of NRM was 15% [95% CI 8.9–21.8]
(a) and the 2-year cumulative incidence of relapse was 61.3% [95%
CI 51.5–69.7] (b) Fig. 2 Non-relapse mortality (NRM) (a) and relapse incidence (RI) (b). The 2-year cumulative incidence of NRM was 15% [95% CI 8.9–21.8]
(a) and the 2-year cumulative incidence of relapse was 61.3% [95%
CI 51.5–69.7] (b) Table 3 Multivariate analysis using a Cox proportional hazards
model, N = 90. Only variables with p < 0.05 in univariate analysis. LFS, OS and RI LFS, OS and RI
p
HR
95% CI
LFS
Age ≥50 years old
0.48
1.23
0.69
2.20
RIC vs MAC
0.13
1.54
0.89
2.68
MK
0.21
1.57
0.77
3.19
Monosomy 5q
0.02
1.83
1.09
3.07
OS
Age ≥50 years old
0.35
1.37
0.71
2.64
RIC vs MAC
0.07
1.75
0.95
3.24
MK
0.14
1.79
0.82
3.91
Monosomy 5q
0.01
2.02
1.18
3.47
RI
Age ≥50 years old
0.54
1.21
0.65
2.25
RIC vs MAC
0.13
1.58
0.87
2.88
Monosomy 5q
0.03
1.84
1.06
3.19
Abbreviations: N number, LFS leukaemia-free survival, OS overall survival, RI re-
lapse incidence, HR hazard ratio, CI confidence interval, MAC myeloablative
conditioning, RIC reduced-intensity conditioning, MK monosomal karyotype Fig. 2 Non-relapse mortality (NRM) (a) and relapse incidence (RI) (b). Survival The
deleterious impact of mono5 on LFS was independent of presence
of additional mono7, with a 2-year LFS of 11% [95% CI 0–23]
(mono5 without mono7) and 13% [95% CI 0–27] (mono5 with
mono7) vs 38% [95% CI 9–67] (absence of mono5 with mono7) and
37% [95% CI 20–53] (absence of both abnormalities, p = 0.007) (b) (58%, [95% CI 34–82], p = 0.005) as well as patient with
concomitant -5/5q- (12%, [95% CI 2–22] vs 44%, [95%
CI 28–59], p < 0.005). Taking together -7 and -5/5q- sta-
tus, absence of -5/5q- was associated to a better out-
come (2-year OS 47% [95% CI 30–65] and 31% [95% CI
0–63] in patients without and with concomitant -7, re-
spectively) compared to the subset of patients harbour-
ing -5/5q- (2-year OS 16% [95% CI 1–31] and 10% [95%
CI 0–22], according to simultaneous -7 or not, respect-
ively) (Fig. 4a). Thus, in multivariate analysis, the pres-
ence of -5/5q- was significantly associated with a
decreased OS (HR 2.02; 95% CI 1.2–3.5, p = 0.01),
whereas RIC was associated with a trend towards a
worse OS (p = 0.07) (Table 3). Causes of death were dis-
ease related in 63 patients, infections in 13, GvHD in 11,
haemorrhage in 1 and others in 2 patients. (58%, [95% CI 34–82], p = 0.005) as well as patient with
concomitant -5/5q- (12%, [95% CI 2–22] vs 44%, [95%
CI 28–59], p < 0.005). Taking together -7 and -5/5q- sta-
tus, absence of -5/5q- was associated to a better out-
come (2-year OS 47% [95% CI 30–65] and 31% [95% CI
0–63] in patients without and with concomitant -7, re-
spectively) compared to the subset of patients harbour-
ing -5/5q- (2-year OS 16% [95% CI 1–31] and 10% [95%
CI 0–22], according to simultaneous -7 or not, respect-
ively) (Fig. 4a). Thus, in multivariate analysis, the pres-
ence of -5/5q- was significantly associated with a
decreased OS (HR 2.02; 95% CI 1.2–3.5, p = 0.01),
whereas RIC was associated with a trend towards a
worse OS (p = 0.07) (Table 3). Causes of death were dis-
ease related in 63 patients, infections in 13, GvHD in 11,
haemorrhage in 1 and others in 2 patients. Survival Taking together -7 and -5/5q- sta-
tus, absence of -5/5q- was associated to a better out-
come (2-year OS 47% [95% CI 30–65] and 31% [95% CI
0–63] in patients without and with concomitant -7, re-
spectively) compared to the subset of patients harbour-
ing -5/5q- (2-year OS 16% [95% CI 1–31] and 10% [95%
CI 0–22], according to simultaneous -7 or not, respect-
ively) (Fig. 4a). Thus, in multivariate analysis, the pres-
ence of -5/5q- was significantly associated with a
decreased OS (HR 2.02; 95% CI 1.2–3.5, p = 0.01),
whereas RIC was associated with a trend towards a
worse OS (p = 0.07) (Table 3). Causes of death were dis-
ease related in 63 patients, infections in 13, GvHD in 11,
haemorrhage in 1 and others in 2 patients. The 2-year probability of LFS was 24% [95% CI
15 7 31 9] as illustrated in Fig
3b
In univariate
Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b) Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b) Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b) Fig. 4 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b)
by cytogenetics subgroup. Mono5 refers as the presence of mono-
somy 5 or loss of 5q and mono7 refers as the presence of mono-
somy 7. Absence of Mono5 was associated to a better OS (2-year OS
47% [95% CI 30–65] and 31% [95% CI 0–63] in patients without and
with mono7, respectively) compared to the subset of patients har-
bouring mono5 (2-year OS: 16% [95% CI 1–31] and 10% [95% CI 0–
22], according to simultaneous mono7 or not, respectively) (a). Survival In univariate
analysis, decreased LFS was significantly associated
with RIC (2-year LFS of 20% [95% CI 8–29] and 30%
[95% CI 16–44] after RIC and MAC allo-SCT, respect-
ively, p = 0.01), age above 50 years old (2-year LFS:
20% [95% CI 10–30] vs 29% [95% CI 15–43], p <
0.005), MK (2-year LFS 17% [95% CI 8–25] vs 49%
[95% CI 25–72], p = 0.02), and presence of -5/5q-). The deleterious impact of 5q loss was independent of
presence of additional -7, with a 2-year LFS of 11%
[95% CI 0–23] (-5/5q- without -7) and 13% [95% CI
Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b)
Fig. 4 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b)
by cytogenetics subgroup. Mono5 refers as the presence of mono-
somy 5 or loss of 5q and mono7 refers as the presence of mono-
somy 7. Absence of Mono5 was associated to a better OS (2-year OS
47% [95% CI 30–65] and 31% [95% CI 0–63] in patients without and
with mono7, respectively) compared to the subset of patients har-
bouring mono5 (2-year OS: 16% [95% CI 1–31] and 10% [95% CI 0–
22], according to simultaneous mono7 or not, respectively) (a). The
deleterious impact of mono5 on LFS was independent of presence
of additional mono7, with a 2-year LFS of 11% [95% CI 0–23]
(mono5 without mono7) and 13% [95% CI 0–27] (mono5 with
mono7) vs 38% [95% CI 9–67] (absence of mono5 with mono7) and
37% [95% CI 20–53] (absence of both abnormalities, p = 0.007) (b) Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b) Fig. 3 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b). In the whole cohort, the 2-year probability of OS was 28% [95% CI
19.7–37.1] (a) and the 2-year probability of LFS was 24% [95% CI
15.7–31.9] (b) (58%, [95% CI 34–82], p = 0.005) as well as patient with
concomitant -5/5q- (12%, [95% CI 2–22] vs 44%, [95%
CI 28–59], p < 0.005). Survival The 2-year cumulative incidence of NRM was 15% [95% CI 8.9–21.8]
(a) and the 2-year cumulative incidence of relapse was 61.3% [95%
CI 51.5–69.7] (b) Abbreviations: N number, LFS leukaemia-free survival, OS overall survival, RI re-
lapse incidence, HR hazard ratio, CI confidence interval, MAC myeloablative
conditioning, RIC reduced-intensity conditioning, MK monosomal karyotype Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Page 6 of 10 Fig. 4 Overall survival (OS) (a) and leukaemia-free survival (LFS) (b)
by cytogenetics subgroup. Mono5 refers as the presence of mono-
somy 5 or loss of 5q and mono7 refers as the presence of mono-
somy 7. Absence of Mono5 was associated to a better OS (2-year OS
47% [95% CI 30–65] and 31% [95% CI 0–63] in patients without and
with mono7, respectively) compared to the subset of patients har-
bouring mono5 (2-year OS: 16% [95% CI 1–31] and 10% [95% CI 0–
22], according to simultaneous mono7 or not, respectively) (a). The
deleterious impact of mono5 on LFS was independent of presence
of additional mono7, with a 2-year LFS of 11% [95% CI 0–23]
(mono5 without mono7) and 13% [95% CI 0–27] (mono5 with
mono7) vs 38% [95% CI 9–67] (absence of mono5 with mono7) and
37% [95% CI 20–53] (absence of both abnormalities, p = 0.007) (b) (58%, [95% CI 34–82], p = 0.005) as well as patient with
concomitant -5/5q- (12%, [95% CI 2–22] vs 44%, [95%
CI 28–59], p < 0.005). Taking together -7 and -5/5q- sta-
tus, absence of -5/5q- was associated to a better out-
come (2-year OS 47% [95% CI 30–65] and 31% [95% CI
0–63] in patients without and with concomitant -7, re-
spectively) compared to the subset of patients harbour-
ing -5/5q- (2-year OS 16% [95% CI 1–31] and 10% [95%
CI 0–22], according to simultaneous -7 or not, respect-
ively) (Fig. 4a). Thus, in multivariate analysis, the pres-
ence of -5/5q- was significantly associated with a
decreased OS (HR 2.02; 95% CI 1.2–3.5, p = 0.01),
whereas RIC was associated with a trend towards a
worse OS (p = 0.07) (Table 3). Causes of death were dis-
ease related in 63 patients, infections in 13, GvHD in 11,
haemorrhage in 1 and others in 2 patients. The 2-year probability of LFS was 24% [95% CI
15.7–31.9] as illustrated in Fig. 3b. Survival analysis, decreased LFS was significantly associated
with RIC (2-year LFS of 20% [95% CI 8–29] and 30%
[95% CI 16–44] after RIC and MAC allo-SCT, respect-
ively, p = 0.01), age above 50 years old (2-year LFS:
20% [95% CI 10–30] vs 29% [95% CI 15–43], p <
0.005), MK (2-year LFS 17% [95% CI 8–25] vs 49%
[95% CI 25–72], p = 0.02), and presence of -5/5q-). The deleterious impact of 5q loss was independent of
presence of additional -7, with a 2-year LFS of 11%
[95% CI 0–23] (-5/5q- without -7) and 13% [95% CI The 2-year probability of LFS was 24% [95% CI
15.7–31.9] as illustrated in Fig. 3b. In univariate Page 7 of 10 Page 7 of 10 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 0–27] (-5/5q- with -7) vs 38% [95% CI 9–67] (absence
of -5/5q- with -7) and 37% [95% CI 20–53] (absence
of both abnormalities, p = 0.007; Fig. 4b). In vivo T cell
depletion and the use of ATG were not significantly
associated with worse LFS. In multivariate analysis,
only the presence of -5/5q- remained significantly as-
sociated with a decreased LFS (p = 0.02) (Table 3). 0–27] (-5/5q- with -7) vs 38% [95% CI 9–67] (absence
of -5/5q- with -7) and 37% [95% CI 20–53] (absence
of both abnormalities, p = 0.007; Fig. 4b). In vivo T cell
depletion and the use of ATG were not significantly
associated with worse LFS. In multivariate analysis,
only the presence of -5/5q- remained significantly as-
sociated with a decreased LFS (p = 0.02) (Table 3). Nonetheless, the study provides evidences of the urgent
unmet need to develop novel strategies for these pa-
tients. Different transplant modalities, concerning donor
source or conditioning regimen, did not have a major
impact on transplant outcome in our study, and future
improvement attempts must explore pre- and post-
transplant interventions, together with innovative modi-
fications of allo-SCT conditioning regimen. The presence of chronic GvHD was associated with
significantly decreased risk of RI, but resulted in higher
NRM, and worse OS and LFS (p < 0.005) (Table 4). The
2-year probability of GvHD and relapse-free survival
(GRFS) was 16% [95% CI 9–23]. Among the 10 patients
transplanted with CB, we found similar 2-year OS and
LFS of 27% [95% CI 0–56] and 27% [95% CI 2–58], re-
spectively. Survival However, these
results confirm the role of allo-SCT as a reasonable op-
tion for the subset of patients achieving sufficient cytore-
duction at the time of transplantation. Abn(17p) are
highly represented in overlapping cytogenetically very
high-risk AML, such as MK and CK, and might partici-
pate in the underlying mechanisms responsible of the
their refractoriness to standard intensive AML therapy. Table 4 Multivariate analysis using a Cox proportional hazards
model. Impact of cGvHD on outcomes (time-dependant
variable)
p
HR
95% CI
RI
<10−4
0.76
0.69
0.85
NRM
<10−4
2.92
2.62
3.25
LFS
<10−4
1.45
1.35
1.56
OS
<10−4
1.25
1.17
1.35
Abbreviations: N number, LFS leukaemia-free survival, OS overall survival,
RI relapse incidence, NRM non-relapse mortality, HR hazard ratio, CI
confidence interval Survival No significant differences were found with
the other patients (p = 0.95 and p = 0.81, respectively). In
this small cohort, four out of them showed the combin-
ation of abn(17p) and -5/5q-. Our results are quite comparable to those reported by
Middeke et al. [29]. The 2-year LFS and OS of 24 and
28%, respectively, in our cohort are more favourable
compared to the previous retrospective study from Mohr
et al., based on 47 transplanted patients, which did not
show any advantage compared to conventional therapy,
with a 4-year probability of survival for the entire cohort
of only 4% [28]. Relapse was the main cause of treatment
failure, achieving 70% at 2 years after RIC conditioning,
and these relapses occurred at a median interval from
transplant of 4 months, indicating the need of imple-
menting early interventions in the post-transplant period
to prevent relapse. Notably, the current results in pa-
tients with AML harbouring abn(17p) are similar to
those observed with MK and CK AML. In those studies,
an independent effect of abn(17p) has not been found
[13–15]. In fact, genomic losses of 17p, together with
losses of 5q and 7q, and gains 11q and 8q, are the most
frequent cytogenetic abnormalities described in CK [34]. Nevertheless, our study cohort represents a more homo-
geneous population than the one addressed in the stud-
ies evaluating MK and CK AML. On the other hand, we
were not able to find a significant effect of the presence
of MK, probably because 83% of patients displayed MK
at diagnosis. p
q
Discussion
P53 loss of function resulting from chromosomal losses
of 17p region and TP53 gene mutations result in marked
chemorefractoriness and very poor prognosis, with virtu-
ally incurability for most patients treated with conven-
tional AML chemotherapy [24, 25, 28, 29]. The present
study focused on the capability of allo-SCT to circum-
vent this dismal prognosis. In patients allografted in
CR1, LFS at 2 years was 24%, suggesting the potential
curability of a proportion of these patients with this ap-
proach, and the existence of a potent graft-versus-
tumour effect capable to sustain response. Our cohort
might correspond to a highly selected patient popula-
tion, with some degree of chemosensitivity sufficient to
achieve an initial response, and is therefore not repre-
sentative of the whole abn(17p) AML. Discussion P53 loss of function resulting from chromosomal losses
of 17p region and TP53 gene mutations result in marked
chemorefractoriness and very poor prognosis, with virtu-
ally incurability for most patients treated with conven-
tional AML chemotherapy [24, 25, 28, 29]. The present
study focused on the capability of allo-SCT to circum-
vent this dismal prognosis. In patients allografted in
CR1, LFS at 2 years was 24%, suggesting the potential
curability of a proportion of these patients with this ap-
proach, and the existence of a potent graft-versus-
tumour effect capable to sustain response. Our cohort
might correspond to a highly selected patient popula-
tion, with some degree of chemosensitivity sufficient to
achieve an initial response, and is therefore not repre-
sentative of the whole abn(17p) AML. However, these
results confirm the role of allo-SCT as a reasonable op-
tion for the subset of patients achieving sufficient cytore-
duction at the time of transplantation. Abn(17p) are
highly represented in overlapping cytogenetically very
high-risk AML, such as MK and CK, and might partici-
pate in the underlying mechanisms responsible of the
their refractoriness to standard intensive AML therapy. NRM was only 17%, probably reflecting the positive
selection effect in this population, enriched with respon-
sive patients to previous chemotherapy. In fact, these
139 patients represent only 1.3% of 10,799 patients with
an available karyotype in the EBMT database, a lower
proportion than the expected rate of 5–10% in general
AML population [19]. These 1.3% of patients refer only
to the proportion of abn(17p) AML patients who were
in remission and fit enough to survive until the trans-
plantation procedure. Lower intensity conditioning regi-
mens were associated to a higher relapse risk, up to
70%, in the univariate analysis, an association not con-
firmed in the multivariate analysis adjusted for other
variable such as concomitant presence of 5q loss and
age. Nonetheless, the effect of different regimens aimed
to enhance antitumour effect without increasing toxicity
must also be explored in the next future. Table 4 Multivariate analysis using a Cox proportional hazards
model. Discussion Impact of cGvHD on outcomes (time-dependant
variable)
p
HR
95% CI
RI
<10−4
0.76
0.69
0.85
NRM
<10−4
2.92
2.62
3.25
LFS
<10−4
1.45
1.35
1.56
OS
<10−4
1.25
1.17
1.35
Abbreviations: N number, LFS leukaemia-free survival, OS overall survival,
RI relapse incidence, NRM non-relapse mortality, HR hazard ratio, CI
confidence interval Table 4 Multivariate analysis using a Cox proportional hazards
model. Impact of cGvHD on outcomes (time-dependant
variable) Table 4 Multivariate analysis using a Cox proportional hazards
model. Impact of cGvHD on outcomes (time-dependant
variable) variable)
p
HR
95% CI
RI
<10−4
0.76
0.69
0.85
NRM
<10−4
2.92
2.62
3.25
LFS
<10−4
1.45
1.35
1.56
OS
<10−4
1.25
1.17
1.35 Presence
of
chronic
GvHD,
analysed
as
time-
dependant variable, was independently associated with a
lower relapse risk (HR 0.76), supporting the existence of
a
genuine
and
potent
graft-versus-leukaemia. This Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Page 8 of 10 Page 8 of 10 antitumour effect of chronic GvHD, nonetheless, did not
result in a neat benefit due to its association to a higher
NRM translating into worse OS and LFS. Recognition of
a potential graft-versus-leukaemia effect in abn(17p)
AML would give the basis to develop strategies aimed to
harness
this
alloimmune
effect
in
the
early
post-
transplant period, such as early withdrawal of immuno-
suppression or administration of prophylactic donor
leukocyte infusion [35, 36]. Post-transplant administra-
tion azacytidine might contribute to stimulate the anti-
tumour donor graft effect by enhancing the expression
of tumour and minor histocompatibility antigens, with
the theoretical added advantage of avoiding an increased
GvHD rate by expansion of T regulatory cell population. Several studies have demonstrated feasibility of azacyti-
dine during the post-transplant period, and the correl-
ation of the expansion determined cytotoxic T cell
subsets against tumour antigens with a lower relapse in-
cidence, but the clinical benefit of such strategy should
be further proven [37–40]. Other innovative donor cell
strategies such as NK cell infusion or Cytokine-induced
killer population, with a theoretical lower potential of
GvHD induction, must be of high interest in this setting
[41–43]. Anyhow, based on the very short median time
to relapse, post-transplantation interventions should be
given early as a prophylactic or maintenance strategy. Vosaroxin [44, 45] is a quinolone derivative reported to
be TP53 independent and shows some clinical benefit in
combination with high-dose cytarabine in relapsed pa-
tients. Availability of data and materials
The dataset analysed in the present study is avalaible in the EBMT registry. The dataset analysed in the present study is avalaible in the EBMT registry. Funding Funding
This retrospective study is supported by the EBMT. g
This retrospective study is supported by the EBMT. Authors’ contributions XP designed the study. XP and LM reviewed the cytogenetic data. XP, ML, JE
and AN analysed the data. XP wrote the paper. JE, MM and AN reviewed the
paper. JM, IYA, DB, NI, GS, TGD, NS, JC, SV and JS provide the data. JM, IYA,
DB, NI, GS, TGD, NS, JC, SV and JS approved the manuscript. All authors read
and approved the final manuscript. Additional file Additional file 1: Table S1. (DOCX 13 kb) Additional file 1: Table S1. (DOCX 13 kb) Conclusions
All Allo-SCT arises as the best therapeutic option to im-
prove survival in selected patients harbouring abn(17p)
and achieving CR after frontline chemotherapy, espe-
cially in the absence of -5/5q-. Nonetheless, clinical
benefit of allo-HCT remains very limited, followed by a
high relapse incidence. Recognition of a potential graft-
versus-leukaemia effect preventing relapse in some pa-
tients gives the rationale basis for the development of
early chemotherapy-based or cell-based strategies to pre-
vent relapse and therefore to increase the potential
benefit of allo-SCT in these patients. Discussion Currently, it is completely unknown if this agent,
administered prior to allo-SCT, might result into im-
proved outcome after allo-SCT, but it might constitute a
model to bring abn(17p) AML with better response to
allo-SCT. apoptosis and with increased genomic instability [48]. This translates into chemoresistance and worse out-
comes confirmed in our study with patients harbouring
both abn(17p) and -5/5q-. In this subgroup of patients,
the benefit of allo-SCT appears very limited and new
therapeutic strategies are strongly warranted. On the
contrary, patients with abn(17p) without -5/5q- showed
a relative good outcome after allo-SCT with a 2-year
probability of LFS of 37–38%. Abbreviations -5/5q-: Monosomy 5 or loss of 5q-; -7: Monosomy 7; Abn(17p): 17p
abnormalities; Allo-SCT: Allogeneic stem cell transplantation; AML: Acute
myeloid leukaemia; ATG: Anti-thymocyte globulin; CB: Cord blood;
CI: Confidence interval; CK: Complex caryotype; CMV: Cytomegalovirus;
CR1: First complete remission; CR2: Second complete remission; DLI: Donor
leukocyte infusion; EBMT: European Society of Blood and Marrow
Transplantation; EFS: Event-free survival; GRFS: GvHD-free/relapse-free
survival; GvHD: Graft-versus-host disease; HLA: Human leukocyte antigen;
HR: Hazard ratio; Inv(3): Inversion of chromosome 3; LFS: Leukaemia-free
survival; MAC: Myeloablative conditioning; MK: Monosomal karyotype;
NRM: Non-relapse mortality; OS: Overall survival; RI: Relapse incidence;
RIC: Reduced-intensity conditioning; TBI: Total body irradiation Additional chromosomal 5q loss conferred an even
worse outcome in this cohort of patients, with an in-
creased relapse risk and 2-year OS and LFS of only 10
and 11%, respectively, regardless the presence of con-
comitant monosomy 7. It was the only independent
prognostic factor in this patient population. While the
biological basis accounting for this combined deleterious
effect is mostly unknown, TP53 mutations have been fre-
quently observed in association with loss of 5q, up to
80% of cases in some series, suggesting cooperation be-
tween TP53 mutations and loss of putative tumour sup-
pressor genes localised in 5q region [46–48]. Previous
reports supported this hypothesis that multiple candi-
date genes localised on 5q cooperate with TP53 muta-
tions in the pathogenesis of myelodysplastic syndrome
or AML [49–51]. Many genes on 5q have been pro-
posed, but recently, haploinsufficiency of ERG1 and APC
in combination with the early acquisition of TP53 muta-
tions have emerged as a potential mechanism leading to
the
development
of a
leukemic clone resistant to References 1. Koreth J, Schlenk R, Kopecky KJ, et al. Allogeneic stem cell transplantation
for acute myeloid leukemia in first complete remission: systematic review
and meta-analysis of prospective clinical trials. JAMA. 2009;301:2349–61. 1. Koreth J, Schlenk R, Kopecky KJ, et al. Allogeneic stem cell transplantation
for acute myeloid leukemia in first complete remission: systematic review
and meta-analysis of prospective clinical trials. JAMA. 2009;301:2349–61. 22. Haferlach C, Dicker F, Herholz H, et al. Mutations of the TP53 gene in acute
myeloid leukemia are strongly associated with a complex aberrant
karyotype. Leukemia. 2008;22:1539–41. 2. Cornelissen JJ, van Putten WL, Verdonck LF, et al. Results of a HOVON/SAKK
donor versus no-donor analysis of myeloablative HLA-identical sibling stem
cell transplantation in first remission acute myeloid leukemia in young and
middle-aged adults: benefits for whom? Blood. 2007;109:3658–66. 2. Cornelissen JJ, van Putten WL, Verdonck LF, et al. Results of a HOVON/SAKK
donor versus no-donor analysis of myeloablative HLA-identical sibling stem
cell transplantation in first remission acute myeloid leukemia in young and
middle-aged adults: benefits for whom? Blood. 2007;109:3658–66. 23. Schiffer CA, Lee EJ, Tomiyasu T, et al. Prognostic impact of cytogenetic
abnormalities in patients with de novo acute nonlymphocytic leukemia. Blood. 1989;73:263–70. 24. Bowen D, Groves MJ, Burnett AK, et al. TP53 gene mutation is frequent in
patients with acute myeloid leukemia and complex karyotype, and is
associated with very poor prognosis. Leukemia. 2009;23:203–6. 3. Dohner H, Estey EH, Amadori S, et al. Diagnosis and management of acute
myeloid leukemia in adults: recommendations from an international expert
panel, on behalf of the European LeukemiaNet. Blood. 2010;115:453–74. 25. Seifert H, Mohr B, Thiede C, et al. The prognostic impact of 17p (p53) deletion
in 2272 adults with acute myeloid leukemia. Leukemia. 2009;23:656–63. 4. Grimwade D, Hills RK, Moorman AV, et al. Refinement of cytogenetic
classification in acute myeloid leukemia: determination of prognostic
significance of rare recurring chromosomal abnormalities among 5876
younger adult patients treated in the United Kingdom Medical Research
Council trials. Blood. 2010;116:354–65. 25. Seifert H, Mohr B, Thiede C, et al. The prognostic impact of 17p (p53) deletion
in 2272 adults with acute myeloid leukemia. Leukemia. 2009;23:656–63. 26. Grossmann V, Schnittger S, Kohlmann A, et al. A novel hierarchical
prognostic model of AML solely based on molecular mutations. Blood. 2012;120:2963–72. 27. Middeke JM, Herold S, Rucker-Braun E, et al. TP53 mutation in patients with
high-risk acute myeloid leukaemia treated with allogeneic haematopoietic
stem cell transplantation. Author details
1 14. Fang M, Storer B, Estey E, et al. Outcome of patients with acute myeloid
leukemia with monosomal karyotype who undergo hematopoietic cell
transplantation. Blood. 2011;118:1490–4. 1Section of Hematology, Department of Medicine, Cliniques Universitaires
Saint-Luc, 10, avenue Hippocrate, 1200 Brussels, Belgium. 2Acute Leukemia
Working Party of the EBMT office, Paris, France. 3Department of Hematology,
University Hospital Gasthuisberg, Leuven, Belgium. 4UAM allo-CSH, Hôpital
HURIEZ, Lille, France. 5Programme de Transplantation et Thérapie Cellulaire,
Centre de Recherche en Cancérologie de Marseille, Institut Paoli Calmettes,
Marseille, France. 6Service des Maladies du Sang, CHRU, Angers, France. 7Department of Hematology, Hôpital Saint-Louis, Paris, France. 8Department
of Medicine, Rikshospitalet, Oslo, Norway. 9Department of Hematology,
Radboud University Medical Center, Nijmegen, The Netherlands. 10Daniel den
Hoed Cancer Centre, Erasmus Medical Center, Rotterdam, The Netherlands. 11Service d’Hématologie, CHU Bordeaux, Pessac, France. 12Servicio de
Hematologia, Hospital Universitario La Fe, Valencia, Spain. 13Center for
Human Genetics, KU Leuven and University Hospitals, Leuven, Belgium. 14Hematology department, IDIBAPS, Hospital Clinic, Barcelona, Spain. 15 15. Kayser S, Zucknick M, Dohner K, et al. Monosomal karyotype in adult acute
myeloid leukemia: prognostic impact and outcome after different treatment
strategies. Blood. 2012;119:551–8. 16. Brands-Nijenhuis AV, Labopin M, Schouten HC, et al. Monosomal karyotype
as an adverse prognostic factor in patients with acute myeloid leukemia
treated with allogeneic hematopoietic stem-cell transplantation in first
complete remission: a retrospective survey on behalf of the ALWP of the
EBMT. Haematologica. 2016;101:248–55. 17. Middeke JM, Beelen D, Stadler M, et al. Outcome of high-risk acute myeloid
leukemia after allogeneic hematopoietic cell transplantation: negative
impact of abnl(17p) and -5/5q. Blood. 2012;120:2521–8. 18. Harris CC, Hollstein M. Clinical implications of the p53 tumor-suppressor
gene. N Engl J Med. 1993;329:1318–27. 15Service d’Hématologie clinique, Hôpital Saint-Antoine, AP-HP, Université
Pierre et Marie Curie, INSERM UMRs U938, Paris, France. 16Chaim Sheba
Medical Center, Tel-Hashomer, Israel. 15Service d’Hématologie clinique, Hôpital Saint-Antoine, AP-HP, Université
Pierre et Marie Curie, INSERM UMRs U938, Paris, France. 16Chaim Sheba
Medical Center, Tel-Hashomer, Israel. 15Service d’Hématologie clinique, Hôpital Saint-Antoine, AP-HP, Université
Pierre et Marie Curie, INSERM UMRs U938, Paris, France. 16Chaim Sheba
Medical Center, Tel-Hashomer, Israel. 19. Fenaux P, Preudhomme C, Quiquandon I, et al. Mutations of the P53 gene
in acute myeloid leukaemia. Br J Haematol. 1992;80:178–83. 20. Wattel E, Preudhomme C, Hecquet B, et al. p53 mutations are associated
with resistance to chemotherapy and short survival in hematologic
malignancies. Blood. 1994;84:3148–57. Received: 8 October 2016 Accepted: 3 January 2017 Received: 8 October 2016 Accepted: 3 January 2017 21. Fenaux P, Preudhomme C, Lai JL, et al. Cytogenetics and their prognostic value
in de novo acute myeloid leukaemia: a report on 283 cases. Br J Haematol. 1989;
73:61–7. Ethics approval and consent to participate
All retrospective studies performed by the EBMT are centrally approved by
the EBMT board. 13. Cornelissen JJ, Breems D, van Putten WL, et al. Comparative analysis of the
value of allogeneic hematopoietic stem-cell transplantation in acute
myeloid leukemia with monosomal karyotype versus other cytogenetic risk
categories. J Clin Oncol. 2012;30:2140–6. All retrospective studies performed by the EBMT are centrally approved by
the EBMT board. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. The authors declare that they have no competing interests. Page 9 of 10 Page 9 of 10 Page 9 of 10 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Consent for publication 12. Ferrant A, Labopin M, Frassoni F, et al. Karyotype in acute myeloblastic
leukemia: prognostic significance for bone marrow transplantation in first
remission: a European Group for Blood and Marrow Transplantation study. Acute Leukemia Working Party of the European Group for Blood and
Marrow Transplantation (EBMT). Blood. 1997;90:2931–8. All patients included in the EBMT registry database have previously
consented to be part anonymously to the registry. References Br J Haematol. 2016;172:914–22. 5. Dohner H, Weisdorf DJ, Bloomfield CD. Acute myeloid leukemia. N Engl J
Med. 2015;373:1136–52. 6. Grimwade D, Ivey A, Huntly BJ. Molecular landscape of acute myeloid
leukemia in younger adults and its clinical relevance. Blood. 2016;127:29–41. 28. Mohr B, Schetelig J, Schafer-Eckart K, et al. Impact of allogeneic
haematopoietic stem cell transplantation in patients with abnl(17p) acute
myeloid leukaemia. Br J Haematol. 2013;161:237–44. 7. Schoch C, Kern W, Kohlmann A, et al. Acute myeloid leukemia with a
complex aberrant karyotype is a distinct biological entity characterized by
genomic imbalances and a specific gene expression profile. Genes
Chromosomes Cancer. 2005;43:227–38. 29. Middeke JM, Fang M, Cornelissen JJ, et al. Outcome of patients with
abnl(17p) acute myeloid leukemia after allogeneic hematopoietic stem cell
transplantation. Blood. 2014;123:2960–7. 8. Baron F, Labopin M, Niederwieser D, et al. Impact of graft-versus-host
disease after reduced-intensity conditioning allogeneic stem cell
transplantation for acute myeloid leukemia: a report from the Acute
Leukemia Working Party of the European group for blood and marrow
transplantation. Leukemia. 2012;26:2462–8. 30. Rubio MT, Savani BN, Labopin M, et al. The impact of HLA-matching on reduced
intensity conditioning regimen unrelated donor allogeneic stem cell
transplantation for acute myeloid leukemia in patients above 50 years—a report
from the EBMT acute leukemia working party. J Hematol Oncol. 2016;9:65. 31. Ruggeri A, Battipaglia G, Labopin M, et al. Unrelated donor versus matched
sibling donor in adults with acute myeloid leukemia in first relapse: an
ALWP-EBMT study. J Hematol Oncol. 2016;9:89. 9. Schlenk RF, Dohner K, Mack S, et al. Prospective evaluation of allogeneic
hematopoietic stem-cell transplantation from matched related and
matched unrelated donors in younger adults with high-risk acute myeloid
leukemia: German-Austrian trial AMLHD98A. J Clin Oncol. 2010;28:4642–8. 32. Saraceni F, Labopin M, Gorin NC, et al. Matched and mismatched unrelated
donor compared to autologous stem cell transplantation for acute myeloid
leukemia in first complete remission: a retrospective, propensity score-
weighted analysis from the ALWP of the EBMT. J Hematol Oncol. 2016;9:79. 10. Stelljes M, Beelen DW, Braess J, et al. Allogeneic transplantation as post-remission
therapy for cytogenetically high-risk acute myeloid leukemia: landmark analysis
from a single prospective multicenter trial. Haematologica. 2011;96:972–9. 33. Schmid C, Schleuning M, Hentrich M, et al. High antileukemic efficacy of an
intermediate intensity conditioning regimen for allogeneic stem cell
transplantation in patients with high-risk acute myeloid leukemia in first
complete remission. Bone Marrow Transplant. 2008;41:721–7. 11. References Versluis J, Hazenberg CL, Passweg JR, et al. Post-remission treatment with
allogeneic stem cell transplantation in patients aged 60 years and older
with acute myeloid leukaemia: a time-dependent analysis. Lancet Haematol. 2015;2:e427–36. Page 10 of 10 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Poiré et al. Journal of Hematology & Oncology (2017) 10:20 34. Rucker FG, Bullinger L, Schwaenen C, et al. Disclosure of candidate genes in
acute myeloid leukemia with complex karyotypes using microarray-based
molecular characterization. J Clin Oncol. 2006;24:3887–94. 35. Schmid C, Schleuning M, Ledderose G, et al. Sequential regimen of
chemotherapy, reduced-intensity conditioning for allogeneic stem-cell
transplantation, and prophylactic donor lymphocyte transfusion in high-risk acute
myeloid leukemia and myelodysplastic syndrome. J Clin Oncol. 2005;23:5675–87. 36. Yan CH, Liu DH, Liu KY, et al. Risk stratification-directed donor lymphocyte
infusion could reduce relapse of standard-risk acute leukemia patients after
allogeneic hematopoietic stem cell transplantation. Blood. 2012;119:3256–62. 37. Bally C, Ades L, Renneville A, et al. Prognostic value of TP53 gene mutations
in myelodysplastic syndromes and acute myeloid leukemia treated with
azacitidine. Leuk Res. 2014;38:751–5. 38. Goodyear OC, Dennis M, Jilani NY, et al. Azacitidine augments expansion of
regulatory T cells after allogeneic stem cell transplantation in patients with
acute myeloid leukemia (AML). Blood. 2012;119:3361–9. 39. Platzbecker U, Wermke M, Radke J, et al. Azacitidine for treatment of
imminent relapse in MDS or AML patients after allogeneic HSCT: results of
the RELAZA trial. Leukemia. 2012;26:381–9. 40. Craddock C, Labopin M, Robin M, et al. Clinical activity of azacitidine in
patients who relapse after allogeneic stem cell transplantation for acute
myeloid leukemia. Haematologica. 2016;101(7):879–83. 41. Lim O, Jung MY, Hwang YK, et al. Present and future of allogeneic natural
killer cell therapy. Front Immunol. 2015;6:286. 41. Lim O, Jung MY, Hwang YK, et al. Present and future of allogeneic natural
killer cell therapy. Front Immunol. 2015;6:286. 42. Pittari G, Filippini P, Gentilcore G, et al. Revving up natural killer cells and
cytokine-induced killer cells against hematological malignancies. Front
Immunol. 2015;6:230. 43. Stern M, Passweg JR, Meyer-Monard S, et al. Pre-emptive immunotherapy
with purified natural killer cells after haploidentical SCT: a prospective phase
II study in two centers. Bone Marrow Transplant. 2013;48:433–8. 44. Hotinski AK, Lewis ID, Ross DM. Vosaroxin is a novel topoisomerase-II
inhibitor with efficacy in relapsed and refractory acute myeloid leukaemia. Expert Opin Pharmacother. 2015;16:1395–402. 45. Walsby EJ, Coles SJ, Knapper S, et al. References The topoisomerase II inhibitor
voreloxin causes cell cycle arrest and apoptosis in myeloid leukemia cells
and acts in synergy with cytarabine. Haematologica. 2011;96:393–9. 46. Castro PD, Liang JC, Nagarajan L. Deletions of chromosome 5q13.3 and 17p
loci cooperate in myeloid neoplasms. Blood. 2000;95:2138–43. 47. Kulasekararaj AG, Smith AE, Mian SA, et al. TP53 mutations in myelodysplastic
syndrome are strongly correlated with aberrations of chromosome 5, and
correlate with adverse prognosis. Br J Haematol. 2013;160:660–72. 48. Stoddart A, Fernald AA, Wang J, et al. Haploinsufficiency of del(5q) genes,
Egr1 and Apc, cooperate with Tp53 loss to induce acute myeloid leukemia
in mice. Blood. 2014;123:1069–78. 49. Bejar R, Stevenson K, Abdel-Wahab O, et al. Clinical effect of point
mutations in myelodysplastic syndromes. N Engl J Med. 2011;364:2496–506. 50. Shih AH, Chung SS, Dolezal EK, et al. Mutational analysis of therapy-related
myelodysplastic syndromes and acute myelogenous leukemia. Haematologica. 2013;98:908–12. 50. Shih AH, Chung SS, Dolezal EK, et al. Mutational analysis of therapy-related
myelodysplastic syndromes and acute myelogenous leukemia. Haematologica. 2013;98:908–12. 51. Walter MJ, Shen D, Shao J, et al. Clonal diversity of recurrently mutated
genes in myelodysplastic syndromes. Leukemia. 2013;27:1275–82. 51. Walter MJ, Shen D, Shao J, et al. Clonal diversity of recurrently mutated
genes in myelodysplastic syndromes. Leukemia. 2013;27:1275–82. Poiré et al. Journal of Hematology & Oncology (2017) 10:20 Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
y
p
and we will help you at every step: • We accept pre-submission inquiries
|
https://openalex.org/W4244443666
|
https://www.researchsquare.com/article/rs-46879/latest.pdf
|
English
| null |
Effectiveness of An Integrated Multidisciplinary Geriatric Rehabilitation Programme for Older Persons with Stroke: A Multicentre Randomised Controlled Trial
|
Research Square (Research Square)
| 2,020
|
cc-by
| 8,252
|
Effectiveness of an integrated multidisciplinary
geriatric rehabilitation programme for older persons
with stroke: a multicentre randomised controlled
trial Tom Vluggen
(
t.vluggen@maast
Universiteit Maastricht
Jolanda van Haastregt
Universiteit Maastricht
Frans Tan
Universiteit Maastricht
Jeanine Verbunt
Universiteit Maastricht
Caroline van Heugten
Universiteit Maastricht
Jos Schols
Universiteit Maastricht Tom Vluggen
(
t.vluggen@maastrichtuniversity.nl
)
Universiteit Maastricht
Jolanda van Haastregt
Universiteit Maastricht
Frans Tan
Universiteit Maastricht
Jeanine Verbunt
Universiteit Maastricht
Caroline van Heugten
Universiteit Maastricht
Jos Schols
Universiteit Maastricht Tom Vluggen
(
t.vluggen@maastrichtuniversity.nl
)
Universiteit Maastricht Research article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published on February 23rd, 2021. See the published
version at https://doi.org/10.1186/s12877-021-02082-4. Page 1/23 Abstract Background: Almost half of the stroke patients admitted to geriatric rehabilitation has persisting
problems after discharge. Currently, there is no evidence based geriatric rehabilitation programme
available for older stroke patients, combining inpatient rehabilitation with adequate ambulatory aftercare
in the community. Therefore, we developed an integrated multidisciplinary rehabilitation programme that
includes aftercare for older persons with stroke. We evaluated the effectiveness of this newly developed
rehabilitation programme in comparison to usual care. Methods: A multicentre randomised controlled trial was conducted in eight geriatric rehabilitation stroke
units and their collaborating partners in primary care. The study population involved stroke patients and
their informal caregivers who were aged 65 or over, living in the community before admission to geriatric
rehabilitation, and expected to be able to return home after discharge. The programme consisted of three
modules: inpatient neurorehabilitation, home-based self-management training, and stroke education. For
patients, daily activity (FAI) was assessed as primary outcome and functional dependence (Katz-15),
perceived quality of life (SSQoL) and social participation (IPA) as secondary outcomes. Additionally,
among informal caregivers perceived care burden (self-rated burden VAS), objective care burden
(Erasmus iBMG), and quality of life (CarerQol), were assessed as secondary outcomes. Results: In total 190 patients and 172 informal caregivers were included. Mean age of the patients in the
intervention group was 78.9 years (SD= 7.0) and in the usual care group 79.0 years (SD=6.5). Significant
favourable effects for the programme were observed for the subscale autonomy outdoors of the IPA
(-2.15, P=.047, and for the informal caregivers perceived care burden (1.23, P=.048. For the primary
outcome daily activity and the other secondary outcomes, no significant effects were observed. Conclusion: The integrated multidisciplinary programme had no effect on daily activity of older stroke
patients. However, patients participating in the programme had a higher level of perceived autonomy of
outdoor activities and their informal caregivers perceived a lower care burden. The programme might be
promising in providing adequate (after)care, although adaptation of the programme is recommended to
increase its feasibility and improve its effects. Background Stroke is one of the leading causes of death and a major cause of disability worldwide. Because of the
aging population stroke is highly prevalent and can have a major impact on daily functioning and quality
of life1,2. Page 2/23
In the Netherlands, each year about 40% of the older persons who suffer from acute stroke are admitted
to an intermediate care facility for geriatric rehabilitation after a period of hospitalisation3-5. About half of
the older stroke patients who are discharged home after geriatric rehabilitation still experience serious
impairments in daily functioning and social participation, caused by severe cognitive and functional
incapacities6 . In patients who are socially inactive and are lacking appropriate coping skills, these impairments can lead to a substantial decrease in quality of life and depression7. Most older persons
who are admitted to geriatric rehabilitation have multimorbidity that can interfere with rehabilitation and
therefore may influence outcomes negatively. Besides a negative impact on patients, stroke and
multimorbidity may also increase the burden of care perceived by informal caregivers which may also
result in a decrease in their quality of life7,8. Eventually, when the burden for the informal caregiver
becomes too high, this may result in permanent admission of the patient to a long-term care facility. In the Netherlands, stroke care for older patients is organised in stroke services aiming to realise more
integrated care. This trend has led to a reduction in mortality, a decrease in admissions to long-term
institutional care, more satisfaction among patients and caregivers, and more cost-effectiveness9. Although stroke care has achieved these quality improvements, sufficient aftercare after inpatient
geriatric rehabilitation is often lacking in usual care, or when available, is too fragmented which makes it
difficult to support patients and their informal caregivers in dealing with stroke related problems at home
after discharge from rehabilitation. In the Netherlands, stroke care for older patients is organised in stroke services aiming to realise more
integrated care. This trend has led to a reduction in mortality, a decrease in admissions to long-term
institutional care, more satisfaction among patients and caregivers, and more cost-effectiveness9. Although stroke care has achieved these quality improvements, sufficient aftercare after inpatient
geriatric rehabilitation is often lacking in usual care, or when available, is too fragmented which makes it
difficult to support patients and their informal caregivers in dealing with stroke related problems at home
after discharge from rehabilitation. Background Therefore, it seems important that older stroke patients and their caregivers, receive a rehabilitation
treatment that includes tailor-made aftercare after discharge from geriatric rehabilitation to facilitate the
transition to the home situation and to support patients and their caregivers in coping with the patients’
residual impairments in daily life. Training older patients and their caregivers in effective coping skills to
manage their impairments might contribute to living independently in the community and staying socially
active as long as possible. In addition, adequate aftercare may prevent negative long-term consequences
such as decrease in daily activity level, depression and postpone admission to a long-term care
facility10,11. Therefore, stroke rehabilitation should include structural follow-up treatment in the patients’
home environment to improve functional independence of patients, to train patients in coping strategies
to increase the adaptation skills to manage the remaining physical, cognitive and/or psychosocial
impairments and improve quality of life, and to provide support for the informal caregiver to decrease the
burden of care12,13. Currently, there is no effective and well-organised aftercare programme available for older stroke patients
admitted to geriatric rehabilitation14. Therefore, we developed an integrated multidisciplinary geriatric
rehabilitation programme that includes aftercare for older persons with stroke. It aims to facilitate early
discharge if possible, to train patients and informal caregivers to cope with the residual impairments by
enhancing self-management, to optimise the level of participation after rehabilitation, and to provide
support at home after discharge from rehabilitation. The aim of this study was to evaluate the effects of this integrated programme as compared with usual
care on the primary outcome daily activity level, and on the secondary outcomes functional
independence, perceived quality of life and social participation of patients, and perceived care burden,
objective care burden, and quality of life of their informal caregivers. Methods Page 3/23 Page 3/23 Study design The design of this study was a two-arm multicenter randomised controlled trial with patients allocated to
either the integrated programme or usual care. The study was conducted in eight geriatric rehabilitation
units for patients with stroke. More specific information about the methodology of the study can be
obtained from protocol article published earlier15. This study adheres to CONSORT guidelines for
Randomized Controlled Trials. The protocol of this study was registered with the International Standard
Randomised Controlled Trial Register Number (ISRCTN62286281), and The Dutch Trial Register
(NTR2412). Study population The study population involved stroke patients and their informal caregivers who were admitted to one of
the eight participating geriatric rehabilitation stroke units after hospital discharge. The study population
was restricted to patients aged 65 or over, living in the community before admission to geriatric
rehabilitation, and expected to be able to return home after discharge. Inclusion started directly after
admission to the geriatric rehabilitation unit. At admission the rehabilitation team under the responsibility
of an elderly care physician, conducted a comprehensive geriatric assessment to determine if the patient
was expected to return home after discharge. Based on this assessment (in combination with the other
eligibility criteria), patients were included in the study. Patients who did not give informed consent for
participation, or were medically unstable and thereby not able to start rehabilitation, were excluded. In
addition, the primary informal caregiver of each participating patient was invited to participate in the
study. A person is considered to be the primary informal caregiver in case the patient indicates him/her as
the person mostly involved in informal care activities for this patient. The multidisciplinary teams of the
participating geriatric rehabilitation units received a three hour training which included the important key
elements of the intervention protocol. During the study, the participating multidisciplinary teams were
responsible for checking which admitted patients fulfilled the inclusion criteria of the study. To calculate
the sample size, data from earlier research was used. Based on the Frenchay Activity Index score as
primary outcome variable16, the assumed clinically relevant difference in activity level of two stroke
populations had to be at least 3.5. Based on a power of 0.8 and an alpha of 0.05, the study would need a
sample size of 102 patients in each group. With an expected drop-out during follow-up estimated at
approximately 25%, each group should include 128 participants. In total 256 participants were needed for
the study. Organisation of the integrated programme The integrated programme consisted of three care modules; 1) inpatient neurorehabilitation treatment; 2)
home-based self-management training for patient and informal caregiver; and 3) stroke education for
patient and informal caregiver. Table 1 presents both the integrated multidisciplinary geriatric programme
and usual care. The treatment progress was evaluated in monthly multidisciplinary team meetings for every individual
patient. All communication and information by the care professionals about the patient and informal
caregiver was conducted by using a shared electronic patient record, which was specifically developed for
this study. To optimise care by facilitating faster discharge and to give support after discharge a stroke
care coordinator was introduced in all participating rehabilitation teams. The total programme duration,
including all three modules, varied between 2 to 6 months, depending on the care needs of the patient. All
care professionals of the participating stroke teams were trained in conducting the programme according
to protocol15. Randomisation After inclusion, all patients and their informal caregivers of each participating nursing stroke unit were
randomised on patient level by an independent research assistant. The randomisation procedure was
conducted by a computerised block randomization schedule using IBM SPSS software version 19.0 (10
patients per block) to allocate the included patients to the intervention or usual care group. Patients
allocated to the intervention group received the integrated programme and patients allocated to the usual Page 4/23 Page 4/23 care group received care as usual. Data were collected by research assistants who were blinded for
treatment allocation. Because of study characteristics, blinding of patients, informal caregivers and care
professionals involved was not possible. care group received care as usual. Data were collected by research assistants who were blinded for
treatment allocation. Because of study characteristics, blinding of patients, informal caregivers and care
professionals involved was not possible. The stroke care coordinator When the patient was admitted to the geriatric rehabilitation unit, the stroke care coordinator was
introduced. The stroke care coordinator facilitated the transition of nursing home rehabilitation care
services to community care by supporting the collaboration between the multidisciplinary stroke team of
the nursing home and the community health services, namely community nurses, paramedical
professionals and the general practitioner. After discharge, the coordinator conducted home visits,
supports the general practitioner by organising multidisciplinary stroke team meetings and guided the
patient and informal care giver in learning to apply self-management principles. At the start of geriatric rehabilitation, the coordinator had an introduction meeting with both the patient
and informal caregiver. In this meeting, the coordinator provided general information about the
rehabilitation programme. Furthermore, during the rehabilitation process the coordinator facilitated the
transition of the patient from inpatient geriatric rehabilitation care to home-based care by supporting the
collaboration between the multidisciplinary stroke team of the geriatric rehabilitation unit, community
health services and general practitioner. After discharge, the coordinator conducted at least two home
visits, organised multidisciplinary stroke team meetings in the community and supported the patient and
informal caregiver in practicing self-management skills at home. Module 1: inpatient neurorehabilitation treatment for patients Module 1: inpatient neurorehabilitation treatment for patients Page 5/23 The first module focused on (re)learning the abilities needed for individual patients to function as
independently as possible in their own home environment. At the start of this module, an individual
treatment plan was made together with the patient including the development of rehabilitation goals
facilitating the transition from in-patient to home-based rehabilitation care and to guide further
rehabilitation at the patient’s home. To make rehabilitation goals more measurable during inpatient rehabilitation, the principles of the Goal
Attainment Scaling (GAS) method were used. GAS is a methodology, which is shown to be appropriate for
developing rehabilitation goals among older persons16. To facilitate transition to the home environment,
during the stay at the geriatric rehabilitation unit, an occupational or physical therapist, depending on the
rehabilitation goals, trained with the patients at least twice in their own home environment. These training
sessions were done to optimise recovery, to train specific functional skills at home to increase
independence, and to check if any home adjustments were needed before discharge. Module 2: home-based self-management training for patient and informal caregiver The second module started directly after discharge to the home environme
learning to cope with residual cognitive and functional impairments as a r
coordinator trained patients and caregivers to improve their coping strateg
techniques. This training which included formulating rehabilitation goals f
action plans, were based on the basic principles of self-management and
solving skills and participation13,17. If necessary, patients could still receiv
rehabilitation treatment by a physical or occupational therapist, with the in
treatment sessions should take place in the patient’s home. If home treatm
patient could receive this treatment in a day care facility or private therapy
module was also provided by the professionals of the regional multidiscip
professionals of the geriatric rehabilitation unit and community health car The second module started directly after discharge to the home environment. Treatment focused on
learning to cope with residual cognitive and functional impairments as a result of stroke. The stroke care
coordinator trained patients and caregivers to improve their coping strategies and empowerment
techniques. This training which included formulating rehabilitation goals for the patients and making
action plans, were based on the basic principles of self-management and aimed to increase problem-
solving skills and participation13,17. If necessary, patients could still receive ambulatory follow-up
rehabilitation treatment by a physical or occupational therapist, with the intention that at least half of the
treatment sessions should take place in the patient’s home. If home treatment was not possible, the
patient could receive this treatment in a day care facility or private therapy practice. The training in this
module was also provided by the professionals of the regional multidisciplinary team consisting of
professionals of the geriatric rehabilitation unit and community health care. The stroke care coordinator The training
programme within this module was conducted by a multidisciplinary stroke team consisting of
professionals working at the geriatric rehabilitation unit of the nursing home. The stroke rehabilitation
team included an elderly care physician, a physical therapist, an occupational therapist, a speech
therapist, a (neuro)psychologist and a stroke coordinator. Module 3: stroke education for patient and informal caregiver The third module was a short stroke education course for patients and their involved informal caregivers. The course consisted of four education sessions of two hours each with the focus on respectively the
psychological and emotional consequences of stroke, perceived problems during independent living and
participation in societal activities, and on the role of the informal caregiver. The course was provided by a
(neuro)psychologist, two volunteers of the Dutch Stroke Patient Association and Informal Caregivers
Association, and a social worker. The stroke coordinator invited the patients and informal caregivers to
participate in the course. In two of the four meetings patients and informal caregivers were divided in two separate groups, to provide them the opportunity to express their problems and concerns more freely and
share experiences with other patients/caregivers. separate groups, to provide them the opportunity to express their problems and concerns more freely and
share experiences with other patients/caregivers. Primary outcome measure An overview of the primary and secondary outcome measurements per time point is presented in table 2. Primary outcome measure was daily activity of patients measured by means of the Frenchay Activity
Index (FAI) a 15-items activity scale (range 15-60 with higher scores indicating better functioning)21. The
outcome of the FAI at baseline (i.e. at admission to the geriatric rehabilitation unit) was based on the
activity level of patients 3 months before stroke occurred, as estimated by the patient. Follow-up
measurements of the FAI were conducted after 6 and 12 months of follow-up. Usual care In the Netherlands, usual care for older people with a stroke that need inpatient-rehabilitation consists of
multidisciplinary neurorehabilitation on a geriatric rehabilitation unit. After discharge, there is in general
no coordinated multidisciplinary aftercare for patient and informal caregiver. Most care programs vary in
content and are in general more focused on the recovery of the patient and limited on the needs of the
informal caregiver. After discharge, the follow-up care is usually provided by monodisciplinary community
services, with no multidisciplinary approach. In general, there is no additional involvement anymore of the
stroke rehabilitation team of the Table 1
Integrated multidisciplinary geriatric rehabilitation programme and usual care
Integrated programme
Usual care
Care content
Multidisciplinary stroke team
+
+
Care based on Dutch stroke guidelines
+
+
Tailored approach with Goal Attainment Scaling
+
-
Self-management
+
-
Stroke education
+
-
Home therapy during nursing home admission
+
-
Multidisciplinary outpatient rehabilitation
+
-
Home visits of stroke care coordinator
+
-
Care organisation
Stroke care coordinator
+
-
Multidisciplinary team meetings in nursing home
+
+
Multidisciplinary team meetings after discharge
+
-
Electronic patient record
+
- Page 7/23 The following background characteristics were measured in both patients and informal caregivers: age,
gender, level of education, marital status, living situation, and relationship between patient and informal
caregiver. In addition, cognitive functioning of patients was measured at baseline by means of the Mini
Mental State Examination (consisting of 11-items, range 0-30 with higher scores indicating better
functioning)18-20. Secondary outcome measures Secondary outcome measures for patients were functional dependence measured by the Katz-15
(consisting of 15 items (range 0-15 with lower scores indicating a higher level of independence)22,
perceived quality of life measured by the Stroke Specific Quality of Life scale (SSQoL) a 49-items quality
of life scale which contains two subscales “Physical functioning” consisting of 27 items (range 27-135)
and “Psychosocial functioning” consisting of 22 items (range 22-110). For both subscales of the SS-QOL,
a lower score indicates a lower perceived quality of life23. The outcome measure social participation was
measured by two subscales “Autonomy outdoors” consisting of 5 items (range 0-20) and “Social
relations” consisting of 7 items (range 0-28)) of the Impact on Participation and Autonomy (IPA)24. For
both IPA subscales a lower score indicates a better participation level. The other subscales of the IPA
were excluded because of the overlap with items of the FAI, Katz-15, and SSQoL. The Katz-15, IPA, and
SSQol were measured at admission to the geriatric rehabilitation unit, and after 6 and 12 months of
follow-up. Secondary outcome measures in informal caregivers involved the perceived care burden measured by
means of the Self-Rated Burden VAS scale (10 points likert scale with lower scores indicating less care
burden) and the Carer Quality of Life scale (7 items with lower scores indicating less care burden)25,
objective care burden measured by means of the Erasmus iBMG (4-items care burden scale; item 1 “time
spent on helping patient with ADL-activities”, item 2 “time spent on helping patient with personal care”,
item 3 “time spent on helping patient with moving outside”, item 4 “time spent by other informal
caregivers or volunteers on helping patient”)26. The total amount of time spent on the four items
indicates the dependence of help by the informal caregiver. All secondary outcome measures were
measured at admission to the geriatric rehabilitation unit, and after 6 and 12 months of follow-up. Data collection Data for the effect evaluation was collected by face-to-face interviews among patients and self-reported
questionnaires among informal caregivers (see table 2). Research assistants conducted the interviews in
the geriatric rehabilitation unit and at the patient’s home and provided the self-administered
questionnaires to caregivers at baseline, after 6 months and after 12 months. All data was gathered
between 2010 and 2015. Ethics The medical ethics committee of Maastricht University Medical Centre (MUMC+), the Netherlands,
approved this study. The medical ethics committee of Maastricht University Medical Centre (MUMC+), the Netherlands,
approved this study. Secondary outcome measures Page 8/23 Table 2
Overview of all outcome measures per time point
Subject
Outcome
measures
Measurement scale
Number
of
items
Time point
T0
T1
T2
Patient
Primary outcome measure
Activity level after
stroke
Frenchay Activity Index
15
FI
FI
FI
Secondary outcome measures
Level of
functioning
Katz-15
15
FI
FI
FI
Stroke specific
quality of life
Stroke Specific Quality of Life
Questionnaire
49
FI
FI
FI
Social
participation
Impact on Participation and
Autonomy (subscales autonomy
outdoors and social
life and relationships)
12
FI
FI
FI
Informal
caregiver
Secondary outcome measures
Perceived care
burden
Self-Rated Burden VAS
10
SQ
SQ
SQ
Carer Quality of
life
Carer Qol
7
SQ
SQ
SQ
Objective care
load
Erasmus iBMG
4
SQ
SQ
SQ
Background characteristics
Background
characteristics
patient
-
10/5/5
FI
FI
FI
Background
characteristics
informal
Caregiver
-
8/7/7
SQ
SQ
SQ
Cognitive
functioning
patient
Mini Mental State Examination
11
FI
-
-
T0 = at baseline, T1 = after 6 months, T2 = after 12 months, FI = face-to-face interview, SQ = self-report
questionnaire. Data collection Statistical Analyses Background characteristics of the patients and informal caregivers were checked for meaningful
imbalance, analysed and described by using descriptive statistics.Analyses of the difference between
primary and secondary outcomes for intervention group and usual care group were performed according
to the intention-to-treat principle (with possible covariates taken into account in case of observed
imbalance in baseline characteristics),including all valid data of all available participants, regardless of
whether they received the (complete) programme. A two-level linear regression analysis was performed
to calculate differences between the intervention and usual care group with regard to primary and
secondary outcome measures. In the analyses level one was the repeated measures and level two was
the patients. In all analyses, P=< .05 was considered statistically significant. All statistical analyses were
conducted using IBM SPSS software version 25 for Windows by a researcher who was blinded for
treatment allocation. Background characteristics Background characteristics Table 3 shows the background characteristics of patients and informal caregivers. In total 190 patients
(mean age: 78.9 years) and 172 informal caregivers (mean age: 60.8 years) were included. Of these 190
patients 99 patients were randomised to the intervention group and 91 patients to the usual care group. Figure 1 shows the flowchart of the patient sample. Of the 172 informal caregivers 90 were randomised to the intervention group and 82 to the usual care. In
both groups most informal caregivers were female. More than half of the patients lived alone, and the
most common relationship between informal caregiver and the patient was a parent-child (in law) Page 10/23 relationship. The analyses showed only an imbalance in gender (this outcome measure was included as
a covariate), but further no meaningful imbalance between all other outcome measures of the
intervention and usual care group at baseline. Background characteristics Page 11/23 Table 3 Table 3
Baseline characteristics of patients and informal caregivers
Baseline characteristics
Scores (N)
Patients (N = 189)
Intervention group (N =
97)
Usual care group (N =
92)
Background characteristics
Mean age (SD)
78.8 (6.3)
78.8 (7.0)
Female gender N (%)
68 (69.4)
46 (51.1)
Mean cognitive status (MMSE) (SD)
21.9 (5.2)
22.0 (4.1)
Maried with a partner N (%)
39 (40)
43 (48)
Living situation
• Independent alone N (%)
53 (54.1)
43 (47.8)
• Independent with others N (%)
45 (45.9)
47 (52.2)
Outcome measurement at baseline
Observed mean (SD)
Primary outcome
Frenchay Activity Index (FAI)
40.2 (8.8)
38.8 (7.3)
Secondary outcome
Impact on Participation and Activity (IPA)
• Autonomy outdoors
15.4 (4.4)
14.8 (4.3)
• Relationship
15.3 (3.9)
15.8 (3.1)
Katz-15
6.0 (4.0)
6.5 (3.3)
Stroke Specific Quality of Life (SSQoL)
• Subscale physical functioning
99.6 (20.8)
97.1 (21.3)
• Subscale psychosocial functioning
77.2 (16.8)
76.2 (16.9)
Informal caregivers (N = 170)
Intervention group (N =
89)
Usual care group (N =
81)
Background characteristics
Mean age (SD)
61.0 (13.5)
60.5 (13.5)
Female gender N (%)
53 (59.6)
57 (70.4)
Relationship with patient
Husband wife life partner N (%)
28 (31 5)
32 (39 5) Baseline characteristics of patients and informal caregivers
stics
Scores (N) Page 12/23 Baseline characteristics
Scores (N)
Sister, brother, brother in law, sister in law N (%)
3 (3.4)
5 (6.2)
Daughter (in law), son (in law) N (%)
55 (61.8)
39 (48.1)
Other N (%)
3 (3.4)
5 (6.2)
Outcome measurement at baseline
Observed mean (SD)
Carer Quality of Life
85.9 (12.7)
82.5 (14.7)
Erasmus iBMG (time spended on helping
patient)
Item 1: helping patient with ADL-activities
0.5 (0.4)
0.5 (0.4)
Item 2: helping patient with personal care
0.8 (0.3)
0.8 (0.4)
Item 3: helping patient with moving outside
0.5 (0.4)
0.5 (0.4)
Item 4: help by other informal caregivers or
volunteers
0.7 (0.4)
0.7 (0.4)
Self-Rated Burden VAS
4.0 (2.4)
4.3 (2.4) Effects of the integrated programme
Patients Patients Results of the two-level multilevel analysis on patient level are presented in table 4. The results show that
the intervention had no effect on the primary outcome daily activity as measured with the FAI (-1.69,
p=.368). Results of the two-level multilevel analysis on patient level are presented in table 4. The results show that
the intervention had no effect on the primary outcome daily activity as measured with the FAI (-1.69,
p=.368). The analyses did show a significant favourable effect for the intervention on the subscale “Autonomy
outdoors” of the IPA scale (-2.15, p= .047). All other secondary outcome measures i.e. subscale “Social
relations” of the IPA scale (.60, p=.560), Katz-15 questionnaire (-.69, p=.372), subscale “Physical
functioning” of the SSQoL scale (3.08, p=.476), and the subscale “Psychosocial functioning” of the
SSQoL scale (8.45, p= .054) showed no significant effects.. Page 13/23 Page 13/23 Table 4
Effects on primary and secondary outcomes in patients
Variable
6 months follow-up observed
mean (SD)
Group
effect
P-
value
95% CI
ICC
Primary outcome
Intervention
group
Usual care
group
Frenchay Activity Index (FAI)
29.7 (8.9)
29.1 (9.1)
-1.69
.368
-5.39–
2.00
.74
Secondary outcomes
Impact on Participation and
Activity (IPA)
• Autonomy outdoors
14.2 (4.1)
14.6 (4.2)
-2.15
.047
-4.27 –
− .03
.55
• Social relations
15.2 (3.4)
16.0 (4.1)
.60
.560
-1.43–
2.63
.41
Katz-15
5.9 (3.5)
6.0 (4.0)
− .69
.372
-2.22
− .83
.69
Stroke Specific Quality of
Life (SSQoL)
• Subscale physical
functioning
102.2 (19.9)
99.2 (22.5)
3.08
.476
-5.41–
11.56
.71
• Subscale psychosocial
functioning
81.3 (17.1)
78.7 (18.0)
8.45
.054
− .14–
17.03
.64 Informal caregivers Table 5 presents the results of the effect of the intervention on the informal caregiver. The results show
that the intervention had a significant favourable effect on the Self-Rated Burden vas scale ( 1.23,
p=.048), but no effects on the other outcome measures Carer Quality of Life questionnaire (3.54, p=.323),
and Erasmus iBMG; item 1) helping patient with ADL-activities (.09, p=.447), item 2) helping patient with
personal care (.09, p=.380), item 3) helping patient with moving outside (-.03, p=.784), item 4) help by
other informal caregivers of volunteers (.03, p=.767). Table 5 presents the results of the effect of the intervention on the informal caregiver. The results show
that the intervention had a significant favourable effect on the Self-Rated Burden vas scale ( 1.23,
p=.048), but no effects on the other outcome measures Carer Quality of Life questionnaire (3.54, p=.323),
and Erasmus iBMG; item 1) helping patient with ADL-activities (.09, p=.447), item 2) helping patient with
personal care (.09, p=.380), item 3) helping patient with moving outside (-.03, p=.784), item 4) help by
other informal caregivers of volunteers (.03, p=.767). Page 14/23 Table 5
Effects on the outcomes in informal caregivers
Variable
6 months follow-up
observed mean (SD)
Group
effect
P-
value
95% CI
ICC
Intervention
group
Usual care
group
Carer Quality of Life
85.3 (11.6)
82.9 (13.9)
3.54
.323
-3.50–
10.58
.41
Erasmus iBMG (time spended on
helping patient)
Item 1: helping patient with ADL-
activities
0.4 (0.4)
0.4 (0.4)
.09
.447
− .15
– .34
.49
Item 2: helping patient with
personal care
0.8 (0.4)
0.8 (0.4)
.09
.380
− .12
– .30
.44
Item 3: helping patient with
moving outside
0.4 (0.3)
0.5 (0.4)
− .03
.784
− .25
– .19
.38
Item 4: help by other informal
caregivers or volunteers
0.6 (0.4)
0.6 (0.4)
.03
.767
− .18
– .24
.55
Self-Rated Burden VAS
4.3 (2.3)
4.0 (2.0)
1.23
.048
− .02
– 2.48
.43 Table 5 Table 5
Effects on the outcomes in informal caregivers Discussion Based on our results, the increased level of autonomy outdoo
seems to indicate that despite the lack of increase in the actu
by the FAI, the level of (outdoor) activities is more in accordan
patients. An explanation for this finding could be that the self
programme may have improved the coping skills of patients a
them to have more realistic expectations about the patients’ o
related to outdoor activities, is an important finding, as De Gra
pay more attention to the social participation of stroke survivo
restrictions in participation were perceived in comparison to y
stroke30. Furthermore, increased attention for participation ma
symptoms after stroke31. Based on our results, the increased level of autonomy outdoors of the patients receiving the programme,
seems to indicate that despite the lack of increase in the actual frequency of daily activity as measured
by the FAI, the level of (outdoor) activities is more in accordance with the needs and wishes of the
patients. An explanation for this finding could be that the self-management component of the
programme may have improved the coping skills of patients and their informal caregivers, and helped
them to have more realistic expectations about the patients’ outdoor activities. The increase in autonomy
related to outdoor activities, is an important finding, as De Graaf and colleagues emphasised the need to
pay more attention to the social participation of stroke survivors aged over 70 years, since more
restrictions in participation were perceived in comparison to younger stroke survivors one year after
stroke30. Furthermore, increased attention for participation may also contribute to preventing depressive
symptoms after stroke31. With regard to the informal caregivers, the integrated programme resulted in a significant reduction in the
perceived care burden of the informal caregiver. This may indicate that elements of the integrated
programme, such as consultation with the stroke coordinator and stroke education, may support informal
caregivers in accomplishing their supporting role. This is in accordance with the results of a review of
Visser-Meily and colleagues32 who concluded that counselling programs which focus on the problems of
the informal caregiver, instead of (only) on the problems of the patients, appear to have the most
favourable outcomes. In our programme, the problems and experiences of the informal caregiver were
explicitly addressed in different modules. This study is one of few studies that focusses on improving stroke rehabilitation and aftercare for frail
older stroke patients and their informal caregivers. Discussion The results of this study show that the integrated multidisciplinary geriatric rehabilitation programme for
older patients with stroke had no significant effect on the primary outcome daily activity as compared to
usual care. With regard to the secondary outcomes, the programme showed favourable effects on the
patients’ outdoor autonomy and the perceived care burden of their informal caregivers. For the other
secondary outcomes, no significant intervention effects were observed. The lack of effect of the programme on daily activity and most secondary outcome measures might be
explained by several reasons. First, the process evaluation which was performed alongside the trial,
revealed that part of patients and informal caregivers did not receive all key elements of the
programme27. Although almost all patients formulated rehabilitation goals, the GAS method was only
used among two thirds of the patients. In addition, the percentage of therapy sessions performed in the
patients’ home environment was lower than planned, and only about a quarter of the patients and
informal caregivers attended the education sessions. Furthermore, the self-management training was
considered by the care professionals as rather complex and difficult to apply for frail older persons,
because it was complicated for the patients to develop and carry out action plans by themselves27. As it
is widely recognised that in complex interventions often not all aspects of the intervention are completely Page 15/23 Page 15/23 performed according to protocol and that adaptation to local circumstances may be necessary28, it is
important to improve the feasibility of the integrated programme by tailoring the goal attainment scaling,
self-management training and education sessions more optimally to the population of frail older stroke
patients27. In addition the training of care professionals in conducting the programme could be
improved. However, despite this, the majority of patients, informal caregivers and care professionals
indicated the beneficial aspects of the programme 27. Second, a review of Fens and colleagues29 performed in 2013 evaluating the effectiveness of
multidisciplinary interventions for stroke patients living in the community after being discharged home
after hospitalization or inpatient rehabilitation, showed that none of the 11 studies that assessed daily
activities reported a favourable effect of the intervention on this outcome. Although these
multidisciplinary interventions included different combinations of elements, it clearly shows that
improving daily activity among community living stroke patients is very complex, which is also confirmed
by the results of our trial. Discussion However, this study has several limitations. First, we
did not reach our inclusion goal of 256 patients, although we took all possible and necessary actions (i.e. extending inclusion period, extending the number of nursing homes) to increase the number of patients. This may have underpowered our multilevel analyses. However, the estimated difference between Page 16/23 Page 16/23 intervention and usual care group on our primary outcome daily activity (i.e. 1.69) is below the minimal
effect that is still considered clinically relevant (i.e.3.5). Therefore, it is unlikely that including the intended
number of patients would have resulted in a statistically significant effect on our primary outcome. However, for the psychosocial functioning subscale of the Stroke Specific Quality of life scale (p=.054)
accounts that a higher power may have resulted in a statistical significant favourable effect for patients
in the intervention group on this subscale. Second, because we randomised on patient level and not on nursing home level, care professionals
treated both people in the intervention group and usual care group. Therefore, it is possible that treatment
for persons in the usual care group was contaminated with elements of the programme which may have
led to an underestimation of the effects of the programme. Although a number of elements of the
programme were exclusively available for persons in the intervention group (such as the meetings with
the stroke care coordinator, the multidisciplinary outpatient rehabilitation, and the stroke education
course), it is still possible that other elements of the intervention were also applied among persons in the
usual care group. However, we have tried to reduce this risk of contamination by emphasizing during the
training of the care professionals that the programme elements should exclusively be applied in the
intervention group. In addition we repeatedly checked whether contamination has occurred during regular
visits of the research team to the participating organisations. During these visits care professionals
confirmed that the intervention was only applied to persons in the intervention group. Furthermore, after
the intervention period, we checked during a group interview with a sample of the participating care
professionals whether contamination had occurred, which was not the case according to the care
professionals. Third, patients, caregivers and care professionals could not be blinded for treatment allocation, which
might have created some bias. Discussion However, in order to reduce the risk of any additional bias, the outcome
measurements were performed by research assistants who were blinded for treatment allocation, and the
same accounts for the statistical analyses. Fourth, the baseline measurement of the FAI was based on the activity level of patients three months
before stroke occurred, as estimated by the patient. It is possible that this resulted in recall bias. However,
it is likely that this accounts for patients in both the usual care and intervention group, which makes it
unlikely that is has influenced our results. Availability of data and materials The datasets used and/or analysed during the current study are available from the corresponding author
on reasonable request. Conclusion This study shows that an integrated multidisciplinary rehabilitation programme for frail older patients
with stroke and their caregivers had no effect on the activity level of these patients. However, the
intervention did show a significant favourable effect on autonomy regarding outdoor activities as
perceived by the patients. Furthermore, we found also a significant favourable effect on the perceived
care burden of informal caregivers. Based on these results, the programme might be considered
promising in providing adequate aftercare. However, adaptation of the programme is recommended to Page 17/23 increase its feasibility and to improve its favourable effects for patients and informal caregivers. More
research is needed to increase knowledge and evidence of effective methods to increase daily activity
level in (older) patients with stroke. increase its feasibility and to improve its favourable effects for patients and informal caregivers. More
research is needed to increase knowledge and evidence of effective methods to increase daily activity
level in (older) patients with stroke. Consent for publication Not applicable. Competing interests The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or
publication of this article. Funding This study is funded with a grant (grant number:313070301) from the Netherlands Organisation for
Health Research and Development (ZonMw) as part of the National Care for the Elderly Programme,
which aims to improve the quality of care for elderly persons by means of developing integrated health
care that is adjusted to the individual needs of the elderly persons. The funding organizations had no role
in the design, methods, analysis, preparation, or approval of the paper. The views expressed in this
publication are those of the authors and not necessarily those of the Netherlands Organization for Health
Research and Development (ZonMw). Ethics approval and consent to participate Ethical approval was provided by the medical ethics committee of Maastricht University Medical Centre
(MUMC+), the Netherlands (ISRCTN62286281, NTR2412). All participants including patients and informal
caregivers gave all written informed consent to take part in the study. An overseeing elderly care
physician has ruled out that all adult patients and informal caregivers have been deemed capable of
ethically and medically consenting for their participation in the research presented in his manuscript. Authors’ contributions TV, JvH, JV and JS were involved in obtaining research funding, the design of the intervention, the
protocol training, acquisitions of subjects, data collection, and data analysis. TV wrote drafts of the
manuscript. JvH and FT supervised data analysis. TV, JvH, JV, FT, CvH, and JS were involved in the Page 18/23 Page 18/23 Page 18/23 interpretation of the results. JvH, JV, and JS supervised the project. All authors read, critically reviewed
and approved the final manuscript. interpretation of the results. JvH, JV, and JS supervised the project. All authors read, critically reviewed
and approved the final manuscript. Authors’ information 1Department of Health Services Research, Maastricht University, Maastricht, the Netherlands; 2Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands;
3Department of methodology and statistics, Maastricht University, Maastricht, The Netherlands;4Adelante,
Centre of Expertise in Rehabilitation and Audiology, Hoensbroek, The Netherlands;5Department of
Rehabilitation Medicine, Maastricht University, Maastricht, The Netherlands; 6Department of
Neuropsychology and Psychopharmacology, Maastricht University, Maastricht, The Netherlands;7School
for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands . Acknowledgements Firstly, we would like to thank all patients and informal caregivers for participating in this study. Furthermore, we are grateful to all care professionals who were involved in developing and delivering the
intervention, and who participated in the study. Additionally, we would like to thank the research
assistants involved in the data collection. Finally, we would like to thank Elly Keijsers for her assistance
with the conduct of the study, the study management, data collection, data entry and preparation of this
manuscript. References Towards a better integrated
stroke care: the development of integrated stroke care in the southern part of the Netherlands during
the last 15 years (Special 10th Anniversary Edition paper). Int J Integr Care. 2012 Apr-Jun;12:e123. 10. Bull MJ. Managing the transition from hospital to home. Qualitative Health Res. 1992;2:27–41. 11. Cott CA, Wiles R, Devitt R. Continuity, transition and participation: preparing clients for life in the
community post-stroke. Disabil Rehabil. 2007;29(20–21):1566–1574. 12. Outpatient Service Trialists. Therapy-based rehabilitation services for stroke patients at home. Cochrane Database Syst Rev. 2003. p. CD002925. 13. Lorig KR, Ritter P, Stewart AL, Sobel DS, Brown BW Jr, Bandura A, Gonzalez VM, Laurent DD, Holman
HR. Chronic disease self-management program: 2-year health status and health care utilization
outcomes. Med Care. 2001;39(11):1217–1223. 14. Aziz NA, Leonardi-Bee J, Phillips M, Gladman JR, Legg L, Walker MF. Therapy-based rehabilitation
services for patients living at home more than one year after stroke. Cochrane Database Syst Rev. 2008;16(2):CD005952. 15. Vluggen TP, van Haastregt JC, Verbunt JA, Keijsers EJ, Schols JM. Multidisciplinary transmural
rehabilitation for older persons with a stroke: the design of a randomised controlled trial. BMC
Neurol. 2012 Dec 31;12:164. 16. Rockwood K, Stolee P, Fox R: Use of goal attainment scaling in measuring clinically important
change in the frail elderly. J Clin Epidemiol 1993,46(10):1113–1118. 16. Rockwood K, Stolee P, Fox R: Use of goal attainment scaling in measuring clinically important
change in the frail elderly. J Clin Epidemiol 1993,46(10):1113–1118. 17. Jones F. Strategies to enhance chronic disease self-management: how can we apply this to stroke? Disabil Rehabil. 2006;28(13–14):841–847. 17. Jones F. Strategies to enhance chronic disease self-management: how can we apply this to stroke? Disabil Rehabil. 2006;28(13–14):841–847. 18. Folstein MF, Folstein SE, McHugh PR. Mini-mental state. A practical method for grading the cognitive
state of patients for the clinician. J Psychiatr Res. 1975;12(3):189–198. 18. Folstein MF, Folstein SE, McHugh PR. Mini-mental state. A practical method for grading the cognitive
state of patients for the clinician. J Psychiatr Res. 1975;12(3):189–198. 19. Burton L, Tyson SF. Screening for cognitive impairment after stroke: A systematic review of
psychometric properties and clinical utility. J Rehabil Med. 2015 Mar;47(3):193-203 19. Burton L, Tyson SF. Screening for cognitive impairment after stroke: A systematic review of
psychometric properties and clinical utility. J Rehabil Med. 2015 Mar;47(3):193-203 20. Ojagbemi A, Owolabi M, Bello T, Baiyewu O. References 1. Katan M, Luft A. Global Burden of Stroke. Semin Neurol. 2018 Apr;38(2):208-211. 1. Katan M, Luft A. Global Burden of Stroke. Semin Neurol. 2018 Apr;38(2):208-211. 2. Feigin VL, Norrving B, Mensah GA. Global Burden of Stroke. Circ Res. 2017 Feb 3;120(3):439-448. 3. Actiz, infographic geriatrische revalidatiezorg 2015. 4. Vaartjes I, van Dis I, Visseren FLJ, Bots ML. In: Hart- en vaatziekten in Nederland 2010, cijfers over
leefstijl- en risicofactoren, ziekte en sterfte. Vaartjes I, Dis I, Visseren FLJ, Bots ML, editor. Den Haag:
Nederlandse Hartstichting; 2010. Incidentie en prevalentie van hart- en vaatziekten in Nederland. 4. Vaartjes I, van Dis I, Visseren FLJ, Bots ML. In: Hart- en vaatziekten in Nederland 2010, cijfers over
leefstijl- en risicofactoren, ziekte en sterfte. Vaartjes I, Dis I, Visseren FLJ, Bots ML, editor. Den Haag:
Nederlandse Hartstichting; 2010. Incidentie en prevalentie van hart- en vaatziekten in Nederland. 5. Gommer AM, Poos MJJC. Beroerte: prevalentie, incidentie en sterfte naar leeftijd en geslacht. Volksgezondheid Toekomst Verkenning, Nationaal Kompas Volksgezondheid. Bilthoven: RIVM; 2 5. Gommer AM, Poos MJJC. Beroerte: prevalentie, incidentie en sterfte naar leeftijd en geslacht. 5. Gommer AM, Poos MJJC. Beroerte: prevalentie, incidentie en sterfte naar leeftijd en geslacht. Volksgezondheid Toekomst Verkenning, Nationaal Kompas Volksgezondheid. Bilthoven: RIVM; 2011. 6. Desrosiers J, L Noreau L, Rochette A, Bravo G, Boutin C. Predictors of Handicap Situations Following
Post-Stroke Rehabilitation. Disabil Rehabil 2002 Oct 15;24(15):774-85. 6. Desrosiers J, L Noreau L, Rochette A, Bravo G, Boutin C. Predictors of Handicap Situations Following
Post-Stroke Rehabilitation. Disabil Rehabil 2002 Oct 15;24(15):774-85. 7. van Heugten C, Visser-Meily A, Post M, Lindeman E. Care for carers of stroke patients: evidence-
based clinical practice guidelines. J Rehabil Med. 2006;38(3):153–158. 7. van Heugten C, Visser-Meily A, Post M, Lindeman E. Care for carers of stroke patients: evidence-
based clinical practice guidelines. J Rehabil Med. 2006;38(3):153–158. 8. van Almenkerk S, Smalbrugge M, Depla MF, Eefsting JA, Hertogh CM. What predicts a poor outcome
in older stroke survivors? A systematic review of the literature. Disabil Rehabil. 2013 Oct;35(21):1774-
82. 8. van Almenkerk S, Smalbrugge M, Depla MF, Eefsting JA, Hertogh CM. What predicts a poor outcome
in older stroke survivors? A systematic review of the literature. Disabil Rehabil. 2013 Oct;35(21):1774-
82. Page 19/23 Page 19/23 9. Heijnen R, Limburg M, Evers S, Beusmans G, van der Weijden T, Schols J. References Stroke severity predicts poststroke delirium and its
association with dementia: Longitudinal observation from a low income setting. J Neurol Sci. 2017
Apr 15;375:376-381. 21. Schuling J, de Haan R, Limburg M, Groenier KH. The Frenchay Activities Index. Assessment of
functional status in stroke patients. Stroke. 1993;24(8):1173–1177. 21. Schuling J, de Haan R, Limburg M, Groenier KH. The Frenchay Activities Index. Assessment of
functional status in stroke patients. Stroke. 1993;24(8):1173–1177. 22. Weinberger M, Samsa GP, Schmader K, Greenberg SM, Carr DB, Wildman DS. Comparing proxy and
patients' perceptions of patients' functional status: results from an outpatient geriatric clinic. J Am
Geriatr Soc. 1992;40(6):585–588. 22. Weinberger M, Samsa GP, Schmader K, Greenberg SM, Carr DB, Wildman DS. Comparing proxy and
patients' perceptions of patients' functional status: results from an outpatient geriatric clinic. J Am
Geriatr Soc. 1992;40(6):585–588. 23. Williams LS, Weinberger M, Harris LE, Biller J. Measuring quality of life in a way that is meaningful to
stroke patients. Neurology. 1999;53(8):1839–1843. 23. Williams LS, Weinberger M, Harris LE, Biller J. Measuring quality of life in a way that is meaningful to
stroke patients. Neurology. 1999;53(8):1839–1843. 24. Cardol M, de Haan RJ, van den Bos GA, de Jong BA, de Groot IJ. The development of a handicap
assessment questionnaire: the Impact on Participation and Autonomy (IPA) Clin Rehabil. 24. Cardol M, de Haan RJ, van den Bos GA, de Jong BA, de Groot IJ. The development of a handicap
assessment questionnaire: the Impact on Participation and Autonomy (IPA) Clin Rehabil. Page 20/23 Page 20/23 1999;13(5):411–419. 25. Brouwer WB, NJ v E, van GB, Redekop WK. The CarerQol instrument: a new instrument to measure
care-related quality of life of informal caregivers for use in economic evaluations. Qual Life Res. 2006;15(6):1005–1021. 26. van den Berg B, Spauwen P. Measurement of informal care: an empirical study into the valid
measurement of time spent on informal caregiving. Health Econ. 2006;15(5):447–460. 27. Vluggen T, van Haastregt J, Verbunt J, van Heugten C, Schols J. Feasibility of an integrated
multidisciplinary geriatric rehabilitation programme for older stroke patients: a process evaluation. BMC Neurology. 2020;20:219. 28. Craig P, Dieppe P, Macintyre S, et al. Developing and evaluating complex interventions: the new
Medical Research Council guidance. BMJ 2008;337:a1655. 28. Craig P, Dieppe P, Macintyre S, et al. Developing and evaluating complex interventions: the new
Medical Research Council guidance. BMJ 2008;337:a1655. 29. Fens M, Vluggen T, van Haastregt JC, Verbunt JA, Beusmans GH, van Heugten CM. Multidisciplinary
care for stroke patients living in the community: a systematic review. J Rehabil Med. 2013
Apr;45(4):321-30. 29. Fens M, Vluggen T, van Haastregt JC, Verbunt JA, Beusmans GH, van Heugten CM. Multidisciplinary
care for stroke patients living in the community: a systematic review. J Rehabil Med. 2013
Apr;45(4):321-30. 30. de Graaf JA, van Mierlo ML, Post MW, Achterberg WP, Kappelle LJ, Visser-Meily JM. Long-term
restrictions in participation in stroke survivors under and over 70 years of age. Disabil Rehabil. 2017
Jan 5:1-9. 30. de Graaf JA, van Mierlo ML, Post MW, Achterberg WP, Kappelle LJ, Visser-Meily JM. Long-term
restrictions in participation in stroke survivors under and over 70 years of age. Disabil Rehabil. 2017
Jan 5:1-9. 31. Graven C, Brock K, Hill KD, Cotton S, Joubert L. First Year After Stroke: An Integrated Approach
Focusing on Participation Goals Aiming to Reduce Depressive Symptoms. Stroke. 2016
Nov;47(11):2820-2827. 32. Visser-Meily A, van Heugten C, Post M, Schepers V, Lindeman E. Intervention studies for caregivers of
stroke survivors: a critical review. Patient Educ Couns 2005; 56: 257–67. 32. Visser-Meily A, van Heugten C, Post M, Schepers V, Lindeman E. Intervention studies for caregivers of
stroke survivors: a critical review. Patient Educ Couns 2005; 56: 257–67. Figures Page 21/23 Page 21/23 Figure 1 Figure 1
flowchart of patients through the study Figure 1 flowchart of patients through the study Figure 1 flowchart of patients through the study Page 22/23 Page 22/23 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. CONSORT2010Checklist.doc CONSORT2010Checklist.doc Page 23/23
|
https://openalex.org/W2799449856
|
https://dash.harvard.edu/bitstream/1/37068179/1/5924739.pdf
|
English
| null |
Microfluidic Organ-on-a-Chip Models of Human Intestine
|
CMGH
| 2,018
|
cc-by
| 8,763
|
Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:37068179 Published Version
doi:10.1016/j.jcmgh.2017.12.010 Published Version
doi:10.1016/j.jcmgh.2017.12.010 Citation Bein, Amir, Woojung Shin, Sasan Jalili-Firoozinezhad, Min Hee Park, Alexandra Sontheimer-
Phelps, Alessio Tovaglieri, Angeliki Chalkiadaki, Hyun Jung Kim, and Donald E. Ingber. 2018. “Microfluidic Organ-on-a-Chip Models of Human Intestine.” Cellular and Molecular
Gastroenterology and Hepatology 5 (4): 659-668. doi:10.1016/j.jcmgh.2017.12.010. http://
dx.doi.org/10.1016/j.jcmgh.2017.12.010. Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . REVIEW Microfluidic Organ-on-a-Chip Models of Human Intestine
Amir Bein,1,a Woojung Shin,2,a Sasan Jalili-Firoozinezhad,1,3 Min Hee Park,2
Alexandra Sontheimer-Phelps,1,4 Alessio Tovaglieri,1,5 Angeliki Chalkiadaki,1
Hyun Jung Kim,2 and Donald E. Ingber1,6,7 Microfluidic Organ-on-a-Chip Models of Human Intestine
Amir Bein,1,a Woojung Shin,2,a Sasan Jalili-Firoozinezhad,1,3 Min Hee Park,2
Alexandra Sontheimer-Phelps,1,4 Alessio Tovaglieri,1,5 Angeliki Chalkiadaki,1
Hyun Jung Kim,2 and Donald E. Ingber1,6,7 1Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts; 2Department of Biomedical
Engineering, The University of Texas at Austin, Austin, Texas; 3Department of Bioengineering and iBB - Institute for
Bioengineering and Biosciences, Instituto Superior Técnico, University of Lisbon, Lisbon, Portugal; 4Graduate Program, Faculty
of Biology, University of Freiburg, Freiburg, Germany; 5Graduate Program, Department of Health Sciences and Technology,
ETH Zurich, Zurich, Switzerland; 6Vascular Biology Program and Department of Surgery, Boston Children’s Hospital and
Harvard Medical School, Boston, Massachusetts; and 7Harvard John A. Paulson School of Engineering and Applied Sciences,
Cambridge, Massachusetts metabolites
(eg,
short-chain
fatty
acids)
have
been
recently shown to play a central role in the maintenance of
intestinal health, immune modulation, and the develop-
ment of both enteral and nonenteral diseases.10,11 How-
ever, analysis of gut microbiome interactions with human
intestinal cells has been limited to genetic or meta-
genomics analysis because it has not been possible to
coculture these microbes with living epithelium for more
than about 1 day using conventional culture models or
even more sophisticated intestinal organoid cultures. Thus, there have been great efforts to develop experi-
mental in vitro or ex vivo models of human intestine that
permit analysis of intestinal pathophysiology both in the
presence and absence of living microbiome. SUMMARY Organs-on-chips are microfluidic cell culture systems that
recapitulate the structure, function, physiology, and pathol-
ogy of living human organs in vitro. In this article, we review
recent development of various human intestine-on-a-chip
models and their potential value for disease modeling,
drug discovery, and personalized medicine. Microfluidic organ-on-a-chip models of human intestine
have been developed and used to study intestinal physi-
ology and pathophysiology. In this article, we review this
field and describe how microfluidic Intestine Chips offer
new capabilities not possible with conventional culture
systems or organoid cultures, including the ability to
analyze contributions of individual cellular, chemical, and
physical control parameters one-at-a-time; to coculture
human intestinal cells with commensal microbiome for
extended times; and to create human-relevant disease
models. We also discuss potential future applications of
human Intestine Chips, including how they might be used
for drug development and personalized medicine. (Cell Mol
Gastroenterol
Hepatol
2018;5:659–668;
https://doi.org/
10.1016/j.jcmgh.2017.12.010) The most common in vitro intestine models used to
study barrier function or model drug absorption involve
culturing an established human intestinal epithelial cell line
(eg, Caco-212,13 or HT-2914,15 cells) on extracellular matrix
(ECM)-coated, porous membranes within Transwell insert
culture devices. Although these models are most commonly
used by the pharmaceutical industry, this 2-dimensional
(2D) culture format fails to recapitulate physiological 3-
dimensional (3D) intestinal cell and tissue morphology or
re-establish other key intestinal differentiated functions (eg,
mucus production, villi formation, cytochrome P-450-based
drug metabolism).16,17 These conventional static models
also cannot support the coculture of commensal micro-
biome with human intestinal cells, which are critical for gut
physiology,16 because the bacteria rapidly overgrow and
contaminate the human cell cultures within a day. Several
ex vivo models, such as the everted sac18 or the Ussing Keywords: Organs-on-Chips; Gut-on-a-Chip; Intestine-on-a-Chip;
Microfluidic. T T
he major organ function of the human intestine is to
carry out digestion, absorption, secretion, and
motility,1 in addition to establishing a protective epithelial
barrier between this digestive environment and the body. Accessibility Accessibility aAuthors contributed equally.
Abbreviations used in this paper: ECM, extracellular matrix; IBD,
inflammatory
bowel
disease;
PD,
pharmacodynamics;
PDMS,
polydimethylsiloxane; PK, pharmacokinetics; 3D, 3-dimensional.
Most current article
© 2018 The Authors. Published by Elsevier Inc. on behalf of the AGA
Institute. This is an open access article under the CC BY-NC-ND
license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
2352-345X
https://doi.org/10.1016/j.jcmgh.2017.12.010 Bein et al 660 Cellular and Molecular Gastroenterology and Hepatology Vol. 5, No. 4 chamber,19,20 have been developed for drug transport as-
says; however, their expected lifespan (<8 hours) is not
sufficient to enable many studies on normal intestinal
physiology, develop intestinal disease models, or study
clinically relevant host-microbiome crosstalk. also do not experience fluid flows and cyclic mechanical
deformations similar to those experienced in a peristalsing
intestine that contribute significantly to intestinal health
and function. Furthermore, because each enteroid forms a
closed lumen when cultured within surrounding ECM gel, it
is experimentally difficult to sample or manipulate luminal
components (eg, microbial cells, nutrients, drugs, or toxins). This structure also significantly limits the ability of re-
searchers to study many critical intestinal functions (eg,
absorption, drug PK, or drug metabolism), in addition to
critical host-microbiome interactions.26 y
Although it had been technically challenging to culture
primary human intestinal epithelial cells, intestinal 3D
organoid cultures derived from either intestinal crypts
containing endogenous intestine cells or from induced
pluripotent stem cells have revolutionized the field by
maintaining stem cell niches and supporting differentiation
of various differentiated intestinal epithelial cell subtypes
in vitro.21,22 When cultured within a 3D ECM gel in medium
containing Wnt, R-spondin, noggin, and other growth fac-
tors, small intestinal organoids (enteroids) also spontane-
ously undergo villus-crypt morphologic organization and
intestinal histogenesis.22 Each organoid line derived from an
intestinal tissue biopsy of an individual patient can be
grown, frozen, and revived for multiple reuses, which can
potentially be used to establish biobanks23,24 and develop
multiplexed screening platforms for validating new drug
candidates and to advance personalized medicine.25 How-
ever, organoids are also limited in that they lack other
supporting cell and tissue types found within the living in-
testine, such as endothelium-lined blood vessels and im-
mune cells, which are important for drug transport,
pharmacokinetic (PK) analysis, and disease modeling. They These challenges have recently been overcome by the
development of microfluidic Organ Chip models of human
intestine. SUMMARY In addition, intestines regulate systemic physiology by
metabolizing drugs2; communicate with other organs, such
as the liver3,4 and pancreas,5 via portal flow; and they
contain an enteric nervous system that forms a part of the
gut-brain axis.6,7 The intestine is also the major site at
which commensal microbes of the gut microbiome live and
interact with gut lymphoid tissues and the host immune
system,
which
contributes
significantly
to
intestinal
homeostasis.8,9 For example, the gut microbiome and its aAuthors contributed equally. Abbreviations used in this paper: ECM, extracellular matrix; IBD,
inflammatory
bowel
disease;
PD,
pharmacodynamics;
PDMS,
polydimethylsiloxane; PK, pharmacokinetics; 3D, 3-dimensional. Most current article
© 2018 The Authors. Published by Elsevier Inc. on behalf of the AGA
Institute. This is an open access article under the CC BY-NC-ND
license (http://creativecommons.org/licenses/by-nc-nd/4.0/). 2352-345X
https://doi.org/10.1016/j.jcmgh.2017.12.010 Bein et al Organ Chips are microfluidic cell culture devices,
originally fabricated using methods adapted from computer
microchip manufacturing (eg, soft lithography), which
contain continuously perfused chambers inhabited by living
cells arranged to simulate tissue- and organ-level physi-
ology.27 Over the past 5 years, Organ Chip models of in-
testine have been engineered with increasing complexity
that also include neighboring channels lined by human
microvascular endothelium, and commensal microbes, im-
mune cells, and pathogenic bacteria, and some permit
application
of
cyclic
mechanical
forces
that
mimic
peristalsis-like deformations experienced by living intestine
in vivo (Figure 1). Next are review various types of engi-
neered in vitro models that emulate the structure, function, Figure 1. The mechanically active human Gut Chip. (A) Human villus intestinal epithelium and vascular endothelium are lined
on opposite sides of a flexible porous membrane under fluid flows and peristalsis-like strains. A zoom-in schematic shows the
intestinal microenvironment undergoing complex crosstalk between commensal gut microbiome, bacterial pathogens, and
immune cells in parenchymal and vascular channels, respectively. Figure modified with permission from Reference 75. (B)
Villus morphogenesis of human Caco-2 intestinal epithelium in the Gut Chip under physiologically controlled motions and flow. Figure modified with permission from References 17 and 42. (C) An overlaid image of the coculture of green fluorescent
protein–labeled Escherichia coli and microengineered villi in the Gut Chip. Bars ¼ 50 mm. Figure 1. The mechanically active human Gut Chip. (A) Human villus intestinal epithelium and vascular endothelium are lined
on opposite sides of a flexible porous membrane under fluid flows and peristalsis-like strains. A zoom-in schematic shows the
intestinal microenvironment undergoing complex crosstalk between commensal gut microbiome, bacterial pathogens, and
immune cells in parenchymal and vascular channels, respectively. Figure modified with permission from Reference 75. (B)
Villus morphogenesis of human Caco-2 intestinal epithelium in the Gut Chip under physiologically controlled motions and flow. Figure modified with permission from References 17 and 42. (C) An overlaid image of the coculture of green fluorescent
protein–labeled Escherichia coli and microengineered villi in the Gut Chip. Bars ¼ 50 mm. Microfluidic Human Intestine Models 2018 661 physiology, and pathology of the living human intestine
(Table 1). Also considered are the implications of this work
for development of more complex disease models, drug
development, and personalized medicine in the future. Mechanically Active Gut Chip Model Most of the Intestine Chips contain 2 hollow channels
separated by a common porous, ECM-coated polyester or
polycarbonate membrane, which had immortalized human
intestinal epithelial cells cultured on 1 of its surfaces.30 The
epithelial monolayer formed in this device could be probed
from both the apical and basal sides of the epithelium, and
this enabled quantification of tight junction barrier func-
tion31,32 and absorption of nutrients33 and drugs.30,34 Some
devices integrated multiple chambers with different types of
cells to measure PK and pharmacodynamics (PD) properties
of drug compounds in vitro.35–37 However, the cells were
seeded at a low density in these studies and they were
perfused only through the apical channel; as a result, the
monolayer of the immortalized intestinal cells could only be
cultured for a limited time (<5 days). A more recent study
demonstrated real-time barrier integrity assessment capa-
bilities in a membrane-free culture of perfused intestinal
epithelium tubes.38 To better mimic the 3D form of human intestine using
cell monolayers cultured under microfluidic flow, micro-
molding methods have been used to form polymeric scaf-
folds (eg, Ca-alginate or collagen gel) into villus-shaped
structures.39,40 Culturing human Caco-2 intestinal epithe-
lial cells on these crenulated surfaces was shown to pro-
mote formation of a similarly crenulated epithelium, and
this was accompanied by increased absorption of drug
compounds and improved cellular metabolic enzyme cyto-
chrome P-450 activity in response to apical fluid shear
stress.39 However, this design did not enable analysis of
intestinal barrier function because the solid polymer mate-
rial blocked the abluminal surface of the epithelium. Bein et al mechanical deformations similar to those associated with
peristalsis that can critically influence the microbial growth
in the intestine.42 This experimental model is also limited by
the physical separation of microbial and host epithelial cells
by a nanoporous membrane, and the fact that the cocultures
can only survive for short times (<24 hours), which may
restrict its use for long-term profiling of host-microbial in-
teractions and intestinal pathophysiology. Microfluidic Intestine Chip Models Microfluidic devices containing hollow microchannels
less than 1 mm in width support laminar fluid flow and
control of nanoliter to microliter scale fluid volumes, and
thus, they are amenable to use for culture of living cells. By
using a syringe or a peristaltic pump, culture medium may
be perfused at desired flow rates through each micro-
channel, which can mimic the dynamic ranges of fluid flows
and associated shear stresses on the cell surface that are
observed in the human intestinal lumen,28,29 and in the
blood capillaries. This fluidic control also enables delivery of
nutrients, growth factors, drug compounds, or even toxins
to the intestinal epithelium grown on the microfluidic
channels in a highly regulated spatiotemporal manner. Mechanically Active Gut Chip Model A more sophisticated, microfluidic 2-channel Gut Chip
model has been developed that enables human intestinal
epithelium, capillary endothelium, immune cells, and even
commensal microbial cells to grow, coexist, and interact
while experiencing physiologically relevant fluid flow and
peristalsis-like mechanical deformations in vitro.42 We use
herein “Gut Chip” to refer to previously published human
intestine model using Caco-2 cells that used this term.16,17,42 A more sophisticated, microfluidic 2-channel Gut Chip
model has been developed that enables human intestinal
epithelium, capillary endothelium, immune cells, and even
commensal microbial cells to grow, coexist, and interact
while experiencing physiologically relevant fluid flow and
peristalsis-like mechanical deformations in vitro.42 We use
herein “Gut Chip” to refer to previously published human
intestine model using Caco-2 cells that used this term.16,17,42
The Gut Chip is made of a flexible, gas-permeable, silicone
polymer (polydimethylsiloxane [PDMS]) that is crystal clear
so that it allows high-resolution imaging by phase contrast,
differential interference contrast, or immunofluorescence
confocal microscopy. It contains 2 parallel microchannels
(<1 mm wide) separated by a thin (w20 mm), ECM-coated,
flexible, porous PDMS membrane, and it is surrounded
on both sides by hollow, full height, side chambers
(Figure 1A).16,17,42,43 Intestinal epithelial cells are cultured
on the top surface of the membrane within the upper
parenchymal channel, and microvascular endothelial cells
are grown on the lower surface of the same membrane
within the lower vascular channel to recreate the intestinal
tissue-tissue interface. Importantly, pneumatic application
of cyclic suction to the hollow side chambers results in
outward deformation of the vertical side walls and attached
horizontal ECM-coated membrane with the adherent cell
layers, thereby mimicking cyclic mechanical deformations
similar to those experienced by the intestinal tissues during
peristalsis (Figure 1A). Mechanically Active Gut Chip Model 4 Bein et al 662 Model
TEER
Absorption
Coculture
Microbiome
Differentiation
Peristalsis
Drug
metabolism
Crypt-villus
axis
Oxygen
modulation
Disease
modeling
Static
Transwell
Yes12
Yes12,13
No
Yes14,15 (<24 h)
No
No
No
No
No
No
Organoid
No
Yes95
No
Yes96 (<1 h)
Yes21
No
Yes97
Yes21
No
Yes22
Ex vivo
Yes19,98
Yes19,20
No
Yes97 (<3 h)
Yes19
No
Yes100
Yes19
Yes99
Yes98
Scaffold
No
No
No
No
Yes40
No
No
Yes40
No
No
Microfluidic
2-channel
Yes32
Yes30
Yes37
No
No
No
Yes39
Yes39
No
No
Ex vivo
No
Yes99
No
No
Yes101
No
No
Yes101
No
Yes101
Multichannel (HuMiX)
Yes41
No
No
Yes41 (<24 h)
No
No
No
No
Yes41
No
Gut Chip
Yes16,42
Yes16
No
Yes16,42 (>7 d)
Yes17,42
Yes16,17,42
Yes16,17
Yes16,17,42
No
Yes42 Model
TEER
Absorption
Coculture
Microbiome
Differentiation
Peristalsis
Drug
metabolism
Crypt-villus
axis
Oxygen
modulation
Disease
modeling
Static
Transwell
Yes12
Yes12,13
No
Yes14,15 (<24 h)
No
No
No
No
No
No
Organoid
No
Yes95
No
Yes96 (<1 h)
Yes21
No
Yes97
Yes21
No
Yes22
Ex vivo
Yes19,98
Yes19,20
No
Yes97 (<3 h)
Yes19
No
Yes100
Yes19
Yes99
Yes98
Scaffold
No
No
No
No
Yes40
No
No
Yes40
No
No
Microfluidic
2-channel
Yes32
Yes30
Yes37
No
No
No
Yes39
Yes39
No
No
Ex vivo
No
Yes99
No
No
Yes101
No
No
Yes101
No
Yes101
Multichannel (HuMiX)
Yes41
No
No
Yes41 (<24 h)
No
No
No
No
Yes41
No
Gut Chip
Yes16,42
Yes16
No
Yes16,42 (>7 d)
Yes17,42
Yes16,17,42
Yes16,17
Yes16,17,42
No
Yes42
TEER, transepithelial electrical resistance. within the lumen of the parenchymal channel for weeks
in vitro without compromising barrier integrity or intestinal
cell function (Figure 1C).16,42 In fact, barrier function was
shown to increase when the intestinal epithelium was
cocultured with L rhamnosus GG.16 In addition, tran-
scriptomic analyses targeting approximately 23,000 human
genes revealed that the in vivo relevant fluid flow and
physical
deformations
dramatically
changed
the
gene
expression profiles compared with the static Transwell
cultures, and that mechanically active Gut Chips that also
contained a mixture of commensal microbes (VSL#3 pro-
biotic formulation) showed the highest level of genetic
similarity to normal human ileum. Taken together, these data suggest that the Gut Chip that
emulates the dynamic human intestinal microenvironment
more faithfully mimics intestinal function than previously
described in vitro intestine models. Mechanically Active Gut Chip Model Pathogenic bacteria, such
as enteroinvasive E coli, also can be integrated into this
model system, with or without commensal microbes of the
normal microbiome, to study how interplay between these
microbes and human intestinal epithelial cells contributes to
intestinal homeostasis and intestinal disease development.42 Indeed, the Gut Chip was used to demonstrate complex
immune-microbiome inflammatory interactions germane to
chronic inflammatory diseases, such as inflammatory bowel
disease (IBD).42 Addition of lipopolysaccharide endotoxin to
the luminal microchannel also was shown to induce secre-
tion of the proinflammatory cytokines, interleukin-1b, -6, -8,
and tumor necrosis factor-a into the lower vascular channel. Moreover, this was accompanied by increased expression of
intercellular adhesion molecule-1 on the endothelium, villus
blunting, and compromise of intestinal barrier function, but
only in the presence of white blood cells (eg, peripheral
blood mononuclear cells) that were infused through the
capillary microchannel. Moreover, additional experiments
confirmed that all 4 cytokines were required to be present at
the concentrations measured within the capillary channel to
induce this intestinal injury response. Interestingly, addi-
tional studies revealed that cessation of cyclic peristalsis-
like mechanical motions caused an increase in bacterial
overgrowth in the Gut Chip, which closely resembled the
small intestinal bacterial overgrowth that can result from
cessation of peristalsis in patients with ileus. Thus, by being
able to control flow independently of mechanical de-
formations, this study revealed that the past clinical
assumption that small intestinal bacterial overgrowth re-
sults from cessation of fluid flow when peristalsis is
inhibited44 is incorrect; instead, it is the lack of mechanical
deformations that drives this bacterial overgrowth response. Thus, the innovative modularity of the microfluidic Gut Chip
(Figure 1A) can be leveraged to gain new insights into in-
testinal pathophysiology, and to understand disease mech-
anisms in ways that are not possible using conventional
in vitro gut models or simpler microfluidic Intestine Chips. Mechanically Active Gut Chip Model Under these physiological conditions, human Caco-2 in-
testinal epithelial cells, which characteristically grow as
flattened cells within a planar monolayer in conventional
2-dimensional
cultures,
spontaneously
undergo
villus
morphogenesis inside this mechanically dynamic Gut Chip
(Figure 1B).17 The microengineered villi are lined by all 4
lineages of differentiated small intestinal cells (absorptive,
goblet,
enteroendocrine,
and
Paneth),
which
exhibit
columnar cell morphology similar to that observed in the
living intestine.17 Intestinal villus morphogenesis on-chip is
also accompanied by establishment of a crypt-villus axis,
including restriction of proliferative cells to the basal crypts
and their upward migration, drug metabolizing activity,
mucus production, and glucose reuptake.17 A multichannel Intestine Chip called HuMiX also has
been
described
that
separates
a
luminal
microbial
compartment from layers of Caco-2 intestinal epithelium by
nanoporous membranes.41 This model was shown to facil-
itate survival of a host-microbiome ecosystem containing
Caco-2 cells and anaerobic human gut bacteria (eg, Bacter-
oides caccae) with constant perfusion of culture medium.41
However, these studies were carried out in the absence of Importantly, because the Gut Chip has continuous fluid
flow,
villi
formation,
and
mucus
production,
it
is
also possible to coculture living commensal microbes
(eg, Lactobacillus rhamnosus GG)16 or the VSL#3 clinical
probiotic
formulation
containing 8 different microbial
strains42) in direct contact with the intestinal epithelial cells Cellular and Molecular Gastroenterology and Hepatology Vol. 5, No. 4 Cellular and Molecular Gastroenterology and Hepatology Vol. 5, No. Limitations of Human Intestine Chip
Models To overcome these challenges, human enteroids47,48 or
colonoids49 created from patient biopsies have been enzy-
matically fragmented and the released intestinal stem cells
plated on Transwell inserts to create primary human in-
testinal monolayers, which permit sampling from both the
apical and basolateral sides in vitro. These models showed
establishment of intact polarized monolayers with apical
villin and basolateral Naþ/Kþ-ATPase expression47 and
successful cultivation of multiple human norovirus strains
in the presence of bile.48 Although microfluidic Intestine Chip models faithfully
mimic many different phenotypes and responses of human
intestine, they only incorporate limited components of the
4-layered intestinal wall, and these missing features might
play a significant role in some disorders. For example,
smooth muscle cells express Toll-like receptors 1–9 and can
regulate neuronal integrity by modulating glial-derived
neurotrophic
factor
production.56
This
is
important
because the enteric nervous system regulates intestinal
secretion, blood flow, and gut motility.57 Subtle alterations
in transmitter production and release have been linked to
functional and inflammatory diseases of the gastrointestinal
tract.58–60 Thus, adding more components, such as muscle
and nervous system cells, should be considered in the future
for relevant applications. Although static Transwell cultures offer better access to
theapicallumenof theseorganoids, they still lack other organ-
level features of the intestine, including an endothelium-lined
vascular compartment, flow, cyclic mechanical deformation,
or immune cells, which have been shown to be important for
mimicking intestinal physiology and pathophysiology in the
human Gut Chip.42 Organoid cultures also have been modified
to address some of these challenges. For example, application
of mechanical forces to ECMs containing organoids has shown
to modulate their phenotype and influence primary intestine
cell differentiation.50 In addition, miniaturized bioreactors
have been developed to generate fluid flows that facilitate
nutrient and oxygen uptake, and fluid shear stresses that
convey physiologically relevant mechanical signals to cells in
organoid cultures.51 Although PDMS holds many favorable properties for
manufacturing microfluidic organ devices, it also has the po-
tential drawback of adsorbing small and hydrophobic mole-
cules.61,62 To overcome this, surface modification of PDMS or
alternative polymeric (eg, polyurethane, styrenic block co-
polymers)63 or ECM-based materials64 could potentially be
used in studies designed to predict drug bioavailability or
absorption. Limitations of Human Intestine Chip
Models Alternatively, when using Organ Chips to model
drug PK and PD, PDMS adsorption can be taken into account
using computational modeling for most compounds.65 Most recently, organoid and organ chip approaches have
been combined to develop a microfluidic primary human
Intestine Chip model. Human enteroids cultured from pa-
tient duodenal biopsies were enzymatically fragmented and
the released intestinal stem cells were plated on the ECM-
coated porous membrane of a 2-channel PDMS micro-
fluidic device with primary human intestinal microvascular
endothelial cells on the opposite side of the same membrane
within a parallel channel.52 Much like the Caco-2 cell-lined
Gut Chip, with application of fluid flow and peristalsis-like
deformations, the intestinal epithelial cells undergo villus
histogenesis with multilineage differentiation. Interestingly,
although this differentiation process is similar to that
observed within the intestinal organoids, transcriptomic
analysis revealed that the mechanically active Intestine Chip
more closely mimics the proliferation and host defense
response to infection functions of the human duodenum
from which the organoids were originally isolated. In addition, most of the past work on Intestine Chips has
beencarriedout inacademiclaboratories,andthus,theresults
and robustness of the models can vary from laboratory to
laboratory. However, the recent emergence of multiple com-
panies that are beginning to commercialize Organ Chip tech-
nology offers great hope that issues relating to scale up of
manufacturing, robustness, cost, and ease of use will be
resolvedovertime.Thesechallengesmustbeovercomebefore
human Intestine Chips become a common tool used in aca-
demic and industrial research laboratories around the world. Microfluidic Human Intestine Models Microfluidic Human Intestine Models 663 shown to mimic many physiological and pathophysiological
functions of the human intestine, they are still limited by the
fact that they use immortalized cells that were originally
isolated from a human tumor. For example, these cultures
might be particularly difficult to use in studies where
genome fidelity is important (eg, analysis of intestinal can-
cer formation). In vitro intestine models have been created
using human fetal intestinal tissue explants, but they dete-
riorate within 24 hours of culture.45,46 Human intestinal
organoids offer another way to study normal human intes-
tinal stem cell differentiation and villus morphogenesis
in vitro; however, they do not recreate a physiologically
relevant physical microenvironment (fluid flow, peristalsis-
like deformations) and their enclosed lumens limit their
value for transport studies and coculture with pathogens. shown to mimic many physiological and pathophysiological
functions of the human intestine, they are still limited by the
fact that they use immortalized cells that were originally
isolated from a human tumor. For example, these cultures
might be particularly difficult to use in studies where
genome fidelity is important (eg, analysis of intestinal can-
cer formation). In vitro intestine models have been created
using human fetal intestinal tissue explants, but they dete-
riorate within 24 hours of culture.45,46 Human intestinal
organoids offer another way to study normal human intes-
tinal stem cell differentiation and villus morphogenesis
in vitro; however, they do not recreate a physiologically
relevant physical microenvironment (fluid flow, peristalsis-
like deformations) and their enclosed lumens limit their
value for transport studies and coculture with pathogens. Thus, this primary Intestine Chip may be useful as a
research tool for many applications where normal intestinal
function is crucial, including studies of metabolism, nutrition,
and cancer progression, as well as drug absorption and PK/
PD. It also may offer a novel method for emerging disciplines,
such as personalized precision medicine,53,54 which are in
constant search for faithful and robust tools for disease
modeling and drug discovery. Genetic polymorphisms in drug
transporters, drug-metabolizing enzymes, and drug targets
have been linked to the efficacy, dosage, and toxicity profile in
humans.55 Hence, possible applications for this model range
from studying specific pathologic mechanisms (eg, inflam-
mation, infection, and nutrient malabsorption) to drug dis-
covery in disease-specific and patient-specific contexts. Human Primary Intestine Models Although human Intestine Chips lined by established
intestinal epithelial cell lines (eg, Caco-2 cells) have been 2018 Intestine Chip Models for
Developmental Therapeutics human Gut Chip was used to coculture multiple commensal
microbes in contact with living human intestinal epithelial
cells and to analyze how gut microbiome, inflammatory
cells, and peristalsis-associated mechanical deformations
independently contribute to intestinal bacterial overgrowth
and inflammation, which are associated with IBD.42,66
Recent studies suggest that the same Gut Chip model can
be used to model the radiation injury response of human
intestine (eg, cell death, villus blunting, compromised bar-
rier function) when exposed to g-radiation, and prevention
of these responses using a potential prophylactic radiation
countermeasure drug.67 In addition, the recently developed
primary human Intestine Chip also has been used to model
differential sensitivity of intestinal responses to bacteria
with different levels of virulence (Kasendra et al, unpub-
lished data). human Gut Chip was used to coculture multiple commensal
microbes in contact with living human intestinal epithelial
cells and to analyze how gut microbiome, inflammatory
cells, and peristalsis-associated mechanical deformations
independently contribute to intestinal bacterial overgrowth
and inflammation, which are associated with IBD.42,66
Recent studies suggest that the same Gut Chip model can
be used to model the radiation injury response of human
intestine (eg, cell death, villus blunting, compromised bar-
rier function) when exposed to g-radiation, and prevention
of these responses using a potential prophylactic radiation
countermeasure drug.67 In addition, the recently developed
primary human Intestine Chip also has been used to model
differential sensitivity of intestinal responses to bacteria
with different levels of virulence (Kasendra et al, unpub-
lished data). Intestine Chip–based disease models can be exploited to
identify new therapeutic targets, repurpose existing drugs,
test new therapies, and carry out PK/PD testing in vitro. Although
extensive
testing
with
conventional
culture
models and animal experiments are commonly carried out
before performing clinical trials, these models often fail to
predict efficacy and safety of novel drugs, which results in
loss of enormous amounts of money, time, and effort.80 In
addition,
drug
toxicities
and
efficacies
greatly
vary
depending on the individual patient, given both genetic81
and
environmental
influences (eg,
nutrients,82,83
drug
intake,83,84 gut microbiome85,86). To meet this challenge,
there has been increased interest in pursuing a personalized
medicine approach to develop therapeutics that are tailored
for an individual patient’s genetic background. Primary in-
testine models can facilitate this approach by engineering
artificial intestine microenvironments using the patient’s
own cells (epithelial, endothelial, immune, connective tissue,
or neural) and gut microbiome. Intestine Chip Models for
Developmental Therapeutics Because the intestine is a
major site for drug metabolism (both by cytochrome P-450
enzymes in intestinal epithelial cells and by the gut micro-
biome87), creation of Intestine Chips can facilitate study of
drug breakdown both alone and when coupled to other
Organ Chips that also contribute to drug metabolism (eg,
Liver Chip) and clearance (eg, Kidney Chip) in a human
Body-on-a-Chip configuration.36,37 A potentially important application of the microfluidic
Intestine Chip models is to study various types of enterop-
athies for which current in vitro models have only a limited
ability to recapitulate, such as those associated with envi-
ronmental enteric dysfunction,68 colorectal cancer,69 cystic
fibrosis,70 bacterial infectious diseases,71 and celiac dis-
ease.72 We believe the likelihood that Intestine Chips will be
able to meet this challenge is high given the successful
modeling
of
other
complex
diseases
(eg,
pulmonary
edema,73 asthma,74 chronic obstructive pulmonary dis-
ease,74,75 or Barth syndrome76) with other microfluidic
Organ Chips. Moreover, we have previously demonstrated
that the Gut Chip can be used to model key features of
human intestinal diseases, including IBD and small intesti-
nal bacterial overgrowth caused by ileus.42 Importantly, the gut microbiome in a mouse or other
laboratory animal is remarkably different from that in a
human (eg, w85% of gut microbiome that colonizes in
human does not exist in mice88), and thus, creation of hu-
man Intestine Chips with human microbiome could have a
major positive impact on this field. Intestine Chips that
contain human intestinal microbiome should better reca-
pitulate metabolism of oral drugs, and hence, testing of
novel drug compounds on these platforms could lead to
results that inform clinical trials design in a helpful way. We
envision that integrating patient-specific intestinal organo-
ids, local immune cells, and the commensal microbiome into
Intestine Chips will create a highly defined and controllable
translation platform that should accelerate discovery of new
drug and personalized precision therapeutics. Bein et al Intestine Chip Models for
Developmental Therapeutics Disease Models Using Human
Intestine Chips Only a small body of work has been published on disease
models using microfluidic intestine devices. The 2-channel Cellular and Molecular Gastroenterology and Hepatology Vol. 5, No. 4 664 Microfluidic Human Intestine Models Microfluidic Human Intestine Models 2018 665 6.Cryan JF, Dinan TG. Mind-altering microorganisms: the
impact of the gut microbiota on brain and behaviour. Nat
Rev Neurosci 2012;13:701–712. with pathogenic E. coli in this model.42 Thus, the Intestine
Chip approach also may be useful for discovery of new
microbiome-based therapeutics, such as genetically engi-
neered commensal bacteria.92 By integrating circulating and
organ-specific immune cells into Intestine Chips, they might
be useful for in vitro development of new mucosal
vaccines.93,94 7.Mayer EA. Gut feelings: the emerging biology of gut–-
brain
communication. Nat
Rev
Neurosci
2011;
12:453–466. 8.Garrett WS, Gordon JI, Glimcher LH. Homeostasis and
inflammation in the intestine. Cell 2010;140:859–870. 9.Round JL, Mazmanian SK. The gut microbiome shapes
intestinal immune responses during health and disease. Nat Rev Immunol 2009;9:313–323. Intestine Chip Models for
Developmental Therapeutics In addition to recapitulating disease phenotypes, human
Organ Chips offer a unique way to get insight into the mo-
lecular, genetic, and biophysical basis of disease based on
their ability to incorporate different levels of cellular
complexity, and to independently control various critical
parameters (eg, chemical gradients, mechanical forces, cell
types, and ECM).42,77 In past Gut Chip disease modeling studies, induction of
the pathologic phenotype was accomplished by exposure to
specific pathogenic organisms, toxins, or inflammatory me-
diators (eg, cytokines), with combination of 2 or more of
these factors being required to produce disease responses.42
For example, both lipopolysaccharide endotoxin and im-
mune cells had to be added simultaneously in the Gut Chip
to produce villus blunting and compromise intestinal bar-
rier function, and neither could induce this response
on their own.42 Inclusion of additional components, such
as
microbiome,16,42
pathogenic
bacteria,42
mechanical
cues,17,42 ECM, connective tissue cells, neuronal cells, organ-
specific immune cells, and/or hormonal signals might be
needed to model other specific phenotypes that result from
complex interplay among several signaling pathways. This
goal also might be achieved by creating Intestine Chips with
cells isolated from intestinal biopsies taken from patients
with specific diseases. This approach also could facilitate
development of robust personalized disease models for
improved drug screening and matching.78,79 It is important to note that commensal microbes also can
be developed as probiotic therapeutics for treatment of
human intestinal diseases. For example, fecal microbiota
transplantation containing commensal microbes has already
been approved by the US Food and Drug Administration for
treatment of Clostridium difficile infections by restoring the
normal gut microbiome in these patients.89,90 Probiotic
formulations also have been used to treat inflammation
associated with IBD, although the effectiveness and mech-
anism of action have not been fully validated.91 Importantly,
the probiotic L rhamnosus GG was shown to increase in-
testinal barrier function when cocultured in the lumen of
the intestinal epithelial channel of the human Gut Chip,16
and the VSL#3 probiotic formulation suppressed villus
blunting and loss of barrier function induced by infection Conclusions In this article, we reviewed recently developed micro-
fluidic human Intestine Chip models and described the
advantages they offer relative to commonly used 2D and 3D
in vitro culture systems, including their ability to more
closely emulate the structure, function, physiology, and pa-
thology of the living human intestine. Microfluidic Organ
Chip systems provide unparalleled independent control
over multiple key biologic, chemical, molecular, cellular and
mechanical parameters within the intestinal microenviron-
ment, thereby enabling researchers to apply a synthetic
biology approach at the cell, tissue, and organ levels that can
lead to new insights into intestinal physiology and disease
mechanisms. By harnessing these unique capabilities, In-
testine Chips can be applied to analyze the molecular pro-
cesses underlying various enteropathies, and to advance
development of new therapies. Creation of personalized
Intestine Chips containing stem cells, microbiome, and im-
mune cells from the same patient will offer a powerful new
approach to define patient-specific drug responses and
toxicities, and hence to advance precision medicine. This
field is still in its infancy, and there remains much to be
done in terms of increasing the robustness of these models
and validating their value for drug development and
personalized medicine. However, the advantages they pro-
vide over conventional culture systems, and even enteroid
cultures, are becoming increasingly clear. 10.Wong
JM,
De
Souza
R,
Kendall
CW,
Emam
A,
Jenkins DJ. Colonic health: fermentation and short chain
fatty acids. J Clin Gastroenterol 2006;40:235–243. 11.Smith
PM,
Howitt
MR,
Panikov
N,
Michaud
M,
Gallini CA, Bohlooly-y M, Glickman JN, Garrett WS. The
microbial
metabolites,
short-chain
fatty
acids,
regulate colonic Treg cell homeostasis. Science 2013;
341:569–573. 12.Hidalgo IJ, Raub TJ, Borchardt RT. Characterization of
the human colon carcinoma cell line (Caco-2) as a model
system for intestinal epithelial permeability. Gastroen-
terology 1989;96:736–749. 13.Artursson P, Karlsson J. Correlation between oral drug
absorption in humans and apparent drug permeability
coefficients in human intestinal epithelial (Caco-2) cells. Biochem Biophys Res Commun 1991;175:880–885. 14.Pinto
MGV,
Gómez
MR,
Seifert
S,
Watzl
B,
Holzapfel WH, Franz CM. Lactobacilli stimulate the
innate immune response and modulate the TLR expres-
sion of HT29 intestinal epithelial cells in vitro. Int J Food
Microbiol 2009;133:86–93. 15.Eveillard
M,
Fourel
V,
Bare
MC,
Kernéis
S,
Coconnier MH, Karjalainen T, Bourlioux P, Servin AL. Identification
and
characterization
of
adhesive
factors of Clostridium difficile involved in adhesion to
human colonic enterocyte-like Caco-2 and mucus-
secreting HT29 cells in culture. Mol Microbiol 1993;
7:371–381. Bein et al 666 21.Sato T, Van Es JH, Snippert HJ, Stange DE, Vries RG,
Van Den Born M, Barker N, Shroyer NF, Van De
Wetering M, Clevers H. Paneth cells constitute the niche
for Lgr5 stem cells in intestinal crypts. Nature 2011;
469:415–418. 36.Maschmeyer I, Lorenz AK, Schimek K, Hasenberg T,
Ramme AP, Hübner J, Lindner M, Drewell C, Bauer S,
Thomas A. A four-organ-chip for interconnected long-
term co-culture of human intestine, liver, skin and kid-
ney equivalents. Lab Chip 2015;15:2688–2699. 22.Jung P, Sato T, Merlos-Suárez A, Barriga FM, Iglesias M,
Rossell D, Auer H, Gallardo M, Blasco MA, Sancho E. Isolation and in vitro expansion of human colonic stem
cells. Nat Med 2011;17:1225–1227. 37.Esch MB, Mahler GJ, Stokol T, Shuler ML. Body-on-a-
chip simulation with gastrointestinal tract and liver tissues
suggests that ingested nanoparticles have the potential to
cause liver injury. Lab Chip 2014;14:3081–3092. 23.van
de
Wetering
M,
Francies
HE,
Francis
JM,
Bounova G, Iorio F, Pronk A, van Houdt W, van Gorp J,
Taylor-Weiner A, Kester L. Prospective derivation of a
living organoid biobank of colorectal cancer patients. Cell 2015;161:933–945. 38.Trietsch SJ, Naumovska E, Kurek D, Setyawati MC,
Vormann MK, Wilschut KJ, Lanz HL, Nicolas A, Ng CP,
Joore J, Kustermann S, Roth A, Hankemeier T, Moisan A,
Vulto P. Membrane-free culture and real-time barrier
integrity assessment of perfused intestinal epithelium
tubes. Nat Commun 2017;8:262. 24.Sato T, Clevers H. SnapShot: growing organoids from
stem cells. Cell 2015;161:1700–1700.e1. 39.Shim K-Y, Lee D, Han J, Nguyen N-T, Park S, Sung JH. Microfluidic gut-on-a-chip with three-dimensional villi
structure. Biomed Microdevices 2017;19:37. 25.Fatehullah A, Tan SH, Barker N. Organoids as an in vitro
model of human development and disease. Nat Cell Biol
2016;18:246–254. 40.Wang
Y,
Gunasekara
DB,
Reed
MI,
DiSalvo
M,
Bultman SJ, Sims CE, Magness ST, Allbritton NL. A microengineered collagen scaffold for generating a
polarized crypt-villus architecture of human small intes-
tinal epithelium. Biomaterials 2017;128:44–55. 26.Park G-S, Park MH, Shin W, Zhao C, Sheikh S, Oh SJ,
Kim HJ. Emulating host-microbiome ecosystem of hu-
man gastrointestinal tract in vitro. Stem Cell Rev Rep
2017;13:321–334. 27.Bhatia SN, Ingber DE. Microfluidic organs-on-chips. Nat
Biotechnol 2014;32:760–772. 41.Shah P, Fritz JV, Glaab E, Desai MS, Greenhalgh K,
Frachet A, Niegowska M, Estes M, Jäger C, Seguin-
Devaux C. A microfluidics-based in vitro model of the
gastrointestinal human–microbe interface. Nat Commun
2016;7:11535. 28.Vickerman V, Blundo J, Chung S, Kamm R. Bein et al Design,
fabrication
and
implementation
of
a
novel
multi-
parameter
control
microfluidic
platform
for
three-
dimensional cell culture and real-time imaging. Lab
Chip 2008;8:1468–1477. 42.Kim HJ, Li H, Collins JJ, Ingber DE. Contributions of
microbiome and mechanical deformation to intestinal
bacterial overgrowth and inflammation in a human gut-
on-a-chip. Proc Natl Acad Sci 2016;113:E7–E15. 29.Tanaka Y, Yamato M, Okano T, Kitamori T, Sato K. Evaluation of effects of shear stress on hepatocytes by a
microchip-based
system. Meas
Sci
Technol
2006;
17:3167–3170. 43.Huh D, Kim HJ, Fraser JP, Shea DE, Khan M, Bahinski A,
Hamilton GA, Ingber DE. Microfabrication of human
organs-on-chips. Nat Protoc 2013;8:2135–2157. 30.Gao D, Liu H, Lin J-M, Wang Y, Jiang Y. Characterization
of drug permeability in Caco-2 monolayers by mass
spectrometry on a membrane-based microfluidic device. Lab Chip 2013;13:978–985. 44.Bures J, Cyrany J, Kohoutova D, Forstl M, Rejchrt S,
Kvetina J, Vorisek V, Kopacova M. Small intestinal bac-
terial overgrowth syndrome. World J Gastroenterol 2010;
16:2978–2990. 31.ávan der Meer AD, JungáKim H, ávan der Helm MW, den
Berg A. Measuring direct current trans-epithelial elec-
trical resistance in organ-on-a-chip microsystems. Lab
Chip 2015;15:745–752. 45.Tsilingiri K, Sonzogni A, Caprioli F, Rescigno M. A novel
method for the culture and polarized stimulation of human
intestinal mucosa explants. J Vis Exp 2013;75:4368. 32.Maoz BM, Herland A, Henry OYF, Leineweber W,
Yadid M, Doyle J, Mannix R, Kujala V, Fitzgerald EA,
Parker
KK. Organs-on-chips
with
combined
multi-
electrode array and transepithelial electrical resistance
measurement
capabilities. Lab
Chip
2017;
17:2294–2302. 46.Yissachar N, Zhou Y, Ung L, Lai NY, Mohan JF,
Ehrlicher A, Weitz DA, Kasper DL, Chiu IM, Mathis D,
Benoist C. An intestinal organ culture system uncovers a
role for the nervous system in microbe-immune cross-
talk. Cell 2017;168:1135–1148. 47.Foulke-Abel
J,
In
J,
Kovbasnjuk
O,
Zachos
NC,
Ettayebi K, Blutt SE, Hyser JM, Zeng XL, Crawford SE,
Broughman JR, Estes MK, Donowitz M. Human enter-
oids as an ex-vivo model of host-pathogen interactions
in
the
gastrointestinal
tract. Exp
Biol
Med
2014;
239:1124–1134. 33.Imura Y, Asano Y, Sato K, Yoshimura E. A microfluidic
system to evaluate intestinal absorption. Anal Sci 2009;
25:1403–1407. 34.Pocock
K,
Delon
L,
Bala
V,
Rao
S,
Priest
C,
Prestidge CA, Thierry B. Intestine-on-a-chip micro-
fluidic model for efficient in vitro screening of oral
chemotherapeutic uptake. ACS Biomater Sci Eng 2017;
3:951–959. References 16.Kim HJ, Huh D, Hamilton G, Ingber DE. Human gut-on-a-
chip inhabited by microbial flora that experiences intes-
tinal peristalsis-like motions and flow. Lab Chip 2012;
12:2165–2174. 1.Silverthorn DU, Ober WC, Garrison CW, Silverthorn AC,
Johnson BR. Human physiology: an integrated approach. San Francisco: Pearson/Benjamin Cummings, 2009. 2.Benet LZ, Wu C-Y, Hebert MF, Wacher VJ. Intestinal
drug metabolism and antitransport processes: a poten-
tial paradigm shift in oral drug delivery. J Control Release
1996;39:139–143. 17.Kim HJ, Ingber DE. Gut-on-a-Chip microenvironment
induces human intestinal cells to undergo villus differ-
entiation. Integr Biol 2013;5:1130–1140. 18.Alam MA, Al-Jenoobi FI, Al-mohizea AM. Everted gut
sac model as a tool in pharmaceutical research: limi-
tations and applications. J Pharm Pharmacol 2012;
64:326–336. 3.Moore
FA,
Moore
EE,
Poggetti
R,
McAnena
OJ,
Peterson VM, Abernathy CM, Parsons PE. Gut bacterial
translocation via the portal vein: a clinical perspective
with major torso trauma. J Trauma Acute Care Surg
1991;31:629–638. 19.Rozehnal V, Nakai D, Hoepner U, Fischer T, Kamiyama E,
Takahashi M, Yasuda S, Mueller J. Human small intes-
tinal and colonic tissue mounted in the Ussing chamber
as a tool for characterizing the intestinal absorption of
drugs. European Journal of Pharmaceutical Sciences
2012;46:367–373. 4.Bloemen JG, Venema K, van de Poll MC, Damink SWO,
Buurman WA, Dejong CH. Short chain fatty acids ex-
change across the gut and liver in humans measured at
surgery. Clin Nutr 2009;28:657–661. 5.Ahuja M, Schwartz DM, Tandon M, Son A, Zeng M,
Swaim W, Eckhaus M, Hoffman V, Cui Y, Xiao B. Orai1-
mediated antimicrobial secretion from pancreatic acini
shapes the gut microbiome and regulates gut innate
immunity. Cell Metab 2017;25:635–646. 20.Smith P, Mirabelli C, Fondacaro J, Ryan F, Dent J. In-
testinal 5-fluorouracil absorption: Use of Ussing cham-
bers to assess transport and metabolism. Pharm Res
1988;5:598–603. Bein et al 48.Ettayebi K, Crawford SE, Murakami K, Broughman JR,
Karandikar U, Tenge VR, Neill FH, Blutt SE, Zeng XL,
Qu L, Kou B, Opekun AR, Burrin D, Graham DY,
Ramani S, Atmar RL, Estes MK. Replication of human
noroviruses
in
stem
cell-derived
human
enteroids. Science 2016;353:1387–1393. 35.Kimura H, Ikeda T, Nakayama H, Sakai Y, Fujii T. An on-
chip small intestine–liver model for pharmacokinetic
studies. J Lab Autom 2015;20:265–273. Microfluidic Human Intestine Models 2018 667 siloxane) for microfluidic cell culture applications. Anal
Chem 2010;82:8954–8960. 49.Wang Y, DiSalvo M, Gunasekara DB, Dutton J, Proctor A,
Lebhar
MS,
Williamson
IA,
Speer
J,
Howard
RL,
Smiddy NM, Bultman SJ, Sims CE, Magness ST,
Allbritton NL. Self-renewing monolayer of primary colonic
or rectal epithelial cells. Cell Mol Gastroenterol Hepatol
2017;4:165–182. 63.Domansky K, Sliz JD, Wen N, Hinojosa C, Thompson G,
Fraser JP, Hamkins-Indik T, Hamilton GA, Levner D,
Ingber DE. SEBS elastomers for fabrication of microfluidic
devices with reduced drug absorption by injection
molding and extrusion. Microfluid Nanofluid 2017;21:107. 50.Gjorevski N, Sachs N, Manfrin A, Giger S, Bragina ME,
Ordonez-Moran P, Clevers H, Lutolf MP. Designer
matrices for intestinal stem cell and organoid culture. Nature 2016;539:560–564. 64.Mondrinos MJ, Yi YS, Wu NK, Ding X, Huh D. Native
extracellular
matrix-derived
semipermeable,
optically
transparent, and inexpensive membrane inserts
for
microfluidic cell culture. Lab Chip 2017;17:3146–3158. 51.Qian X, Nguyen HN, Song MM, Hadiono C, Ogden SC,
Hammack C, Yao B, Hamersky GR, Jacob F, Zhong C,
Yoon KJ, Jeang W, Lin L, Li Y, Thakor J, Berg DA,
Zhang C, Kang E, Chickering M, Nauen D, Ho CY, Wen Z,
Christian KM, Shi PY, Maher BJ, Wu H, Jin P, Tang H,
Song H, Ming GL. Brain-region-specific organoids using
mini-bioreactors for modeling ZIKV exposure. Cell 2016;
165:1238–1254. 65.Prantil-Baun R, Novak R, Debarun D, Somayaji MR,
Andrzej P, Ingber DE. Physiologically based pharmaco-
kinetic
and
pharmacodynamic
analysis
enabled
by
microfluidically linked organs-on-chips. Annu Rev Phar-
macol Toxicol 2018;58:37–64. 66.Lee J, Choi J-H, Kim HJ. Human gut-on-a-chip tech-
nology: will this revolutionize our understanding of IBD
and future treatments? Expert Rev Gastroenterol Hepatol
2016;10:883–885. 52.Kasendra M, Tovaglieri A, Sontheimer-Phelps A, Jalili-
Firoozinezhad S, Bein A, Chalkiadaki A, Scholl W, Zhang
C, Rickner H, Richmond CA, Li H, Breault DT, Ingber DE. Development of a primary human Small Intestine-on-a-
Chip using biopsy-derived organoids. Sci Rep (in press). https://doi.org/10.1038/s41598-018-21201-7. Bein et al 67.Jalili-Firoozinezhad S, Prantil-Baun R, Jiang A, Potla R,
Mammoto T, Weaver JC, Ferrante TC, Kim HJ, Cabral
JMS, Levy O, and Ingber DE. Modeling radiation injury-
induced cell death and countermeasure drug responses
in a human Gut-on-a-Chip. Cell Death Dis (in press). https://doi.org/10.1038/s41419-018-0304-8. 53.Ma L, Barker J, Zhou C, Li W, Zhang J, Lin B, Foltz G,
Kublbeck J, Honkakoski P. Towards personalized med-
icine with a three-dimensional micro-scale perfusion-
based two-chamber tissue model system. Biomaterials
2012;33:4353–4361. 68.Brown EM, Wlodarska M, Willing BP, Vonaesch P, Han J,
Reynolds LA, Arrieta M-C, Uhrig M, Scholz R, Partida O. Diet and specific microbial exposure trigger features of
environmental enteropathy in a novel murine model. Nat
Commun 2015;6:7806. 54.Gaignebet L, Kararigas G. En route to precision medicine
through the integration of biological sex into pharmaco-
genomics. Clin Sci (Lond) 2017;131:329–342. 69.Pereira
JF,
Awatade
NT,
Loureiro
CA,
Matos
P,
Amaral MD, Jordan P. The third dimension: new de-
velopments in cell culture models for colorectal research. Cell Mol Life Sci 2016;73:3971–3989. 55.Evans WE, Relling MV. Moving towards individualized
medicine
with
pharmacogenomics. Nature
2004;
429:464–468. 56.Brun P, Gobbo S, Caputi V, Spagnol L, Schirato G,
Pasqualin
M,
Levorato
E,
Palu
G,
Giron
MC,
Castagliuolo I. Toll like receptor-2 regulates production
of glial-derived neurotrophic factors in murine intestinal
smooth muscle cells. Mol Cell Neurosci 2015;68:24–35. 70.Fisher JT, Zhang Y, Engelhardt JF. Comparative biology
of
cystic
fibrosis
animal
models. Cystic
Fibrosis. Methods in Molecular Biology (Methods and Protocols). 2011;742:311–334. Humana Press. 71.Tarr PI, Gordon CA, Chandler WL. Shiga-toxin-producing
Escherichia coli and haemolytic uraemic syndrome. Lancet 2005;365:1073–1086. 57.Grundy D, Schemann M. Enteric nervous system. Curr
Opin Gastroenterol 2007;23:121–126. 58.Geboes K, Collins S. Structural abnormalities of the
nervous system in Crohn’s disease and ulcerative colitis. Neurogastroenterol Motil 1998;10:189–202. 72.Stoven S, Murray JA, Marietta EV. Latest in vitro and
in vivo models of celiac disease. Expert Opin Drug Dis-
cov 2013;8:445–457. 59.Vasina V, Barbara G, Talamonti L, Stanghellini V,
Corinaldesi R, Tonini M, De Ponti F, De Giorgio R. Enteric
neuroplasticity evoked by inflammation. Auton Neurosci
2006;126-127:264–272. 73.Huh D, Leslie DC, Matthews BD, Fraser JP, Jurek S,
Hamilton
GA,
Thorneloe
KS,
McAlexander
MA,
Ingber
DE. A
human
disease
model
of
drug
toxicity–induced pulmonary edema in a lung-on-a-chip
microdevice. Sci Transl Med 2012;4:159ra47. 60.Villanacci V, Bassotti G, Nascimbeni R, Antonelli E,
Cadei M, Fisogni S, Salerni B, Geboes K. Enteric nervous
system abnormalities in inflammatory bowel diseases. Neurogastroenterol Motil 2008;20:1009–1016. Bein et al 668 76.Wang G, McCain ML, Yang L, He A, Pasqualini FS,
Agarwal A, Yuan H, Jiang D, Zhang D, Zangi L. Modeling
the mitochondrial cardiomyopathy of Barth syndrome
with induced pluripotent stem cell and heart-on-chip
technologies. Nat Med 2014;20:616–623. 92.Steidler L, Hans W, Schotte L, Neirynck S, Obermeier F,
Falk W, Fiers W, Remaut E. Treatment of murine colitis by
Lactococcus
lactis
secreting
interleukin-10. Science
2000;289:1352–1355. 93.Lycke N. Recent progress in mucosal vaccine develop-
ment: potential and limitations. Nat Rev Immunol 2012;
12:592–605. 77.Ingber DE. Reverse engineering human pathophysiology
with organs-on-chips. Cell 2016;164:1105–1109. 94.Neutra MR, Kozlowski PA. Mucosal vaccines: the promise
and the challenge. Nat Rev Immunol 2006;6:148–158. 78.Mack DL, Guan X, Wagoner A, Walker SJ, Childers MK. Disease-in-a-dish: the contribution of patient-specific
induced pluripotent stem cell technology to regenera-
tive rehabilitation. Am J Phys Med Rehabil 2014;93(Suppl
3):S155–S168. 95.Zietek T, Rath E, Haller D, Daniel H. Intestinal organoids
for assessing nutrient transport, sensing and incretin
secretion. Sci Rep 2015;5:16831. 79.AstolfiM,PeantB,LateefMA,RoussetN,Kendall-DupontJ,
Carmona E, Monet F, Saad F, Provencher D, Mes-
Masson AM, Gervais T. Micro-dissected tumor tissues on
chip: an ex vivo method for drug testing and personalized
therapy. Lab Chip 2016;16:312–325. 96.Zhang YG, Wu S, Xia Y, Sun J. Salmonella-infected
crypt-derived intestinal organoid culture system for
host–bacterial interactions. Physiol Rep 2014;2:e12147. 97.Lu W, Rettenmeier E, Paszek M, Yueh M-F, Tukey RH,
Trottier J, Barbier O, Chen S. Crypt organoid culture as
an in vitro model in drug metabolism and cytotoxicity
studies. Drug Metab Dispos 2017;45:748–754. 80.Perel P, Roberts I, Sena E, Wheble P, Briscoe C,
Sandercock P, Macleod M, Mignini LE, Jayaram P,
Khan KS. Comparison of treatment effects between an-
imal experiments and clinical trials: systematic review. BMJ 2007;334:197. 98.Madsen K, Cornish A, Soper P, McKaigney C, Jijon H,
Yachimec C, Doyle J, Jewell L, De Simone C. Probiotic
bacteria enhance murine and human intestinal epithelial
barrier function. Gastroenterology 2001;121:580–591. 81.Pirmohamed M, Park BK. Genetic susceptibility to
adverse drug reactions. Trends Pharmacol Sci 2001;
22:298–305. 99.Worton K, Candy D, Wallis T, Clarke G, Osborne M,
Haddon S, Stephen J. Studies on early association of
Salmonella typhimurium with intestinal mucosa in vivo
and in vitro: relationship to virulence. J Med Microbiol
1989;29:283–294. 82.Drasar BS, Montgomery F, Tomkins AM. Diet and faecal
flora in three dietary groups in rural northern Nigeria. Epidemiology & Infection 1986;96:59–65. 83.Everett JR, Loo RL, Pullen FS. Pharmacometabonomics
and personalized medicine. Ann Clin Biochem 2013;
50:523–545. Bein et al 100.Sjöberg Å, Lutz M, Tannergren C, Wingolf C, Borde A,
Ungell A-L. Comprehensive study on regional human in-
testinal permeability and prediction of fraction absorbed of
drugs using the Ussing chamber technique. Eur J Pharm
Sci 2013;48:166–180. 84.Pirmohamed M. Pharmacogenetics: past, present and
future. Drug Discov Today 2011;16:852–861. 101.Dawson A, Dyer C, Macfie J, Davies J, Karsai L,
Greenman J, Jacobsen M. A microfluidic chip based
model for the study of full thickness human intestinal
tissue using dual flow. Biomicrofluidics 2016;10:064101. 85.Clayton
TA,
Baker
D,
Lindon
JC,
Everett
JR,
Nicholson JK. Pharmacometabonomic identification of a
significant
host-microbiome
metabolic
interaction
affecting human drug metabolism. Proc Natl Acad Sci
2009;106:14728–14733. tissue using dual flow. Biomicrofluidics 2016;10:064101. 86.Nicholson JK, Holmes E, Wilson ID. Opinion: gut micro-
organisms, mammalian metabolism and personalized
health care. Nat Rev Microbiol 2005;3:431–438. Bein et al 74.Benam
KH,
Villenave
R,
Lucchesi
C,
Varone
A,
Hubeau C, Lee H-H, Alves SE, Salmon M, Ferrante TC,
Weaver JC, Bahinski A, Hamilton GA, Ingber DE. Small
airway-on-a-chip
enables
analysis
of
human
lung
inflammation and drug responses in vitro. Nat Meth
2016;13:151–157. 61.Halldorsson
S,
Lucumi
E,
Gómez-Sjöberg
R,
Fleming RM. Advantages and challenges of microfluidic
cell culture in polydimethylsiloxane devices. Biosens
Bioelectron 2015;63:218–231. 75.Benam KH, Villenave R, Lucchesi C, Mazur M, Hamilton G,
Ingber D. Development of a human COPD model-on-a-
chip to mimic disease exacerbation (a small airway-on-
a-chip model). Eur Respir J 2014;44(Suppl 58):P3340. 62.Gomez-Sjoberg
R,
Leyrat
AA,
Houseman
BT,
Shokat K, Quake SR. Biocompatibility and reduced
drug
absorption
of
sol-gel-treated
poly(dimethyl Correspondence 87.Haiser HJ, Gootenberg DB, Chatman K, Sirasani G,
Balskus EP, Turnbaugh PJ. Predicting and manipulating
cardiac drug inactivation by the human gut bacterium
Eggerthella lenta. Science 2013;341:295–298. p
Address correspondence to: Donald E. Ingber, MD, PhD, Wyss Institute at
Harvard University, CLSB Building, 5th floor, 3 Blackfan Circle, Boston,
Massachusetts 02115. e-mail: don.ingber@wyss.harvard.edu; fax: 617-432-
7048; or Hyun Jung Kim, PhD, Department of Biomedical Engineering, The
University of Texas at Austin, 107 West Dean Keeton Street, BME 4.202C,
Austin, Texas 78712. e-mail: hyunjung.kim@utexas.edu. 88.Nguyen TLA, Vieira-Silva S, Liston A, Raes J. How
informative is the mouse for human gut microbiota
research? Dis Model Mech 2015;8:1–16. Author contributions
S Amir Bein, Woojung Shin, Sasan Jalili-Firoozinezhad, Min Hee Park, Alexandra
Sontheimer-Phelps, Alessio Tovaglieri, Angeliki Chalkiadaki, Hyun Jung Kim,
and Donald E. Ingber designed and drafted the manuscript. Amir Bein,
Woojung Shin, Hyun Jung Kim, and Donald E. Ingber designed the figure
and revised the manuscript. 89.Bakken JS, Borody T, Brandt LJ, Brill JV, Demarco DC,
Franzos MA, Kelly C, Khoruts A, Louie T, Martinelli LP. Treating Clostridium difficile infection with fecal micro-
biota transplantation. Clin Gastroenterol Hepatol 2011;
9:1044–1049. Conflicts of interest This author discloses the following: Donald E. Ingber is a founder, holds equity,
and chairs the scientific advisory board of Emulate Inc. The remaining authors
disclose no conflicts. 90.Kassam Z, Lee CH, Yuan Y, Hunt RH. Fecal microbiota
transplantation for Clostridium difficile infection: sys-
tematic review and meta-analysis. Am J Gastroenterol
2013;108:500–508. Funding g
This
work
was
supported
by
grants
from
DARPA,
Food
and
Drug
Administration, Gates Foundation, and the Wyss Institute for Biologically
Inspired Engineering at Harvard University. Woojung Shin is a recipient of the
Graduate Student Fellowship by Alternatives in Scientific Research of The
International Foundation for Ethical Research. Hyun Jung Kim is a recipient
of 2016 Innovator Awards (No. 2016-1141) by Kenneth Rainin Foundation. 91.Sheil B, Shanahan F, O’mahony L. Probiotic effects on
inflammatory
bowel
disease. J
Nutr
2007;137:
819S–824S.
|
https://openalex.org/W2808375196
|
http://mural.maynoothuniversity.ie/13224/1/MLV_biology_RecBCD.pdf
|
English
| null |
RecBCD coordinates repair of two ends at a DNA double-strand break, preventing aberrant chromosome amplification
|
Nucleic acids research
| 2,018
|
cc-by
| 12,562
|
ABSTRACT mologous recombination (e.g. (3)) and chromosome segre-
gation (e.g. (4)). Importantly, genome instability per se need
not be detrimental as aneuploidy is found in human hep-
atocytes (5), aneuploidy and copy number variations are
found in neurons (6), and mosaic aneuploidy contributes to
adaptability in organisms such as Leishmania (7). Since re-
combination involves DNA synthesis and can lead to chro-
mosomal amplification and duplication via recombination-
dependent replication in prokaryotes and break-induced
replication in eukaryotes (8–11), it is interesting to consider
how segregation errors resulting in aneuploidy and copy
number variation may arise from improper interactions be-
tween recombination and DNA replication. DNA double-strand break (DSB) repair is critical for
cell survival. A diverse range of organisms from bac-
teria to humans rely on homologous recombination
for accurate DSB repair. This requires both coordi-
nate action of the two ends of a DSB and stringent
control of the resultant DNA replication to prevent
unwarranted DNA amplification and aneuploidy. In
Escherichia coli, RecBCD enzyme is responsible for
the initial steps of homologous recombination. Pre-
vious work has revealed recD mutants to be nuclease
defective but recombination proficient. Despite this
proficiency, we show here that a recD null mutant is
defective for the repair of a two-ended DSB and that
this defect is associated with unregulated chromo-
some amplification and defective chromosome seg-
regation. Our results demonstrate that RecBCD plays
an important role in avoiding this amplification by
coordinating the two recombining ends in a manner
that prevents divergent replication forks progressing
away from the DSB site. p
The recombination and DNA replication systems of Es-
cherichia coli can provide insight into how chromosomes are
handled correctly to avoid segregation errors and how such
errors can arise when chromosomes are handled incorrectly. Escherichia coli DNA replication is initiated at a unique
origin (oriC) and proceeds bi-directionally around the cir-
cular chromosome until the two replication forks meet in
the terminus region (12). The two replicated copies of the
chromosome are then segregated accurately to the daugh-
ter cells. We have developed a system where we can induce
a replication-dependent DNA double-strand break (DSB)
in the lacZ gene approximately half way around the chro-
mosome on the right replichore (13). ABSTRACT The DSB is generated
by SbcCD-mediated cleavage of a DNA hairpin formed by
a long palindrome on one of the sister chromosomes dur-
ing replication and is accurately repaired by homologous
recombination using the un-cleaved sister chromosome as a
template. The palindrome-induced DSB repair (DSBR) re-
action is remarkably efficient, causing a fitness loss of only
0.6% per generation in fast-growing cells (14). DNA re-
pair is absolutely dependent on the action of RecBCD and
RecA mediated homologous recombination causing recB C⃝The Author(s) 2018. Published by Oxford University Press on behalf of Nucleic Acids Research.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which
permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. Published online 13 June 2018 Published online 13 June 2018 6670–6682
Nucleic Acids Research, 2018, Vol. 46, No. 13
doi: 10.1093/nar/gky463 Institute of Cell Biology, School of Biological Sciences, University of Edinburgh, King’s Buildings, Mayfield Road,
Edinburgh EH9 3FF UK Institute of Cell Biology, School of Biological Sciences, University of Edinburgh, King’s Bu
Edinburgh EH9 3FF, UK ogy, School of Biological Sciences, University of Edinburgh, King’s Buildings, Mayfield Roa
F UK Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 eceived December 18, 2017; Revised May 01, 2018; Editorial Decision May 07, 2018; Accepted June 08, 2018 Martin A. White, Department of Molecular and Cellular Biology, Harvard University, 52 Oxford Street, Cambridge, MA 02138, USA.
Manuel A. Lopez-Vernaza, Department of Biology, Maynooth University, Ireland. *To whom correspondence should be addressed. Tel: +44 131 650 5373; Fax: +44 131 650 6556; Email: d.leach@ed.ac.uk
Present addresses: *To whom correspondence should be addressed. Tel: +44 131 650 5373; Fax: +44 131 650 6556; Email: d.leach@ed.ac.uk
Present addresses:
Martin A. White, Department of Molecular and Cellular Biology, Harvard University, 52 Oxford Street, Cambridge, MA 02138, USA
Manuel A. Lopez-Vernaza, Department of Biology, Maynooth University, Ireland. *To whom correspondence should be addressed. Tel: +44 131 650 5373; Fax: +44 131 650 6556; Email: d.leach@ed.ac.uk *To whom correspondence should be addressed. Tel: +44 131 650 5373; Fax: +44 131 650 6556; Email: d.leach@ed.ac.uk
Present addresses:
Martin A. White, Department of Molecular and Cellular Biology, Harvard University, 52 Oxford Street, Cambridge, MA 02138, USA RecBCD coordinates repair of two ends at a DNA
double-strand break, preventing aberrant
chromosome amplification Martin A. White, Benura Azeroglu, Manuel A. Lopez-Vernaza, A. M. Mahedi Hasan and
David R. F. Leach*
Institute of Cell Biology School of Biological Sciences University of Edinburgh King’s Buildings Mayfield Road Martin A. White, Benura Azeroglu, Manuel A. Lopez-Vernaza, A. M. Mahedi Hasan and
David R. F. Leach* David R. F. Leach*
Institute of Cell Biology, School of Biological Sciences, University of Edinburgh, King’s Buildings, Mayfield Road,
Edinburgh EH9 3FF, UK RecA ChIP-seq Cells were fixed by the addition of formaldehyde (final con-
centration 1%) for 10 min at 22.5◦C to crosslink proteins
to DNA. Crosslinking was quenched by the addition of
0.5 M glycine. Cells were then collected by centrifugation
at 1500 × g for 7 min before washing three times in ice-
cold 1× PBS and re-suspending in 250 l of ChIP buffer
(10 ml ChIP buffer consists of 200 mM Tris–HCl (pH 8.0),
600 mM NaCl, 4% Triton X and 1 cOmplete™protease
inhibitor cocktail EDTA-free tablet). Samples were then
sonicated using a Diagenode Bioruptor® at 30 s intervals
for 10 min at high amplitude. After sonication, 350 l of
ChIP buffer was added to each sample and the samples
gently mixed by pipetting. Immunoprecipitation was per-
formed overnight at 4◦C using 1/100 anti-RecA antibody Chromosome marker frequency analysis A detailed description of materials and experimental
methodology can be found in supplementary file 1. A brief
summary is provided below. gDNA was isolated from 20 ml cultures using a Wiz-
ard Genomic DNA Purification Kit following manufac-
turer’s guidelines. Purified gDNA was treated with the
supplied RNase for 50 min and rehydrated overnight in
the supplied TE buffer at 4◦C. Three units of the RNase
blend Riboshredder was then added to further destroy con-
taminating RNA. Samples were then purified again by
phenol/chloroform extraction and ethanol precipitation. Libraries were prepared from the gDNA by Edinburgh
Genomics using an Illumina TruSeq DNA Sample Prep
kit. Edinburgh Genomics subsequently obtained paired-
end reads of the samples using an Illumina HiSeq 2000 plat-
form. Two biological repeats of each strain were acquired. Data were analysed as described in supplementary file 1. 2D gel electrophoresis and Southern blotting gDNA was isolated as described above for PFGE (‘plug’
method), except cells were concentrated to an OD600 of 100
in TEN buffer prior to mixing with a 0.8% low melting point
agarose in TEN buffer solution. Prior to restriction digest,
gDNA (in plugs) was washed six times in appropriate re-
striction buffer for 1 h at room temperature with agitation,
prior to overnight digestion at 37◦C in restriction buffer
with 600 units of restriction enzyme. Digested DNA was
loaded onto a 0.4% agarose gel in 1× TBE (89 mM Tris-
borate, 2 mM EDTA) at 1 V/cm for 24 h at 4◦C. Lanes con-
taining the separated DNA were cut out, rotated 90◦and
cast in a new gel composed of 1% agarose in 1× TBE sup-
plemented with 0.3 g ml−1 ethidium bromide. This gel (the
second dimension) was ran at 6 V/cm for 15 h in circulat-
ing 1x TBE buffer supplemented with 0.3 g ml−1 ethid-
ium bromide at 4◦C. DNA was then transferred to a pos-
itively charged nylon membrane by Southern blotting and
cross-linked to the membrane using UV-light. Chromosome
fragments of interest were detected using 32P -dATP incor-
porated radiolabeled DNA probes as described for PFGE. Data were analysed as described in supplementary file 1. In this work, we have analysed the behaviour of a recD
null mutant that is expected to repair DSBs using RecBC
enzyme. Previous studies have revealed that recD mu-
tants are recombination proficient and even have a hyper-
recombination (hyper-rec) phenotype in some assays (21)
despite being nuclease defective (22). However, here we
show that recD mutants are repair deficient when subjected
to two-ended palindrome induced DSBs. Furthermore, we
show that cells lacking RecD are unable to coordinate the
two ends of the DSB and this results in aberrant DNA repli-
cation and defective chromosome segregation. Bacterial strains and growth conditions All bacteria used in this study were derived from the non-
pathogenic E. coli K12 strain BW27784. Expression of
SbcCD and I-SceI was repressed or induced by the addi-
tion of glucose or arabinose at the indicated concentration. PsfiA-gfp expression and total cellular DNA content were as-
sayed by flow cytometry following 2 h of growth in the pres-
ence of arabinose/glucose. For all other experiments (except
growth curve, Supplementary Figure S1 and cellular viabil-
ity Figure 1A), cells were sampled following 1 h of growth
in the presence of arabinose/glucose. All materials used in
this study are listed in Supplementary Table S1. INTRODUCTION Organisms as distantly related as humans and bacteria have
evolved sophisticated mechanisms to ensure the stable in-
heritance of their genomes through successive generations. However, genome instability does occur and takes the form
of mutations, chromosome rearrangements, and both gene
and whole chromosome number variations (aneuploidy). Genome instability is an enabling characteristic of cancer
(1) and a direct cause of several human syndromes (e.g. Down syndrome and Klinefelter syndrome). These have
been attributed to aberrant DNA replication (e.g. (2)), ho- Nucleic Acids Research, 2018, Vol. 46, No. 13 6671 0.3 M NaCl, 0.03 M Na citrate and 0.1% SDS, and then for
30 min in a solution of 0.075 M NaCl, 0.0075 M sodium
citrate and 0.1% SDS. 0.3 M NaCl, 0.03 M Na citrate and 0.1% SDS, and then for
30 min in a solution of 0.075 M NaCl, 0.0075 M sodium
citrate and 0.1% SDS. and recA mutants to die when subjected to palindrome-
induced DSBs (13). The heterotrimeric RecBCD complex is a highly rapid
and processive DNA helicase-nuclease that generates ss-
DNA at broken DNA ends upon which it actively loads
RecA (15), the enzyme that catalyses DNA sequence
homology-dependent strand exchange. RecB and RecD are
helicases with opposite polarity (RecB, 3′ to 5′; RecD, 5′ to
3′). In addition to its helicase activity, RecB also possesses
nuclease activity. This activity requires an interaction with
RecD and is modulated upon binding of RecC to a polar oc-
tomeric sequence (5′-GCTGGTGG) known as Chi (16,17). RecBC can form a complex in the absence of RecD in vitro. In comparison to RecBCD, RecBC has reduced processivity
(18), lacks exonuclease activity (19) and constitutively loads
RecA independently of Chi (20). PFGE and Southern blotting (B, D) Quantitative assessment of the number of viable cells (the number of colony forming units per 1
ml of culture normalised to an optical density at 600 nm of 1) following 60 min of exponential growth with (B) SbcCD either expressed or not; (D) I-SceI
either expressed or not. (C) Cultures of strains containing the DNA palindrome or not were serially diluted and grown overnight under either conditions
where SbcCD was repressed following, or not, exposure to ultraviolet (UV)-light. Data for A) and C) are representative experiments; data for B) and D)
are represented as mean ± S.E.M., n = 3. No difference in viability was detected between the recD+ I-SceI+ I-SceIcs+ and recD−I-SceI+ I-SceIcs+ samples
(two-sample t test, P = 0.68). See also Supplementary Figure S1. Figure 1. RecD is required for cells to survive certain forms of DNA damage. (A) Cultures of strains containing the DNA palindrome or not were serially
diluted and grown overnight under either conditions where SbcCD was induced (SbcCD+), or repressed (SbcCD−). Colony formation at higher dilution
(lower OD600) indicates increased cellular viability. (B, D) Quantitative assessment of the number of viable cells (the number of colony forming units per 1
ml of culture normalised to an optical density at 600 nm of 1) following 60 min of exponential growth with (B) SbcCD either expressed or not; (D) I-SceI
either expressed or not. (C) Cultures of strains containing the DNA palindrome or not were serially diluted and grown overnight under either conditions
where SbcCD was repressed following, or not, exposure to ultraviolet (UV)-light. Data for A) and C) are representative experiments; data for B) and D)
are represented as mean ± S.E.M., n = 3. No difference in viability was detected between the recD+ I-SceI+ I-SceIcs+ and recD−I-SceI+ I-SceIcs+ samples
(two-sample t test, P = 0.68). See also Supplementary Figure S1. (Abcam, ab63797). Immunoprecipitated samples were then
incubated with Protein G Dynabeads® for 2 h with rota-
tion at room temperature. All samples were washed three
times with 1× PBS + 0.02% Tween-20 before re- suspend-
ing the Protein G Dynabeads® in 200 l of TE buffer +
1% SDS. 100 l of TE buffer + 1% SDS were added to the
input samples and all samples were then incubated at 65◦C
for 10 h to reverse the formaldehyde cross-links. DNA was
isolated using the MinElute PCR purification kit according
to manufacturer’s instructions. PFGE and Southern blotting DNA was eluted in 100 l of
TE buffer using a two-step elution. Samples were stored at
–20◦C. Two biological repeats of each strain were acquired. Libraries of the immunoprecipitated DNA were made using
NEBNext® ChIP-Seq library preparation kit. Briefly, the
samples were first subjected to end repair to fill in ssDNA
overhangs, remove 3′ phosphates and phosphorylate the 5′
ends of DNA. Klenow exo- was used to adenylate the 3′
ends of the DNA and NEBNext DNA adaptors (provided
in the NEBNext Multiplex Oligos for Illumina kit) were lig-
ated using T4 DNA ligase. After each step, the DNA was
purified using the Qiagen MinElute PCR purification kit according to the manufacturer’s instructions. After adap-
tor ligation, the adaptor-modified DNA fragments were en-
riched by PCR using primers (provided in the NEBNext
Multiplex Oligos for Illumina kit) corresponding to the be-
ginning of each adaptor. Finally, agarose gel electrophoresis
was used to size select adaptor-ligated DNA with an aver-
age size of approximately 300 bp. All samples were quanti-
fied on a Bioanalyzer (Agilent) before being sequenced on
either an Illumina® HiSeq 2500 (for DL4184, DL4201 and
DL5699) or HiSeq 4000 (for DL6204) by Edinburgh Ge-
nomics. Data were analysed as described in supplementary
file 1. PFGE and Southern blotting Genomic DNA (gDNA) in agarose plugs was digested
with I-SceI and fragments separated using a CHEF-DR II
PFGE (Biorad) machine at 6 V/cm for 10 h in 0.5× TBE
buffer at 4◦C. DNA was then transferred to a positively
charged nylon membrane by Southern blotting and cross-
linked to the membrane using UV-light. Chromosome frag-
ments of interest were detected using 32P -dATP incorpo-
rated radiolabeled DNA probes. Probes were hybridized to
membranes overnight at 65◦C in 10 ml of Church-Gilbert
buffer (7% SDS, 0.5 M NaH2PO4, 1 mM EDTA, 1% BSA),
then washed twice at 60◦C, first for 15 min in a solution of 6672 Nucleic Acids Research, 2018, Vol. 46, No. 13 1. RecD is required for cells to survive certain forms of DNA damage. (A) Cultures of strains containing the DNA palindrome or not were serially
d and grown overnight under either conditions where SbcCD was induced (SbcCD+), or repressed (SbcCD−). Colony formation at higher dilution
OD600) indicates increased cellular viability. (B, D) Quantitative assessment of the number of viable cells (the number of colony forming units per 1
ulture normalised to an optical density at 600 nm of 1) following 60 min of exponential growth with (B) SbcCD either expressed or not; (D) I-SceI
expressed or not. (C) Cultures of strains containing the DNA palindrome or not were serially diluted and grown overnight under either conditions
SbcCD was repressed following, or not, exposure to ultraviolet (UV)-light. Data for A) and C) are representative experiments; data for B) and D)
resented as mean ± S.E.M., n = 3. No difference in viability was detected between the recD+ I-SceI+ I-SceIcs+ and recD−I-SceI+ I-SceIcs+ samples
ample t test, P = 0.68). See also Supplementary Figure S1. Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by gue rom https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Figure 1. RecD is required for cells to survive certain forms of DNA damage. (A) Cultures of strains containing the DNA palindrome or not were serially
diluted and grown overnight under either conditions where SbcCD was induced (SbcCD+), or repressed (SbcCD−). Colony formation at higher dilution
(lower OD600) indicates increased cellular viability. All three subunits of the RecBCD complex are required to
survive cleavage of a DNA hairpin by SbcCD nuclease All three subunits of the RecBCD complex are required to
survive cleavage of a DNA hairpin by SbcCD nuclease (
g
)
A key intermediate in the DSB repair reaction, RecA pro-
tein bound to ssDNA, catalyses auto-cleavage of the tran-
scriptional repressor LexA (24), resulting in the DNA dam-
age response (known as the SOS response in E. coli). Induc-
tion of the SOS response can be detected using a reporter
consisting of the green fluorescence protein gene placed un-
der the SOS-inducible promoter PsfiA (25). To test if induc-
tion of a DSB induced the SOS response in the absence
of RecD, we integrated a copy of this reporter into the E. coli chromosome and quantified cellular GFP fluorescence
by flow cytometry. Consistent with a similar assay using a
PsfiA-gfp reporter on a plasmid (14), cleavage of the hair-
pin by SbcCD in RecBCD+ cells resulted in a highly repro-
ducible increase in GFP expression (Figure 2E). This DSB-
dependent increase in cellular GFP accumulation was more
dramatic, and possibly multi-modal, in the recD back-
ground (Figure 2E). In contrast to recB and recC mutants that are known to
be defective in homologous recombination (e.g. (13)), recD
mutants have been characterised as recombination profi-
cient (or even hyper-rec) in P1 transduction, Hfr mating and
red gam bacteriophage lambda crosses (21). It was there-
fore surprising that all three subunits of the RecBCD com-
plex were required for cells to survive in the presence of
an SbcCD-induced DSB (Figure 1A). In contrast to cul-
tures of RecBCD+ cells, 1 h of SbcCD expression in cul-
tures of recD mutants harbouring a 246 bp interrupted
DNA palindrome in the lacZ gene of the E. coli chromo-
some resulted in a 96% decrease in the number of viable
cells (Figure 1B); after 2 h of SbcCD expression cell mass
ceased to increase (Supplementary Figure S1). Consistent
with published data on recD mutants, these recD cells (un-
like the recB and recC cells) were able to survive DNA
damage induced by ultra-violet light (Figure 1C), indicat-
ing that the observed DNA repair defect is not a result of
the recD allele used in this study. Site-specific DSBs in-
duced at the same lacZ locus by the homing endonuclease
I-SceI resulted in an approximate 10-fold decrease in via-
bility of both RecBCD+ and recD cells (Figure 1D). All three subunits of the RecBCD complex are required to
survive cleavage of a DNA hairpin by SbcCD nuclease The
recD cells were not found to be more sensitive to an I-SceI
induced DSB than RecBCD+ cells (P = 0.68, two-sample t-
test). Flow cytometry To determine SOS induction from PsfiA-gfp, GFP fluores-
cence was measured using an Apogee A50 flow cytometer. Either two or three biological repeats of each strain and
condition were acquired. Relative cellular DNA contents
were measured in fixed cells by adding 1 ml of culture to 8
ml of 100% ethanol. Fixed cells were collected by centrifu- Nucleic Acids Research, 2018, Vol. 46, No. 13 6673 Nucleic Acids Research, 2018, Vol. 46, No. 13 6673 gation, washed twice in 1× PBS and re-suspended in 400 l
of 1× PBS. RNA was then degraded and DNA stained by
the addition of 100 l of a 1× PBS, 50 g ml−1 propidium
iodide, 500 l ml−1 RNaseA solution. Propidium iodide flu-
orescence (a measure of DNA content) was measured using
an Apogee A50 flow cytometer. Three biological repeats of
each strain and condition were acquired. and chromosome organization by wide-field fluorescence
imaging of strains harbouring an array of tetO and an ar-
ray of lacO sequences on either side of the palindrome inte-
gration site lacZ (23) and expressing TetR-YFP and LacI-
CFP from a constitutive promoter integrated in the chro-
mosome as well as HupA-mCherry (a non-sequence spe-
cific DNA binding protein) expressed from the native hupA
locus (Figure 2A). In contrast to RecBCD+ cells, the DSB
resulted in a large increase in the variability of cell size (Fig-
ure 2B), the number of visibly segregated lacZ loci (Figure
2C) and altered nucleoid morphology (Supplementary Fig-
ure S2). Cells also lacked the regular repeating pattern of
twin YFP/CFP foci observed in controls (Figure 2A and
Supplementary Figure S2) and often contained invagina-
tions (division septa) that were clearly displaced from mid-
cell (e.g. Figure 2A). Although complex and variable in na-
ture, these cellular phenotypes are all consistent with defec-
tive chromosome segregation. Microscopy Cells were grown in M9 minimal growth media supple-
mented with 0.2% glycerol and 1 ng ml−1 anhydrotetracy-
cline at 37◦C. 10 l of cell culture was mounted on a pad
of 1% agarose.H2O, covered with #1.5 coverslip and im-
aged by widefield fluorescence microscopy at a resolution
of 100 nm X, 100 nm Y, 200 nm Z using a Zeiss Axiovert
200 fluorescence microscope equipped with a 100× Objec-
tive NA1.4 phase objective with a 1.6× Optivar, Photomet-
rics Evolve 512 EMCCD camera, Xenon light source and
piezo stage. The microscope was controlled using Meta-
morph software. Acquired images were deconvolved using
Autoquant X2 and visualized and processed using FIJI. Three biological repeats were acquired for each strain. DNA synthesis is an essential intermediate stage of
DSBR. Total cellular DNA content was assayed by flow
cytometry following fixation, RNase treatment and propid-
ium iodide staining. Hairpin cleavage by SbcCD had no no-
table effect on cellular DNA content in RecBCD+ samples
but resulted in a very broad distribution of DNA content
in recD cells, most of which possessed significantly more
DNA than recD cells that did not experience an induced
DSB (Figure 2D). Broken DNA ends are recombinogenic in the absence of RecD To test if a specific recombination intermediate accumu-
lated in recD cells subject to the DSB, we examined a
174 kb region flanking the DSB locus (lacZ) by pulsed-field
gel electrophoresis (PFGE) and Southern blotting (Figure
3A). This large region of chromosomal DNA was selected
due to the high processivity of RecBCD. In the presence of
RecBCD, the DSB is repaired quickly and efficiently with
no detectable alteration in DNA state at this level of reso-
lution (Figure 3B, (13)). In contrast, in the absence of ei-
ther RecB or RecC proteins, linear intact DNA was lost
in response to the DSB and broken DNA accumulated as
a range of sizes (Figure 3B, (13)). In the absence of RecD
protein, cells subject to the DSB also accumulated broken
DNA, but in a more discreet range of sizes, particularly with DSB repair in the absence of RecD results in asymmetric cell
divisions, defective chromosome segregation, increased cellu-
lar DNA content and strong induction of the DNA damage
response To test the physiological consequence of the RecBC-
dependent DSB repair, we assessed cellular morphology 6674 Nucleic Acids Research, 2018, Vol. 46, No. 13 2. DSB repair in the absence of RecD results in altered cellular physiology. (A) Micrographs of RecBCD+ and recD cells containing or not the
palindrome (Pal) following 60 min of SbcCD expression. Cells harboured an array of tetO and lacO sequences on either side of the palindrome
tion site (lacZ) and expressed TetR-YFP (green) and LacI-CFP (magenta) from a constitutive promoter. Scale bar shows 5 m. (B) Distribution
engths and the coefficient of variation (CV). Data are for 3 biological repeats combined. (C) Histogram showing the distribution of number of
ble LacI-CFP and TetR-YFP foci per cell and the coefficient of variation (CV). Data are the cumulative data from 3 biological repeats. (D) Cellular
ontent of >100,000 cells was measured by flow cytometry following 2 hours of exponential growth with SbcCD expression either induced or
ed in cells containing the palindrome or not. Data is from a single representative experiment. (E) Expression of green fluorescence protein (GFP)
e DNA-damage inducible promoter PsfiA as measured by flow cytometry following two hours of exponential growth with SbcCD either expressed
At least 100 000 cells were measured for each sample. Data is from a single representative experiment. Broken DNA ends are recombinogenic in the absence of RecD For (B–E), data are displayed as a probability
ution function (PDF) to normalize for differences in total number of analysed cells. See also Supplementary Figure S2. Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on rom https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Figure 2. DSB repair in the absence of RecD results in altered cellular physiology. (A) Micrographs of RecBCD+ and recD cells containing or not the
DNA palindrome (Pal) following 60 min of SbcCD expression. Cells harboured an array of tetO and lacO sequences on either side of the palindrome
integration site (lacZ) and expressed TetR-YFP (green) and LacI-CFP (magenta) from a constitutive promoter. Scale bar shows 5 m. (B) Distribution
of cell lengths and the coefficient of variation (CV). Data are for 3 biological repeats combined. (C) Histogram showing the distribution of number of
detectable LacI-CFP and TetR-YFP foci per cell and the coefficient of variation (CV). Data are the cumulative data from 3 biological repeats. (D) Cellular
DNA content of >100,000 cells was measured by flow cytometry following 2 hours of exponential growth with SbcCD expression either induced or
repressed in cells containing the palindrome or not. Data is from a single representative experiment. (E) Expression of green fluorescence protein (GFP)
from the DNA-damage inducible promoter PsfiA as measured by flow cytometry following two hours of exponential growth with SbcCD either expressed
or not. At least 100 000 cells were measured for each sample. Data is from a single representative experiment. For (B–E), data are displayed as a probability
distribution function (PDF) to normalize for differences in total number of analysed cells. See also Supplementary Figure S2. Nucleic Acids Research, 2018, Vol. 46, No. 13 6675 Figure 3. RecD is not required for recombination intermediate formation. (A, B and D) Analysis of the state of a 174 Kb DNA fragment
DSB locus (intact, broken or branched) by pulsed-field gel electrophoresis and Southern blot, probed for both sides of the DSB locus (prox
to the origin of replication oriC) following induction of SbcCD expression for 60 min. DNA from a strain harbouring an I-SceI cleavage sit
which the palindrome is integrated was digested with I-SceI in vitro to act as marker for broken DNA (‘in vitro digest’). In vitro digestion wi
in low frequency cleavage at an endogenous chromosomal site (I-SceIcs*). Broken DNA ends are recombinogenic in the absence of RecD (C) Normalized enrichment of DNA in an 80 kb region cont
locus following RecA chromatin immunoprecipitation (ChIP) in RecBCD+ and recD mutants with and without a palindrome at lacZ, follo
of SbcCD expression for 60 min. To account for variability in sequencing depth, data were normalized using a median of ratios scaling f
was smoothed using a loess filter with a 2 kb window. All panels show results from single, representative experiments in which DNA repli
from left to right. See also Supplementary Figure S3. Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Figure 3. RecD is not required for recombination intermediate formation. (A, B and D) Analysis of the state of a 174 Kb DNA fragment containing the
DSB locus (intact, broken or branched) by pulsed-field gel electrophoresis and Southern blot, probed for both sides of the DSB locus (proximal and distal
to the origin of replication oriC) following induction of SbcCD expression for 60 min. DNA from a strain harbouring an I-SceI cleavage site in the locus in
which the palindrome is integrated was digested with I-SceI in vitro to act as marker for broken DNA (‘in vitro digest’). In vitro digestion with I-SceI results
in low frequency cleavage at an endogenous chromosomal site (I-SceIcs*). (C) Normalized enrichment of DNA in an 80 kb region containing the DSB
locus following RecA chromatin immunoprecipitation (ChIP) in RecBCD+ and recD mutants with and without a palindrome at lacZ, following induction
of SbcCD expression for 60 min. To account for variability in sequencing depth, data were normalized using a median of ratios scaling factor. The data
was smoothed using a loess filter with a 2 kb window. All panels show results from single, representative experiments in which DNA replication proceeds
from left to right. See also Supplementary Figure S3. Figure 3. RecD is not required for recombination intermediate formation. (A, B and D) Analysis of the state of a 174 Kb DNA fragment containing the
DSB locus (intact, broken or branched) by pulsed-field gel electrophoresis and Southern blot, probed for both sides of the DSB locus (proximal and distal
to the origin of replication oriC) following induction of SbcCD expression for 60 min. Broken DNA ends are recombinogenic in the absence of RecD DNA from a strain harbouring an I-SceI cleavage site in the locus in
which the palindrome is integrated was digested with I-SceI in vitro to act as marker for broken DNA (‘in vitro digest’). In vitro digestion with I-SceI results
in low frequency cleavage at an endogenous chromosomal site (I-SceIcs*). (C) Normalized enrichment of DNA in an 80 kb region containing the DSB
locus following RecA chromatin immunoprecipitation (ChIP) in RecBCD+ and recD mutants with and without a palindrome at lacZ, following induction
of SbcCD expression for 60 min. To account for variability in sequencing depth, data were normalized using a median of ratios scaling factor. The data
was smoothed using a loess filter with a 2 kb window. All panels show results from single, representative experiments in which DNA replication proceeds
from left to right. See also Supplementary Figure S3. 6676 Nucleic Acids Research, 2018, Vol. 46, No. 13 regards to the DSB end corresponding the oriC proximal
side of the DSB locus (Figure 3B). In contrast to recB and
recC mutants, a significant proportion of DNA isolated
from recD cells failed to exit the wells of the pulsed-field
gels (Figure 3B), indicating the accumulation of branched
DNA molecules. (Figure 3D). Compared to DNA isolated form recD sin-
gle mutant cells, there was a notable decrease in the rela-
tive amount of both linear intact DNA and broken DNA in
DNA isolated form recD ruvAB cells, with a concomi-
tant relative increase in the amount of branched DNA (Fig-
ure 3D). This indicates that in the absence of RecD, DSB
ends are processed by homologous recombination and pro-
ceed at least to the stage of Holliday junction formation. In order to recombine, RecA must be loaded onto the
broken DNA ends. Chromosomal binding of RecA was as-
sayed by RecA chromatin immunoprecipitation (ChIP) and
whole genome sequencing. In the absence of hairpin cleav-
age by SbcCD, and irrespective of the presence or absence
of RecD, DNA corresponding to a highly expressed gen-
tamycin resistance cassette that was inserted into the cynX
gene of the strains used in this study (13), was enriched
following RecA ChIP (Figure 3C). RecA ChIP was previ-
ously shown to result in a general enrichment of highly ex-
pressed genes (26) and may be caused by true RecA bind-
ing, a bias in crosslinking efficiency (27), or some other un-
known reason. DSB repair in the absence of RecD results in aberrant chro-
mosome amplification The recD specific increase in total cellular DNA content
following induction of the DSB (Figure 2D) could be caused
by ongoing timely DNA replication initiation at oriC in the
absence of cellular division and/or aberrant DNA repli-
cation initiation events. The DNA replication profile was
assayed by marker frequency analysis (MFA) of DNA ex-
tracted from asynchronous, exponentially growing cultures
of cells. In the absence of hairpin cleavage by SbcCD, and
irrespective of the presence or absence of RecD, relative
copy number peaked close to the single origin of replication
oriC and decayed on either side before reaching a minimum
close to a sequence known as dif that sits approximately
half way along the circular chromosome from oriC (Figure
4A, B). This observation is consistent with bi-directional
replication originating at oriC and holds true for DNA ex-
tracted from RecBCD+ cells undergoing hairpin cleavage by
SbcCD (28), Figure 4B. In contrast, DNA extracted from
recD cells undergoing hairpin cleavage by SbcCD showed
a maximal peak that maps close to the DSB locus (Figure
4B). This DSB-dependent alteration in relative DNA abun-
dance is most clearly visualised by normalising the results
obtained for cultures subject to the DSB by the results ob-
tained for an isogenic strain not subject to the DSB (Fig-
ure 4C). This analysis showed a DSB-dependent increase in
DNA that extends on one side from the palindrome to a se-
quence known as terB in the chromosome terminus and on
the other side from the palindrome to the rrnE operon, with
a dip observed at the rrnH operon (Figure 4D). terB belongs
to family of DNA sequences in the E. coli genome that bind
Tus protein and blocks DNA replication in a polar manner
(12). rrnH and rrnE are two of the seven heavily transcribed
E. coli ribosomal RNA operons that are all transcribed in
the same direction as DNA replication originating from
oriC. These results are consistent with a DSB-dependent
initiation of replication in recD cells that can extend from
one side of the break before being blocked by terB and on
the other side of the break before being blocked first by rrnH
and subsequently by rrnE. This DSB-dependent amplifica-
tion was not observed in cultures of RecBCD+ cells (Figure
4B, Supplementary Figure S4, (28)). Following RecA-catalysed strand exchange, homolo-
gous recombination in E. Broken DNA ends are recombinogenic in the absence of RecD In contrast, in response to hairpin cleavage
by SbcCD, and again irrespective of the presence (28) or
absence of RecD, RecA ChIP-seq revealed RecA binding to
the DNA flanking both sides of the DSB locus (Figure 3C
and Supplementary Figure S3) indicating that recD mutants
are capable of loading RecA onto both ends of the DSB at
the population level. Given that RecBC and the ATP bind-
ing mutant RecBCDK177Q are approximately 10 times less
processive than RecBCD in vitro (18,29,30), we were sur-
prised that approximately ±20 kb of DNA from the palin-
drome was enriched for RecA binding in both RecBCD+
and recD strains (Figure 3C). Unlike RecBCD+ cultures,
RecA binding was detected between the palindrome and the
nearest active Chi sites when RecA ChIP was performed on
recD cultures (Figure 3C), consistent with the ability of
RecBC to load RecA in a Chi-independent manner. There
was a close correlation between the peak of binding and the
location of the nearest active Chi sequences for both the
RecBCD+ and recD samples (Figure 3C). However, in the
case of the recD mutant this close correlation was coinci-
dental as the peak of RecA enrichment was not influenced
by the position of Chi. It is also noticeable that the amount
of RecA bound to the two sides of the DSB is more equal
in the recD mutant than in the RecBCD+ cells. This may
reflect a higher probability, in the presence of fully active
RecBCD enzyme, of degrading the origin distal arm of the
break all the way to the replication fork converting a two-
ended break to a one-ended break. This binding of RecA
to the chromosome in response to the induced DSB is suf-
ficient to induce the DNA damage response (Figure 2E). DSB repair in the absence of RecD results in aberrant chro-
mosome amplification coli chromosome with relative positions of loci of interest (oriC, rrnE, lacZ, dif, terB and the classically defined genomic position
0). (B) Marker Frequency Analysis of DNA isolated from recD+ and recD cells containing or not the palindrome (Pal) following 1 h of exponential
growth with induced SbcCD expression. Data are the mean of two biological repeats, error bars show the range. Data was averaged using a 10 kb window. (C and D) DSB-dependent change in relative DNA abundance isolated from recD cells. Data values for recD SbcCD+ Pal−and recD SbcCD+ Pal+
are the average of two biological repeats normalized by the total number of mapped reads. Data was averaged using either a 10 kb window (C), or a 1 kb
window (D). Figure 4. In the absence of RecD, cleavage of the palindrome by SbcCD results in an ectopic origin of chromosomal DNA replication. (A) Diagram of the
single, circular 4.6 Mb E. coli chromosome with relative positions of loci of interest (oriC, rrnE, lacZ, dif, terB and the classically defined genomic position
0). (B) Marker Frequency Analysis of DNA isolated from recD+ and recD cells containing or not the palindrome (Pal) following 1 h of exponential
growth with induced SbcCD expression. Data are the mean of two biological repeats, error bars show the range. Data was averaged using a 10 kb window. (C and D) DSB-dependent change in relative DNA abundance isolated from recD cells. Data values for recD SbcCD+ Pal−and recD SbcCD+ Pal+
are the average of two biological repeats normalized by the total number of mapped reads. Data was averaged using either a 10 kb window (C), or a 1 kb
window (D). with MFA analysis (Figure 4C), this blocked DNA repli-
cation species was substantially more abundant in DNA
isolated from recD cells subject to the DSB than DNA
isolated from RecBCD+ cells subject to the DSB (Figure
5E). RecA ChIP of DNA isolated from recD cells sub-
ject to hairpin cleavage by SbcCD showed a peak of enrich-
ment, oriC-distal to the rrnH locus that was not observed in
RecBCD+ cells or recD cells not subject to hairpin cleav-
age by SbcCD (Figure 5F), suggesting that DNA replica-
tion forks moving from the palindrome towards oriC are
blocked at rrnH and processed by homologous recombina-
tion. DSB repair in the absence of RecD results in aberrant chro-
mosome amplification coli results in the formation
of branched 4-strand DNA structures known as Holliday
junctions that are resolved by the Holliday junction re-
solvase complex RuvABC (31). If the cleaved chromosomes
of recD cells were proceeding to Holliday junction forma-
tion, then inactivation of RuvABC (e.g. by deletion of the
ruvAB operon) would result in branched DNA that would
fail to exit the wells of gels subject to PFGE (31). Consis-
tent with previous reports and the accumulation of Holliday
junctions, DNA isolated from ruvAB cells subject to hair-
pin cleavage by SbcCD showed a reduction in intact, linear
DNA and a concomitant increase in branched DNA species DNA replication intermediates can be isolated by 2D
gel electrophoresis and the direction of replication deter-
mined by integration of an appropriately oriented ectopic
terB sequence (Figure 5A) (28). 2D gel analysis of a 7.7 kb
DNA fragment containing the DSB locus showed a DSB-
dependent increase in DNA replication intermediates in
RecBCD+ cells (Figure 5B). Integration of an ectopic terB
sequence (oriented to block DNA replication proceeding Nucleic Acids Research, 2018, Vol. 46, No. 13 6677 Figure 4. In the absence of RecD, cleavage of the palindrome by SbcCD results in an ectopic origin of chromosomal DNA replication. (A) Diagram of the
single, circular 4.6 Mb E. coli chromosome with relative positions of loci of interest (oriC, rrnE, lacZ, dif, terB and the classically defined genomic position
0). (B) Marker Frequency Analysis of DNA isolated from recD+ and recD cells containing or not the palindrome (Pal) following 1 h of exponential
growth with induced SbcCD expression. Data are the mean of two biological repeats, error bars show the range. Data was averaged using a 10 kb window. (C and D) DSB-dependent change in relative DNA abundance isolated from recD cells. Data values for recD SbcCD+ Pal−and recD SbcCD+ Pal+
are the average of two biological repeats normalized by the total number of mapped reads. Data was averaged using either a 10 kb window (C), or a 1 kb
window (D). Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Figure 4. In the absence of RecD, cleavage of the palindrome by SbcCD results in an ectopic origin of chromosomal DNA replication. (A) Diagram of the
single, circular 4.6 Mb E. DSB repair in the absence of RecD results in aberrant chro-
mosome amplification Finally, replication intermediates were also detected
at ykgP::terB::eaeH progressing towards oriC in response towards the origin of replication, oriC) into this fragment
(lacI::terB, Figure 5A) resulted in accumulation of a specific
DNA replication intermediate that was dependent on the
presence of a palindrome at lacZ (Figure 5C). This indicates
that in the presence of RecBCD, cells that have been sub-
ject to hairpin cleavage by SbcCD can initiate DNA repli-
cation with the origin distal end of the DSB and that this
replication can elongate towards oriC. 2D gel electrophore-
sis of DNA isolated from strains with an ectopic terB se-
quence integrated 55 KB upstream of the DSB locus (to-
wards oriC, ykgP::terB::eaeH, Figure 5D) indicated that in
a fraction of RecBCD+ cells, this replication can elongate
at least 55 KB from the DSB site (Figure 5E). Consistent 6678 Nucleic Acids Research, 2018, Vol. 46, No. 13 6678 Nucleic Acids Research, 2018, Vol. 46, No. 13 to I-SceI induced DSBs (Figure 5G). In contrast to SbcCD-
mediated DSBs, this replication was easily detected in DNA
isolated from RecBCD+ cells and only mildly increased by
the absence of RecD. The percentage of radiolabelled probe
detected at stalled fork was 2.9 ± 0.1% in DNA extracted
from RecBCD+ cells compared to 4.3 ± 1.1% in DNA ex-
tracted from recD cells (n = 3, ± standard error of the
mean). DISCUSSION Coordination between the two ends of DNA double-strand
breaks (DSBs) is critical for their accurate repair. The two
ends must invade an appropriate single region of DNA ho-
mology. Furthermore, a processive DNA replication fork
must not be set up at one end that moves past the location
of the other end before it has also been synapsed. Invasion
of the second end after the passage of the first replication
fork can result in two outwardly facing, divergent forks with
the potential to over-replicate part, or all, of the chromo-
some. In eukaryotic cells, resection of the DNA at the site
of a DSB occurs mainly on the 5′ DNA strand leaving the
3′ end close to the site of the break. It seems that coordi-
nation of the two ends may involve limited DNA synthesis
from the first invading end to extend the D-loop, followed
by second-end capture. Second-end capture prevents break-
induced replication and promotes gene conversion through
the operation of a recombination execution checkpoint that
senses the proximity and orientation of the two recombin-
ing ends (32). The situation in E. coli is different as both the
3′ and 5′ ended DNA strands at the DSB are unwound (and
under some conditions degraded) until a Chi site is recog-
nised whereupon a cleaved 3′ ended strand binds RecA and
initiates strand invasion and synapsis with the homologous
template (16). Given that appropriately oriented Chi sites
are likely to be separated from each other by many thou-
sands of base pairs and each recombining end is understood
to set up a processive replication fork to restore any missing
DNA, it is remarkable that the two ends are well coordi-
nated. How this coordination is achieved is unknown, but Figure 5. DNA synthesis progressing towards the origin of replication is
detected following induction of a DNA double-strand break. (A) Diagram showing the location and orientation of lacI::terB. (B) and (C) analysis of
DNA structure within a 7 Kb fragment containing the palindrome integra-
tion site and either an ectopic terB sequence (lacI::terB) oriented to block
DNA replication proceeding towards oriC (C) or not (B) by 2D gel elec-
trophoresis in RecBCD+ cells containing or not the palindrome in lacZ fol-
lowing 1h of growth with induced SbcCD expression. (D) Diagram show-
ing the location and orientation of ykgP::terB::eaeH. showing the location and orientation of lacI::terB. (B) and (C) analysis of
DNA structure within a 7 Kb fragment containing the palindrome integra-
tion site and either an ectopic terB sequence (lacI::terB) oriented to block
DNA replication proceeding towards oriC (C) or not (B) by 2D gel elec-
trophoresis in RecBCD+ cells containing or not the palindrome in lacZ fol-
lowing 1h of growth with induced SbcCD expression. (D) Diagram show-
ing the location and orientation of ykgP::terB::eaeH. (E and G) Analy-
sis of DNA structure by 2D gel electrophoresis of a chromosome frag-
ment located 55 Kb oriC proximal to lacZ and containing an ectopic terB
site (ykgP::terB::eaeH) that blocks DNA replication proceeding towards
oriC. (E) DNA isolated from RecBCD+ and recD cells containing the
palindrome in lacZ following 1h of growth with SbcCD either expressed
(SbcCD+) or repressed (SbcCD−). (G) DNA isolated from RecBCD+ and
recD cells containing an I-SceI cleavage site (I-SceIcs+) in lacZ follow-
ing 1h of growth with I-SceI expression either induced (I-SceI+) or not (I-
SceI−). Green arrows indicate the location were linear DNA fragments mi-
grate. Purple arrows indicate the location were branched DNA molecules
blocked at terB migrate. (F) Normalised enrichment of DNA in a 50 kb
region containing the rrnH locus following RecA chromatin immunopre-
cipitation (ChIP). Data were both normalized using a median of ratios
scaling factor and smoothed using a 1 kb loess filter. Data for all panels is
representative from one biological repeat. DISCUSSION (E and G) Analy-
sis of DNA structure by 2D gel electrophoresis of a chromosome frag-
ment located 55 Kb oriC proximal to lacZ and containing an ectopic terB
site (ykgP::terB::eaeH) that blocks DNA replication proceeding towards
oriC. (E) DNA isolated from RecBCD+ and recD cells containing the
palindrome in lacZ following 1h of growth with SbcCD either expressed
(SbcCD+) or repressed (SbcCD−). (G) DNA isolated from RecBCD+ and
recD cells containing an I-SceI cleavage site (I-SceIcs+) in lacZ follow-
ing 1h of growth with I-SceI expression either induced (I-SceI+) or not (I-
SceI−). Green arrows indicate the location were linear DNA fragments mi-
grate. Purple arrows indicate the location were branched DNA molecules
blocked at terB migrate. (F) Normalised enrichment of DNA in a 50 kb
region containing the rrnH locus following RecA chromatin immunopre-
cipitation (ChIP). Data were both normalized using a median of ratios
scaling factor and smoothed using a 1 kb loess filter. Data for all panels is
representative from one biological repeat. Figure 5. DNA synthesis progressing towards the origin of replication is
detected following induction of a DNA double-strand break. (A) Diagram Figure 5. DNA synthesis progressing towards the origin of replication is
detected following induction of a DNA double-strand break. (A) Diagram Nucleic Acids Research, 2018, Vol. 46, No. 13 6679 we show here that it is deregulated in a recD mutant im-
plying that fully functional RecBCD enzyme is required for
good coordination of ends. It is interesting to note, given the
appearance that prokaryotic and eukaryotic systems might
operate differently, that mec1 (and mec1 tel1) mutants of
Saccharomyces cerevisiae, that are defective for the DNA
damage checkpoint, frequently become disomic for chro-
mosome VIII in a reaction suppressed by overexpression
of the DNA2 gene encoding an exonuclease/helicase impli-
cated in end resection during recombination (33). The simi-
larities of the roles of RecBCD and DNA2 in end resection
and their proposed roles in limiting over-replication leading
to aneuploidy are intriguing. of the DSB in a recD mutant strain consistent with aberrant
replication (Figure 4C). Aberrant replication is confirmed
by 2-D gel analysis of chromosomes containing an ectopic
terB site, providing evidence of DNA replication forks pro-
gressing towards the origin of replication at a site 55 Kb
origin-proximal of the DSBR event (Figure 5C) that lead
to DNA double-strand end formation and RecA binding
adjacent to the rrnH operon (Figure 5D). recD mutants repair and re-cleave DNA at the site of a DNA
palindrome From a genetic perspective a recD null mutant is defec-
tive for the repair of palindrome-induced DSBs (Figure 1). This is surprising given the observation that in all other as-
says performed to date recD mutants have been found to
be recombination proficient (21). However, when we anal-
ysed the behaviour of this mutant on pulsed field gels, we
observed that the situation was more complicated. DNA
fragments, un-cleaved DNA and branched molecules all
accumulated in a recD mutant, following formation of a
palindrome-induced break (Figure 3A). Fragments corre-
sponding to palindrome cleavage could readily be detected
as sharp bands by Southern blotting and these accumulated
at 60 minutes of SbcCD induction. This was different from
the situation observed for a recB mutant, where the cleaved
DNA fragments were further degraded (presumably by one
or more of the numerous nucleases in E. coli cells) between
30 and 60 min of induction creating a notably smeared band
(13). This, coupled with the observation of little or no loss
of the intact un-cleaved fragment and an accumulation of
hybridising material in the wells of the gel suggested that
repair and re-cleavage were ongoing in the recD mutant
(Figure 6). That repair is indeed ongoing in the absence of
RecD was confirmed by observing a loss of cleaved prod-
ucts and un-cleaved DNA, accompanied by an accumula-
tion of branched molecules in a recD ruvAB mutant under-
going DSBR (Figure 3D). This repair and re-cleavage leads
to RecA binding to DNA ends (Figure 3C), a stronger SOS
response (Figure 2E) and an accumulation of extra DNA
per cell that is readily detected by flow cytometry (Figure
2D). RecA binding reveals extensive unwinding by RecBC enzyme
and DSBR at the rrnH locus consistent with replication fork
breakage RecA ChIP-seq has revealed the pattern of RecA dis-
tribution at a DSB catalysed by RecBC enzyme (Fig-
ure 3C). RecA binding rises directly from the site of the
double-strand break as expected for an enzyme lacking
Chi-regulated exonuclease activity (16). The distribution
of RecA binding at the lacZ locus where the palindrome-
induced DSB is located is surprisingly similar in overall
aspect to that observed in a RecBCD+ strain, including
a correlation of peak DNA enrichment with the nearest
active Chi sequences (in this case,
an artificial array of
three closely spaced Chi sequences (23) integrated 1.5 Kb
either side of the DSB locus). This suggests that the un-
winding catalysed by RecBC enzyme covers approximately
the same genomic region as unwinding by RecBCD enzyme. The recD DSB-specific enrichment at the rrnH locus (Fig-
ure 5D) and corresponding loss of DNA sequence by MFA
analysis (Figure 4D) is consistent with recombination fol-
lowing replication fork reversal as was previously shown to
occur at inverted rrn operons (34). RecBCD enzyme co-ordinates the two ends at the site of
DSBR The reason that recD mutants re-cleave their chromo-
somes at the site of a palindrome, whereas recBCD+ cells
do not, is unknown. However, it should be noted that un-
coordinated repair is predicted to allow repair forks to pass
though the palindrome in one (or other) direction as is the
case for normal replication forks that lead to hairpin cleav-
age by SbcCD. This raises the hypothesis that the lack of
palindrome re-cleavage in recBCD+ cells reflects some as-
pect of the coordination of DNA ends. The lack of co-ordination between the two ends of the DSB
that we propose to occur at a higher frequency in recD
mutants (Figure 6), leads to aberrant amplification of the
chromosome in a reaction that would lead to three progeny
chromosomes from two parental chromosomes if replica-
tion were allowed to progress around the genome. However,
over-replication extends only as far as the rrnE operon on
the origin-proximal side of the break and to terB on the
origin-distal side of the break. This means that the two fully
replicated chromosomes are connected via a bridge of DNA
extending for up to one half of the length of the genome. This bridge would become extended to twice the length of
the entire chromosome by the next rounds of replication DISCUSSION It is interesting
to note that the accumulation of DNA in a recD mutant
following attempted DSBR is higher on the origin-distal
side of the break than on the origin-proximal side of the
break. This suggests a higher frequency of invasion of the
origin proximal end than the origin-distal end followed by
re-cleavage and re-invasion setting up multiple forks follow-
ing each other towards the terminus. The reason for this bias
towards recombination of the origin-proximal end is cur-
rently unknown. However, this is the DNA end that needs
to recombine in order to restore a replication fork progress-
ing in the correct direction towards the terminus of the chro-
mosome and the cell may favour this reaction (Figure 6). recD mutants repair and re-cleave DNA at the site of a DNA
palindrome Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR MFA of DNA undergoing palindrome-induced DSBR has
revealed an accumulation of DNA sequence on both sides 6680 Nucleic Acids Research, 2018, Vol. 46, No. 13 Figure 6. Model for RecBCD-mediated control of DSB-induced DNA synthesis. In the presence of RecBCD, the two ends at the site of a DSB undergo
coordinated invasion of the sister chromosome to generate two convergent replication forks that are responsible for the replacement of genetic information
lost during end processing. If one of the convergent forks is established before the other and causes the second fork to be reversed, the extruded double-
strand end is readily degraded by RecBCD to restore a replication fork. By contrast in the absence of RecD, RecBC either catalyses uncoordinated end
invasion or, if end invasion is coordinated, cannot deal with the subsequent fork reversal of one of the convergent forks. Cleavage by RuvABC of the
Holliday junction caused by fork reversal that restores one of the ends converting coordinated end invasion to uncoordinated end invasion. In either
scenario of uncoordinated end invasion in the absence of RecD, the palindrome is re-cleaved, the chromosome is amplified and viability is lost. Downloaded from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on from https://academic.oup.com/nar/article/46/13/6670/5036844 by guest on 11 August 2020 Figure 6. Model for RecBCD-mediated control of DSB-induced DNA synthesis. In the presence of RecBCD, the two ends at the site of a DSB undergo
coordinated invasion of the sister chromosome to generate two convergent replication forks that are responsible for the replacement of genetic information
lost during end processing. If one of the convergent forks is established before the other and causes the second fork to be reversed, the extruded double-
strand end is readily degraded by RecBCD to restore a replication fork. By contrast in the absence of RecD, RecBC either catalyses uncoordinated end
invasion or, if end invasion is coordinated, cannot deal with the subsequent fork reversal of one of the convergent forks. Cleavage by RuvABC of the
Holliday junction caused by fork reversal that restores one of the ends converting coordinated end invasion to uncoordinated end invasion. In either
scenario of uncoordinated end invasion in the absence of RecD, the palindrome is re-cleaved, the chromosome is amplified and viability is lost. from oriC if the chromosome did not suffer further cleav-
age events. Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR This is ef-
fectively uncoordinated recombination of the two ends al-
beit mediated via the regeneration of one end following an
initially coordinated reaction. In a wild type cell, RecBCD
enzyme would rapidly digest the double-strand end gen-
erated by RFR, regenerating a replication fork structure
and thereby prevent uncoordinated recombination. Further
work will be required to distinguish between these possibil-
ities and to understand how RecBCD enzyme ensures the
proper coordination of ends. from oriC if the chromosome did not suffer further cleav-
age events. However, re-cleavage of the palindrome has been
demonstrated during repair (see above) and new rounds of
cleavage are expected to be associated with new rounds of
replication. These further cleavage events and associated
uncoordinated repair events will further interlink the chro-
mosomes in complex ways that will impede accurate seg-
regation. If the chromosomes are to segregate, any bridge
DNA will need to be broken at some point along its length
leading to chromosomes with partially replicated tails. Al-
ternatively, segregation is blocked and this may be the major
contributor to the cell death phenotype observed in the recD
mutant. Indeed, recD cells show clear indication of defec-
tive chromosome segregation (Figure 2A and Supplemen-
tary Figure S2). Over twenty years ago Tokyo Kogoma and
colleagues observed that recD mutants exhibited an elevated
frequency of induced stable DNA replication (35). Ko-
goma hypothesised that this was because of un-coordinated
DSBR leading to chromosome over-replication (36). This
is precisely what we have seen here, except that the initial
replication associated with the uncoordinated repair does
not extend all the way around the chromosome but is ef-
fectively blocked by the rrnH operon and by terB and that
further cleavage and uncoordinated repair events increase
the complexity of the chromosomal products. first scenario, one end invades before the other because of a
missing property of the RecBC enzyme. What this might be
is unknown but it is intriguing to note that both monomeric
and dimeric forms of RecBCD are evident following pu-
rification of the protein (37). Furthermore the RecD2 he-
licase of Deinococcus radiodurans dimerises (38) suggesting
that the dimeric form of RecBCD might be mediated via
the RecD subunit. Could the dimerization of two RecBCD
monomers each engaged with one end mediate their coordi-
nation? Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR However, re-cleavage of the palindrome has been
demonstrated during repair (see above) and new rounds of
cleavage are expected to be associated with new rounds of
replication. These further cleavage events and associated
uncoordinated repair events will further interlink the chro-
mosomes in complex ways that will impede accurate seg-
regation. If the chromosomes are to segregate, any bridge
DNA will need to be broken at some point along its length
leading to chromosomes with partially replicated tails. Al-
ternatively, segregation is blocked and this may be the major
contributor to the cell death phenotype observed in the recD
mutant. Indeed, recD cells show clear indication of defec-
tive chromosome segregation (Figure 2A and Supplemen-
tary Figure S2). Over twenty years ago Tokyo Kogoma and
colleagues observed that recD mutants exhibited an elevated
frequency of induced stable DNA replication (35). Ko-
goma hypothesised that this was because of un-coordinated
DSBR leading to chromosome over-replication (36). This
is precisely what we have seen here, except that the initial
replication associated with the uncoordinated repair does
not extend all the way around the chromosome but is ef-
fectively blocked by the rrnH operon and by terB and that
further cleavage and uncoordinated repair events increase
the complexity of the chromosomal products. first scenario, one end invades before the other because of a
missing property of the RecBC enzyme. What this might be
is unknown but it is intriguing to note that both monomeric
and dimeric forms of RecBCD are evident following pu-
rification of the protein (37). Furthermore the RecD2 he-
licase of Deinococcus radiodurans dimerises (38) suggesting
that the dimeric form of RecBCD might be mediated via
the RecD subunit. Could the dimerization of two RecBCD
monomers each engaged with one end mediate their coordi-
nation? In the second scenario, the two ends invade in a co-
ordinated manner but one assembles a replisome before the
other. As the active replication fork approaches the inactive
one, the latter undergoes a replication fork reversal (RFR)
reaction. This might be catalysed by positive supercoiling
ahead of the active fork (39) or by RuvAB action (40). Fol-
lowing RFR, RuvC cleaves the Holliday junction that has
formed and the second end is thus regenerated. This end is
now free to recombine with the intact replicated DNA to
generate the outward directed replication forks. Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR It is therefore possible that
we detected RecBC-mediated reactions in recD+ cells due
to the multitude of DSBs created by I-SceI cleavage. An
additional reason for the loss of viability of the recD mu-
tant cells undergoing DSBR following palindrome cleavage
is likely to be palindrome re-cleavage during repair. This will
compound the problems associated with the chromosomal
consequences of uncoordinated DSBR by creating further
rounds of uncoordinated DSBR. be possible is attested to by the copying of entire yeast
chromosome arms by break-induced replication (10,43). Alternatively, if a partially over-replicated chromosome
is inherited this could lead to copy number variation
by further processing to incorporate the over-replicated
section of DNA into the genome. ACKNOWLEDGEMENTS We thank John Eykelenboom and Cheryl Lowans for pre-
liminary data, Julia Mawer for construction of strains
DL4193 and DL4196 and help with Southern blots,
Rachael Stobbs for help with viability tests and PFGE
experiments, and Edinburgh Genomics for the whole
genome sequencing. Edinburgh Genomics is partly sup-
ported through core grants from Natural Environment Re-
search Council [R8/H10/56]; Medical Research Council
[MR/K001744/1]; and Biotechnology and Biological Sci-
ences Research Council [BB/J004243/1]. [
/
/ ]
Author contributions: Conceptualization, M.A.W. and
D.R.F.L.; Methodology, M.A.W. and D.R.F.L.; Investiga-
tion, M.A.W., B.A., M.A.L. and A.M.M.H; Resources,
D.R.F.L.; Writing – Original Draft, M.A.W., B.A. and
D.R.F.L.; Writing – Review & Editing, M.A.W., B.A. and
D.R.F.L.; Visualization, M.A.W. and D.R.F.L.; Supervi-
sion, D.R.F.L.; Funding Acquisition, D.R.F.L. 3/6670/5036844 by guest on 11 August 2020 DATA AVAILABILITY The data files used for chromosome marker frequency anal-
ysis have been deposited in the NCBI GEO database un-
der accession number is GSE107973. The data files used for
RecA ChIP-seq analysis have been deposited in the NCBI
GEO database under accession number GSE107972. Supplementary Data are available at NAR Online. Supplementary Data are available at NAR Online. Supplementary Data are available at NAR Online. General conclusions and perspectives The coordination of the two DNA ends during DSBR
is clearly de-regulated in a recD mutant implying that
RecBCD enzyme plays an important role in the coordina-
tion of ends during recombination in E. coli. The conse-
quence of this de-regulation is the amplification of ∼30%
of the E. coli chromosome. Were the replication forks caus-
ing this over-replication not blocked by ter sites on one side
and oppositely oriented rrn operons on the other, replica-
tion would run around the chromosome generating three
chromosomes from two parents. As it is, the two result-
ing chromosomes are initially linked by a partially repli-
cated chromosomal section. Further replication forks orig-
inating from oriC will convert this structure to one where
two circular chromosomes are joined by a double chromo-
some length linker. Re-cleavage of the palindrome and fur-
ther rounds of uncoordinated repair have the potential to
increase the complexity of these chromosomal interconnec-
tions. This situation will lead to problems for segregation
that are likely to cause chromosome breakage and repair in
the next cell cycle or simply to cell death. FUNDING Medical Research Council [G0901622 and MR/M019
160/1 to D.R.F.L.]; Human Frontiers Science Program
[LT000927/2013 to M.A.W.]. Funding for open access
charge: RC UK funding to University.l Medical Research Council [G0901622 and MR/M019
160/1 to D.R.F.L.]; Human Frontiers Science Program
[LT000927/2013 to M.A.W.]. Funding for open access
charge: RC UK funding to University.l Conflict of interest statement. None declared. Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR In the second scenario, the two ends invade in a co-
ordinated manner but one assembles a replisome before the
other. As the active replication fork approaches the inactive
one, the latter undergoes a replication fork reversal (RFR)
reaction. This might be catalysed by positive supercoiling
ahead of the active fork (39) or by RuvAB action (40). Fol-
lowing RFR, RuvC cleaves the Holliday junction that has
formed and the second end is thus regenerated. This end is
now free to recombine with the intact replicated DNA to
generate the outward directed replication forks. This is ef-
fectively uncoordinated recombination of the two ends al-
beit mediated via the regeneration of one end following an
initially coordinated reaction. In a wild type cell, RecBCD
enzyme would rapidly digest the double-strand end gen-
erated by RFR, regenerating a replication fork structure
and thereby prevent uncoordinated recombination. Further
work will be required to distinguish between these possibil-
ities and to understand how RecBCD enzyme ensures the
proper coordination of ends. In Figure 6, we have suggested two stages at which the dis-
coordination of DNA ends may occur. Either the two DNA
ends in the recD mutant lack some property essential for
coordination or one of the ends is regenerated in the recD
mutant following an initially coordinated reaction. In the It surprised us that a recD null mutant was defective for
DSBR at the site of a chromosomal palindrome when previ- Nucleic Acids Research, 2018, Vol. 46, No. 13 6681 Nucleic Acids Research, 2018, Vol. 46, No. 13 6681 ous assays for recombination by P1 transduction, Hfr mat-
ing, bacteriophage lambda red gam crosses and sensitiv-
ity to UV irradiation indicated no defect or even a hyper-
rec phenotype (21). However, it is interesting to note that
all of these reactions are effectively one-ended recombina-
tion events where the coordination of two ends is clearly
not required. By contrast, log-phase cells of a recD mu-
tant have been shown to be sensitive to gamma irradia-
tion, which is known to generate two-ended DNA breaks
(41). These observations are fully consistent with an im-
portant role for RecBCD enzyme in the coordination of
two recombining ends. I-SceI cleavage of chromosomes also
leads to two-ended DSBs. Aberrant DNA replication is detected in a recD mutant un-
dergoing DSBR However, since I-SceI cleaves
the DNA in a sequence dependent manner, it can poten-
tially cleave all the sister and cousin chromosomes in a
cell as well actively cleave the products of any repair re-
action. This complicates the interpretation of any DSBR
events observed. In contrast to DNA hairpin cleavage by
SbcCD, we detected a loss in viability and a high rate of
aberrant DSB-induced chromosomal replication in both
RecBCD+ and recD mutant cells (Figures 1D and 5E). Ad-
ditionally, RecBCD is maintained at a low copy number
per cell (16), and RecD molecules are inactivated follow-
ing interaction with Chi (42). It is therefore possible that
we detected RecBC-mediated reactions in recD+ cells due
to the multitude of DSBs created by I-SceI cleavage. An
additional reason for the loss of viability of the recD mu-
tant cells undergoing DSBR following palindrome cleavage
is likely to be palindrome re-cleavage during repair. This will
compound the problems associated with the chromosomal
consequences of uncoordinated DSBR by creating further
rounds of uncoordinated DSBR. ous assays for recombination by P1 transduction, Hfr mat-
ing, bacteriophage lambda red gam crosses and sensitiv-
ity to UV irradiation indicated no defect or even a hyper-
rec phenotype (21). However, it is interesting to note that
all of these reactions are effectively one-ended recombina-
tion events where the coordination of two ends is clearly
not required. By contrast, log-phase cells of a recD mu-
tant have been shown to be sensitive to gamma irradia-
tion, which is known to generate two-ended DNA breaks
(41). These observations are fully consistent with an im-
portant role for RecBCD enzyme in the coordination of
two recombining ends. I-SceI cleavage of chromosomes also
leads to two-ended DSBs. However, since I-SceI cleaves
the DNA in a sequence dependent manner, it can poten-
tially cleave all the sister and cousin chromosomes in a
cell as well actively cleave the products of any repair re-
action. This complicates the interpretation of any DSBR
events observed. In contrast to DNA hairpin cleavage by
SbcCD, we detected a loss in viability and a high rate of
aberrant DSB-induced chromosomal replication in both
RecBCD+ and recD mutant cells (Figures 1D and 5E). Ad-
ditionally, RecBCD is maintained at a low copy number
per cell (16), and RecD molecules are inactivated follow-
ing interaction with Chi (42). REFERENCES 1. Hanahan,D. and Weinberg,R.A. (2011) Hallmarks of cancer: the next
generation. Cell, 144, 646–674. 2. Liu,P., Erez,A., Nagamani,S.C., Dhar,S.U., Kolodziejska,K.E.,
Dharmadhikari,A.V., Cooper,M.L., Wiszniewska,J., Zhang,F.,
Withers,M.A. et al. (2011) Chromosome catastrophes involve
replication mechanisms generating complex genomic rearrangements
Cell, 146, 889–903. Our
results
demonstrate
that
chromosome
over-
replication can occur in the absence of end-coordination
during DSBR. In the linear chromosomes of eukaryotic
organisms, uncoordinated DSBR has the potential to lead
to full aneuploidy if outwardly facing replication forks
are allowed to copy an entire chromosome. That this may 3. Wang,S., Kleckner,N. and Zhang,L. (2017) Crossover maturation
inefficiency and aneuploidy in human female meiosis. Cell Cycle, 6,
1017–1019. 4. Zhang,C.Z., Spektor,A., Cornils,H., Francis,J.M., Jackson,E.K.,
Liu,S., Meyerson,M. and Pellman,D. (2015) Chromothripsis from
DNA damage in micronuclei. Nature, 522, 179–184. 6682 Nucleic Acids Research, 2018, Vol. 46, No. 13 5. Duncan,A.W., Taylor,M.H., Hickey,R.D., Hanlon Newell,A.E.,
Olson,S.B., Finegold,M.J. and Grompe,M. (2010) The ploidy
conveyor of mature hepatocytes as a source of genetic variation. Nature, 467, 707–710. 25. McCool,J.D., Long,E., Petrosino,J.F., Sandler,H.A., Rosenberg,S.M. and Sandler,S.J. (2004) Measurement of SOS expression in individual
Escherichia coli K-12 cells using fluorescence microscopy. Mol
Microbiol, 53, 1343–1357. 26. Cockram,C.A., Filatenkova,M., Danos,V., El Karoui,M. and
Leach,D.R. (2015) Quantitative genomic analysis of RecA protein
binding during DNA double-strand break repair reveals RecBCD
action in vivo. Proc. Natl. Acad. Sci. U.S.A., 112, E4735–E4742. 6. McConnell,M.J., Lindberg,M.R., Brennand,K.J., Piper,J.C., Voet,T. Cowing-Zitron,C., Shumilina,S., Lasken,R.S., Vermeesch,J.R.,
Hall,I.M. et al. (2013) Mosaic copy number variation in human
neurons. Science, 342, 632–637. 27. Teytelman,L., Thurtle,D.M., Rine,J. and van Oudenaarden,A. (2013)
Highly expressed loci are vulnerable to misleading ChIP localization
of multiple unrelated proteins. Proc. Natl. Acad. Sci. U.S.A., 110,
18602–18607. 7. Sterkers,Y., Crobu,L., Lachaud,L., Pages,M. and Bastien,P. (2014)
Parasexuality and mosaic aneuploidy in Leishmania: alternative
genetics. Trends Parasitol., 30, 429–435. 8. Anand,R.P., Lovett,S.T. and Haber,J.E. (2013) Break-induced DNA
replication. Cold Spring Harb. Perspect. Biol., 5, a010397. 28. Azeroglu,B., Mawer,J.S., Cockram,C.A., White,M.A., Hasan,A.M.,
Filatenkova,M. and Leach,D.R. (2016) RecG directs DNA synthesis
during double-strand break repair. PLoS Genet., 12, e1005799. 9. Costantino,L., Sotiriou,S.K., Rantala,J.K., Magin,S., Mladenov,E.,
Helleday,T., Haber,J.E., Iliakis,G., Kallioniemi,O.P. and
Halazonetis,T.D. (2014) Break-induced replication repair of damaged
forks induces genomic duplications in human cells. Science, 343,
88–91. g
p
29. Dillingham,M.S., Webb,M.R. and Kowalczykowski,S.C. (2005)
Bipolar DNA translocation contributes to highly processive DNA
unwinding by RecBCD enzyme. J. Biol. Chem., 280, 37069–37077. 30. Korangy,F. and Julin,D.A. REFERENCES (1992) A mutation in the consensus
ATP-binding sequence of the RecD subunit reduces the processivity
of the RecBCD enzyme from Escherichia coli. J. Biol. Chem., 267,
3088–3095. 10. Davis,A.P. and Symington,L.S. (2004) RAD51-dependent
break-induced replication in yeast. Mol. Cell. Biol., 24, 2344–2351. 11. Payen,C., Koszul,R., Dujon,B. and Fischer,G. (2008) Segmental
duplications arise from Pol32-dependent repair of broken forks
through two alternative replication-based mechanisms. PLoS Genet.,
4, e1000175. 31. Mawer,J.S. and Leach,D.R. (2014) Branch migration prevents DNA
loss during double-strand break repair. PLoS Genet., 10, e1004485. 32. Jain,S., Sugawara,N., Lydeard,J., Vaze,M., Tanguy Le Gac,N. and
Haber,J.E. (2009) A recombination execution checkpoint regulates
the choice of homologous recombination pathway during DNA
double-strand break repair. Genes Dev., 23, 291–303. 12. Duggin,I.G. and Bell,S.D. (2009) Termination structures in the
Escherichia coli chromosome replication fork trap. J. Mol. Biol., 387,
532–539. 13. Eykelenboom,J.K., Blackwood,J.K., Okely,E. and Leach,D.R. (2008)
SbcCD causes a double-strand break at a DNA palindrome in the
Escherichia coli chromosome. Mol. Cell, 29, 644–651. 33. Vernon,M., Lobachev,K. and Petes,T.D. (2008) High rates of
“unselected” aneuploidy and chromosome rearrangements in tel1
mec1 haploid yeast strains. Genetics, 179, 237–247. 14. Darmon,E., Eykelenboom,J.K., Lopez-Vernaza,M.A., White,M.A. and Leach,D.R. (2014) Repair on the Go: E. coli maintains a high
proliferation rate while repairing a chronic DNA double-strand
break. PLoS One, 9, e110784. p
y
34. De Septenville,A.L., Duigou,S., Boubakri,H. and Michel,B. (2012)
Replication fork reversal after replication-transcription collision. PLoS Genet., 8, e1002622. 15. Spies,M. and Kowalczykowski,S.C. (2006) The RecA binding locus of
RecBCD is a general domain for recruitment of DNA strand
exchange proteins. Mol. Cell, 21, 573–580. 35. Asai,T., Sommer,S., Bailone,A. and Kogoma,T. (1993) Homologous
recombination-dependent initiation of DNA replication from DNA
damage-inducible origins in Escherichia coli. EMBO J., 12,
3287–3295. 16. Dillingham,M.S. and Kowalczykowski,S.C. (2008) RecBCD enzyme
and the repair of double-stranded DNA breaks. Microbiol. Mol. Biol. Rev., 72, 642–671. 36. Kogoma,T. (1997) Stable DNA replication: interplay between DNA
replication, homologous recombination, and transcription. Microbiol. Mol. Biol. Rev., 61, 212–238. 17. Smith,G.R. (2012) How RecBCD enzyme and Chi promote DNA
break repair and recombination: a molecular biologist’s view. Microbiol. Mol. Biol. Rev., 76, 217–228. 37. Taylor,A.F. and Smith,G.R. (1995) Monomeric RecBCD enzyme
binds and unwinds DNA. J. Biol. Chem., 270, 24451–24458. 18. Korangy,F. and Julin,D.A. (1993) Kinetics and processivity of ATP
hydrolysis and DNA unwinding by the RecBC enzyme from
Escherichia coli. Biochemistry, 32, 4873–4880. 38. Shadrick,W.R. and Julin,D.A. REFERENCES (2010) Kinetics of DNA unwinding by
the RecD2 helicase from Deinococcus radiodurans. J. Biol. Chem.,
285, 17292–17300. 39. Postow,L., Ullsperger,C., Keller,R.W., Bustamante,C.,
Vologodskii,A.V. and Cozzarelli,N.R. (2001) Positive torsional strain
causes the formation of a four-way junction at replication forks. J. Biol. Chem., 276, 2790–2796. 19. Palas,K.M. and Kushner,S.R. (1990) Biochemical and physical
characterization of exonuclease V from Escherichia coli. Comparison
of the catalytic activities of the RecBC and RecBCD enzymes. J. Biol. Chem., 265, 3447–3454. 40. Seigneur,M., Bidnenko,V., Ehrlich,S.D. and Michel,B. (1998) RuvAB
acts at arrested replication forks. Cell, 95, 419–430. 20. Churchill,J.J., Anderson,D.G. and Kowalczykowski,S.C. (1999) The
RecBC enzyme loads RecA protein onto ssDNA asymmetrically and
independently of chi, resulting in constitutive recombination
activation. Genes Dev., 13, 901–911. 41. Brcic-Kostic,K., Salaj-Smic,E., Marsic,N., Kajic,S., Stojiljkovic,I. and Trgovcevic,Z. (1991) Interaction of RecBCD enzyme with DNA
damaged by gamma radiation. Mol. Gen. Genet., 228, 136–142. 21. Lovett,S.T., Luisi-DeLuca,C. and Kolodner,R.D. (1988) The genetic
dependence of recombination in recD mutants of Escherichia coli. Genetics, 120, 37–45. 42. Koppen,A., Krobitsch,S., Thoms,B. and Wackernagel,W. (1995)
Interaction with the recombination hot spot chi in vivo converts the
RecBCD enzyme of Escherichia coli into a chi-independent
recombinase by inactivation of the RecD subunit. Proc. Natl. Acad. Sci. U.S.A., 92, 6249–6253. 22. Amundsen,S.K., Taylor,A.F., Chaudhury,A.M. and Smith,G.R. (1986) recD: the gene for an essential third subunit of exonuclease V. Proc. Natl. Acad. Sci. U.S.A., 83, 5558–5562. 43. Malkova,A., Naylor,M.L., Yamaguchi,M., Ira,G. and Haber,J.E. (2005) RAD51-dependent break-induced replication differs in
kinetics and checkpoint responses from RAD51-mediated gene
conversion. Mol. Cell. Biol., 25, 933–944. 23. White,M.A., Eykelenboom,J.K., Lopez-Vernaza,M.A., Wilson,E. and Leach,D.R. (2008) Non-random segregation of sister
chromosomes in Escherichia coli. Nature, 455, 1248–1250. 24. Little,J.W., Edmiston,S.H., Pacelli,L.Z. and Mount,D.W. (1980)
Cleavage of the Escherichia coli lexA protein by the recA protease. Proc. Natl. Acad. Sci. U.S.A., 77, 3225–3229.
|
https://openalex.org/W2888880859
|
https://hal.science/hal-02191838/file/diagne_22513.pdf
|
English
| null |
Comparative Analysis of Ranging Protocols for Localization by UWB in Outdoor
|
Wireless sensor network
| 2,018
|
cc-by
| 6,011
|
To cite this version: Salick Diagne, Thierry Val, Abdou Karim Farota, Bouya Diop. Comparative Analysis of Rang-
ing Protocols for Localization by UWB in Outdoor. Wireless Sensor Network, 2018, 10 (5), pp.0. 10.4236/wsn.2018.105006. hal-02191838 Comparative Analysis of Ranging Protocols for
Localization by UWB in Outdoor To cite this version:
Salick Diagne, Thierry Val, Abdou Karim Farota, Bouya Diop. Comparative Analysis of Rang-
ing Protocols for Localization by UWB in Outdoor. Wireless Sensor Network, 2018, 10 (5), pp.0. 10.4236/wsn.2018.105006. hal-02191838 HAL Id: hal-02191838
https://hal.science/hal-02191838v1
Submitted on 23 Jul 2019 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Keywords Outdoor Location, UWB, Ranging, ToF, TWR, DecaWiNo This is an author’s version published in:
http://oatao.univ-toulouse.fr/22513
To cite this version: Diagne, Salick and Val, Thierry and
Farota, Abdou Karim and Diop, Bouya Comparative Analysis
of Ranging Protocols for Localization by UWB in Outdoor.
(2018) Wireless Sensor Network, 10 (5). ISSN 1945-3078
Official URL
DOI : https://doi.org/10.4236/wsn.2018.105006
Open Archive Toulouse Archive Ouverte
OATAO is an open access repository that collects the work of Toulouse
researchers and makes it freely available over the web where possible OATAO is an open access repository that collects the work of Toulouse
researchers and makes it freely available over the web where possible Any correspondence concerning this service should be sent
to the repository administrator: tech-oatao@listes-diff.inp-toulouse.fr Abstract The rapid evolution of technology in the field of wireless telecommunications
and micro components using MEMS technologies (Micro-electromechanical
systems) has contributed to the expansion and rapid development of wireless
sensor networks (WSN). This rapid development has contributed to the ap-
pearance of sensor and actuator networks (WSAN) or even to the Internet of
Things with DL-IoT (Device Layer-Internet of Things). This rapid evolution
of WSN is due to the enthusiasm generated by this last in industry and re-
search. This new technology is used in several applications, particularly in the
outdoor location of communicating nodes. The process of distance calcula-
tion between nodes (ranging) is a primordial phase for a precise location of
these nodes. This paper presents the result of measurements does with three
ranging protocols (TWR, TWR_Skew and SDS-TWR) implemented on De-
caWiNo nodes. DecaWiNo nodes use the Ultra-Wide Band (UWB) radio
links, proposed by the IEEE 802.15.4 standard amendment of the year 2007,
which provides a high-performance ranging by ToF (Time of Flight) [1] [2]. The results are very promising with precision errors of the order of 50 cm
over 20 meters. Copyright © 2018 by authors and
Scientific Research Publishing Inc. This work is licensed under the Creative
Commons Attribution International
License (CC BY 4.0). http://creativecommons.org/licenses/by/4.0/
Open Access Open Access Comparative Analysis of Ranging Protocols for
Localization by UWB in Outdoor Salick Diagne1, Thierry Val2, Abdou Karim Farota1, Bouya Diop1
1Laboratoire des Sciences de l’Atmosphère et des Océans, UFR SAT/UGB, Saint-Louis, Sénégal
2Institut de Recherche en Informatique de Toulouse, Université de Toulouse, Blagnac, France Salick Diagne1, Thierry Val2, Abdou Karim Farota1, Bouya Diop1
1Laboratoire des Sciences de l’Atmosphère et des Océans, UFR SAT/UGB, Saint-Louis, Sénégal
2Institut de Recherche en Informatique de Toulouse, Université de Toulouse, Blagnac, France Copyright © 2018 by authors and
Scientific Research Publishing Inc.
This work is licensed under the Creative
Commons Attribution International
License (CC BY 4.0).
h
//
i
/li
/b /4 0 1. Introduction We notice in recent years, agriculture increasingly oriented towards a wide-
spread use of new technologies. We no longer talk about the mechanization of
agriculture, but rather a smart agriculture. This type of agriculture uses WSAN
technology to improve crop yields, in particular by controlling the humidity DOI: 10.4236/wsn.2018.105006 May 30, 2018 S. Diagne et al. level of the plants [3] or for a much more precise irrigation [4]. Its field of appli-
cation also covers intrusion detection, or more recently the mobile target track-
ing, especially with military security. Our goal is to use this technology in mobile target tracking but applied to ag-
riculture for crop protection. This idea was born from an observation made from
the destruction of crops in the paddy fields of West Africa, particularly those of
Senegal. Indeed, the destruction of agricultural crops by grain-eating birds has always
been a fundamental problem, especially in West Africa. According to [5], these
birds, such as quelea, the golden sparrows, village weaver with a strong beak,
cause very serious damage that can be estimated each year to several hundred
thousand tons. They attack rice, maize, sorghum and wheat by eating the mature
and milky grains. This is how we asked ourselves this fundamental question that guided our ap-
proach: Why not use the advantages offered by this new technology (DL-IoT) to help
these farmers to protect their crops without harming the birds? However, to achieve this, one of the first functions that this network must ac-
complish is to be able to efficiently locate its own nodes. This first function of
our network is also the subject of this document in which we make the compara-
tive study of some protocols of distance calculation between nodes (ranging) by
ToF based on the UWB, in order to find the best protocol suited for our applica-
tion type. This work emphasizes the metric performances of DecaWiNo nodes in outdoor. In fact, these performances were until then studied in indoor [6], thus this result
obtained will complete the DecaWiNos metric study with the main protocols using
the ToF for a more general use of these nodes (Indoor and Outdoor). So, after this introduction, we will first present the most traditional ranging
protocols namely TWR, TWR_Skew and SDS-TWR. 1. Introduction In the following we will
present in Section 3 titled Outdoor measurements, the material used for meas-
urements in particular the DecaWiNos nodes, the procedures and measurement
results of the various protocols as well as their interpretation. Then in Section 4,
we will discuss the results obtained. And finally, the conclusion will allow us to
emphasize the possibilities of using our results as well as the research perspec-
tives arising from this work. 2. The Ranging Protocols For most sensor and actuator network applications, the event detected by a node
is useful only if the information about its geographical location is provided. For
this, the network needs to locate its nodes. So many algorithms and localization
techniques in outdoor have been developed. These algorithms and localization
techniques use a variety of communication technologies, offering to users
adapted location systems according to the criteria required by the different S. Diagne et al. DL-IoT type applications. These criteria are often the range of communication,
the transmission rate or the energy consumption. Technologies such as infrared,
Bluetooth, Zigbee or UWB are used in this sense by localization systems. The most frequent localization techniques in literature can be classified into
two groups: Range-Free localization and Range-Based localization. The Range-Free technique, like those of the DV-Hop family, is based on to-
pology and connectivity information, assuming an isotropic network where the
number of jumps between the nodes is proportional to their distance. But this
solution is not very accurate (because of the malfunctions and the not guaran-
teed network connectivity). The Range-Based localization, uses the distance (or angle) measured between
two nodes (Ranging) to determine the position of a node. There are several techniques to measure the distance (or angle) between two
nodes: The Time of Flight (ToF), the Time Difference of Arrival (TDoA), the
Angle of Arrival (AoA), and the Received Signal Strength Indicator (RSSI). In ToF or ToA (Time of Arrival), we exploit the relationship between distance
travelled by the signal and the time taken. For this technique, synchronization
between transmitter and receiver is often required. The TDoA uses the same principle as ToA with some differences to measure
the distance between two close nodes. It uses the time difference taken by two
signals sent by the same node and whose propagation speed is different. In gen-
eral, we use ultrasound (V 340 m/s in air at 15˚C) or sound waves (C 3.108
m/s) to have this difference. This technique has drawbacks related to the energy
consumption (because of the two signals emitted), the short range and its limited
use in outdoor due to ultrasound for example. The technique based on the AoA allows the location of a node by measuring
the arrival angle of a signal. In this technique, the nodes measuring the angle are
equipped with small antennas or ultrasonic receiver. 2. The Ranging Protocols The receiving node uses the
arrival time or signal phase to calculate the arrival angle. These ultrasonic antennas and receivers (imposing small distances between
receiving nodes) constitute the major disadvantage in terms of cost and size for
this method. Finally, for the RSSI technique that uses the physical characteristic of the radio
channel (the RSSI signal strength). In theory more the distance between two
nodes increases more the signal is attenuated (the RSSI power indicator de-
creases). Thus, it is possible for a receiving node to calculate the distance that
separates it from a transmitting node based on the power of the received signal. This method has an advantage over the cost since the nodes are already
equipped with RF devices. But it is not very precise compared to other methods. Because of its sensitivity to noise, interference, asymmetry of the communica-
tion link (no-conformity of the RSSI), obstacles and types of antennas capable
caused errors exceeding 50% of the range of the communication device [7]. This method has an advantage over the cost since the nodes are already
equipped with RF devices. But it is not very precise compared to other methods. Because of its sensitivity to noise, interference, asymmetry of the communica-
tion link (no-conformity of the RSSI), obstacles and types of antennas capable
caused errors exceeding 50% of the range of the communication device [7]. Although requiring a perfect synchronism of the transmitting and receiving S. Diagne et al. nodes, the technique based on the ToF is much more precise than the other
techniques especially with the use of the UWB technology (ensuring an accept-
able synchronization). Thus, several works propose methods of distance calculation between nodes
(Ranging) based on the ToF. These methods of calculation often called Ranging
protocols are presented in the following sections. 2.1. TWR (To Way Ranging) This is the simplest protocol using two-node messages and taking the clock from
one of the nodes as a reference. Because most of the time, nodes in communica-
tion are often asynchronous. The TWR protocol is based on a set of three mes-
sages, two of which, (START and ACK) necessary for stamping and obtaining
time-of-flight measurement information (Figure 1). In this protocol, the node A, initiator of the exchange sends its first frame
(START) and marks its time of emission t1. On receipt of this frame, the node B
in turn marks the reception time t2 of this frame and after a certain time sends
an acknowledgment frame (ACK) while marking its sending time t3. The node
A, on receipt of the ACK frame, marks the reception time t4. The four time
stamps are collected on the node A side after receiving the DATA_REPLY frame
containing the tags t2 and t3 of the node B. This last frame will allow node A to
calculate the flight time noted in Equation (1) and distance in Equation (2). 4
1
3
2
TWR
ToF
2
t
t
t
t
(1)
8
TWR
Distance
ToF
, with
3.10
C
C
|
(2) 4
1
3
2
TWR
ToF
2
t
t
t
t
(1) (1)
(2) (1) 8
TWR
Distance
ToF
, with
3.10
C
C
| (2) Figure 1. TWR protocol performing ToF measurement between two “asynchronous”
nodes. Figure 1. TWR protocol performing ToF measurement between two “asynchronous”
nodes. S. Diagne et al. The principal disadvantage of this protocol is the drift of the clocks which
causes temporal imprecision. Indeed, the two clocks of the nodes A and B are
not based on the same quartz, they cannot be perfectly synchronous. Thus, an
overestimation or underestimation of the measurement of the flight time could
lead to an absurd location of the nodes. 2.2. TWR_Skew The TWR_Skew is a protocol based on the simple TWR, it is presented in [8]. Its
objective was to evaluate the impact of TWR ranging accuracy in normal traffic
by introducing a variable artificial delay in order to compensate for imprecision
due to delay. This delay introduced between the messages START and ACK ac-
tually represents the delay introduced by the usual traffic especially the method
of access to the medium. The authors of [8] propose a correction of the introduced error, based on the
parameter k which represents the ratio of the frequency fB of the clock of the
node B and the frequency fA of the clock of the node A. By introducing this pa-
rameter k into Equation (1), this results in a new general ToF equation: 4
1
3
2
TWR_Skew
ToF
, with
1
2
t
t
k t
t
k
|
(3) (3) The communication modules that we use with DecaWiNo and also used in [8]
offer functionality, the Clock Offset evaluating the difference in frequency be-
tween the two clocks. This difference called Skew is the origin of the name of this
protocol. It is affirmed in [8] that this correction makes it possible to correct both the
drift errors introduced by the temperature variations and those due to delays
between messages (Figure 2). 2.3. The SDS-TWR Protocol (Symmetrical Double-Side Two-Way
Ranging) In order to reduce or eliminate the error introduced by the clock drift, another
protocol symmetries the ranging session by adding an additional message to the
classical session of the TWR protocol: this is the SDS-TWR protocol. 1) The Double-sided component: The protocol is based on two symmetrical
sessions of the TWR protocol (TWRA−B and TWRB−A). 4
1
3
2
A B
A B
:
TWR
ToF
2
t
t
t
t
(4)
6
3
5
4
B A
B A
:
TWR
ToF
2
t
t
t
t
(5) (4) (5) 2) The Symmetrical component: the response time between the two nodes is
assumed to be identical (TR−A = TR−B, with TR = Response Time) (Figure 3). Each node marks its own transmit and receive stamps. All the timestamps will
be collected on the side of the node A after the reception of the DATA_REPLY S. Diagne et al. Figure 2. Ranging protocol session TWR_Skew. Figure 3. SDS-TWR protocol performing ToF measurement between two “asynchro
nous” nodes. Figure 2. Ranging protocol session TWR_Skew. Figure 2. Ranging protocol session TWR_Skew. Figure 2. Ranging protocol session TWR_Skew. Figure 3. SDS-TWR protocol performing ToF measurement between two “asynchro-
nous” nodes. Figure 3. SDS-TWR protocol performing ToF measurement between two “asynchro-
nous” nodes. message containing the instants t2, t3 and t6 of the node B. Calculations of flight
time and distance are obtained by using Equation (6) and Equation (7). 4
1
3
2
6
3
5
4
SDS TWR
ToF
4
t
t
t
t
t
t
t
t
(6)
SDS TWR
Distance
ToF
C
(7) (6) (7) Because of the frequency shift at the nodes, the return times for the response
of A and B are evaluated differently. An average of two “round trip” times of A S. Diagne et al. and B will allow reducing the error induced ranging. This specificity of the pro-
tocol will therefore reduce the difference between the actual distance and that
which will be measured by the SDSTWR protocol without completely eliminat-
ing it [8]. 3. Outdoor Measurements Often, simple analyses based on simulation software are enough to provide a re-
sult on the performance of a given system. However, these programs are based
on too idealistic models that do not often consider the imperfections and physi-
cal realities of the material and the measurement environment. When the system to be studied is a WSAN, the fact that these parameters are
not considered may lead to a different operation from the deployment than that
provided by the simulation software. Thus, certainly, the best approach would be to perform analyses on real nodes
(sensors and actuators) and in a real physical environment. This explains why
our analysis approach is based on measurements with real nodes. 3.1.1. DecaWiNo Node DecaWiNo is part of the family of WiNo nodes (Wireless Node) [9] developed at
IRIT by the RMESS team. The WiNo family is based on the Arduino environ-
ment and its components are developed in Open Hardware, allowing to setting
up a wide variety of WiNos (see Figure 5). Table 1 summarizes the principal
features of the developed WiNo nodes. As we said earlier in this study, we will use DecaWiNo. This type of WiNo is
composed of an Arduino board (Teensy 3.2) and the DecaWave DWM 1000
module with a UWB transceiver and an antenna. For node management, the
DecaDuino library was developed by the RMESS team in the Arduino environ-
ment (Figure 6). 3.3. Measurement Results We present in the following sections the results obtained with the various pro-
tocols mentioned as well as their graphical representation. 3.2. Measurement Procedures For each of the three protocols, we carried out measurements on 19 points, and
on each point 100 measurements were collected which makes a total of 5700
measurements. Measurements are made in external environment, considering the two nodes
in line of sight (LOS) and always starting for each protocol with a taking at 0.5
m. After this, we start from 1 m to 5 m in steps of 1 m. Then 5 m to 30 m in steps
of 2 m and always pass by the point 20 m. 3.1. Description of Measurement Equipment For the measurements, we use two DecaWiNo nodes: the first fixed and located
at a height of 1.5 m from the ground, the second always at the same height is
linked to a mobile pole. The pole here serves only to vary the distance between
our two nodes. See Figure 4. Figure 4. Principle of taking measurements. (a) Fixed DecaWiNo; (b) DecaWiNo carried
by the mobile pol. Figure 4. Principle of taking measurements. (a) Fixed DecaWiNo; (b) DecaWiNo carried
by the mobile pol. S. Diagne et al. 3.3.1. Ranging by TWR Simple We summarize in Table 2 the measurements made with the TWR protocol. However, with the number of takes made: 100 for each point, we will only give Figure 5. The WiNos nodes. (a) WiNoRF22; (b) TeensyWiNo; (c) DecaWiNo and (d) Wi-
NoIR. Figure 5. The WiNos nodes. (a) WiNoRF22; (b) TeensyWiNo; (c) DecaWiNo and (d) Wi-
NoIR. S. Diagne et al. g
Table 1. Characteristics of WiNos developed [8]. WiNoRF22
TeensyWiNo
DecaWino
WiNoVW
WiNoLoRa
WiNoIR
CPU/RAM/Flash
ARM Cortex M4 (32 bits) 72 MHz, 64 kB RAM, 256 Kb Flash (PJRC Teensy 3.1)
Transceiver
HopeRF RFM22b: 200 - 900 MHz,
1 - 125 kbps,
GFSK/FSK/OOK, +20 dBm
DWM 1000:
UWB IEEE
802.15.4
Variés
RFM95
RF22 +
Diodes
IR
Librairie
RadioHead
DecaDuino
VirtualWire
RadioHead
IrRemote
Capteurs
Température,
Luminosité
Température,
Luminosité,
Baromètre,
Magnétomètre,
Accéléromètre,
Gyromètre
Température, Luminosité
Usage
WSN, IoT
IoT avec
Ranging,
localisation
en intérieur,
courte
portée
Communication
très bas débit
sur médiums
non
conventionnels
Longue
portée,
très bas
débit
Disponibilité
DIY
snootlab.com
DIY (Do It Yourself, à assembler soi-même)
Table 2. Summary of TWR measures (m). Real Distance
Average distance TWR
Average error
Minimum Error
Maximum error
0.5
0.65
0.15
0.07
0.19
1
1.19
0.19
0.15
0.23
2
2.1591
0.1591
0.12
0.19
3
3.14
0.14
0.09
0.2
4
4.12
0.12
0.06
0.16
5
5.20
0.20
0.16
0.25
7
7.04
0.04
−0.01
0.07
9
9.00
−0.00
−0.05
0.03
11
10.9481
−0.05
−0.1
0.03
13
12.87
−0.13
−0.19
−0.08
15
14.72
−0.28
−0.33
−0.23
17
16.62
−0.38
−0.43
−0.32
19
18.47
−0.53
−0.57
−0.48
20
19.49
−0.51
−0.56
−0.46
22
21.48
− 0.52
−0.56
−0.48
24
23.33
−0.67
− 0.74
−0.58
26
25.21
−0.79
−0.84
−0.71
28
27.08
−0.92
−0.98
−0.86
30
28.89
−1.11
−1.18
−1.05 Table 1. Characteristics of WiNos developed [8]. Table 1. Characteristics of WiNos developed [8]. WiNoRF22
TeensyWiNo
DecaWino
WiNoVW
WiNoLoRa
WiNoIR
CPU/RAM/Flash
ARM Cortex M4 (32 bits) 72 MHz, 64 kB RAM, 256 Kb Flash (PJRC Teensy 3.1)
Transceiver
HopeRF RFM22b: 200 - 900 MHz,
1 - 125 kbps,
GFSK/FSK/OOK, +20 dBm
DWM 1000:
UWB IEEE
802.15.4
Variés
RFM95
RF22 +
Diodes
IR
Librairie
RadioHead
DecaDuino
VirtualWire
RadioHead
IrRemote
Capteurs
Température,
Luminosité
Température,
Luminosité,
Baromètre,
Magnétomètre,
Accéléromètre,
Gyromètre
Température, Luminosité
Usage
WSN, IoT
IoT avec
Ranging,
localisation
en intérieur,
courte
portée
Communication
très bas débit
sur médiums
non
conventionnels
Longue
portée,
très bas
débit
Disponibilité
DIY
snootlab.com
DIY (Do It Yourself, à assembler soi-même) Table 2. 3.3.1. Ranging by TWR Simple Summary of TWR measures (m). Real Distance
Average distance TWR
Average error
Minimum Error
Maximum error
0.5
0.65
0.15
0.07
0.19
1
1.19
0.19
0.15
0.23
2
2.1591
0.1591
0.12
0.19
3
3.14
0.14
0.09
0.2
4
4.12
0.12
0.06
0.16
5
5.20
0.20
0.16
0.25
7
7.04
0.04
−0.01
0.07
9
9.00
−0.00
−0.05
0.03
11
10.9481
−0.05
−0.1
0.03
13
12.87
−0.13
−0.19
−0.08
15
14.72
−0.28
−0.33
−0.23
17
16.62
−0.38
−0.43
−0.32
19
18.47
−0.53
−0.57
−0.48
20
19.49
−0.51
−0.56
−0.46
22
21.48
− 0.52
−0.56
−0.48
24
23.33
−0.67
− 0.74
−0.58
26
25.21
−0.79
−0.84
−0.71
28
27.08
−0.92
−0.98
−0.86
30
28.89
−1.11
−1.18
−1.05 Table 2. Summary of TWR measures (m). Real Distance
Average distance TWR
Average error
Minimum Error
Maximum error
0.5
0.65
0.15
0.07
0.19
1
1.19
0.19
0.15
0.23
2
2.1591
0.1591
0.12
0.19
3
3.14
0.14
0.09
0.2
4
4.12
0.12
0.06
0.16
5
5.20
0.20
0.16
0.25
7
7.04
0.04
−0.01
0.07
9
9.00
−0.00
−0.05
0.03
11
10.9481
−0.05
−0.1
0.03
13
12.87
−0.13
−0.19
−0.08
15
14.72
−0.28
−0.33
−0.23
17
16.62
−0.38
−0.43
−0.32
19
18.47
−0.53
−0.57
−0.48
20
19.49
−0.51
−0.56
−0.46
22
21.48
− 0.52
−0.56
−0.48
24
23.33
−0.67
− 0.74
−0.58
26
25.21
−0.79
−0.84
−0.71
28
27.08
−0.92
−0.98
−0.86
30
28.89
−1.11
−1.18
−1.05 Table 2. Summary of TWR measures (m). Real Distance
Average distance TWR
Average error
Minimum Error
Maximum error S. Diagne et al. Figure 6. Components of DecaWiNo. Figure 6. Components of DecaWiNo. Figure 6. Components of DecaWiNo. the average value measured by the TWR protocol for each point as well as the
average, minimum and maximum errors. The representation of the error according to the real distance (Figure 7)
shows in a general way that the absolute average error varies from 0 to 1.10 m
with extremums ranging from 1 cm to 1.18 m over a real distance of 0.5 to 30 m. In particular, for real distances with less than 14 m, the average error does not
exceed 20 cm and the maximum error is 25 cm. These average and maximum
absolute errors are around 50 cm over distances between 14 and 22 meters. And
for distances between 22 and 30 meters, these values are around 60 centimetres
for the average value and 58 to 98 centimetres for the extremums. 3.3.1. Ranging by TWR Simple And finally,
we find that the error committed by the TWR is greater than 1 meter for the real
distances greater than or equal to 30 meters. We also notice that for distances of less than 9 meters, the TWR overestimates
the actual distance. 3.3.2. Ranging by TWR_Skew Under the same conditions and measurement parameters as those of the TWR,
we performed measurements with the TWR_Skew protocol. The results are
summarized in Table 3 and graphically represented in Figure 8. We note here that the average error varies generally from 20 cm to 1.5 m with
absolute extreme values ranging from 37 cm to 1.63 m over real distances from
0.5 to 30 meters. In particular, it can be seen on the one hand that for real distances of less than
13 meters the absolute errors (means and extremums) do not exceed 50 cm. And
on the other hand, that the absolute average error evolves rapidly from 50 cm to
1.50 m with absolute extremums of 60 cm to 1.63 m over distances between 13
and 30 meters. We can also notice that with the TWR_Skew protocol, the actual distances are
in general underestimates. 3.3.3. Ranging by SDS_TWR Real Distance
Average distance
TWR
Average error
Minimum error
Maximum error
0.5
0.29
−0.21
−0.25
−0.17
1
0.76
−0.24
−0.27
−0.21
2
1.7743
−0.2257
−0.26
−0.19
3
2.76
−0.24
−0.28
−0.19
4
3.74
−0.26
−0.3
−0.21
5
4.67
−0.33
−0.36
−0.3
7
6.64
−0.36
−0.39
−0.33
9
8.57
−0.43
−0.47
−0.39
11
10.5078
−0.49
−0.56
−0.38
13
12.43
−0.57
−0.62
−0.53
15
14.32
−0.68
−0.71
−0.64
17
16.22
−0.78
−0.82
−0.73
19
18.11
−0.89
−0.92
−0.86
20
19.09
−0.91
−0.94
−0.85
22
20.94
−1.06
−1.10
−1.03
24
−22.97
−1.04
−1.15
−0.87
26
24.68
−1.32
−1.43
−1.21
28
28.63
−1.25
−1.30
−1.19
30
28.63
−1.37
−1.42
−1.31
these absolute average errors evolve rapidly from 55 cm for a real distance of 13
meters to 1.35 m for a real distance of 30 meters, with extremums ranging from
53 cm to 1.43 m respectively. The SDS-TWR protocol always gives an underes- Figure 8. Representation of TWR Skew error depending on the distance. Table 4. Summary of SDS-TWR measurements (m). Real Distance
Average distance
TWR
Average error
Minimum error
Maximum error
0.5
0.29
−0.21
−0.25
−0.17
1
0.76
−0.24
−0.27
−0.21
2
1.7743
−0.2257
−0.26
−0.19
3
2.76
−0.24
−0.28
−0.19
4
3.74
−0.26
−0.3
−0.21
5
4.67
−0.33
−0.36
−0.3
7
6.64
−0.36
−0.39
−0.33
9
8.57
−0.43
−0.47
−0.39
11
10.5078
−0.49
−0.56
−0.38
13
12.43
−0.57
−0.62
−0.53
15
14.32
−0.68
−0.71
−0.64
17
16.22
−0.78
−0.82
−0.73
19
18.11
−0.89
−0.92
−0.86
20
19.09
−0.91
−0.94
−0.85
22
20.94
−1.06
−1.10
−1.03
24
−22.97
−1.04
−1.15
−0.87
26
24.68
−1.32
−1.43
−1.21
28
28.63
−1.25
−1.30
−1.19
30
28.63
−1.37
−1.42
−1.31
these absolute average errors evolve rapidly from 55 cm for a real distance of 13
meters to 1.35 m for a real distance of 30 meters, with extremums ranging from
53 cm to 1.43 m respectively. The SDS-TWR protocol always gives an underes-
i
d
l
f h
l di Figure 8. Representation of TWR Skew error depending on the distance. Figure 8. Representation of TWR Skew error depending on the distance. p
g
Table 4. Summary of SDS-TWR measurements (m). 3.3.3. Ranging by SDS_TWR Still in the same conditions as previously experiments with TWR and TWR_Skew
protocols, we performed measurements with the SDS_TWR protocol. The re-
sults obtained are recorded in Table 4 and represented in Figure 9. The average absolute error varies here from 20 cm to 1.30 m with extremums
of 17 cm to 1.43 m over distances of 0.5 to 30 meters. S. Diagne et al. Figure 7. Representation of the TWR error depending the distance. Figure 7. Representation of the TWR error depending the distance. Figure 7. Representation of the TWR error depending the distance. Figure 7. Representation of the TWR error depending the distance. Table 3. Summary of TWR_Skew Measures (m). Table 3. Summary of TWR_Skew Measures (m). Real Distance
Average distance
TWR
Average error
Minimum Error
Maximum error
0.5
0.26
−0.24
−0.31
−0.19
1
0.80
−0.20
−0.28
−0.13
2
1.7757
−0.2243
−0.34
−0.15
3
2.77
−0.23
−0.37
−0.12
4
3.76
−0.24
−0.33
−0.13
5
4.83
−0.17
−0.26
−0.1
7
6.66
−0.34
−0.43
−0.26
9
8.61
−0.39
−0.50
−0.30
11
10.6028
−0.40
−0.48
−0.31
13
12.48
−0.52
−0.60
−0.44
15
14.32
−0.68
−0.80
−0.59
17
16.26
−0.74
−0.86
−0.63
19
18.09
−0.91
−0.99
−0.78
20
19.11
−0.89
−1.00
−0.81
22
21.09
−0.91
−1.03
−0.83
24
22.94
−1.06
−1.23
−0.92
26
24.83
−1.17
−1.26
−1.07
28
28.50
−1.32
−1.46
−1.18
30
28.50
−1.50
−1.63
−1.36 Table 3. Summary of TWR_Skew Measures (m). Real Distance
Average distance
TWR
Average error
Minimum Error
Maximum error
0.5
0.26
−0.24
−0.31
−0.19
1
0.80
−0.20
−0.28
−0.13
2
1.7757
−0.2243
−0.34
−0.15
3
2.77
−0.23
−0.37
−0.12
4
3.76
−0.24
−0.33
−0.13
5
4.83
−0.17
−0.26
−0.1
7
6.66
−0.34
−0.43
−0.26
9
8.61
−0.39
−0.50
−0.30
11
10.6028
−0.40
−0.48
−0.31
13
12.48
−0.52
−0.60
−0.44
15
14.32
−0.68
−0.80
−0.59
17
16.26
−0.74
−0.86
−0.63
19
18.09
−0.91
−0.99
−0.78
20
19.11
−0.89
−1.00
−0.81
22
21.09
−0.91
−1.03
−0.83
24
22.94
−1.06
−1.23
−0.92
26
24.83
−1.17
−1.26
−1.07
28
28.50
−1.32
−1.46
−1.18
30
28.50
−1.50
−1.63
−1.36 As for the TWR_Skew, we also note that for distances less than 13 meters the
absolute errors (means and extremums) do not exceed 50 cm. Beyond 13 meters, S. Diagne et al. g
Figure 8. Representation of TWR Skew error depending on the distance. Table 4. Summary of SDS-TWR measurements (m). 3.4. Discussion The observation of the average errors shows that the errors made by the
TWR_Skew and SDS_TWR protocols are quite close. Even though the
TWR_Skew error is slightly smaller for distances less than 28 meters, the error
committed by these two protocols exceeds 50 cm for the real distances greater
than 13 meters. On the other hand, for the TWR protocol, the error made here is much
smaller, going up to an absolute distance of 50 cm from that made by the
TWR_Skew protocol. In addition, for this protocol, the error does not exceed 50
cm for distances less than or equal to 22 meters (see Figure 10). This result ob-
tained with the TWR protocol seems very interesting especially for applications
where the distance between the nodes does not exceed 22 meters and a precision
of the order of 20 cm (for distances less than 14 meters) or 50 cm maximum (for
distances between 14 and 22 meters). Thus, given the number of measurements taken per point, we can say that
comparatively the TWR ranging protocol is better than the TWR_Skew and
SDS_TWR ranging protocols in outdoor; even though these last two protocols
have been established to correct the mistakes of TWR. But the validation tests of
the correction of TWR errors by the TWR_Skew and SDS_TWR have been done
until then in indoor environment with a lot of reflections because of the walls
and ceiling, and low ranges not exceeding 10 meters. 3.3.3. Ranging by SDS_TWR Real Distance
Average distance
TWR
Average error
Minimum error
Maximum error
0.5
0.29
−0.21
−0.25
−0.17
1
0.76
−0.24
−0.27
−0.21
2
1.7743
−0.2257
−0.26
−0.19
3
2.76
−0.24
−0.28
−0.19
4
3.74
−0.26
−0.3
−0.21
5
4.67
−0.33
−0.36
−0.3
7
6.64
−0.36
−0.39
−0.33
9
8.57
−0.43
−0.47
−0.39
11
10.5078
−0.49
−0.56
−0.38
13
12.43
−0.57
−0.62
−0.53
15
14.32
−0.68
−0.71
−0.64
17
16.22
−0.78
−0.82
−0.73
19
18.11
−0.89
−0.92
−0.86
20
19.09
−0.91
−0.94
−0.85
22
20.94
−1.06
−1.10
−1.03
24
−22.97
−1.04
−1.15
−0.87
26
24.68
−1.32
−1.43
−1.21
28
28.63
−1.25
−1.30
−1.19
30
28.63
−1.37
−1.42
−1.31 these absolute average errors evolve rapidly from 55 cm for a real distance of 13
meters to 1.35 m for a real distance of 30 meters, with extremums ranging from
53 cm to 1.43 m respectively. The SDS-TWR protocol always gives an underes-
timated value of the real distance. S. Diagne et al. Figure 9. Representation of SDS_TWR error depending on the distance. Figure 9. Representation of SDS_TWR error depending on the distance. 4. Conclusion In this paper, we have implemented three ToF ranging protocols (TWR,
TWR_Skew and SDS-TWR) on DecaWiNo nodes incorporating UWB technol-
ogy. These nodes allowed us to make ranging measurements whose graphical S. Diagne et al. Figure 10. Error representation of different protocols depending on the real distance. -1.6
-1.4
-1.2
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0
2
4
6
8
10
12
14
16
18
20
22
24
26
28
30
32
Error (m)
Real distance (m)
TWR
TWR_Skew
SDS_TWR Figure 10. Error representation of different protocols depending on the real distance. interpretation allowed to showing the individual performances of the various
protocols. These performances offer us several perspectives, first of all on the integration
of the TWR protocol on our application whose maximum distance between
nodes is 20 meters; since this protocol is the one that better estimates the dis-
tance between nodes among the three studied in this document. But also, per-
spectives on the search for mechanisms that can help reduce the error commit-
ted by the TWR protocol, as well as the study of the impact of the error made by
this protocol on the accuracy of mobile target location algorithms. Acknowledgements The authors would like to thank CEA-MITIC of the UFR SAT at the University
Gaston Berger of Saint-Louis/Senegal for his financial support for the travel to
Toulouse (in France) and the publication of this work. Conflicts of Interest The authors declare no conflicts of interest regarding the publication of this pa-
per. References [1]
Kobenan IgnaceKossonou (2014) Étude d’un système de localisation 3-D haute
précision basé sur les techniques de transmission Ultra Large Bande à basse
consommation d’énergie pour les objets mobiles communicants. Electronique Un-
iversité de Valenciennes et du Hainaut-Cambrésis, Valenciennes. [2]
Fofana, N.I., Van Bossche, A. and Val, T. (2014) Etude des couches MAC dédiées à
l’UWB. Journées Nationales des Communications Terrestres-JNCT 2014, Toulouse,
France, 8-19. [3]
Jacquot, A., De Sousa, G., Chanet, J.P. and Pinet, F. (2011) Réseau de capteurs sans
fl pour le suivi de l’humidité du sol des vignes. ECOTECHS’ 2011, Capteurs et
systèmes de mesures pour les applications environnementales. Montoldre, France. S. Diagne et al. [4]
LópezRiquelme, J.A., Soto, F., Suardíaz, J., Sánchez, P., Iborra, A. and Vera, J.A. (2009) Wireless Sensor Networks for Precision Horticulture in Southern Spain. Computers and Electronics in Agriculture, 68, 25-35. https://doi.org/10.1016/j.compag.2009.04.006
[5]
Mallamaire, L. (1961) La lutte contre les oiseaux granivores en Afrique Occidentale
(Mauritanie, Sénégal, Soudan, Niger). Journal d’Agriculture Tropicale et de
Botanique Appliquée, 8, 141-179. https://doi.org/10.3406/jatba.1961.6911
[6]
Fofana, Nezo Ibrahim, Van den Bossche, Adrien, Dalce, Rejane and Val (2016)
Thierry Prototypage et analyse de performances d’un système de ranging pour une
localisation par UWB. 16 éme Colloque Francophone sur l’Ingénierie des Protocoles
(CFIP 2015), Paris, France, 22-24 July 2015, 1-8. [7]
Kara, M. (2009) Réseau de capteurs sans fil: étude en vue de la réalisation d’un
récepteur GPS différentiel à faible coût. Réseaux et télécommunications [cs. NI]. Université Blaise Pascal-Clermont-Ferrand II, Clermont-Ferrand. [8]
Ibrahim, F.N. (2017) Contribution aux architectures protocolaires pour un système
de localisation dans un réseau de capteurs sans fil basé sur une couche physique
802.14.4a UWB. Université Toulouse Jean-Jaurès, Juillet. [9]
http://wino.cc//decawino [4]
LópezRiquelme, J.A., Soto, F., Suardíaz, J., Sánchez, P., Iborra, A. and Vera, J.A. (2009) Wireless Sensor Networks for Precision Horticulture in Southern Spain. Computers and Electronics in Agriculture, 68, 25-35. https://doi.org/10.1016/j.compag.2009.04.006 [5]
Mallamaire, L. (1961) La lutte contre les oiseaux granivores en Afrique Occidentale
(Mauritanie, Sénégal, Soudan, Niger). Journal d’Agriculture Tropicale et de
Botanique Appliquée, 8, 141-179. https://doi.org/10.3406/jatba.1961.6911 [6]
Fofana, Nezo Ibrahim, Van den Bossche, Adrien, Dalce, Rejane and Val (2016)
Thierry Prototypage et analyse de performances d’un système de ranging pour une
localisation par UWB. 16 éme Colloque Francophone sur l’Ingénierie des Protocoles
(CFIP 2015), Paris, France, 22-24 July 2015, 1-8. [7]
Kara, M. [9]
http://wino.cc//decawino References (2009) Réseau de capteurs sans fil: étude en vue de la réalisation d’un
récepteur GPS différentiel à faible coût. Réseaux et télécommunications [cs. NI]. Université Blaise Pascal-Clermont-Ferrand II, Clermont-Ferrand. [8]
Ibrahim, F.N. (2017) Contribution aux architectures protocolaires pour un système
de localisation dans un réseau de capteurs sans fil basé sur une couche physique
802.14.4a UWB. Université Toulouse Jean-Jaurès, Juillet.
|
https://openalex.org/W4200256472
|
https://jurnal.staithawalib.ac.id/index.php/syiar/article/download/37/48
|
Indonesian
| null |
Peran Dan Fungsi Public Relation Dalam Mempertahankan Citra Positif Portal Berita Online Antaranews.Com
|
Syiar
| 2,021
|
cc-by
| 3,874
|
PERAN DAN FUNGSI PUBLIC RELATION DALAM MEMPERTAHANKAN
CITRA POSITIF PORTAL BERITA ONLINE ANTARANEWS.COM
(Studi Kasus LKBN ANTARA Biro Lampung) Dede Mercy Rolando1, Tri Adellia2, Nuril Maulana Alifia Aziz3,
Galuh Dwi Kartika Wicaksono4
Universitas Islam Negeri Raden Intan Lampung
1dedemercyrolando@gmail.com, 2triadellia10@gmail.com,
3nurilmaulana67@gmail.com, 4galuhdwi1305@gmail.com Universitas Islam Negeri Raden Intan Lampung
1dedemercyrolando@gmail.com, 2triadellia10@gmail.com,
3nurilmaulana67@gmail.com, 4galuhdwi1305@gmail.com SYIAR | Jurnal Komunikasi dan Penyiaran Islam Volume 1 (2) (2021) 77-86
e-ISSN 2808-7941 https://jurnal.staithawalib.ac.id/index.php/syiar/article/view/37
DOI : https://doi.org/10.54150/syiar.v1i2.37 Kata Kunci: Public Relation, Antaranews.com, Citra Positif, Peran dan Kedudukan ABSTRAK Penelitian ini bertujuan untuk mengetahui bagaimana peran dan fungsi Publik
Relation di LKBN ANTARA Biro Lampung dalam mempertahan citra positif dimata
publik. Guna mengkaji penelitian ini, penulis menggunakan metode penelitian kualitatif
deskriftif dengan pengumpulan data berupa wawancara, dokumentasi dan kepustakaan. Adapun subjek penelitian ini ialah praktisi Public Relation di dalam LKBN Anatara biro
Lampung. Penelitian ini melihat dampak kemajuan teknologi telah mendisrupsi media
massa konvensional, sehingga saluran berita kini terkonvergensi dalam kanal-kanal
online. Namun karena kemudahan yang ditawarkan oleh media online, membuat
informasi yang disampaikan tidak dapat difilter dengan baik. Banyaknya informasi yang
bersifat anonymous, mengakibatkan banyak terbesarnya berita hoax di media online. Hal ini membuat menurunnya kredibilitas sebuah portal berita online dimata publik. Bahkan sebagian masyarakat meragukan keakuratan berita yang tersedia di kanal-kanal
online. Public Relation di LKBN ANTARA Biro Lampung berperan sebagai
Communication Technician, Communication Failitator dan Problem Solving
Facilitator. Dan Public Relation disini juga bertindak sebagai fungsi manajemen dan
fungsi komunikasi. 77 Syiar| Jurnal Komunikasi dan Penyiaran Islam 77 Syiar| Jurnal Komunikasi dan Penyiaran Islam 77 Syiar| Jurnal Komunikasi dan Penyiaran Islam Peran dan Fungsi Public Relation….. 78 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Keywords: Public Relation, Anataranews.com, Positive Image, Role and Fungtion A. PENDAHULUAN Kehadiran teknologi informasi dan komunikasi dalam perusahaan pers telah
mendisrupsi media massa konvensional. Dimana seluruh saluran-saluran berita, kini
terkonvergensi dalam kanal-kanal online. Sebagai konsekuensi, ketika ingin
mempertahankan eksistensinya sebagai pelayan informasi publik, media massa harus
mengubahnya ke dalam format digital (AR, 2018). Selain interaktivitas yang ditawarkan oleh media pemberitaan baru, karakteristik
yang tidak kalah penting yaitu digitalisasi (Nasrullah, 2013). Tidak dapat dipungkiri,
bahwa media penyiaran dengan platform digital memiliki banyak kelebihan
dibandingkan media analog atau konvensional. Selain membuka jalur komunikasi dua
arah, media baru era informasi juga memiliki performa kualitas tayangan serta sebaran
yang lebih luas. Karakter terakhir yang diusung adalah Audience Generated, bahwa
media baru memungkinkan khalayak mendistribusikan konten yang mereka himpun
sendiri (Bagdikian, 2004; Straubhaar & LaRose, 2006). Namun karena kemudahan yang ditawarkan oleh media online dalam
penyampaian informasi kepada publik, membuat informasi yang disampaikan tidak
dapat difilter dengan baik(Fakhruroji, 2017; Nasrullah, 2013). Banyaknya informasi
yang bersifat anonymous, mengakibatkan banyak terbesarnya berita hoax di media
online. Hoax dapat diartikan sebagai informasi atau berita yang berisi hal-hal yang
belum pasti atau benar-benar bukan merupakan fakta yang terjadi. Menjamurnya berita hoax yang beredar, membuat menurunnya kredibilitas
sebuah portal berita online dimata publik. Bahkan sebagian masyarakat meragukan
keakuratan berita yang tersedia di kanal-kanal online. Oleh karena itu, tentu ini menjadi
tantangan bagi seorang Public Relation dalam sebuah portal berita online, untuk
meyakinkan pembaca tentang keakuratan berita-berita yang disampaikan melalui situs
online miliknya. Berangkat dari permasalahan tersebut, sehingga membuat penulis
tertarik untuk mengkaji lebih dalam tentang bagaimana peran dan fungsi Public
Relation di LKBN ANTARA Biro Lampung dalam mempertahankan citra positifnya
dikalangan para pembaca. Penelitian ini bertujuan untuk melihat bagaimana praktisi
public relation dalam mempertahankan citra positif pada portal berita online
antaranews.com. ABSTRACT This study aims to determine how the role and function of Public Relation in
LKBN ANTARA Bureau Lampung in maintaining a positive image in the eyes of the
public. In order to examine this research, the author uses descriptive qualitative
research methods with data collection in the form of interviews, documentation and
literature. The subject of this research is Public Relation practitioners in LKBN
Anatara Lampung bureau. This study looks at the impact of technological advances that
have disrupted conventional mass media, so that news channels are now converged into
online channels. However, due to the convenience offered by online media, the
information submitted cannot be filtered properly. The amount of information that is
anonymous has resulted in the largest number of hoax news in online media. This
reduces the credibility of an online news portal in the eyes of the public. Even some
people doubt the accuracy of the news available on online channels. Public Relation at
LKBN ANTARA Bureau Lampung acts as a Communication Technician,
Communication Facilitator and ProblemSolving Facilitator. And Public Relation here
also acts as a management function and communication function. 78 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Dede Mercy Rolando1, Tri Adellia2, Nuril Maulana Alifia Aziz3, Galuh Dwi Kartika Wicaksono4 B. METODE PENELITIAN Jenis penilitian ini adalah kualitatif. Penelitian kualitatif adalah suatu proses
penelitian untuk memahami masalah-masalah manusia atau sosial dengan menciptakan
gambaran menyeluruh dan kompleks yang disajikan dengan kata-kata, melaporkan
pandangan terinci yang diperoleh dari sumber informasi, serta dilakukan dalam latar
belakang atau setting yang alamiah (Bungin, 2007; Creswell, 2010; J. Moleong, 1989). Penelitian kualitatif merupakan penelitian yang bersifat deskriptif dan cenderung
menggunakan analisis. Sedangkan teknik pengumpulan data yang penulis gunakan
dalam penelitian ini adalah wawancara, dokumentasi dan kepustakaan. Wawancara adalah proses komunikasi yang dilakukan dengan memberikan 79 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Peran dan Fungsi Public Relation….. pertanyaan yang dilakukan secara verbal kepada orang-orang yang dianggap dapat
memberikan informasi atau penjelasan yang diperlukan (N. K. & Y. S. L. Denzin,
2009). Penulis menggunakan teknik wawancara baku terbuka, wawancara ini
dilaksanakan dengan menggunakan seperangkat pertanyaan baku. Karena pertimbangan
situasi dan waktu, pelaksanaan wawancara dilakukan melalui media komunikasi
whatsapp. Penulis mengirimkan daftar pertanyaan kepada LKBN Biro Lampung,
melalui perwakilan Public Relation yang menjabat sebagai divisi Iklan/Pemasaran
portal sekaligus reporter. Dokumentasi adalah salah satu metode pengumupul data yang
digunakan dalam metodologi penelitian social (Bungin, 2013). Jenis dokumen yang
peneliti gunakan ialah dokumentasi sumber eksteren yang masuk kedalam dokumen
resmi sebagai bahan untuk menelaah objek penelitian (Bungin, 2007; N. K. Denzin &
Yvonna S, 2009). Data dokumentasi yang penulis gunakan dalam hal ini ialah berupa
data struktur organisasi miliknya LKBN ANTARA dan data kepustakaan berupa jurnal-
jurnal ilmiah pendukung penelitian ini. Analisis data yang penulis gunakan ialah model interaktif dari Miles &
Huberman dimana terdapat tiga sub proses yang saling berkaitan yaitu tahap
pengumpulan data, persisnya pada saat menentukan rancangan dan perencanaan
penelitian, sewaktu proses pengumpulan data dan analisis awal, serta setelah tahap
pengumpulan data akhir (N. K. Denzin & Yvonna S, 2009). Guna memperkuat data
yang telah penulis dapatkan, penulis melakukan pemeriksaan terhadap keabsahan data
yang juga merupakan dasar penyanggah pada peneltian kualitatif (J. Moleong, 1989). Keabsahan data ini dilakukan untuk membuktikan penelitian yang dilakukan benar-
benar merupakan penelitian ilmiah. Uji keabsahan data dalam penelitian ini meliputi uji
credibility, transferability, dependability dan confirmability (Sugiyono, 2017). C. HASIL DAN PEMBAHASAN 1. Ruang Lingkup Kedudukan Antaranews.com Sebagai Portal Resmi Berita
a. Sejarah Terbentuknya antaranews.com
Seiring berjalannya waktu, Antara menerbitkan www.antaranews.com
sebagai portal resmi yang juga bergerak untuk menyajikan berita. Antaranews.com merupakan perubahan dari antaranews.co.id sejak bulan Juni
2009. Dari segi isi, situsnya lebih serius dibandingkan antara.co.id, namun ada
beberapa isi yang belum ada di antaranews.com. Ketika itu beritanya lebih
pendek, tidak semua berita masuk, dan jumlahnya sedikit. Berita hanya bisa di
akses sampai di lead saja, karena berikut pengakses harus membayar. Kemudian
pada tahun 2005, mulai ada sedikit perubahan dipemberitaan, artinya berita
semakin banyak dikeluarkan. Kemudian pada tahun 2008 mulai dipermanis
dengan keberadaan foto-foto diberita hingga sekarang. 1. Ruang Lingkup Kedudukan Antaranews.com Sebagai Portal Resmi Berita 80 | Syiar | Jurnal Komunikasi dan Penyiaran Islam 1. Ruang Lingkup Kedudukan Antaranews.com Sebagai Portal Resmi Berita a. Sejarah Terbentuknya antaranews.com j
y
Seiring berjalannya waktu, Antara menerbitkan www.antaranews.com
sebagai portal resmi yang juga bergerak untuk menyajikan berita. Antaranews.com merupakan perubahan dari antaranews.co.id sejak bulan Juni
2009. Dari segi isi, situsnya lebih serius dibandingkan antara.co.id, namun ada
beberapa isi yang belum ada di antaranews.com. Ketika itu beritanya lebih
pendek, tidak semua berita masuk, dan jumlahnya sedikit. Berita hanya bisa di
akses sampai di lead saja, karena berikut pengakses harus membayar. Kemudian
pada tahun 2005, mulai ada sedikit perubahan dipemberitaan, artinya berita
semakin banyak dikeluarkan. Kemudian pada tahun 2008 mulai dipermanis
dengan keberadaan foto-foto diberita hingga sekarang. Diterbitkannya antaranews.com tidak terlepas dari keberadaan Antara
sebagai kantor berita. Awalnya, berita yang disajikan memang berasal dari cetak,
namun seiring berjalannya waktu terjadi perubahan, berita tidak semua berasal
dari cetak. Hal tersebut karena adanya kebijakan yang berbeda diantara 80 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Dede Mercy Rolando1, Tri Adellia2, Nuril Maulana Alifia Aziz3, Galuh Dwi Kartika Wicaksono4 keduanya. Antara redaksi cetak dan redaksi online (web), berbeda manajemen,
dengan sistem pemberitaan yang tentu saja terdapat perbedaan didalmnya. Bisa
dikatakan bahwa berita yang ada dicetak tidak semuanya sama atau dimasukkan
ke dalam portal www.antaranews.com. Karena setiap hari, redaksi cetak dan
online memiliki tim lapangan masing-masing untuk mencari berita. b. Visi Misi LKBN ANTARA
Visi dan misi bagi sebuah oraganisasi merupakan arah dan tujuan yang
hendak dicapai oleh organisasi tersebut. Visi dan misi merupakan gambaran
tentang program yang akan dilaksanakan oleh suatu organisasi sehingga suatu
organisasi akan lebih mudah dalam menentukan program kerja sesuai dengan
tujuan organisasi tersebut.Visi Kantor Berita Antara adalah, menjadi kantor
berita berkelas dunia melalui penyediaan jasa berbagai produk mutimedia, untuk
mewujudkanmasyarakat berbasis pengetahun, yang didukung oleh tata usaha
perusahaan yang baik dan berstandar internasional. Sedangkan Misi perusahaan, merupakan sesuatu yang harus sejalan
dengan Visi yang ada, Visi LKBN ANTARA yaitu: 1) Memperkuat marwah LKBN ANTARA sebagai sebuah kantor berita serta
perusahaan multimedia yang modern. 2) Mengembangkan jurnalisme Indonesia yang mendidik, mencerahkan, dan
memberdayakan dalam bingkai Negara Kesatuan Republik Indonesia. 3) Menyediakan produk serta jasa informasi dan komunikasi yang akurat,
terpercaya serta menguntungkan di bidang multimedia. 4) Mengembangkan perusahaan yang modern dan berkesinambungan sehingga
dapat memberikan kesejahteraan kepada para stakeholder-nya. 4) Mengembangkan perusahaan yang modern dan berkesinambungan sehingga
dapat memberikan kesejahteraan kepada para stakeholder-nya. 81 | Syiar | Jurnal Komunikasi dan Penyiaran Islam
c. 82 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Jenis Aktivitas 1. Menerima informasi dari kantor pusat ANTARANEWS Jakarta untuk
diinformasikan kepada publik internal ANTARANEWS Biro Lampung 2. Mengelola berbagai teknologi komunikasi terkini, seperti VSAT dan DVB,
serta berbagai teknologi berbasis Internet, seperti situs web, email, dan ftp
(file transfer protocol), yang digunakan untuk mempublikasikan konten
multimedia. 3. Membuat inovasi dan kreasi dalam bidang layanan web dan produk
berbasis internet 4. Memproduksi konten multimedia sehingga bisa didistribusikan kepada
publik secara luas dengan media internet, baik itu artikel, news realese,
maupun dokumentasi hasil kegiatan. 5. Melakukan koordinasi dengan divisi dan departemen di Direktorat
Pemberitaan, khususnya untuk merencanakan, membuat dan menyiarkan
berita dan informasi, sesuai dengan kebijakan yang ditetapkan Direktur
Pemberitaanya. 6. Menjamin kuantitas dan kualitas layanan berita yang diproduksi, agar
sesuai dengan standar pembuatan dan pelayanan berita yang telah
ditetapkan. 6. Menjamin kuantitas dan kualitas layanan berita yang diproduksi, agar
sesuai dengan standar pembuatan dan pelayanan berita yang telah
ditetapkan. 7. Mewakili LKBN ANTARA dalam setiap pertemuan dengan pihak internal 7. Mewakili LKBN ANTARA dalam setiap pertemuan dengan pihak internal 8. Mengadakan rapat redaksi rutin untuk membahas rencana berita yang akan
diliput. 8. Mengadakan rapat redaksi rutin untuk membahas rencana berita yang akan
diliput. 9. Menyediakan layanan ralat, koreksi, dan hak jawab untuk pembaca. Berdasarkan tabel 1 di atas dari gambaran aktivitas Public Relation yang ada
di LKBN ANTARA biro Lampung, dapat disimpulkan bahwa Public Relation
disini memiliki dua peran utama. Public Relation di LKBN ANTARA Biro
Lampung mempunyai peran manajerial sebagai praktisi yang berfungsi
melaksanakan perencanaan terkait penentuan konten media yang akan dipublikasi
secara luas kepada publik melalui media internet. Sedangkan secara teknis Public
Relation memiliki peran untuk memproduksi konten media yang akan
disitribusikan kepada publik, yaitu seperti menulis artikel, news realese, maupun 9. Menyediakan layanan ralat, koreksi, dan hak jawab untuk pembaca. Berdasarkan tabel 1 di atas dari gambaran aktivitas Public Relation yang ada
di LKBN ANTARA biro Lampung, dapat disimpulkan bahwa Public Relation
disini memiliki dua peran utama. Public Relation di LKBN ANTARA Biro
Lampung mempunyai peran manajerial sebagai praktisi yang berfungsi
melaksanakan perencanaan terkait penentuan konten media yang akan dipublikasi
secara luas kepada publik melalui media internet. Sedangkan secara teknis Public
Relation memiliki peran untuk memproduksi konten media yang akan
disitribusikan kepada publik, yaitu seperti menulis artikel, news realese, maupun 9. Menyediakan layanan ralat, koreksi, dan hak jawab untuk pembaca. 1. Ruang Lingkup Kedudukan Antaranews.com Sebagai Portal Resmi Berita Tim Redaksi LKBN ANTARA Biro Lampung
EDITOR
Budi Santoso Budiman
Edy Supriatna
Triono Subagyo
Agus Wira Sukarta
REPORTER
Dian Hadiatna
Ruth Intan Sozometa Kanafi
Damiri
Hendra
Muklasin
Emir Fajar Saputra
Ardiansyah
PORTAL MARKETING
ADS
Emir Fajar Saputra
Samino
Angga Permana
ADMINISTRATION
AND FINANCE
Emir Fajar Saputra
Samino
Angga Permana
TECHNICAL SERVICE
IT ASMEN:
Catur Ujianto
WEBMASTERS:
Erwin Catur Kurniawan
SuhermanSutikno
SEO & ADS:
Arina Suwanto p
g
EDITOR
Budi Santoso Budiman
Edy Supriatna
Triono Subagyo
Agus Wira Sukarta TECHNICAL SERVICE ADMINISTRATION
AND FINANCE
Emir Fajar Saputra
Samino
Angga Permana REPORTER
Dian Hadiatna
Ruth Intan Sozometa Kanafi
Damiri
Hendra
Muklasin
Emir Fajar Saputra
Ardiansyah IT ASMEN:
Catur Ujianto PORTAL MARKETING
ADS
Emir Fajar Saputra
Samino
Angga Permana SEO & ADS:
Arina Suwanto 81 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Peran dan Fungsi Public Relation….. Gambar 1. Struktur Organisasi LKBN ANTARA biro Lampung 2. Kedudukan Aktivitas Praktisi Public Relation LKBN ANTARA Biro Lampung
Berikut ini adalah beberapa aktivitas Public Relation yang ada di LKBN
ANTARANEWS Biro Lampung, diantaranya: 2. Kedudukan Aktivitas Praktisi Public Relation LKBN ANTARA Biro Lampung
Berikut ini adalah beberapa aktivitas Public Relation yang ada di LKBN
ANTARANEWS Biro Lampung, diantaranya: Jenis Aktivitas Berdasarkan tabel 1 di atas dari gambaran aktivitas Public Relation yang ada
di LKBN ANTARA biro Lampung, dapat disimpulkan bahwa Public Relation
disini memiliki dua peran utama. Public Relation di LKBN ANTARA Biro
Lampung mempunyai peran manajerial sebagai praktisi yang berfungsi
melaksanakan perencanaan terkait penentuan konten media yang akan dipublikasi
secara luas kepada publik melalui media internet. Sedangkan secara teknis Public
Relation memiliki peran untuk memproduksi konten media yang akan
disitribusikan kepada publik, yaitu seperti menulis artikel, news realese, maupun 82 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Dede Mercy Rolando1, Tri Adellia2, Nuril Maulana Alifia Aziz3, Galuh Dwi Kartika Wicaksono4 dokumentasi hasil kegiatan dalam bentuk video atau foto (Primarni, 2015). Secara struktural, LKBN ANTARA Biro Lampung memang tidak
menempatkan Public Relation dalam divisi khusus Humas/PR. Melainkan dalam
pelaksanaannya, Public Relation berada dibagian umum yang sekaligus dijabat
oleh kepala biro LKBN ANTARA Lampung. Hal ini dikarenakan selaku pimpinan
yang membawahi beberapa tim redaksi memiliki peran sebagai Public Relation itu
sendiri. Disamping menjalankan tugas pokok sesuai jobdesknya, pimpinan dan
seluruh tim redaksi juga mempunyai tugas utama yaitu mempertahankan citra
positif LKBN ANTARANEWS Biro Lampung dimata publik. dokumentasi hasil kegiatan dalam bentuk video atau foto (Primarni, 2015). dokumentasi hasil kegiatan dalam bentuk video atau foto (Primarni, 2015). Secara struktural, LKBN ANTARA Biro Lampung memang tidak
menempatkan Public Relation dalam divisi khusus Humas/PR. Melainkan dalam
pelaksanaannya, Public Relation berada dibagian umum yang sekaligus dijabat
oleh kepala biro LKBN ANTARA Lampung. Hal ini dikarenakan selaku pimpinan
yang membawahi beberapa tim redaksi memiliki peran sebagai Public Relation itu
sendiri. Disamping menjalankan tugas pokok sesuai jobdesknya, pimpinan dan
seluruh tim redaksi juga mempunyai tugas utama yaitu mempertahankan citra
positif LKBN ANTARANEWS Biro Lampung dimata publik. . Analisis Peran dan Fungsi dari Public Relation Dalam Mempertahankan Citra
Positif Portal Berita Antaranews.com Biro Lampung Positif Portal Berita Antaranews.com Biro Lampung
Public relation merupakan perantara antara pimpinan organisasi dengan
publik-publiknya. Baik dalam upaya membina hubungan baik atau menumbuhkan
citra positif dengan masyarakat internal maupun external (F. Rachmad, 2000; Nova,
2009; Patricia J, 2006; Rosady Ruslan, 2003). Peran public relation pada umumnya
diyakini sebagai fasilitator, teknisi komunikasi, problem solving hingga sebagai
menejemen organisasi. Penelitian lain (Rahmawati, 2014) menyebutkan bahwa
sejatinya peran serta kedudukan public relation ialah kegiatan komunikasi guna
menciptakan citra positif dari mitra organisasi atas dasar menghormati kepentingan
bersama. Peran public relation dalam portal Antaranew.com sejatinya selaras
dengan peran public relation yang diusung oleh Dozier & Broom dalam bukunya
(Rosady Ruslan, 2003) diantaranya sebagai communications fasilitator, problem
solving process fasilitator, communication technician dan expert preciber. Praktisi Public Relation memiliki peran yang sangat vital di portal ANTARA,
diantaranya: Peran utama Public Relation disini adalah sebagai Communication
Techinician (Teknisi Komunikasi). Sebagaimana hal ini sejalan dengan kegiatan
utama perusahaan pers tersebut, yaitu melakukan segala bentuk kegiatan jurnalistik. Dalam hal ini, Praktisi Public Relation juga bertindak sebagai Journalist in resident
yang menyediakan layanan teknis komunikasi atau dikenal dengan method of
communication. Peran Public Relation LKBN ANTARA sebagai teknisi
komunikasi diantaranya yaitu mengelola berbagai teknologi komunikasi terkini
berbasis internet, seperti pengembangkan situs web yang digunakan untuk
mempublikasikan setiap konten multimedia. Kemudian juga memanfaatkan seluruh
teknologi tersebut untuk memberikan informasi tentang segala bentuk kegiatan
LKBN ANTARA kepada masyarakat, hingga menyebarluaskan informasi tersebut
ke seluruh penjuru Indonesia dan belahan dunia. Kegiatan lainnya seperti menulis
artikel, news realese, maupun dokumentasi hasil kegiatan dalam bentuk video atau
foto. Hal ini dilakukan sebagai strategi Public Relation dalam meningkatkan
kredibilitas LKBN ANTARANEWS. Public Relation di LKBN ANTARA juga memiliki peran sebagai
Communication Facilitator (Fasilitator Komunikasi), praktisi Public Relation disini 83 | Syiar | Jurnal Komunikasi dan Penyiaran Islam 83 Peran dan Fungsi Public Relation….. 84 | Syiar | Jurnal Komunikasi dan Penyiaran Islam dokumentasi hasil kegiatan dalam bentuk video atau foto (Primarni, 2015). 84 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Dede Mercy Rolando1, Tri Adellia2, Nuril Maulana Alifia Aziz3, Galuh Dwi Kartika Wicaksono4 Penelitian ini didukung oleh penelitian (Ishak, 2012) yang mengatakan bahwa
kegiatan komunikasi yang bersifat strategis tentu nya perlu dijalankan oleh praktisi
public relation guna organisasi dapat berjalan dengan baik. Dalam praktiknya
Public Relation disini mengelola dan menyediakan berbagai layanan komunikasi
berbasis internet seperti web, email, dan media lain. Sehingga, sangatlah jelas
bahwa Public Relation bukan sekedar fungsi teknis tetapi merupakan fungsi
manajerial yang bertanggungjawab atas terselenggaranya hubungan yang signifikan
antara organisasi dengan publik (stakeholder). Public Relation adalah sebuah fungsi
strategi di tingkat korporasi. Public Relation adalah jembatan, pembangun dan
pemelihara hubungan yang baik antara organisasi dengan publiknya, sehingga
diharapkan dapat menguatkan dan terbentuk citra positif dari organisasi tersebut. D. SIMPULAN Dampak kemajuan teknologi telah mendisrupsi media massa konvensional,
sehingga saluran berita kini terkonvergensi dalam kanal-kanal online. Namun karena
kemudahan yang ditawarkan oleh media online, membuat informasi yang disampaikan
tidak dapat difilter dengan baik. Banyaknya informasi yang bersifat anonymous,
mengakibatkan banyak terbesarnya berita hoax di media online. Hal ini membuat
menurunnya kredibilitas sebuah portal berita online dimata publik. Bahkan sebagian
masyarakat meragukan keakuratan berita yang tersedia di kanal-kanal online. Penulis
melakukan analisa kualitatif dengan mengumpulkan data sekunder melalui teknik
wawancara baku terbuka. Untuk mengetahui bagaimana peran dan fungsi Publik
Relations di LKBN ANTARA Biro Lampung dalam mempertahan citra positif dimata
publik. Hasilnya, Public Relation di LKBN ANTARA Biro Lampung berperan sebagai
Communication Technician, Communication Failitator dan Problem Solving
Facilitator. Dan Public Relation disini juga bertindak sebagai fungsi manajemen dan
fungsi komunikasi. dokumentasi hasil kegiatan dalam bentuk video atau foto (Primarni, 2015). bertindak sebagai mediator atau komunikator yang membuat adanya komunikasi
timbal balik antara Media ANTARA dengan publiknya. Diantara bentuk kegiatan
Public Relation yang berkaitan dengan peran ini yaitu Praktisi Public Relation
menjadi pusat informasi bagi pihak internal. Public Reations selalu berusaha agar
setiap tim redaksi media ANTARA selalu menerima informasi terbaru, baik
informasi yang berasal dari Kantor Pusat maupun informasi yang berasal dari
publik eksternal. Public Relation juga menjadi fasilitator komunikasi antara
perusahaan dengan masyarakat. Dalam pelaksanaannya, peran Public Relation
disini yaitu dengan menyediakan layanan ralat, koreksi, dan hak jawab. Layanan ini
disediakan untuk mengetahui dan membantu pembaca apabila memiliki tanggapan,
koreksi terhadap konten media yang disediakan oleh LKBN ANTARANEWS. Peran ini sangat penting karena sejatinya para praktisi public relation dituntut untuk
menjadi mediator untuk membantu pihak menejemen dalam hal endengar aoa yang
diinginkan ataupun diharapkan oleh publiknya (Anggraini & Setyanto, 2019). Selain kedua peran diatas Public Relation di LKBN ANTARA juga berperan
sebagai Fasilitator Pemecah Masalah (Problem Solving Process Facilitator)
sekaligus Penasehat ahli (Expert Presciber) (Sarinah, 2017). Apabila terdapat
permasalahan di LKBN ANTARANEWS, Public Relation bertindak sebagai
penegah. Misalnya terjadi permasalahan tentang adanya konten pemberitaan,
terdapat informasi yang kurang tepat sehingga pihak yang bersangkutan merasa
keberatan dengan hal tersebut(Nova, 2009). Disinilah peran Public Relation sebagai
penengah antara pihak LKBN ANTARA dengan pembaca. Public Relation
bertindak mencarikan solusi awal dengan memberikan layanan ralat, koreksi, dan
hak jawab untuk mengetahui apa tanggapan dan koreksi dari pihak yang
bersangkutan(Respati, 2014). Sehingga nanti informasi tersebut disampaikan
kepada pihak LKBN ANTARA, agar mengkaji kembali konten pemberitaan yang
dimaksud. Jika memang terdapat kesalahan pihak LKBN ANTARA akan kembali
meralat dan mengoreksi konten pemberitaan yang sudah dipublikasikan. Sehingga dalam hal ini sejatinya Public Relation merangkap sebagai fungsi
manajemen berkaitan dengan bagaimana sebuah organisasi menyusun kebijakan
sehingga memperlihatkan sebuah kinerja yang bertanggungjawab. Ini berkaitan
dengan kenyataan bahwa penampilan yang bertanggungjawab merupakan dasar
penerimaan publik terhadap sebuah organisasi. Praktisi Public Relationdi LKBN
ANTARA Biro Lampung dalam konteks Public Relation sebagai fungsi
manajemen,dalam praktiknya yaitu membantu pihak organisasi ketika menghadapi
permasalahan dengan menjadi penengah antara organisasi dan publiknya, untuk
kemudian mencarikan solusi dari permasalahan tersebut sebagai bentuk
tanggungjawab. Perlu dipahami bahwa kegiatan utama Public Relation adalah melakukan
komunikasi. Public Relation sebagai fungsi komunikasi di LKBN ANTARANEWS
Lampung menjadi staff khusus yang melayani para pemimpin organisasi,
khususnya dalam membantu organisasi berkomunikasi dengan publik-publiknya. 85 | Syiar | Jurnal Komunikasi dan Penyiaran Islam 86 | Syiar | Jurnal Komunikasi dan Penyiaran Islam DAFTAR PUSTAKA Anggraini, C., & Setyanto, Y. (2019). Peranan Public Relations dlam Memperkuat
Eksistensi Ramayana. Jurnal Prologia, 3(2). AR, M. F. (2018). Sejarah Media: Transformasi, Pemanfaatan, Dan Tantangan. UB
Press. Bagdikian, B. H. (2004). The New Media Monopoly: A Completely Revised and
Updated Edition With Seven New Chapters (20th ed). Beacon Press. Bungin, B. (2007). Penelitian Kualitatif : Komunikasi, Ekonomi, Kebijakan Publik, dan
Ilmu Sosial Lainnya (Edisi Ke-2). Kencana Prenada Media Group. Bungin, B. (2013). Sosiologi Komunikasi: Teori, Paradigma, dan DiskursusTeknologi
Komunikasi di Masyarakat (Cet-6). Kencana Prenada Media Group. 85 | Syiar | Jurnal Komunikasi dan Penyiaran Islam Peran dan Fungsi Public Relation….. Creswell, J. W. (2010). Research Design: Pendekatan Kualitatif, Kuantitatif dan Mixed. Pustaka Pelajar. Denzin, N. K. & Y. S. L. (2009). Handbook of Qualitative Research (Terj. Dariyatno
(ed.)). Pustaka Pelajar. Denzin, N. K., & Yvonna S, L. (2009). Handbook Of Qualitative Research (Terjemahan
Dariyatno). Pustaka Pelajar. F. Rachmad. (2000). Public Relations dalam Teori dan Praktek. Gramedia Pustaka
Utama. Fakhruroji, M. (2017). Dakwah di Era Media Baru: Teori dan Aktivisme Dakwah di
Internet. Simbiosa Rekatama Media. Ishak, A. (2012). Peran Public Relations dalam Komunikasi Organisasi. Jurnal
Komunikasi, 1(4), 373–380. J. Moleong, L. (1989). Metode Penelitian Kualitatif. Remaja Rosdakarya. Nasrullah, R. (2013). Cybermedia. IDEA Press. J. Moleong, L. (1989). Metode Penelitian Kualitatif. Remaja Rosdakarya. Nasrullah, R. (2013). Cybermedia. IDEA Press. Nova, F. (2009). CRISIS PUBLIC RELATIONS: Bagaimana Public Relations
Menangani Krisis Perusahaan. Grasindo. Patricia J. (2006). Etika Public Relations: Panduan Praktik Terbaik (Terj). Esensi
Erlangga Group. Primarni, A. (2015). Reposisi Peran dan Fungsi Strategis Public Relations Dalam
Organisasi Pendidikan. Jurnal Lentera Komunikasi, 1(1). Rahmawati, Y. (2014). MENEJEMEN PUBLIC RELATIONS SEBAGAI ALAT
ETIKA KOMUNIKASI DALAM BISNIS ISLAM. Salam: Jurnal Filsafat Dan
Budaya Hukum, 2(1). Respati, W. (2014). Transformasi Media Massa Menuju Era Masyarakat Informasi di
Indonesia. Jurnal Humaniora, 5(1). Rosady Ruslan. (2003). Metode Penelitian Public Relations dan Komunikasi. Gramedia
Pustaka Utama. arinah, M. (2017). Pengantar Manajemen. Deepublish. Straubhaar, J., & LaRose, R. (2006). Media Now: Understanding Media, Culture and
Technology. Thomson Wadsworth. Sugiyono. (2017). Metode Penelitian Kuantitatif, Kualitatif dan R&D (Cet ke-26). Alfabeta. 86 | Syiar | Jurnal Komunikasi dan Penyiaran Islam
|
https://openalex.org/W2890466532
|
https://europepmc.org/articles/pmc6164946?pdf=render
|
English
| null |
Damage Identification for Underground Structure Based on Frequency Response Function
|
Sensors
| 2,018
|
cc-by
| 12,430
|
Received: 19 August 2018; Accepted: 7 September 2018; Published: 10 September 2018 Abstract: Damage identification that is based on modal analysis is widely used in traditional
structural damage identification. However, modal analysis is difficult in high damping structures and
modal concentrated structures. Unlike approaches based on modal analysis, damage identification
based on the frequency response function allows for the avoidance of error and easy verification
through other test points. An updating algorithm is devised is this study by utilizing the frequency
response function together with the dynamic reduction with respect to the selected design parameters. Numerical results indicate that the method can be used to define multiple parameters with large
variation and incomplete measurement data and is robust against measurement noise. With the
purpose of avoiding the occurrence of resonance and gaining additional information, the trial and
error method has been used to choose a proper frequency. Furthermore, an experimental scale model
in a soil box is subjected to the excitation of moving load to validate the effectiveness of the damage
identification approach. The improved damage identification method for underground structures,
which is based on the analysis of the frequency response function, can be adopted as an efficient and
functional damage identification tool. Keywords: damage identification; frequency response function; model updating; scale model
experiment; soil box sensors sensors sensors
1. Introduction Structural damage is caused by changes in the material or geometric properties of systems and it
is a general problem in the structural design phase and during the operation of structures, especially
large and complex civil urban underground infrastructures. Traditionally, the complexity of the
underground environment and the degradation failure of materials are the main causes of damage,
which affects the service performance of underground structures [1–5]. In previous research, numerous approaches have been developed for identifying damages in
structures [6–8]. These approaches can be broadly classified into global and local techniques [9–12]. Dynamic and static measures can be used for damage identification [13–15], and damage identification
based on modal analysis is the most widely adopted method [16–18]. Palaez and Krawczuk [19]
proposed a promising damage identification approach that is based on structural vibration. Juan
and Hojjat [20] proposed an approach that is based on vibration and enables real-time monitoring. Qu and Chen [21] derived a seismic damage diagnosis method for frame structures while using
an artificial neural network (ANN). Yang and Liu [22] proposed a structural damage identification
approach with flexibility. Several methods have been proposed due to differences in parameters. The equilateral triangle resonator (ETR) index, which was proposed by Zong and Huang [23], is the
most commonly adopted method. Meanwhile, Cha [24] and Moradipour et al. [25] utilized modal strain Sensors 2018, 18, 3033; doi:10.3390/s18093033 www.mdpi.com/journal/sensors 2 of 20 2 of 20 Sensors 2018, 18, 3033 energy sensitivity for damage identification in civil structures. TaeKim et al. [26] and Feng et al. [27,
28] proposed damage detection applications utilizing mode shapes, and some progress has been
made. Sensitivity approaches generate the objective function for the first-order Taylor expansion. This approach was used by Yi [29] to analyze the relationship between vibration characteristics
and stiffness reduction. Damage identification that is based on statistical information has been
proposed [30–33]. Compared with modal parameters based method, the FRF (Frequency Response
Function) based method [34] proposed by some researchers [35,36] has received more attention and
applications [37–40] in recent years due to its advantage, as follows: At first, the measured FRF data
can be utilized directly without transformation. In some software, the calculation of modal parameters
is based on the measured FRF data. What is more, the modal analysis is more complex, and the error
might arise from the modal identification. The identification error might greater than the modelling
error. 1. Introduction Secondly, the FRF can be measured in more locations of the structure and taken as an objective
so it can provide more data. Tranxuan [41] detected the structural damage using measured frequency
response function data. Crema and Mastroddi [42] proposed a general procedure based directly on the
measured frequency response function data, which can update numerical spatial model or directly to
identify and quantify possible damage and failure of the structure. Zou [43] presented an approach for
structural damage identification that is based on frequency response function and genetic algorithm
(GA). Khoshnoudian and Esfandiari [44] developed a global algorithm for damage assessment of
structures based on a parameter estimation method whole using the finite element and measured the
modal response of the structure. Yang and Song [45] verified a method of truss damage identification is
proposed based on the principal component analysis and frequency response functions. What is more,
damage identification based on the frequency response function allows the avoidance of error and
easy verification through other test points [46,47]. This technique is commonly used in light structures,
mini-type structures, and bridges and is rarely adopted for long-lining underground structures. This study devised an algorithm that utilizes the frequency response function together with the
dynamic reduction with respect to the selected design parameters (Section 2). Section 3 presents an
experiment on a scaled aluminum tube model that was conducted to validate the effectiveness of the
damage identification approach; the model was used to simulate a long-lining underground structure
subjected to the excitation of moving load. Meanwhile, the results of the experiment and simulation
were compared theoretically and experimentally. The comparison indicated that the improved damage
identification, which was based on the analysis of the frequency response function, for long-lining
underground structures could be applied as an efficient and functional damage identification tool. 2. Damage Identification Theory based on Acceleration Frequency Response Function First, parameter estimation expressions are established by the acceleration frequency response
ction, which is calculated by experimental measurement and model calculation. First, parameter estimation expressions are established by the acceleration frequency response
function, which is calculated by experimental measurement and model calculation. The dynamic behavior of a multi-degree-of-freedom structure that is excited by a set of multiforces
is described by the following matrix equation: y
p
The dynamic behavior of a multi-degree-of-freedom structure that is excited by a set of multiforces
escribed by the following matrix equation: Mx′′ + Cx′ + Kx = F,
(1) (1) where M, C, and K are the mass, damping, and stiffness matrices of the structure, respectively; and x,
x′, and x′′ are the displacement, velocity, and acceleration of the structure, respectively. where M, C, and K are the mass, damping, and stiffness matrices of the structure, respectively; and x,
x′, and x′′ are the displacement, velocity, and acceleration of the structure, respectively. By substituting x = xeiωt into Equation (1), the function in the frequency domain can be obtained,
as follows: −Mω2xeiωt + Cωixeiωt + Kxeiωt = F0 sin ωt. (2) (2) Frequency response function is the ratio of the input and output of the viscous damping system,
which has 3n degrees-of-freedom, with harmonic excitation. The input is the harmonic excitation, Frequency response function is the ratio of the input and output of the viscous damping system,
which has 3n degrees-of-freedom, with harmonic excitation. The input is the harmonic excitation, 3 of 20 Sensors 2018, 18, 3033 and the output is the acceleration response. The frequency response function of structure can be
expressed in Equation (2). ( ) H(ω) = F(ω)
X(ω),
(3) (3) where X(ω) is the steady acceleration response, H(ω) is the acceleration frequency response function,
and F(ω) is the harmonic excitation. With substitution of x = xeiωt and Equations (1) into (3), the finite element analysis (FEA)
model and the acceleration frequency response function matrix are expressed as Equations (4) and (5),
respectively. 1 Hs(ω) = [Ms −iCs
ω −Ks
ω2 ]
−1
,
(4)
He(ω) = [Me −iCe
ω −Ke
ω2 ]
−1
,
(5) (4) (5) where Ms, Cs, and Ks are the mass, damping, and stiffness matrices of the structure by simulation,
respectively; Me, Ce, and Ke are the mass, damping, and stiffness matrices of the structure by
experiment, respectively; and, ω is the excitation frequency. 2. Damage Identification Theory based on Acceleration Frequency Response Function where Ms, Cs, and Ks are the mass, damping, and stiffness matrices of the structure by simulation,
respectively; Me, Ce, and Ke are the mass, damping, and stiffness matrices of the structure by
experiment, respectively; and, ω is the excitation frequency. The damping matrix has only a small effect on the damage and this part can be thus commonly
ignored. Equations (4) and (5) can be simplified as Equations (6) and (7), respectively. Hs(ω) = [Ms −Ks
ω2 ]
−1
,
(6) Hs(ω) = [Ms −Ks
ω2 ]
−1
,
(6)
He(ω) = [Me −Ke
ω2 ]
−1
. (7) (6) He(ω) = [Me −Ke
ω2 ]
−1
. (7) (7) In the case of a damaged structure, the stiffness matrices after damage according to Equations (6)
and (7), is commonly expressed, as follows: In the case of a damaged structure, the stiffness matrices after damage according to Equations (6)
and (7), is commonly expressed, as follows: ∆K
= Ks −Ke
= (ω2M −ω2M + Ks −Ke)
= (−ω2M + Ks) −(−ω2M + Ke)
= ω2(−Hs(ω)−1 + He(ω)−1)
,
(8) (8) where Ks is the stiffness matrices before damage, Ke is the stiffness matrices after damage, and ∆K is
the variation in the stiffness matrices after damage. Furthermore, the damping matrices are commonly
considered constant with the damage that occurs, and the degradation of mass (∆M) is regarded as
zero [48–50]. where Ks is the stiffness matrices before damage, Ke is the stiffness matrices after damage, and ∆K is
the variation in the stiffness matrices after damage. Furthermore, the damping matrices are commonly
considered constant with the damage that occurs, and the degradation of mass (∆M) is regarded as
zero [48–50]. However, in this calculation of H−1, a difficult problem is that all of the frequency response
function values cannot be measured. Therefore, Equations (6) and (7) can be transformed, as follows: Hs(ω)Ks = ω2Hs(ω)Ms −ω2I,
(9)
He(ω)Ke = ω2He(ω)Me −ω2I,
(10) (9) (10) where I is identity matrix with 1’s on diagonal line and zeros elsewhere. Take row x for example, the equation above can be considered, as foll where I is identity matrix with 1’s on diagonal line and zeros elsewhere. T k
f
l
th
ti
b
b
id
d
f ll where I is identity matrix with 1’s on diagonal line and zeros elsewhere. 2. Damage Identification Theory based on Acceleration Frequency Response Function . . . . . H1n(ωn)
e
M11
M12
M21
M22
. . . M1n
. . . M2n
. . . . . . Mn1
Mn2
. . . . . . Mnn
−
1
0
1
0
. . . 0
. . . 0
. . . . . . 1
0
. . . . . . 0
. (12) (12) Due to the requirement of calculation in this paper, the first two rows and two columns Due to the requirement of calculation in this paper, the first two rows and two columns
"
K11
K12
K21
K22
#
of stiffness matrix
K11
K12
K21
K22
. . . K1n
. . . K2n
. . . . . . Kn1
Kn2
. . . . . . Knn
are extracted in Equation (12).
n1
n2
nn
Moreover, because the symmetry of the simplified stiffness matrix, the number of unknown parameters
can be reduced,
"
K11
K21
#
was adopted. Therefore, Equation (12) can be simplified into Equation (13).
H12(ω1)
H12(ω1)
H11(ω2)
H12(ω2)
H11(ω3)
H12(ω3)
. . . . . . H11(ωn)
H12(ωn)
"
K11
K21
#
=
ω2
1H11(ω1)M11 −ω2
1
ω2
2H11(ω2)M21 −ω2
2
ω2
3H11(ω3)M31 −ω2
3
. . . ω2
nH11(ωn)Mn1 −ω2
n
. (13) Moreover, because the symmetry of the simplified stiffness matrix, the number of unknown parameters
can be reduced,
"
K11
K21
#
was adopted. Therefore, Equation (12) can be simplified into Equation (13).
H12(ω1)
H12(ω1)
H11(ω2)
H12(ω2)
H11(ω3)
H12(ω3)
. . . . . . H11(ωn)
H12(ωn)
"
K11
K21
#
=
ω2
1H11(ω1)M11 −ω2
1
ω2
2H11(ω2)M21 −ω2
2
ω2
3H11(ω3)M31 −ω2
3
. . . ω2
nH11(ωn)Mn1 −ω2
n
. (13)
H12(ω1)
H12(ω1)
H11(ω2)
H12(ω2)
H11(ω3)
H12(ω3)
. . . . . . H11(ωn)
H12(ωn)
"
K11
K21
#
=
ω2
1H11(ω1)M11 −ω2
1
ω2
2H11(ω2)M21 −ω2
2
ω2
3H11(ω3)M31 −ω2
3
. . . ω2
nH11(ωn)Mn1 −ω2
n
. 2. Damage Identification Theory based on Acceleration Frequency Response Function where I is identity matrix with 1’s on diagonal line and zeros elsewhere. Take row x for example, the equation above can be considered, as follows: Hx1, Hx2, Hx3 . . . . . . Hxn]e(Ke)n×n = ω2[Hx1, Hx2, Hx3 . . . . . . Hxn]e(M)n×n −ω2[0, 0, . . . , 0, 1, 0, . . . , 0, 0],
(11 [Hx1, Hx2, Hx3 . . . . . . Hxn]e(Ke)n×n = ω2[Hx1, Hx2, Hx3 . . . . . . Hxn]e(M)n×n −ω2[0, 0, . . . , 0, 1, 0, . . . , 0, 0],
(11)
where [0, 0, . . . , 0, 1, 0, . . . , 0, 0] in Equation (11) is a row matrix with 1’s on the x-th element and
zeros elsewhere. (11) [Hx1, Hx2, Hx3 . . . . . . Hxn]e(Ke)n×n = ω [Hx1, Hx2, Hx3 . . . . . . Hxn]e(M)n×n −ω [0, 0, . . . , 0, 1, 0, . . . , 0, 0],
(11)
where [0, 0, . . . , 0, 1, 0, . . . , 0, 0] in Equation (11) is a row matrix with 1’s on the x-th element and
zeros elsewhere. where [0, 0, . . . , 0, 1, 0, . . . , 0, 0] in Equation (11) is a row matrix with 1’s on the x-th element and
zeros elsewhere. Sensors 2018, 18, 3033 4 of 20 Hi(ω) changes with parameter ω. Therefore, a new matrix can be created only by the first line of
every He(ω). Equation (11) can be written, as follows:
H11(ω1)
H12(ω1)
H11(ω2)
H12(ω2)
. . . H1n(ω1)
. . . H1n(ω2)
. . . . . . H11(ωn)
H12(ωn)
. . . . . . H1n(ωn)
e
K11
K12
K21
K22
. . . K1n
. . . K2n
. . . . . . Kn1
Kn2
. . . . . . Knn
=
ω2
1
0
0
ω2
2
. . . 0
. . . 0
. . . . . . 0
0
. . . . . . ω2
n
H11(ω1)
H12(ω1)
H11(ω2)
H12(ω2)
. . . H1n(ω1)
. . . H1n(ω2)
. . . . . . H11(ωn)
H12(ωn)
. 2. Damage Identification Theory based on Acceleration Frequency Response Function (13) (13) However, several of the values of Hi(ω) are nearly the same due to the same size and material of
the element in practice, thereby possibly affecting damage identification. To avoid this phenomenon,
Equation (8) can be expressed, as follows: He(ω)∆K = ω2(−He(ω)Hs(ω)−1 + I). (14) (14) Hs(ω)−1 can be calculated using Equation (6). Similarly, a new matrix can be created from the
first row of every He(ω). Equation (14) can be written, as follows: Hs(ω)−1 can be calculated using Equation (6). Similarly, a new matrix can be created from the
first row of every He(ω). Equation (14) can be written, as follows: [H11(ω1) H12(ω1) . . . H1n(ω1)]e
∆K11
∆K12
∆K21
∆K22
. . . ∆K1n
. . . ∆K2n
. . . . . . ∆Kn1
∆Kn2
. . . . . . ∆Knn
= ω2
[1 0 . . . 0] −[H11(ω1) H12(ω1) . . . H1n(ω1)]e
H11
H12
H21
H22
. . . H1n
. . . H2n
. . . . . . Hn1
Hn2
. . . . . . Hnn
s
. (15) (15) The degradation of stiffness (∆K) that is caused by damage is commonly simulated by ∆EI in
actual projects [51]. The degradation of stiffness (∆K) that is caused by damage is commonly simulated by ∆EI in
actual projects [51]. The degradation of stiffness (∆K) that is caused by damage is commonly simulated by ∆EI in
actual projects [51]. p
j
Therefore, Equation (11) can be written, as follows: Therefore, Equation (11) can be written, as follows: [Hx1, Hx2, Hx3 . . . . . . Hxn]e(Ks) × ∆(EI) = ω2[Hx1, Hx2, Hx3 . . . . . . Hxn]e([H]s)−1 −ω2[0, 0 . . . 1, 0 . . . 0, 0],
(16)
1
K Hx1, Hx2, Hx3 . . . . . . Hxn]e(Ks) × ∆(EI) = ω2[Hx1, Hx2, Hx3 . . . . . . Hxn]e([H]s)−1 −ω2[0, 0 . . . 1, 0 . . . 0, 0],
(16 (16) where ([H]s)−1 = Ms −Ks
ω2 . where [Ks] is the stiffness matrix calculated by the finite element model
and is a known quantity. where ([H]s)−1 = Ms −Ks
ω2 . 2. Damage Identification Theory based on Acceleration Frequency Response Function where [Ks] is the stiffness matrix calculated by the finite element model
and is a known quantity. where ([H]s)−1 = Ms −Ks
ω2 . where [Ks] is the stiffness matrix calculated by the finite element model
and is a known quantity. 5 of 20
model Sensors 2018, 18, 3033
where [
]
(
)
s
and is a known qua ∆K can be calculated after the appearance of ∆(EI). Therefore, the location of the damage can
be easily evaluated. In this paper, the Monkey algorithm was utilized as a optimization algorithm
to fit He(ω) and Ht(ω). Monkey Algorithm (MA) is an intelligent optimization algorithm, which is
put forward by Zhao and Tang [52], is used to solve multivariable optimization and multimodal
function optimization problem. In recent years, many scientists put into the related study of Monkey
Algorithm. The establishment of a gas filling station model is shown in the work by Zhao [53], and an
intrusion detection technology is worked by Zhang and Sun [54]. Yi has studied on sensor placement
on Canton Tower for health monitoring using asynchronous-climb monkey algorithm [55]. What is
more, to overcome the limitations overcome the limitations of the monkey algorithm, a reprogram
monkey algorithm program is improved by Wang [56]. The algorithm is been inspired by the monkey
climbing process in a given field that has many mountains, which simulated by the climbing, watching,
and jumping of the monkey in order to find the highest mountaintop. The corresponding search
process is as followed: climbing is used to search the local optimal solution of the current location;
watching is used to search a better solution of the adjacent of the current location; and, jumping is used
to reach a new location which can avoid the local optimum. This algorithm is a process of constantly
looking for the optimal solution. Monkey Algorithm was used to identify the change in stiffness,
which the error requirements is 0.1% in this paper. Meanwhile, assume that the group number of
monkey is 5, and the number of each group is 4. Analysis at the situation when the step size defaults to
1. The process of damage identification that is based on the acceleration frequency response function is
shown in Figure 1. K
Δ
can be calculated after the appearance of (
)
EI
Δ
. Therefore, the location of the damage can
be easily evaluated. 2. Damage Identification Theory based on Acceleration Frequency Response Function In this paper, the Monkey algorithm was utilized as a optimization algorithm to
fit
(
)
e
H
ω
and
(
)
t
H
ω
. Monkey Algorithm (MA) is an intelligent optimization algorithm, which is
put forward by Zhao and Tang [52], is used to solve multivariable optimization and multimodal
function optimization problem. In recent years, many scientists put into the related study of Monkey
Algorithm. The establishment of a gas filling station model is shown in the work by Zhao [53], and
an intrusion detection technology is worked by Zhang and Sun [54]. Yi has studied on sensor
placement on Canton Tower for health monitoring using asynchronous-climb monkey algorithm
[55]. What is more, to overcome the limitations overcome the limitations of the monkey algorithm, a
reprogram monkey algorithm program is improved by Wang [56]. The algorithm is been inspired by
the monkey climbing process in a given field that has many mountains, which simulated by the
climbing, watching, and jumping of the monkey in order to find the highest mountaintop. The
corresponding search process is as followed: climbing is used to search the local optimal solution of
the current location; watching is used to search a better solution of the adjacent of the current location;
and, jumping is used to reach a new location which can avoid the local optimum. This algorithm is a
process of constantly looking for the optimal solution. Monkey Algorithm was used to identify the
change in stiffness, which the error requirements is 0.1% in this paper. Meanwhile, assume that the
group number of monkey is 5, and the number of each group is 4. Analysis at the situation when the
step size defaults to 1. The process of damage identification that is based on the acceleration
frequency response function is shown in Figure 1. Figure 1. Process of damage identification based on frequency response function. Figure 1. Process of damage identification based on frequency response function. Figure 1. Process of damage identification based on frequency response function. Figure 1. Process of damage identification based on frequency response function. 3 1 Similarity Analysis
3.1. Similarity Analysis 3.1. Similarity Analysis
Knowledge of similitude rules is essential for satisfying the fundamental conditions in planning
the scaled shield tunnel model testing, because the scaled model must behave in a manner similar to
th
t t
Knowledge of similitude rules is essential for satisfying the fundamental conditions in planning
the scaled shield tunnel model testing, because the scaled model must behave in a manner similar to
the prototype. the prototype. Models in previous studies fall into two categories of vibration research. The first category
considers the entire vibrating structure a rigid body. In the second group, the model in which
Models in previous studies fall into two categories of vibration research. The first category
considers the entire vibrating structure a rigid body. In the second group, the model in which
vibrations occur in the structure is with respect to its stiffness. The vibration of a scaled shield tunnel
model in a soil box with damage belongs to the second research category. Sensors 2018, 18, 3033 6 of 20 The scaled shield tunnel model in this study is a nonlinear elastic model because it involves the
shield tunnel and soil structures. Three requirements must be satisfied simultaneously in designing
the scaled shield tunnel model. (1)
Geometry (2)
Mass and mass distribution (3)
Gravity and inertial forces With the scaled shield tunnel model structure considered to be an infinite Timoshenko beam,
the deformation equation is expressed, as follows: 1
r = M
EI ,
(17) (17) where r is the radius of curvature, E is Young’s modulus, and I is the moment of inertia. rp
rm
= Mm
Mp
· Ep
Em
· Ip
Im
,
(18) (18) where subscripts m and p indicate the model and the prototype, respectively. According to Froude’s
scaling law [57], Equation (18) can be simplified to the following: where subscripts m and p indicate the model and the prototype, respectively. According to Froude’s
scaling law [57], Equation (18) can be simplified to the following: Im
Ip
=
Lm
Lp
5
· Ep
Em
,
(19) (19) with I ∝L4, where Lm and Lp are the characteristic length of the model and the prototype, respectively. Equation (19) can be written, as follows: Lp
Lm
= Ep
Em
. 3 1 Similarity Analysis
3.1. Similarity Analysis (20) (20) The ratio of the similarity of the shield tunnel structural and soil inertia forces, which are indicated
by Fss and Fs, must be the same in the model and the prototype. The ratio of the structural inertia force
Fss can be expressed, as follows: Fss = ma,
(21) (21) Fss = ma,
(21 where m is the mass and a is the acceleration. Thus, re m is the mass and a is the acceleration. Thus, where m is the mass and a is the acceleration. Thus, where m is the mass and a is the acceleration. Thus, Fss ∝ρssL4
t2
,
(22) (22) where ρss is the shield tunnel structure density and t is the characteristic time. t is directly proportional
to L
t and thus can be written as follows: where ρss is the shield tunnel structure density and t is the characteristic time. t is directly proportional
to L
t and thus can be written as follows: Fss ∝ρssL2v2,
(23) (23) where v is the velocity of moving load. where v is the velocity of moving load. where v is the velocity of moving load. where v is the velocity of moving load. The requirement for similarity is thus as follows: The requirement for similarity is thus as follows: Fss
Fs
∝ρssL2v2
ρsL2v2 = constant,
(24) (24) where ρs is the soil density. Meanwhile, moving load scaling should also be considered in this study because it is the source
of the main excitation that acts on the shield tunnel model. The scaling law for the situation in this
work is also considered the Froude scaling law, which dictates that the scales for the time and velocity
were equal to the square root of the length scale. All of the parameters for the shield tunnel model 7 of 20 7 of 20 Sensors 2018, 18, 3033 are shown in Table 1. However, using the same scale for the entire model will result in an excessively
small model and hence a conflict with the scale of the density. Similarly, the scale of density may be
remarkably small, thereby potentially causing the instability between the shield model and the soil. To avoid these problems, aluminum model pipes are used in this experiment, and their properties are
listed in Table 1. The stiffness of the shield tunnel model and the soil box parameters are also shown in
Table 1. 3 1 Similarity Analysis
3.1. Similarity Analysis The sand was considered a part of the shield tunnel system in the soil box. Fine yellow sand is
used in the tests for this study. Table 1. The properties of aluminum model pipes considered in experimental verification. Item
Scale
Prototype
Desired Model
Adopted
Model
Soil model
Length
1
30
135 m
4500 mm
4300 mm
Height
1
30
30 m
1000 mm
800 mm
Depth
1
30
30 m
1000 mm
800 mm
Bulk density
1
1
1800 kg/m3
1800 kg/m3
1800 kg/m3
Shield tunnel
model
Inner diameter
1
30
5.4 m
180 mm
160 mm
Outer diameter
1
30
6 m
200 mm
180 mm
Length
1
30
135 m
4500 mm
4300 mm
3.2. Description of Tested Structures Table 1. The properties of aluminum model pipes considered in experimental verification. 3.2. Description of Tested Structures 3.2. Description of Tested Structures (b)
(b)
segments are tighten by the bolts against the flange; (a)
(a)
Figure 3. Sketch of aluminum pipe model: (a)
(b) sensor (b)
y the b (a)
of alu Figure 3. Sketch of aluminum pipe model: (a) segments are tighten by the bolts against the flange;
(b) sensor. Figure 3. Sketch of aluminum pipe model: (a) segments are tighten by the bolts against the flange;
(b) sensor. ( ) 200
10
10
160
10
120
10
280
( )
200
10
10
160
10
120
10
280
(a) 200
10
10
160
10
120
10
280
R80
R90
unit:mm
(a)
(b)
Fi
4 Sh
d i
i f
ti
f
l
i
t
d l (
it
) ( ) id
i
(b)
200
10
10
160
10
120
10
280
R80
R90
unit:mm
(a)
(b)
Figure 4. Shape and size information of aluminum segment model (unit: mm): (a) side view; (b)
front view
Figure 4. Shape and size information of aluminum segment model (unit: mm): (a) side view; (b) front view. R80
R90
unit:mm
(b)
R80
R90
unit:mm
(b) (b) (a) (a)
(b)
Figure 4. Shape and size information of aluminum segment model (unit: mm): (a) side view; (b)
f
i
Figure 4. Shape and size information of aluminum segment model (unit: mm): (a) side view; (b) front view. Figure 4. Shape and size information of aluminum segment model (unit: mm): (a) side view; (b)
front view. Two damage types were involved in the study, namely, bar and block damages. Varying damage
severities were applied to Groups A and B, which were used to simulate crack and peeling-off
damages, respectively. Each damage was located at the top of the aluminum pipe. In Group A, the
bending rigidity of the bar damage components was reduced by 5% and 10% (The size of the four
damages are 120 mm
20 mm
×
, 240 mm
20 mm
×
), as shown in Figure 5. The same was performed
on Group B (The size of the four damages are 50 mm
50 mm
×
, 70 mm
70 mm
×
), as shown in Figure
front view. Two damage types were involved in the study, namely, bar and block damages. Varying damage
severities were applied to Groups A and B, which were used to simulate crack and peeling-off
damages, respectively. Each damage was located at the top of the aluminum pipe. 3.2. Description of Tested Structures The proposed damage identification procedure was verified with real measurement data from
moving load vibration tests. Shield tunnel structures are affected by components in the complex
environment, such as the surrounding soil and groundwater. Thus, the experimental tests were
conducted with a simply scaled aluminum pipe model. The model, which was subjected to the
excitation of moving load with all of the designed sensor arrangement scenarios, was placed in the soil
box for the segment of shield tunnel for structural damage identification analysis. Although the tests were not performed in a soil environment, the testing data provided
information that demonstrated the reliability of the proposed damage index in detecting damage. In
this experiment, aluminum and yellow sand were selected to represent concrete and soil, respectively. The experimental setup for the dynamic tests of the aluminum pipe model is shown in Figure 2. Eighteen cases for the scaled shield tunnel model with different damage types were tested and
monitored by using acceleration sensors, as shown in Figure 3. During testing, the entire structure in
the model vibrated as a rigid body. Each segment with a flange structure that formed the entire tunnel
structure measured approximately 140 mm in length, 180 mm in outer diameter, and 160 mm in inner
diameter. The segments installed were tightened by bolts to seal the gasket and washer against the
flange, as depicted in Figure 3. Detailed size information about the experimental model is shown in
Figure 4. In the model design, each segment is equivalent to a circle, which has a stiffness reduction
according to the area and the moment of inertia. Sensors 2018, 18, x
8 of 21 Figure 2. Experimental setup for dynamic tests of aluminum pipe model. Figure 2. Experimental setup for dynamic tests of aluminum pipe model. Figure 2. Experimental setup for dynamic tests of aluminum pipe model. Figure 2. Experimental setup for dynamic tests of aluminum pipe model. 8 of 20 8 of 20 Sensors 2018, 18, 3033 (a)
(b)
Figure 3. Sketch of aluminum pipe model: (a) segments are tighten by the bolts against the flange;
(b) sensor. Figure 3. Sketch of aluminum pipe model: (a) segments are tighten by the bolts against the flange;
(b) sensor. (a)
(b)
Figure 3. Sketch of aluminum pipe model: (a) segments are tighten by the bolts against the flange;
(b) sensor. 3.2. Description of Tested Structures In Group A, the
bending rigidity of the bar damage components was reduced by 5% and 10% (The size of the four
damages are 120 mm
20 mm
×
, 240 mm
20 mm
×
), as shown in Figure 5. The same was performed
on Group B (The size of the four damages are 50 mm
50 mm
×
, 70 mm
70 mm
×
), as shown in Figure
Two damage types were involved in the study, namely, bar and block damages. Varying damage
severities were applied to Groups A and B, which were used to simulate crack and peeling-off damages,
respectively. Each damage was located at the top of the aluminum pipe. In Group A, the bending
rigidity of the bar damage components was reduced by 5% and 10% (The size of the four damages
are 120 mm × 20 mm, 240 mm × 20 mm), as shown in Figure 5. The same was performed on Group B
(The size of the four damages are 50 mm × 50 mm, 70 mm × 70 mm), as shown in Figure 6. Nine cases
were considered for each group. An undamaged case, four single-damage cases, three double-damage
cases, and one triple-damage case were set. The details of the two groups are tabulated in Tables 2 and 3. Sensors 2018, 18, x
9 of 21
6. Nine cases were considered for each group. An undamaged case, four single-damage cases, three
double-damage cases, and one triple-damage case were set. The details of the two groups are
tabulated in Tables 2 and 3. (a)
(b)
Figure 5. Bar damage scenarios: (a) 5% damage; (b) 10% damage. Figure 5. Bar damage scenarios: (a) 5% damage; (b) 10% damage. (b) (a) (b) (a) Figure 5. Bar damage scenarios: (a) 5% damage; (b) 10% damage. Figure 5. Bar damage scenarios: (a) 5% damage; (b) 10% damage. 9 of 20 Sensors 2018, 18, 3033 (a)
(b)
Figure 6. Block damage scenarios: (a) 5% damage; and, (b) 10% damage. Figure 6. Block damage scenarios: (a) 5% damage; and, (b) 10% damage. (b) (a) (b) (a) Figure 6. Block damage scenarios: (a) 5% damage; and, (b) 10% damage. Figure 6. Block damage scenarios: (a) 5% damage; and, (b) 10% damage. Table 2. Damage cases of Groups A and B considered in experimental verification. Table 2. Damage cases of Groups A and B considered in experimental verification. 3.2. Description of Tested Structures Label
Segment
No. Damage
Location
Group A
Group B
Damage
Severity
Damage
Scenario
Damage
Type
Damage
Scenario
Damage
Type
0
Null
Null
UDMa
Bar
UDMb
Block
Null
1
S10
x = 9 m~10 m
DMG1a
bar
DMG1b
block
5%
2
S10
x = 9 m~10 m
DMG2a
bar
DMG2b
block
10%
3
S15
x = 14 m~15 m
DMG3a
bar
DMG3b
block
5%
4
S20
x = 19 m~20 m
DMG4a
bar
DMG4b
block
5%
5
S10
x = 9 m~10 m
DMG5a
bar
DMG5b
block
5%
S20
x = 19 m~20 m
bar
block
5%
6
S10
x = 9 m~10 m
DMG6a
bar
DMG6b
block
5%
S20
x = 19 m~20 m
bar
block
10%
7
S10
x = 9 m~10 m
DMG7a
bar
DMG7b
block
5%
S15
x = 14 m~15 m
bar
block
5%
8
S10
x = 9 m~10 m
DMG8a
bar
DMG8b
block
5%
S15
x = 14 m~15 m
bar
block
5%
S20
x = 19 m~20 m
bar
block
5%
Label
Segment
No. Damage
Location
Group A
Group B
Damage
Severity
Damage
Scenario
Damage
Type
Damage
Scenario
Damage
Type
0
Null
Null
UDMa
Bar
UDMb
Block
Null
1
S10
x = 9 m~10 m
DMG1a
bar
DMG1b
block
5%
2
S10
x = 9 m~10 m
DMG2a
bar
DMG2b
block
10%
3
S15
x = 14 m~15 m
DMG3a
bar
DMG3b
block
5%
4
S20
x = 19 m~20 m
DMG4a
bar
DMG4b
block
5%
5
S10
x = 9 m~10 m
DMG5a
bar
DMG5b
block
5%
S20
x = 19 m~20 m
bar
block
5%
6
S10
x = 9 m~10 m
DMG6a
bar
DMG6b
block
5%
S20
x = 19 m~20 m
bar
block
10%
7
S10
x = 9 m~10 m
DMG7a
bar
DMG7b
block
5%
S15
x = 14 m~15 m
bar
block
5%
8
S10
x = 9 m~10 m
DMG8a
bar
DMG8b
block
5%
S15
x = 14 m~15 m
bar
block
5%
S20
x = 19 m~20 m
bar
block
5%
Table 3. Specifications of wireless accelerometer. Range (g)
±5
Sensitivity (mV/g)
400
Frequency Response (Hz)
0–600
Output Noise, Differential [Root Mean Square,
typical] (µg/
√
Hz)
7
Max Shock [(0.1 ms)] (g)
2000
Non-Linearity (±90%FSO)
0.5%
Bias Tem. 3.2. Description of Tested Structures Shift (T = −55 ◦C to + 125 ◦C)
0.0001 g/◦C
Type
Micro-machined capacitive sense element
Excitation Voltage (VDC)
+5.0 VDC (±0.025 VDC)
Output Impedance
50 Ω
Operating Current
15 mA @ 5.0 VDC
Differential Output
±2.0VDC FSO
Cross Axis Sensitivity
<= 3%
Operating Temperature
−55 ◦C to + 125 ◦C
Damping
Nitrogen Gas Damped
Overal Size (A × B × C)
49.5 mm × 12.4 mm × 20.3 mm
Weight (g)
54
Housing
6061 Aluminunum, IP67 rated
Cable
BDI-RC-187 (specify length) Table 3. Specifications of wireless accelerometer. Range (g)
±5
Sensitivity (mV/g)
400
Frequency Response (Hz)
0–600
Output Noise, Differential [Root Mean Square,
typical] (µg/
√
Hz)
7
Max Shock [(0.1 ms)] (g)
2000
Non-Linearity (±90%FSO)
0.5%
Bias Tem. Shift (T = −55 ◦C to + 125 ◦C)
0.0001 g/◦C
Type
Micro-machined capacitive sense element
Excitation Voltage (VDC)
+5.0 VDC (±0.025 VDC)
Output Impedance
50 Ω
Operating Current
15 mA @ 5.0 VDC
Differential Output
±2.0VDC FSO
Cross Axis Sensitivity
<= 3%
Operating Temperature
−55 ◦C to + 125 ◦C
Damping
Nitrogen Gas Damped
Overal Size (A × B × C)
49.5 mm × 12.4 mm × 20.3 mm
Weight (g)
54
Housing
6061 Aluminunum, IP67 rated
Cable
BDI-RC-187 (specify length) Table 3. Specifications of wireless accelerometer. Sensors 2018, 18, 3033 10 of 20
d In the experiment, 30 aluminum segments were used to assemble the long-lining shield tunnel
structure whose total length was 4200 mm, as shown in Figure 7. Meanwhile, the wireless test system
STS LIVE (Bridge Diagnostics, Inc, Louisville, CO, USA) was used to measure and collect the real-time
accelerator signals of each sensor. The specifications of the wireless accelerometer are shown in Table 3. Fifteen wireless sensors were evenly distributed on the pipe model. In the experiment, 30 aluminum segments were used to assemble the long-lining shield tunnel
structure whose total length was 4200 mm, as shown in Figure 7. Meanwhile, the wireless test system
STS LIVE (Bridge Diagnostics, Inc, Louisville, CO, USA) was used to measure and collect the real-
time accelerator signals of each sensor. The specifications of the wireless accelerometer are shown in
Table 3. Fifteen wireless sensors were evenly distributed on the pipe model. A moving load was used to simulate the train load in the tunnel. The simulated moving load
consisted of six carriages, and each carriage had two axes with a spacing of 100 mm. 3.2. Description of Tested Structures The traction device,
which could provide stable power, was used to pull the train load travelling in the tunnel. The power
of the traction device was 25 watts, which was rotated at 125 revolutions per minute. The moving load
and traction device are shown in Figure 8. The sampling frequency was 1000 Hz. “Same measurements”
were taken 10 times in order to avoid mistakes and accidental errors. The number of aluminum pipes
is shown in Figure 7. A moving load was used to simulate the train load in the tunnel. The simulated moving load
consisted of six carriages, and each carriage had two axes with a spacing of 100 mm. The traction
device, which could provide stable power, was used to pull the train load travelling in the tunnel. The power of the traction device was 25 watts, which was rotated at 125 revolutions per minute. The
moving load and traction device are shown in Figure 8. The sampling frequency was 1000 Hz. “Same
measurements” were taken 10 times in order to avoid mistakes and accidental errors. The number of
aluminum pipes is shown in Figure 7. According to the testing condition, the structure was simplified to a beam, which meant that the
response of all the nodes at the same cross section were the same. The finite element model of the test
was simplified as a beam structure with 30 elements, as shown in Figure 9. In addition, the experiment
was conducted within a short time to ensure accuracy. Temperature and humidity were relatively
stable, and no interference was caused by external excitation sources. According to the testing condition, the structure was simplified to a beam, which meant that the
response of all the nodes at the same cross section were the same. The finite element model of the test
was simplified as a beam structure with 30 elements, as shown in Figure 9. In addition, the
experiment was conducted within a short time to ensure accuracy. Temperature and humidity were
relatively stable, and no interference was caused by external excitation sources. 1
2
3
4
5
6
7
8
9
10
24
...... 25
26
27
28
29
30
Figure 7. Number of aluminum pipes. Figure 7. Number of aluminum pipes. 18, 18, x
11
(a)
(b)
Figure 8. Simulated train load: (a) moving train; (b) traction device. Figure 8. 3.2. Description of Tested Structures Simulated train load: (a) moving train; (b) traction device. 8, 18, x
11
(a)
(b)
Figure 8. Simulated train load: (a) moving train; (b) traction device. 1
2
3
4
5
6
7
8
9
10
24
...... 25
26
27
28
29
30
Figure 7. Number of aluminum pipes. 8, x
8, x Figure 7. Number of aluminum pipes. Number of aluminum pipes. (b)
(b) Figure 7. N
(a)
(a) (b)
(b) (a)
(a) Figure 8. Simulated train load: (a) moving train; (b) traction device. Figure 8. Simulated train load: (a) moving train; (b) traction device. Figure 8. Simulated train load: (a) moving train; (b) traction device. 1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
Fi
9 Si
lifi d fi it
l
t
d l
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
Fi
Si
lifi d fi i
l
d l
Figure 9. Simplified finite element model. Figure
Figure
3.3. Experimental Results and Analysis Figure
Figure
3.3. Experimental Results and Analysis 3.3. Experimental Results and Analysis
Real-time acceleration data were obtained by the wireless node and a wireless test system. To
limit the length of this paper, only parts of the results collected by the typical acceleration sensor are
3.3. Experimental Results and Analysis
Real-time acceleration data were obtained by the wireless node and a wireless test system. To
limit the length of this paper only parts of the results collected by the typical acceleration sensor are
Real-time acceleration data were obtained by the wireless node and a wireless test system. To limit the length of this paper, only parts of the results collected by the typical acceleration sensor are
shown here. limit the length of this paper, only parts of the results collected by the typical acceleration sensor are
shown here. First, the frequency response function of the undamaged structure was tested. In the
experimental tests, the speed of the moving load is 2 m/s . The scaling law for the situation in this
limit the length of this paper, only parts of the results collected by the typical acceleration sensor are
shown here. First, the frequency response function of the undamaged structure was tested. In the
experimental tests, the speed of the moving load is 2 m/s . The scaling law for the situation in this
First, the frequency response function of the undamaged structure was tested. In the experimental
tests, the speed of the moving load is 2 m/s. The scaling law for the situation in this work is also
considered the Froude scaling law, which dictates that the scales for the time and velocity should be 11 of 20
(25) Sensors 2018, 18, 3033 equal to the square root of the length scale. According to the reference [39], equivalent node load can
be expressed, as follows:
√
where
(
)
,
P x ω is the moving load in frequency domain; s is the Laplace parameter; F is the
moving load The frequency response can be obtained with
(
)
P x ω
The frequency response of the P(x, ω) =
F
∆T e−s −v+
√
v2+2ax
a
,
(25)
ponse can be obtained with
(
)
,
P x ω . The frequency response of the
onsisted of six carriages, is shown in Figure 10. Figure
Figure
3.3. Experimental Results and Analysis (25)
of the where P(x, ω) is the moving load in frequency domain; s is the Laplace parameter; F is the moving
load. The frequency response can be obtained with P(x, ω). The frequency response of the simulated
moving load, which consisted of six carriages, is shown in Figure 10. The acceleration frequency responses of the two damages are shown in the Figures 11 and 12,
and the frequency response function of the two groups are shown in Figures 13 and 14. Due to
limitation of pages, only some representative cases are presented in Figures 11–14. where P(x, ω) is the moving load in frequency domain; s is the Laplace parameter; F is the moving
load. The frequency response can be obtained with P(x, ω). The frequency response of the simulated
moving load, which consisted of six carriages, is shown in Figure 10. The acceleration frequency responses of the two damages are shown in the Figures 11 and 12,
and the frequency response function of the two groups are shown in Figures 13 and 14. Due to
limitation of pages, only some representative cases are presented in Figures 11–14. Figure 10. Moving load frequency response. Moving load frequency response(N)
Figure 10. Moving load frequency response. Figure 10. Moving load frequency response
Figure 10. Moving load frequency response. The acceleration frequency responses of the two damages are shown in the Figures 11 and 12,
and the frequency response function of the two groups are shown in Figures 13 and 14. Due to
limitation of pages, only some representative cases are presented in Figures 11–14. Sensors 2018, 18, x
12 of 21 (a)
(b)
(c)
(d)
Figure 11. Acceleration frequency response of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; and, (d)
DMG8a. Acceleration frequency response
Acceleration frequency response
Acceleration frequency response
Acceleration frequency response
Figure 11. Acceleration frequency response of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; and,
(d) DMG8a. (b)
Acceleration frequency response (a)
Acceleration frequency response (b) (a) (d)
Acceleration frequency response (c)
Acceleration frequency response (d) (c) Figure 11. Acceleration frequency response of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; and, (d)
DMG8a. Figure 11. Acceleration frequency response of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; and,
(d) DMG8a. 12 of 20 Sensors 2018, 18, 3033 (a)
(b)
(c)
(d)
Figure 12. Acceleration frequency response of Group B. (a) UDMb; (c) DMG5b; and, (d) DMG8b. Figure
Figure
3.3. Experimental Results and Analysis Acceleration frequency response
Acceleration frequency response
Acceleration frequency response
Acceleration frequency response
Figure 12. Acceleration frequency response of Group B. (a) UDMb; (c) DMG5b; and, (d) DMG8b. Sensors 2018, 18, x
13 of 21 (a)
Acceleration frequency response (b)
Acceleration frequency response (a) (b) (d)
Acceleration frequency response (c)
Acceleration frequency response (c) (d) Figure 12. Acceleration frequency response of Group B. (a) UDMb; (c) DMG5b; and, (d) DMG8b. Figure 12. Acceleration frequency response of Group B. (a) UDMb; (c) DMG5b; and, (d) DMG8b. Sensors 2018, 18, x
13 of 21 (a)
(b)
(c)
(d)
(e)
Figure 13. Frequency response function of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; (d) DMG8a;
and, (e) all cases. Frequency response function
Frequency response function
Frequency response function
Frequency response function
Frequency response function
Figure 13. Frequency response function of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; (d) DMG8a;
and, (e) all cases. (b)
Frequency response function (a)
Frequency response function (b) (a) (c)
Frequency response function (d)
Frequency response function (d) (e)
Frequency response function (e) Figure 13. Frequency response function of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; (d) DMG8a;
and, (e) all cases. Figure 13. Frequency response function of Group A: (a) UDMa; (b) DMG1a; (c) DMG5a; (d) DMG8a;
and, (e) all cases. 13 of 20
G8a; Sensors 2018, 18, 3033
Figure 13. Fre
a d (e) all a ensors 2018, 18, 3033
13 of
and, (e) all cases. (a)
(b)
Frequency response function
Frequency response function
ensors 2018, 18, x
14 o
(c)
(d)
(e)
Figure 14. Frequency response function of Group B: (a) UDMb; (b) DMG1b; (c) DMG5b; (d) DMG8b;
and, (e) all cases. Frequency response function
Frequency response function
Frequency response function
Figure 14. Frequency response function of Group B: (a) UDMb; (b) DMG1b; (c) DMG5b; (d) DMG8b;
and, (e) all cases. (b)
Frequency response function
1 (a)
Frequency response function
rs 2018, 18, x (b) (a) (c)
Frequency response function (d)
Frequency response function (d) (c) (e)
Frequency response function (e) Figure 14. Frequency response function of Group B: (a) UDMb; (b) DMG1b; (c) DMG5b; (d) DMG8b;
and, (e) all cases. Figure 14. Frequency response function of Group B: (a) UDMb; (b) DMG1b; (c) DMG5b; (d) DMG8b;
and, (e) all cases. The results of the frequency response function are shown in Figures 13 and 14. Undamaged cases
a and b had the same situation. Figure
Figure
3.3. Experimental Results and Analysis Stiffness change of partial unit of case 1a. Element Number
Undamaged EIu
Damaged EId
∆EI
∆EI
EIu (%)
5
2.09 × 109
2.03 × 109
6.48 × 107
0.031
7
2.38 × 109
2.35 × 109
3.33 × 107
0.014
10
2.21 × 109
1.73 × 109
4.81 × 108
0.218
13
2.53 × 109
2.43 × 109
9.87 × 107
0.039
14
2.49 × 109
2.44 × 109
4.73 × 107
0.019
17
1.89 × 109
1.68 × 109
2.08 × 107
0.011
20
2.07 × 109
1.98 × 109
8.90 × 107
0.043 The variation ratios of EI obtained for each damage case of Groups A and B are shown in
Figures 15 and 16, respectively. Application of the proposed method revealed that the variation ratio of
EI (∆EI) of the damaged element showed a noticeably increasing trend. The degradation of stiffness
that is caused by damage is commonly simulated by ∆EI in actual projects. The testing result indicated
that the numerical model was correct. The variation ratios of EI were observed exactly at the damage
element locations in single- and multi-damage situations. Furthermore, the bending rigidity of element
10 in case 1a was reduced by 5%. For example, in Group A, the bending rigidity of element 10 was
reduced by 10% in case 2a. Meanwhile, the bending rigidity values of elements 15 and 20 were reduced
by 5% in cases 3a and 4a, respectively, and a 5% measurement noise was considered in all of the
cases. Figures 15 and 16 indicate that the variation ratios of EI at the damaged element were amplified
obviously. For example, in case 1a, the variation ratio of EI of the damaged element was 0.21, which
largely outweighed those of the other elements. This finding demonstrated the feasibility and accuracy
of using the proposed approach in identifying the damage locations in a single-damage situation. Moreover, the variation ratio may also be used for quantifying the damage. In multi-damage situations,
the variation ratio tended to increase in comparison with that in the single-damage case. This result
may be attributed to the interaction between damages. A comparison of cases 5a and 7a showed that
the shorter the distance between the two damage locations, the greater the influence. The damage detection results for elements 10, 15, and 20 under different damage cases are
shown in Figure 17. Figure
Figure
3.3. Experimental Results and Analysis Model updating was used as described in Section 2. To limit the
length of the paper, only parts of the results are shown here. The data of the undamaged case (which
can be considered the simulation model) and damage case 1a are depicted here to illustrate the effect
of damage identification. The modified EI values of the undamaged case and damaged degree of
case 1a are presented in Tables 4 and 5, respectively. Under the undamaged circumstances, the model
had been modified, which is shown as Table 4. By using the modified EI as a benchmark of
undamaged structure, the experimental data which can obtain damaged
d
EI was adopted to identify
damage which shown as Table 5. In particular, EI EI
Δ
is the percentage of damage degree. The results of the frequency response function are shown in Figures 13 and 14. Undamaged cases
a and b had the same situation. Model updating was used as described in Section 2. To limit the length
of the paper, only parts of the results are shown here. The data of the undamaged case (which can
be considered the simulation model) and damage case 1a are depicted here to illustrate the effect of
damage identification. The modified EI values of the undamaged case and damaged degree of case 1a
are presented in Tables 4 and 5, respectively. Under the undamaged circumstances, the model had
been modified, which is shown as Table 4. By using the modified EI as a benchmark of undamaged
structure, the experimental data which can obtain damaged EId was adopted to identify damage which
shown as Table 5. In particular, ∆EI
EIu is the percentage of damage degree. 14 of 20 Sensors 2018, 18, 3033 Table 4. Stiffness change of partial unit of undamaged case. Table 4. Stiffness change of partial unit of undamaged case. Element Number
Unmodified EI
Modified EI
∆EI
5
2.71 × 109
2.09 × 109
6.20 × 108
7
2.71 × 109
2.38 × 109
3.33 × 108
10
2.71 × 109
2.21 × 109
5.00 × 108
13
2.71 × 109
2.53 × 109
1.80 × 108
14
2.71 × 109
2.49 × 109
2.11 × 108
17
2.71 × 109
1.89 × 109
8.25 × 108
20
2.71 × 109
2.07 × 109
6.40 × 108 Table 5. Stiffness change of partial unit of case 1a. Table 5. Figure
Figure
3.3. Experimental Results and Analysis As Figure 17a shows, the variation ratios of EI of the damaged elements were
significantly larger than those in the undamaged case. This finding indicated the effective detection
of the introduced damage. In case 6a, elements 10 and 20 had damage severities of 5% and 10%,
respectively, and element 15 had no damage, as shown in Figure 17a. The damage index of element
15 showed no noticeable change in comparison with that in the undamaged case. However, the damage
index values of damaged elements 10 and 20 showed significant increases when compared with those
in the undamaged state. A comparison of cases 5a and 6a showed that the damage magnitude has
only a small influence on the effect of damage identification. Meanwhile, a comparison of cases
5a and 7a indicated that the shorter the distance between two damage locations, the greater the
influence. Figure 17b shows the situation of Group B. The proposed approach was appropriate
for detecting the damage severity in the single- and multi-damage situations. This method is thus
attractive for detecting scouring damage in shield tunnels because various uncertainties and noises 15 of 20 Sensors 2018, 18, 3033 are involved in the modeling of shield tunnel structures and measuring their dynamic responses. However, the quantitative relation between the simulated damage and the actual damage is unclear
and it should be discussed further. Sensors 2018, 18, x
16 of 21 ,
q
g
g
it should be discussed further. Sensors 2018, 18, x
16 o
(a)
(b)
(c)
(d)
(e)
(f)
(g)
(h)
Figure 15. Damage location results under moving load of Group A: (a) DMG1a; (b) DMG2a; (c)
DMG3a; (d) DMG4a; (e) DMG5a; (f) DMG6a; (g) DMG7a; and, (h) DMG8a. Figure 15. Damage location results under moving load of Group A: (a) DMG1a; (b) DMG2a; (c) DMG3
(d) DMG4a; (e) DMG5a; (f) DMG6a; (g) DMG7a; and, (h) DMG8a. (b) (a) (b) (a) (c) (d) (d) (c) (f) (e) (f) (e) (g) (h) (h) (g) Figure 15. Damage location results under moving load of Group A: (a) DMG1a; (b) DMG2a; (c)
DMG3a; (d) DMG4a; (e) DMG5a; (f) DMG6a; (g) DMG7a; and, (h) DMG8a. Figure 15. Damage location results under moving load of Group A: (a) DMG1a; (b) DMG2a; (c) DMG3a;
(d) DMG4a; (e) DMG5a; (f) DMG6a; (g) DMG7a; and, (h) DMG8a. 4. Discussion and Conclusions
4. Discussion and Conclusions This work investigated the feasibility and effectiveness of using the acceleration frequency
function to identify the structural damage in underground tunnel structures. Numerical and
experimental studies were conducted. An aluminum pipe model with a simulated underground
boundary condition was designed and tested in a large soil box. Different damage scenarios were
simulated by cutting the pipe models into various damage sizes. The experimental studies performed
covered the accelerated frequency response function used for damage identification in underground
structures. The stiffness loss
K
Δ
could be calculated after the appearance of (
)
EI
Δ
. Therefore, the
location of the damage could be easily judged. Meanwhile, the damage magnitude had less influence
on the effect of damage identification. Moreover, the shorter the distance between two damage
locations, the greater the influence. Damage identification for underground structures based on the
analysis of the frequency response function can be adopted as an efficient and functional damage
identification tool in practical applications. However, the quantitative relation between the simulated
da
a e a d the a tual da
a e hould be di
u
ed fu the
This work investigated the feasibility and effectiveness of using the acceleration frequency
function to identify the structural damage in underground tunnel structures. Numerical and
experimental studies were conducted. An aluminum pipe model with a simulated underground
boundary condition was designed and tested in a large soil box. Different damage scenarios
were simulated by cutting the pipe models into various damage sizes. The experimental studies
performed covered the accelerated frequency response function used for damage identification in
underground structures. The stiffness loss ∆K could be calculated after the appearance of ∆(EI). Therefore, the location of the damage could be easily judged. Meanwhile, the damage magnitude
had less influence on the effect of damage identification. Moreover, the shorter the distance between
two damage locations, the greater the influence. Damage identification for underground structures
based on the analysis of the frequency response function can be adopted as an efficient and functional
damage identification tool in practical applications. However, the quantitative relation between the
simulated damage and the actual damage should be discussed further. g
g
Author Contributions: Conceptualization, H.L. Methodology, H.L. and S.W.; Software, S.W.; Validation, S.W.;
Formal Analysis, S.W.; Investigation, S.W.; Resources, H.L. 4. Discussion and Conclusions
4. Discussion and Conclusions and X.L.; Data Curation, X.L.; Writing-Original Draft
Preparation S W ; Writing-Review & Editing H L and X L ; Visualization H Z ; Supervision H Z ; Project
Author Contributions: Conceptualization, H.L. Methodology, H.L. and S.W.; Software, S.W.; Validation, S.W.;
Formal Analysis, S.W.; Investigation, S.W.; Resources, H.L. and X.L.; Data Curation, X.L.; Writing-Original
Draft Preparation, S.W.; Writing-Review & Editing, H.L. and X.L.; Visualization, H.Z.; Supervision, H.Z.; Project
Administration, H.L. and H.Z.; Funding Acquisition, H.L. and H.Z. g
g
Author Contributions: Conceptualization, H.L. Methodology, H.L. and S.W.; Software, S.W.; Validation, S.W.;
Formal Analysis, S.W.; Investigation, S.W.; Resources, H.L. and X.L.; Data Curation, X.L.; Writing-Original Draft
Preparation S W ; Writing-Review & Editing H L and X L ; Visualization H Z ; Supervision H Z ; Project
Author Contributions: Conceptualization, H.L. Methodology, H.L. and S.W.; Software, S.W.; Validation, S.W.;
Formal Analysis, S.W.; Investigation, S.W.; Resources, H.L. and X.L.; Data Curation, X.L.; Writing-Original
Draft Preparation, S.W.; Writing-Review & Editing, H.L. and X.L.; Visualization, H.Z.; Supervision, H.Z.; Project
Administration, H.L. and H.Z.; Funding Acquisition, H.L. and H.Z. epa atio , S.W.; W iti g
eview & Editi g,
. . a d
. .; Visua i atio ,
. .; Supe visio ,
. .;
oject
Administration, H.L. and H.Z.; Funding Acquisition, H.L. and H.Z. Funding: This research was funded by [the Natural Science Fund of China] grant number [51578260]; [the
Funding: This research was funded by [the Natural Science Fund of China] grant number [51578260]; [the Natural
Science Fund of China] grant number [51578261]; [Major technical innovation projects in Hubei] grant number
[2017ACA183]; [Outstanding youth project of Hubei Natural Science Foundation] grant number [2017CFA074]. Natural Science Fund of China] grant number [51578261]; [Maj
number [2017ACA183] [Outstanding youth project of Hube
Conflicts of Interest: The authors declare no conflict of interest. Natural Science Fund of China] grant number [51578261]; [Major technical innovation projects in Hubei]
number [2017ACA183]; [Outstanding youth project of Hubei Natural Science Foundation] grant nu
Conflicts of Interest: The authors declare no conflict of interest. Figure
Figure
3.3. Experimental Results and Analysis 16 of 20
17 of 21 Sensors 2018, 18, 3033
Sensors 2018 18 x nsors 2018, 18, 3033
16 o
ensors 2018, 18, x
17
(a)
(b)
(c)
(d)
(e)
(f)
(g)
(h)
Figure 16. Damage location results under moving load of Group B: (a) DMG1b; (b) DMG2b; (c)
DMG3b; (d) DMG4b; (e) DMG5b; (f) DMG6b; (g) DMG7b; and, (h) DMG8b. Figure 16. Damage location results under moving load of Group B: (a) DMG1b; (b) DMG2b; (c) DMG3b;
(d) DMG4b; (e) DMG5b; (f) DMG6b; (g) DMG7b; and, (h) DMG8b. (b) (a) (a) (b) (c) (d) (d) (c) (f) (e) (f) (e) (g) (h) (h) (g) Figure 16. Damage location results under moving load of Group B: (a) DMG1b; (b) DMG2b; (c)
DMG3b; (d) DMG4b; (e) DMG5b; (f) DMG6b; (g) DMG7b; and, (h) DMG8b. Figure 16. Damage location results under moving load of Group B: (a) DMG1b; (b) DMG2b; (c) DMG3b;
(d) DMG4b; (e) DMG5b; (f) DMG6b; (g) DMG7b; and, (h) DMG8b. 17 of 20
18 of 21 Sensors 2018, 18, 3033
Sensors 2018 18 x (b) (a) (a)
(b)
Figure 17. Damage location results of all cases: (a) Group A; and, (b) Group B. Figure 17. Damage location results of all cases: (a) Group A; and, (b) Group B. (a) (a) Figure 17. Damage location results of all cases: (a) Group A; and, (b) Group B
Figure 17. Damage location results of all cases: (a) Group A; and, (b) Group B. [2017CFA07
C
fli
f
References Conflicts of Interest: The authors declare no conflict of interest. References
1. Feng, L.; Yi, X.H.; Zhu, D.P.; Xie, X.Y.; Wang, Y. Damage detection of metro tunnel structure through
transmissibility function and cross correlation analysis using local excitation and measurement. Mech. Syst. Signal Process. 2015, 60–61, 59–74. [CrossRef] Conflicts of Interest: The authors declare no conflict of interest. References
1. Feng, L.; Yi, X.H.; Zhu, D.P.; Xie, X.Y.; Wang, Y. Damage detection of metro tunnel structure through
transmissibility function and cross correlation analysis using local excitation and measurement. Mech. Syst. Signal Process. 2015, 60–61, 59–74. [CrossRef] 1. Feng, L.; Yi, X.H.; Zhu, D.P.; Xie, X.Y.; Wang, Y. Damage detection of metro tunnel structure through
transmissibility function and cross correlation analysis using local excitation and measurement. Mech. Syst
g
[
]
2. Li, H.N.; Li, D.S.; Ren, L.; Yi, T.H.; Jia, Z.G.; Li, K.P. Structural health monitoring of innovative civil
engineering structures in Mainland China. Struct. Monit. Maint. 2016, 3, 1–32. [CrossRef] Signal Process. 2015, 60–61, 59–74. 2. Li, H.N.; Li, D.S.; Ren, L.; Yi, T.H.; Jia, Z.G.; Li, K.P. Structural health monitoring of innovative civi
3. Li, H.N.; Ren, L.; Jia, Z.G.; Yi, T.H.; Li, D.S. State-of-the-art in structural health monitoring of large and
complex civil infrastructures. J. Civ. Struct. Health Monit. 2016, 6, 3–16. [CrossRef] engineering structures in Mainland China. Struct. Monit. Maint. 2016, 3, 1–32. 3. Li, H.N.; Ren, L.; Jia, Z.G.; Yi, T.H.; Li, D.S. State-of-the-art in structural health monitoring of large and
4. Sadhu, A.; Narasimhan, S.; Antoni, J. A review of output-only structural mode identification literature
employing blind source separation methods. Mech. Syst. Signal Process. 2017, 94, 415–431. [CrossRef] complex civil infrastructures. J. Civ. Struct. Health Monit. 2016, 6, 3–16. 4. Sadhu, A.; Narasimhan, S.; Antoni, J. A review of output-only structural mode identification literature
employing blind source separation methods. Mech. Syst. Signal Process. 2017, 94, 415–413. 5. Dora, F.; Vincenzo, G.; Francesco, P. Output-Only Identification and Model Updating by Dynamic Testing
in Unfavorable Conditions of a Seismically Damaged Building. Comput. Aided Civ. Infrastruct. Eng. 2014,
29, 659–675. Sensors 2018, 18, 3033 18 of 20 6. Martin, S.; Marcus, G.; Steffen, M. OA precisenon-destructivedamageidentification technique of long and
slender structures based on modal data. J. Sound Vib. 2016, 365, 89–101. 7. Jiaze, H.; Fuh-Gwo, Y. Damage identification for composite structures using a cross-correlation reverse-time
migration technique. Struct. Health Monit. 2015, 14, 558–570. 8. [2017CFA07
C
fli
f
References Yang, Q.W.; Sun, B.X. Structural damage identification based on best achievable flexibility change. Appl. Math. Model. 2011, 35, 5217–5224. [CrossRef] 9. Zou, Y.; Tong, L.; Steven, G.P. Vibration-based model-dependent damage (delamination) identification and
health monitoring for composite strucures. J. Sound Vib. 2000, 230, 357–378. [CrossRef] 10. Daniele, D.; Gabriele, C. Damage identification techniques via modal curvature analysis: Overview and
comparison. Mech. Syst. Signal Process. 2015, 52–53, 181–205. 11. Chang, P.C.;
Flatau, A.;
Liu, S.C. Review Paper:
Health Monitoring of Civil Infrastructure. Struct. Health Monit. 2003, 2, 257–267. [CrossRef] 12. Park, J.H.; Kim, J.T.; Hong, D.S.; Mascarenas, D.; Lynch, J.P. Autonomous smart sensor nodes for global and
local damage detection of prestressed concrete bridges based on accelerations and impedance measurements. Smart Struct. Syst. 2010, 6, 711–730. [CrossRef] 13. Seyedpoor, S.M.; Yazdanpanah, O. An efficient indicator for structural damage localization using the change
of strain energy based on static noisy data. Appl. Math. Model. 2014, 38, 2661–2672. [CrossRef] 14. Cao, M.; Xu, W.; Ostachowicz, W.; Su, Z.Q. Damage identification for beams in noisy conditions based on
Teager energy operator-wavelet transform modal curvature. J. Sound Vib. 2014, 233, 1543–1553. [CrossRef] 15. Yoon, M.K.; Heider, D.; Gillespie, J.W., Jr.; Ratcliffe, C.P.; Crane, R.M. Local damage detection using the
two-dimensional gapped smoothing method. J. Sound Vib. 2005, 279, 119–139. [CrossRef] 16. Katunin, A. Stone impact damage identification in composite plates using modal data and quincunx wavelet
analysis. Arch. Civ. Mech. 2015, 15, 251–261. [CrossRef] 17. Ulriksen, M.D.; Tcherniak, D.; Kirkegaard, P.H.; Damkilde, L. Operational modal analysis and wavelet
transformation for damage identification in wind turbine blades. Struct. Health Monit. 2016, 15, 381–388. [CrossRef] 18. Katunin, A.; Dragan, K.; Dziendzikowski, M. Damage identification in aircraft composite structures: A case
study using various non-destructive testing techniques. Compos. Struct. 2015, 127, 1–9. [CrossRef] 19. Palaez, M.; Krawczuk, M. Vibration parameters for damage detection in structures. J. Sound Vib. 2002, 249,
999–1010. 20. Amezquita-Sanchez, J.P.; Adeli, H. Signal Processing Techniques for Vibration-Based Health Monitoring of
Smart Structures. Arch. Comput. Methods Eng. 2016, 23, 1–15. [CrossRef] 21. Qu, W.L.; Chen, W. Seismic damage diagnosis of frame structure using artificial neural network. Earthq. Eng. Eng. Vib. 2002, 22, 43–48. 22. Yang, Q.W.; Liu, J.K. Structural damage identification with flexibility changed: A review. J. Vib. Shock. 2011,
30, 147–153. 23. Zong, Z.H.; Huang, D.Z. Damage diagnosis of a steel-concrete composite bridge by ETR index. China Civ. Eng. J. 2011, 37, 59–69. 24. [2017CFA07
C
fli
f
References Cha, Y.J. Structural damage detection using modal strain energy and hybrid multiobjective optimization. Comput. Aided Civ. Infrastruct. Eng. 2015, 30, 347–358. [CrossRef] 5. Moradipour, P.; Tommy, H.T.; Chaminda, G. An improved modal strain energy method for structural dam
detection, 2D simulation. Struct. Eng. Mech. 2015, 54, 105–119. [CrossRef] 26. TaeKim, J.; Ryu, Y.S.; Cho, H.M.; Stubbs, N. Damage identification in beam-type structures: Frequency-based
method vs mode-shape-based method. Eng. Struct. 2003, 25, 57–67. 27. Feng, D.M.; Feng, M.Q. Output-only damage detection using vehicle-induced displacement response and
mode shape curvature index. Struct. Control Health Monit. 2016, 23, 1088–1107. [CrossRef] 28. Feng, D.M.; Feng, M.Q. Experimental validation of cost-effective vision-based structural health monitoring. Mech. Syst. Signal Process. 2017, 88, 199–211. [CrossRef] 29. Yi, W.J. Damage diagnosis of structures by genetic algorithms. Eng. Mech. 2001, 18, 64–71. 30. Wang, D.S.; Zhou, P.; Jin, T.; Zhu, H.P. Damage Identification for beam atructures using the Laplace
Transform-based spectral element method and strain statistical moment. J. Aerosp. Eng. 2018, 31. [CrossRef] 19 of 20 19 of 20 Sensors 2018, 18, 3033 31. Sun, H.; Feng, D.M.; Liu, Y.; Feng, M.Q. Statistical regularization for identification of structural parameters
and external loadings using state space models. Comput. Aided Civ. Infrastruct. Eng. 2015, 30, 843–858. [CrossRef] 32. Gabriele, C.; Filipe, M.; Filippo, U.; Alvaro, C. On vibration-based damage detection by multivariate st
techniques: Application to a long-span arch bridge. Struct. Health Monit. 2016, 15, 505–524. 33. Wang, D.S.; Xiang, W.; Zhu, H.P. Damage identification in beam type structures based on statistical moment
using a two step method. J. Sound Vib. 2014, 333, 745–760. [CrossRef] 34. Imregun, M.; Visser, W.J.; Ewins, D.J. Finite element model updating using frequency response function data:
I. Theory and initial investigation. Mech. Syst. Signal Process. 1995, 9, 187–202. [CrossRef] 35. Lin, R.M.; Zhu, J. Model updating of damped structures using FRF data. Mech. Syst. Signal Process. 2006,
20, 2200–2218. [CrossRef] 36. Li, M.W.; Hong, J.Z. Research on model updating method based on frequency response functions. Shanghai Jiaotong Univ. 2011, 45, 1455–1459. [CrossRef] 37. García-Palencia, A.J.; Santini-Bel, E. Structural model updating using dynamic data. J. Civ. Struct. Health Monit. 2014, 5, 115–127. [CrossRef] 38. Arora, V.; Singh, S.P.; Kundra, T.K. On the use of damped updated FE model for dynamic design. Mech. Syst. Signal Process. 2009, 23, 580–587. [CrossRef] 39. Lin, R.M. Identification of modal parameters of unmeasured modes using multiple FRF modal analysis
method. Mech. Syst. © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). 57.
Faug, T.; Naaim, M.; Bertrand, D.; Lachamp, P.; Naaim-Bouvet, F. Varying Dam Height to Shorten the
Run-Out of Dense Avalanche Flows: Developing a Scaling Law from Laboratory Experiments. Surv. Geophys.
2003, 24, 555–569. [CrossRef] [2017CFA07
C
fli
f
References Signal Process. 2011, 25, 151–162. [CrossRef] 40. Shadan, F.; Khoshnoudian, F.; Esfandiari, A. A frequency response-based structural damage identification
using model updating method. Struct. Control Health Monit. 2015. [CrossRef] 41. TranXuan, D.; He, J.; Choudhury, R. Damage detection of truss structures using measured frequency response
function data. In Proceedings of the 15th International Modal Analysis Conference, Orlando, FL, USA,
3–6 February 1997; pp. 961–967. 42. Balls Crema, L.; Mastroddi, F. A direct approach for updating and damage detection by using FRF data. In Proceedings of the 16th International Seminar on Modal Analysis, Leuven, Belgium, 16–18 September 1998;
pp. 159–166. pp
3. Zou, W.; Qu, W. Structural damage identification based on frequency response function and genetic algori
J. Vib. Shock 2008, 27, 28–30. 44. Khoshnoudian, F.; Esfandiari, A. Structural damage diagnosis using modal data. Sci. Iranica 2011, 18, 853–860. [CrossRef] 45. Yang, Y.; Song, Y. A method of truss structural damage identification based on principal component analysis
and frequency response function. Eng. Mech. 2007, 24, 105–110. [CrossRef] 46. Staszewski, W.J.;
Wallace, D.M. Wavelet-based Frequency Response Function for time-variant
systems—An exploratorystudy. Mech. Syst. Signal Process. 2014, 47, 35–49. [CrossRef] 47. Belleri, A.; Moaveni, B.; Restrepo, J.I. Damage assessment through structural identification of a three-story
large-scale precast concrete structure. Earthq. Eng. Struct. Dyn. 2014, 43, 61–76. [CrossRef] 48. Zhu, H.P.; Mao, L.; Weng, S. Calculation of Dynamic Response Sensitivity to Substructural Damage
Identification under Moving Load. Adv. Struct. Eng. 2016, 16, 1621–1631. [CrossRef] 49. Li, J.; Law, S.S.; Zhu, H.P. Improved damage identification in bridge structures subject to moving loads:
Numerical and experimental studies. Int. J. Mech. Sci. 2013, 74, 99–111. [CrossRef] 50. Alvandi, S.A.; Cremona, C. Assessment of vibration-based damage identification techniques. J. Sound Vib. 2006, 292, 179–202. [CrossRef] 51. Zhang, J.B. Dynamic analysis of structures based on spectral element method. Huazhong Univ. Sci. Technol. 2001. 52. Zhang, R.Q.; Tang, W.S. Monkey algorithm for global numerical optimization. J. Uncertain. Syst. 2008,
2, 165–176. 53. Zhang, T.; Xia, Y.; Zong, M.L. Optimization of gas filling station project scheduling problem based on monkey
algorithm. Value Eng. 2010, 8, 90–92. 54. Zhang, J.J.; Zhang, Y.P.; Sun, J.Z. Intrusion detection technology based on monkey algorithm. Comput. Eng. 2011, 37, 131–133. 55. Yi, T.H.; Li, H.N.; Zhang, X.D. Sensor placement on Canton Tower for health monitoring using
asynchronous-climb monkey algorithm. Smart Mater. Struct. 2012, 21, 125023. [CrossRef] Sensors 2018, 18, 3033 20 of 20 56. 56.
Wang, J.R.; Yun, Y.X.; Zeng, Y. Discrete monkey algorithm and its application in transmission network
expansion planning. J. Tianjin Univ. 2010, 43, 798–803. 56.
Wang, J.R.; Yun, Y.X.; Zeng, Y. Discrete monkey algorithm and its application in transmission network
expansion planning. J. Tianjin Univ. 2010, 43, 798–803.
57.
Faug, T.; Naaim, M.; Bertrand, D.; Lachamp, P.; Naaim-Bouvet, F. Varying Dam Height to Shorten the
R
O t f D
A
l
h Fl
D
l
i
S
li
L
f
L b
t
E
i
t
S
G
h [2017CFA07
C
fli
f
References Wang, J.R.; Yun, Y.X.; Zeng, Y. Discrete monkey algorithm and its application in transmission network
expansion planning. J. Tianjin Univ. 2010, 43, 798–803. 57. Faug, T.; Naaim, M.; Bertrand, D.; Lachamp, P.; Naaim-Bouvet, F. Varying Dam Height to Shorten the
Run-Out of Dense Avalanche Flows: Developing a Scaling Law from Laboratory Experiments. Surv. Geophys. 2003, 24, 555–569. [CrossRef] © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W2147132534
|
https://link.springer.com/content/pdf/10.1007/s11673-014-9564-x.pdf
|
English
| null |
East–West Differences in Perception of Brain Death
|
Journal of bioethical inquiry
| 2,014
|
public-domain
| 11,515
|
East–West Differences in Perception of Brain Death
Review of History, Current Understandings, and Directions for Future Research Qing Yang & Geoffrey Miller Received: 6 July 2013 /Accepted: 5 December 2013 /Published online: 24 July 2014
# Journal of Bioethical Inquiry Pty Ltd 2014 Abstract The concept of brain death as equivalent to
cardiopulmonary death was initially conceived following
developments in neuroscience, critical care, and trans-
plant technology. It is now a routine part of medicine in
Western countries, including the United States. In con-
trast, Eastern countries have been reluctant to incorporate
brain death into legislation and medical practice. Several
countries, most notably China, still lack laws recognizing
brain death and national medical standards for making
the diagnosis. The perception is that Asians are less likely
to approve of brain death or organ transplant from brain
dead donors. Cultural and religious traditions have been
referenced to explain this apparent difference. In the
West, the status of the brain as home to the soul in
Enlightenment philosophy, combined with pragmatism
and utilitarianism, supports the concept of brain death. In
the East, the integration of body with spirit and nature in
Buddhist and folk beliefs, along with the Confucian
social structure that builds upon interpersonal relation-
ships, argues against brain death. However, it is unclear
whether these reasoning strategies are explicitly used
when families and medical providers are faced with
acknowledging brain death. Their decisions are more
likely to involve a prioritization of values and a rationalization of intuitive responses. Why and whether
there might be differences between East and West in the
acceptance of the brain death concept requires further
empirical testing, which would help inform policy-
making and facilitate communication between providers
and patients from different cultural and ethnic
backgrounds. Keywords Brain death . Culturaldifferences . Religion . Philosophy. Asia Keywords Brain death . Culturaldifferences . Religion . Philosophy. Asia Bioethical Inquiry (2015) 12:211–225
DOI 10.1007/s11673-014-9564-x Bioethical Inquiry (2015) 12:211–225
DOI 10.1007/s11673-014-9564-x ORIGINAL RESEARCH Introduction Human death triggers a series of emotional, social, and
legal ramifications such as grieving, funeral arrange-
ments, division of estate, succession of public office,
discontinuation of resuscitative efforts, and removal of
organs. It is thus a required social necessity for there to
be agreement on when death has occurred and when we
can declare that death has occurred (Miller 2011). The
determination of death and its declaration relies as much
on biological knowledge as on social consensus and
communal acceptance. For the majority of history, death
has been identified by the irreversible absence of a
heartbeat and respiration. Brain death, defined as the
permanent and irreversible loss of function in the brain
as a whole or in the brain stem in some jurisdictions
(such as the United Kingdom), emerged as an alternative
criterion in the mid-20th century. The brain death doc-
trine serves two purposes: (1) the disposition of venti-
lated patients with the diagnosis and (2) the potential for Q. Yang
Department of Pediatrics, Yale University School of
Medicine, New Haven, CT, USA G. Miller (*)
Yale University and Yale Bioethics Center, New Haven, CT,
USA
e-mail: geoffrey.miller@yale.edu Bioethical Inquiry (2015) 12:211–225 212 then to allow a declaration of death when irreversible
total brain failure is reliably determined might be
viewed as a value judgment. But it is not for the physi-
cian to enter into a philosophical discussion on the
meaning of death with the patient’s relatives. We recog-
nize that the physician’s skillful communication often
follows the logic of: (1) There is no evidence of func-
tional brain activity; (2) this condition is permanent; and
(3) this allows a declaration of death. To some this
supports a fiction. It also leaves the physician open to
accusations of paternalism and being disingenuous. Lederer writes: “[P]hysicians would benefit from a more
coherent and defensible ethical account of vital organ
donation” (Lederer 2008, 3). organ donation from an individual with a beating heart
(Truog 1997). It was not introduced as an attempt to
redefine death, but as a way of determining death that is
acceptable as equivalent to the cardiopulmonary criteri-
on, especially when the use of ventilators obscures
accurate evaluation of cardiopulmonary function (Bee-
cher 1968; President’s Commission 1981; Miller and
Ashwal 2010). Introduction Since the middle of the last century, it
has been widely validated and become a routine part of
medical practice in the United States as well as other
Western countries (Gardiner et al. 2012; Wijdicks 2002). Ethical issues associated with the concept of brain
death have been extensively reviewed elsewhere (for
example, President’s Council 2011). These include the
role of the brain in defining the biological and philo-
sophical meanings of life, the value of brain death as
either a real physiological state or an artificial construct,
the truthfulness of the belief that equates brain death
with the end of life, the justice of minimizing futile
medical care, and the social utility of providing organs
for transplant. Although it is not the aim of this article to
justify the use of the brain death concept, we will briefly
review, from the start, some of the ethical arguments
concerning its application. We suggest that the acceptance of the notion of brain
death may rest on, among other factors, the fiduciary
relationship between physicians, patients, and their sur-
rogates, as well as the fiduciary relationship between
physicians and the state. If the surrogates trust the physi-
cians and their methods and trust that death is inevitable,
they are more likely to accept a declaration of death when
informed that total brain failure or brain death has oc-
curred. The arrangement for organ donation, although an
important consideration, is not the only good that can
occur with the acceptance of the brain death doctrine. It
allows the removal of artificial ventilation and the ar-
rangements for the procedures that take place following
death. This practice of the brain death doctrine also
depends on the fiduciary relationship between the state
and the medical profession. For example, in the United
States, the state, through the legislature, acknowledges
death when there is irreversible cessation of either car-
diopulmonary function or whole brain function, includ-
ing the brain stem. The determination of these conditions
is the prerogative of the medical profession. So it can be
claimed that the acceptance of a declaration of death
when irreversible whole brain failure occurs is a matter
of public policy and a socio-medico-legal contrivance
(Nair-Collins 2010). Introduction In other cases—such
as brain tumors, skull fractures, or intracranial hemor-
rhage—the patient ultimately succumbed to circulatory
arrest hours following respiratory arrest (Horsley 1894). The first electroencephalography (EEG) recordings in
humans coincided with the discovery that death on the
cellular level was attributed to the loss of the cell mem-
brane electrical potential (Crile, Telkes, and Rowland
1930). Radiographic cerebral angiograms further corre-
lated the fall in EEG activity to lack of blood flow to the
brain (Crafoord 1939). These technological advances
established ways in which death of the nervous system
could be detected and characterized. Wertheimer icono-
clastically proposed to equate this form of death to the
conventional cardiopulmonary death (Wertheimer,
Jouvet, and Descotes 1959). about how cultural contexts influence the perception
and application of brain death, because unlike the uni-
versally upheld cardiopulmonary standard, practice of
the neurological standard of death lacks a global con-
sensus (Wijdicks 2002). We aim to provide an exposi-
tory comparison of the reception and adaptation of brain
death in two culturally distinct societies: East and West. y
For the purpose of this study, we define the two
cultural camps with somewhat arbitrarily demarcated
but readily recognizable geographical areas. We think
of the West as North America, Western and Northern
Europe (original members of the European Union), plus
Australia and New Zealand. These 22 countries are
largely populated by Caucasian diasporas and share a
strong philosophical and political platform stemming
from Greek, Roman, and Enlightenment traditions. On
the other hand, by East we mean East and Southeast
Asia, including China, Japan, South Korea, Taiwan, and
the constituents of Association of Southeast Asian Na-
tions (ASEAN). These 14 countries contain Chinese
diasporas and have been for the majority of their history
under the influence of a cultural heritage that has devel-
oped independent of the West. Larger cohorts of putative brain dead patients were
not reported until intensive care units (ICU) sprang up in
hospitals across Europe and North America (Lofstedt
and von Reis 1956). Initially developed during the polio
epidemics, artificial ventilation—negative pressure
chambers, positive pressure bag-valve systems, and fi-
nally mechanical ventilators—was used to sustain pa-
tients with respiratory failure (Puri, Puri, and Dellinger
2009; Settergren 2003). It was noted that a particular
group of patients, usually with primary neurological
pathology, never regained spontaneous respiration
(Lofstedt and von Reis 1956). Introduction But there are strong arguments to
support the forgoing of life-sustaining treatments from
individuals with permanent whole brain failure, and it is
neither disrespectful to the individual nor a great moral
harm to declare death when this irreversible state is
recognized. Overall, mainstream Western society ac-
knowledges that the concept of brain death is morally
reasonable, operationally useful, and not intuitively of-
fensive (Miller 2011; Gardiner et al. 2012). H
f i f
f
th
di
i
th
thi
l When we consider the concept of brain death as
equivalent to cardiopulmonary death, there are valid
criticisms that highlight the flaws in the brain death
doctrine (Shewmon 2001; Nair-Collins 2010). Most
people do not have difficulty in appreciating that death
exists. The debate concerns when it occurs, how it is
recognized, and when and how it may be declared. In
the biological and medical realm we debate the nature
and recognition of death, and in the sociocultural, polit-
ical, and legal realms it is the acceptability of the decla-
ration of death that comes into play. In the case of brain
death, those involved are asked to accept that an indi-
vidual with an irreversible loss of functional whole brain
activity would be dead without artificial ventilation, and
spontaneous ventilation will inevitably fail. The skepti-
cal may say that the individual is not yet dead, but will
be once the artificial ventilation is removed. Or they
may not believe that the individual is dead by what they
can see and feel, which is not a corpse, and they would
be correct. The features that determine when brain death
may be declared are not identical to how a typical
individual views a biological death. It is for this reason
that, in the United States, the President’s Council on
Bioethics recommended the use of the term “total brain
failure” rather than brain death (2011). The judgment Here we refrain from further discussion on the ethical
righteousness of the concept. Instead we are curious Bioethical Inquiry (2015) 12:211–225 213 care, and organ transplant (Table 4). As early as the late
19th century, several neurosurgeons observed a cessa-
tion of respiration with continued heartbeat in patients
with increased intracranial pressure (ICP) (Settergren
2003). In some cases—such as brain abscesses—the
respiratory arrest was temporary. Introduction They lacked cranial nerve
reflexes, required norepinephrine infusion to maintain
blood pressure, failed to show intracranial filling on
carotid angiography, and did not exhibit any EEG ac-
tivity in the cortex or diencephalon (Lofstedt and von
Reis 1956; Mollaret and Goulon 1959; Wertheimer,
Jouvet, and Descotes 1959). If ventilation was stopped,
they rapidly developed cardiac arrest. Even with contin-
ued artificial ventilation, the majority of these patients
had cardiac arrest within days (Jennett, Gleave, and
Wilson 1981). In a 1959 landmark paper, Mollaret and
Goulon termed this state of irreversible coma and apnea
“coma dépassé” (Mollaret and Goulon 1959). Following a description of the medical and historical
backgrounds, we embark on an inquiry into whether and
why there is a difference between the acceptance of
brain death in the East and the West. We examine the
legal status of brain death, the existence and stringency
of medical guidelines for declaring brain death, and the
actual incidence of confirmed brain death diagnoses and
brain dead organ donors. We also summarize previous
studies surveying public opinions about brain death in
Eastern and Western countries. Next we review current
understandings regarding the source of such behavioral
differences, which have focused on the philosophical
and religious arguments deemed characteristic of each
culture, in support for or against brain death. Lastly, we
speculate additional explanations for the observed dif-
ferences beyond the perspicuous cultural traditions. We
offer suggestions for ways to investigate these new
hypotheses and briefly address how improved knowl-
edge in this topic can benefit policy-making and pro-
mote culturally sensible medical practice. Historical Perspective Advances in organ transplant called upon the appli-
cability of the brain death concept to medical practice. Following Carrel’s improved vascular anastomosis, or-
gan transplant stumbled through decades of Evolution of the brain death concept is fueled by prog-
ress in three areas of medicine: neuroscience, critical Bioethical Inquiry (2015) 12:211–225 214 unsuccessful attempts until 1954, when the kidney
transplant between a pair of identical twins unveiled
the crucial role of immunity and tissue typing (Starzl
1964). Development of immunosuppressive therapy,
including calcineurin inhibitors, enabled solid organ
transplant to take off. Successful homologous transplan-
tations of liver (Starzl et al. 1963), lung (Hardy and
Webb 1963), and pancreas (Kelly et al. 1967) occurred
within a few years of each other. Enthusiasm and antic-
ipation culminated in the climactic first successful heart
transplant (Barnard 1967), a procedure soon replicated
throughout the developed world. Even though Barnard’s
donor, who was presumed brain dead, was disconnected
from the ventilator and sustained several minutes of
cardiac arrest before organ retrieval, discussions for
using brain dead patients as organ sources was inevita-
ble. Indeed, a few years earlier, Alexandre had per-
formed the first kidney transplant from a “heart-beating”
donor determined to be brain dead based on Mollaret
and Goulon’s criteria (Machado 2005). Graft ischemia
and time to graft function proved superior to cardiac
death donors. A sense of urgency surged regarding the
status of the brain dead and a consensus was reached
quickly in European and North American medical com-
munities. Brain death was officially recognized as hu-
man death by the World Medial Association which
convened in Sydney in 1968 (Korein 1978; Machado
et al. 2007b). This recognition justified the withdrawal
of mechanical ventilation. The continuation of respira-
tory support was recommended only for perfusing or-
gans awaiting procurement (Settergren 2003). In the
same year, an Ad Hoc Committee at Harvard published
the medical criteria that have guided brain death diag-
nosis ever since (Beecher 1968). took the first step to legally permit brain death in the
United States. The law was introduced by a physician-
legislator and approved without substantial debate
(Foley 2011). Finland and Portugal pioneered the Euro-
pean trend in 1971 (Haupt and Rudolf 1999; Wijdicks
2002). Following a report written by President Regan’s
Bioethics Commission in 1981, the Uniform Determi-
nation of Death Act (UDDA) was drafted and approved
by all U.S. states. Historical Perspective In the
same year, an Ad Hoc Committee at Harvard published
the medical criteria that have guided brain death diag-
nosis ever since (Beecher 1968). In recent years, debates about brain death in the West
have re-emerged and involve the question of whether it
is ever sufficient to declare someone dead based on a Fig. 1 East lags behind the West in terms of the timing of brain
death legislation Although organ transplant gave impetus to the estab-
lishment of the brain death standard, some argue that the
intersection between the two was by and large coinci-
dental (Machado et al. 2007a; Settergren 2003). Others
perceive brain death as an artificial entity solely con-
structed for the sake of organ procurement (Sharp 2006;
Greenberg 2001). Historical Perspective Authors of the report metaphorically
described the brain-oriented criteria as a new window to
access the “deeper and more complex reality” of death
when technology undermines the validity of traditional
vital signs (President’s Commission 1981, 33). The
United Kingdom focused on the role of the brain stem
in maintaining life-sustaining functions and adopted a
standard where death could be declared with “perma-
nent functional death of the brain stem” regardless of
cortical activities (Anonymous 1976, 1187; Pallis
1982). By the early 1990s, all 22 Western countries
had enacted brain death laws and issued medical guide-
lines on brain death determination (Haupt and Rudolf
1999) (Fig. 1). Other world regions with a strong West-
ern legacy, such as Latin America, also have legislated
in favor of brain death (Escudero et al. 2009). unsuccessful attempts until 1954, when the kidney
transplant between a pair of identical twins unveiled
the crucial role of immunity and tissue typing (Starzl
1964). Development of immunosuppressive therapy,
including calcineurin inhibitors, enabled solid organ
transplant to take off. Successful homologous transplan-
tations of liver (Starzl et al. 1963), lung (Hardy and
Webb 1963), and pancreas (Kelly et al. 1967) occurred
within a few years of each other. Enthusiasm and antic-
ipation culminated in the climactic first successful heart
transplant (Barnard 1967), a procedure soon replicated
throughout the developed world. Even though Barnard’s
donor, who was presumed brain dead, was disconnected
from the ventilator and sustained several minutes of
cardiac arrest before organ retrieval, discussions for
using brain dead patients as organ sources was inevita-
ble. Indeed, a few years earlier, Alexandre had per-
formed the first kidney transplant from a “heart-beating”
donor determined to be brain dead based on Mollaret
and Goulon’s criteria (Machado 2005). Graft ischemia
and time to graft function proved superior to cardiac
death donors. A sense of urgency surged regarding the
status of the brain dead and a consensus was reached
quickly in European and North American medical com-
munities. Brain death was officially recognized as hu-
man death by the World Medial Association which
convened in Sydney in 1968 (Korein 1978; Machado
et al. 2007b). This recognition justified the withdrawal
of mechanical ventilation. The continuation of respira-
tory support was recommended only for perfusing or-
gans awaiting procurement (Settergren 2003). Reception of Brain Death in East and West Another stream of criticism con-
cerns the rare but well-documented cases of “chronic
brain death” (Shewmon 1998b). Patients, who were
often children or infants when declared brain dead, have
continued to subsist on ventilatory and nutritional sup-
port for weeks, even years, suggesting preservation of
coordinated functioning in multiple organ systems. President Obama’s Council on Bioethics revisited brain
death in 2008. The Council refuted cortical death on the
grounds that such a proposal would generate two
deaths—death of the personhood and death of the hu-
man organism (President’s Council 2011). The Council
upheld the present brain death concept, preferring to use
the term “total brain failure” and affirming that loss of
both consciousness and spontaneous breathing consti-
tutes death. The brain dead state represents the lack of
the need, ability, and drive to be receptive to the world
and perform self-preserving measures as a whole organ-
ism. The Council did not consider patients in “chronic
brain death” alive and argued for the withdrawal of
interventions. Thus opinions challenging the brain death
criteria remain but are in the minority in the West. A closer look at the guidelines of individual countries
suggests that Asians have stricter criteria for brain death
determination (Haupt and Rudolf 1999; Wijdicks 2002;
Devathasan 1985; Kadir 2006; Chen 2000). Seventy-
five percent of Eastern countries require two or more
physicians to conduct the brain death examination, com-
pared to 45 percent of Western countries. Guidelines
from the East also tend to require physicians trained in
neurological or intensive care specialties and confirma-
tion by physicians not directly involved in the care of the
particular patient. All of the eight Eastern countries with
guidelines have specified a mandatory observation time
between the first and second brain death examinations. The average length is 13.5±3.15 hours (mean±standard
error of measurement), the shortest being six hours. In
the West, 14 countries have mandated observation time,
averaging 7.0±1.56 hours, the shortest being two hours. If the countries that do not mandate observation time
were included in the calculation, the average would be
4.45±1.29 hours, roughly one-third of what is required
in the East. Interestingly, the portion of countries man-
dating confirmatory tests for brain death diagnosis was
the same in East and West. This may stem from limita-
tions in the availability of technology and trained per-
sonnel to carry out these tests. Reception of Brain Death in East and West After publication of the Harvard Report, brain death was
accepted into Western medicine with relatively little
controversy (Wikler 1993; Bowman and Richard
2003; Ohnuki-Tierney et al. 1994). In 1970, Kansas Fig. 1 East lags behind the West in terms of the timing of brain
death legislation Bioethical Inquiry (2015) 12:211–225 215 defunct cerebral cortex leading to a social or philosoph-
ical death. Proponents argue that permanent loss of
higher brain functions, particularly consciousness and
mental capacities, should constitute human death
(Devettere 1990; Ray 1991). However, it seems clear
that the burial or cremation of a body with spontaneous
respiration and a heartbeat is not acceptable, neither is
abolishing the dead donor rule, an ethical code requiring
donors to be declared dead before organ harvest (Truog
and Robinson 2003). Another stream of criticism con-
cerns the rare but well-documented cases of “chronic
brain death” (Shewmon 1998b). Patients, who were
often children or infants when declared brain dead, have
continued to subsist on ventilatory and nutritional sup-
port for weeks, even years, suggesting preservation of
coordinated functioning in multiple organ systems. President Obama’s Council on Bioethics revisited brain
death in 2008. The Council refuted cortical death on the
grounds that such a proposal would generate two
deaths—death of the personhood and death of the hu-
man organism (President’s Council 2011). The Council
upheld the present brain death concept, preferring to use
the term “total brain failure” and affirming that loss of
both consciousness and spontaneous breathing consti-
tutes death. The brain dead state represents the lack of
the need, ability, and drive to be receptive to the world
and perform self-preserving measures as a whole organ-
ism. The Council did not consider patients in “chronic
brain death” alive and argued for the withdrawal of
interventions. Thus opinions challenging the brain death
criteria remain but are in the minority in the West. defunct cerebral cortex leading to a social or philosoph-
ical death. Proponents argue that permanent loss of
higher brain functions, particularly consciousness and
mental capacities, should constitute human death
(Devettere 1990; Ray 1991). However, it seems clear
that the burial or cremation of a body with spontaneous
respiration and a heartbeat is not acceptable, neither is
abolishing the dead donor rule, an ethical code requiring
donors to be declared dead before organ harvest (Truog
and Robinson 2003). Reception of Brain Death in East and West Overall, this apparent
tighter stringency in the East may reflect a more cautious
stance by the medical community toward brain death. Fewer brain deaths have been confirmed in the East
than the West. In the United States, it is estimated that
15,000–20,000 people are declared dead by the brain
death criteria each year, equivalent to an incidence rate
of 48–64 per million population and accounting for
about 1 percent of all death (Swerdlow 2004). In the
United Kingdom, the most recent available data showed
992 confirmed brain deaths in 2010, corresponding to
16 per million (Murphy and Smith 2012). In the same
year, 32 people were declared brain dead in Japan, a
mere 0.25 per million (Committee on Organ Transplant
2012). Of note, this was already a significant increase
compared to seven brain deaths in the previous year, due
to a legislative revision in early 2010, which expanded
the brain death criteria to children and relaxed the re-
quirement for familial consent (Ikka and Ikegaya 2010). Even though China does not yet legally recognize brain
death, a televised brain death exam on a 61-year-old
Wuhan man with brain stem hemorrhage in 2003 was
reported as the first officially diagnosed case (Song
2003; Niu 2011). Between 2003 and 2009, approxi-
mately 200 brain death diagnoses based on individual In contrast, there has been a marked delay in legally
recognizing brain death as human death in the East. Malaysia was the first to pass a brain death legislation
in 1993, 25 years after publication of the Harvard Report
(Wijdicks 2002). Japan, while as technologically ad-
vanced as its Western trade partners, did not have a brain
death law until 1997. During Japan’s three decades of
debate, several medical teams were accused of murder
for performing transplants using brain dead donors
(Feldman 1988; Ohnuki-Tierney et al. 1994; Watanabe
2000). The law was a compromise acknowledging brain
death only as a premise for organ donation. As of 2013,
only six of the 14 Eastern countries legally recognize
brain death. Eight have diagnostic guidelines issued by
national medical authorities. Six countries, including
China, the most populous country and most powerful
economic player in Asia, have neither a law nor a
guideline. Bioethical Inquiry (2015) 12:211–225 216 countries (43 percent vs. 60–71 percent) (Minemura,
Yamaoka, and Yoshino 2010). Reception of Brain Death in East and West A similar study in Ning-
bo, China, showed a 33 percent approval rate for brain
death (Yu and Xing 2009). A significant fraction of the
Asian respondents—29 percent in Japan and 57 percent
in China, compared to 6–19 percent of Westerners sur-
veyed concurrently—either had not heard of brain death
or were not sure what the term meant. Consistent with
the above trend, 98 percent of 1,351 randomly selected
Ohio residents in the United States have heard of brain
death (Siminoff, Burant, and Youngner 2004). Only 16
percent of this study population thought someone de-
clared brain dead was alive. Furthermore, this study
included three clinical scenarios representing brain
death, coma, and persistent vegetative state (PVS) and
asked the respondents to make decisions about declara-
tion of death, withdrawal of life support, and organ
donation; 86 percent correctly identified a patient meet-
ing the brain death criteria as dead. hospital protocols were reported, averaging 30 annually,
or 0.02 per million (Zhang et al. 2011). hospital protocols were reported, averaging 30 annually,
or 0.02 per million (Zhang et al. 2011). In the United States, among those declared brain
dead each year 10,500–13,800 are estimated to have
no contraindication to organ donation, and more than
half become donors (Sheehy et al. 2003). The number of
deceased donors in 2011 was 8,126, with 7,701, or 87
percent, being donations after brain death (UNOS 2013;
European Committee on Organ Transplantation 2012). In the United Kingdom, 652 brain dead donors were
documented in fiscal year 2011–2012, accounting for 60
percent of all deceased donors (NHS Blood and
Transplant 2012). Japan’s first official brain dead patient
was a 40-year-old Kochi Prefecture woman with a rup-
tured brain aneurysm in 1999, two years after the pass-
ing of the brain death law (Kochi Shinbunsha 2000). In
the 13 years that followed, Japan has had a total of 198
brain death diagnoses, 197 of which led to organ pro-
curement (Committee on Organ Transplant 2012). The
peculiar legal standard that necessitates brain death ex-
amination solely as a premise to organ donation explains
the exceptionally high conversion rate (Bagheri 2003). Over this time period, brain dead donors initially
accounted for less than 5 percent of the entire deceased
donor pool. The proportion dramatically increased to 40
percent after the 2010 revision (Committee on Organ
Transplant 2012). Reception of Brain Death in East and West In China, 61 brain dead donors were
reported between 2003 and 2009 (Zhang et al. 2011). Donations after brain death (DBD) account for a negli-
gible portion of all deceased donors for organ transplant
in China, where death-sentenced prisoners serve as the
main organ source (Chen 2011; Zhou and Dou 2011). A
form of controlled donation after cardiac death (DCD),
termed donation after brain death plus cardiac death
(DBCD), is occasionally employed to circumvent the
legal obstacles to allow organ procurement from pre-
sumed brain dead patients (Chen 2011). Tables 1 and 2
compares the epidemiology of brain death and DBD in
selected Western and Eastern countries. In summary,
these data indicate that Eastern countries have been
reluctant to adopt the concept of brain death into legal
and medical practice. Among hospitalized patients in Kunming, China, 66
percent believed a brain dead person to be still alive
(Wang et al. 2013), as did 40 percent of professionals
and government officials in Guangdong (Song et al. 2009). Even among the Chinese hospital staff, only 35
percent accepted brain death (Sun, Wang, and Gao
2005). These studies suggest that the general public in
the East are less likely to concur that brain death is
human death. Confusion and misunderstanding about
the concept may contribute to their apparent resistance. West In Taiwan, similar to Japan, brain death only applies to organ donors. In addition, brain death exams
are performed for a handful of patients each year who request palliative care measures. All others are declared dead by the traditional
cardiopulmonary standard (Y-J. Chiang, CEO of TORSC, pers. comm.)
b Estimated based on DBD donor numbers and an acceptance rate of 64 percent for organ donation solicitations reported in Lee et al. (2009) a Estimated based on DBD donor rates. In Taiwan, similar to Japan, brain death only applies to organ donors. In addition, brain death exams
are performed for a handful of patients each year who request palliative care measures. All others are declared dead by the traditional
cardiopulmonary standard (Y-J. Chiang, CEO of TORSC, pers. comm.) (Lo 2012, S6). Rhetoric surrounding brain death has
frequently involved comparing the philosophical and
religious traditions in the two hemispheres (Table 3). relationship between the soul and the body (President’s
Commission 1981). Irreversible loss of brain function,
demonstrating cessation of the mind’s coexistence with
the physical body, indicates death of the person. One
transplant surgeon summarized brain death as “perma-
nent loss of integrative functions and consciousness with-
out a chance of returning to meaningful life” (Pratschke
et al. 1999, 344). Consistent with this brain-centered
definition of life, the majority of Europeans consider life
without cognitive capacity not worth living (Demertzi
et al. 2011), and many U.S. residents believe that a
comatose or vegetative patient is dead (Siminoff,
Burant, and Youngner 2004). Rationality and the dichotomy between body and soul
have been identified as two principles of Western philos-
ophy supporting brain death (Bowman and Richard
2003). The idea of the soul existing separately from the
body traces back to Socrates (Devettere 1990; Ray 1991). Plato considered the soul as a pure spiritual existence
temporarily imprisoned in the body. Descartes further
identified the ability to think as the essence of person-
hood, equating the soul with the conscious mind and the
body with an organic machine (Bowman and Richard
2003; Shewmon 1998a). As the seat of rational thoughts,
the brain occupies a prominent place in Western philos-
ophy (Ohnuki-Tierney et al. 1994; Korein 1978). This
neuro-essentialism can be expressed as “we are our
brains” (Reiner 2011, 1; Roskies 2002). The rest of the
physical body has been devalued (Bowman and Richard
2003). West What might explain this apparent difference in accep-
tance of brain death between East and West? Could it be
that the concept of brain death, originally conceived by
Westerners out of their technological advances, is inher-
ently incongruent with the East? As one anthropologist
put it: “[A]lthough it is framed as if it were highly
scientific and thus culture-free, the notion of brain death
is culturally constructed” (Ohnuki-Tierney et al. 1994,
234). Many have speculated about this theory, which
often appears in the form of overarching statements such
as: “The concept of brain death is not fully accepted in
China due to long-standing cultural traditions” (Zhang
et al. 2011, 1423) and “Cultural resistance is a real issue” Public opinions further elucidate the difference in the
integration of brain death into Western and Eastern
societies. In a study surveying large demographically
representative samples from Japan, the United States,
the United Kingdom, Germany, and France, significant-
ly fewer people considered brain death as an appropriate
standard for human death in Japan than in the Western 217 Bioethical Inquiry (2015) 12:211–225 Bioethical Inquiry (2015) 12:211–225 Table 1 Epidemiology of brain death in select countries
Country
Year
Confirmed brain deaths
Brain deaths per million
population per year
Source
West
United States
2012
~15,000–20,000
48–64
(UNOS 2013; Swerdlow 2004)
United Kingdom
2010
992
15.9
(Murphy and Smith 2012)
France
2011
3,174
48.7
(Agence de la Biomedecine 2011)
Spain
2008
2,478
55.4
(Matesanz et al. 2011)
Canada
2011
2,425
72.4
(Canadian Organ Replacement
Register 2011)
Australia
2012
~790
34.9
(Organ and Tissue Authority 2012)
East
Japan
2010
32
0.25
(The Committee on Organ
Transplant 2012)
1997–2012
198
0.098
PR China
2003–2009
~200
0.019
(Zhou and Dou 2011)
Taiwan
2012
~200a
8.58
(TORSC 2012)
Singapore
2007
86
18.7
(Kwek et al. 2009)
Korea
2007
~250b
4.76
(KNOS 2011; Lee et al. 2009)
a Estimated based on DBD donor rates. In Taiwan, similar to Japan, brain death only applies to organ donors. In addition, brain death exams
are performed for a handful of patients each year who request palliative care measures. All others are declared dead by the traditional
cardiopulmonary standard (Y-J. Chiang, CEO of TORSC, pers. comm.)
b Estimated based on DBD donor numbers and an acceptance rate of 64 percent for organ donation solicitations reported in Lee et al. (2009) Table 1 Epidemiology of brain death in select countries a Estimated based on DBD donor rates. West The brain as the integrator and regulator of bodily
functions, one of the theoretical foundations of the initial
brain death proposal, also stemmed from the master–tool Life as a synthesis of body and soul is also instilled
through the monotheist Western religions. Life is defined
through individuality and personhood, carried in distinct-
ly brain-oriented abilities to believe, make decisions, feel,
and interact with the world (Grodin 1994; Arbour,
AlGhamdi, and Peters 2012). A body without the soul
is no longer a person (Bowman and Richard 2003). The
term “physiological decapitation” has been used to de-
scribe brain death in Christian, Judaic, and Muslim Bioethical Inquiry (2015) 12:211–225 218 Table 2 Epidemiology of brain death in select countries
Country
Year
Brain dead donors
Brain dead donors
as % of all deceased
donors
Source
West
United States
2011
7,071
87 %
(European Committee on Organ
Transplantation 2012)
United Kingdom
2010
652
60 %
(NHS Blood and Transplant 2012)
France
2011
1,572
96 %
(Agence de la Biomedecine 2011)
Spain
2011
1,550
93 %
(European Committee on Organ
Transplantation 2012)
Canada
2011
466
88 %
(European Committee on Organ
Transplantation 2012; Canadian
Organ Replacement Register 2011)
Australia
2012
277
78 %
(Organ and Tissue Authority 2012)
East
Japan
1997
4
5 %
(The Committee on Organ
Transplant 2012)
2012
38
40 %
1997–2012
197
14 %
PR China
2003–2009
61
<0.1 %
(Zhou and Dou 2011)
Taiwan
2012
193
100 %a
(TORSC 2012)
Singapore
2007
26
100 %b
(Kwek et al. 2009)
Korea
2000
52
41 %
(Min et al. 2010; KNOS 2011)
2011
368
73 %
a In Taiwan, only brain dead donors have been used for transplant. No DCD cases have been reported to date (Y-J. Chiang, CEO of TORSC,
pers. comm.)
b In 2007, Singapore’s Human Organ Transplant Act only allowed DBD. This was changed in 2009 when a revision of the law allowed DCD Table 2 Epidemiology of brain death in select countries have endorsed the concept of brain death (Bernat 2005). As early as 1957, Pope Pius XII affirmed that physicians
have the ultimate authority to set the criteria for death. He vernaculars (Grodin 1994; Bernat 2005; Fins 1995; Niu
2011). With the exception of Orthodox Jews who main-
tain that the soul resides in the heart, all three religions vernaculars (Grodin 1994; Bernat 2005; Fins 1995; Niu
2011). West In a Japanese documentary, the wife
of a man who is presumed brain dead from an intracra-
nial hemorrhage complained of feeling uncomfortable
with designating the time of death as at the end of the
second brain death exam. She refused the brain death
exam in order to “see him off in a natural way”
(Yanagida 2012). also urged against futile attempts at prolonging life in
“hopeless situations” (Korein 1978). Pope John Paul II
upheld the whole brain criteria for neurological death
(Bresnahan and Mahler 2010). Brain death was accepted
by the Chief Rabbinical Councils of Israel and America
in 1986 and 1991, respectively (Dorff 2005; Grodin
1994). The Islamic Fiqh Academy permitted the decla-
ration of death with irreversible loss of whole brain
function in 1981. The Council of Islamic Jurisprudence
officially designated brain death as death in 1986
(Arbour, AlGhamdi, and Peters 2012). Doctrines of pragmatism and utilitarianism, hall-
marks of the industrial West, further provide support
for brain death by giving it “great instrumental value”
to the society (Fins 1995, 36). Margaret Lock, who
published the seminal work comparing the reception of
brain death in America and Japan, judged the reasons for
establishing the brain death criteria in the Harvard Re-
port as essentially pragmatic: to reduce the burden of
futile medicine and to facilitate organ procurement
(Lock 1996, 2002). Obsession with planning and con-
trolling one’s body and life events is another prominent
characteristic of modern Western society, which mani-
fests in brain death as a way to control the timing and
manner of death (Lock 1996; Bowman and Richard
2003). It is desirable and necessary to know when death
may be declared, and time and technology affected this. Interestingly, in the recent debates surrounding brain
death legislation in China, the proponents have been
vocalizing traditionally Western arguments emphasizing
rationality, utility, and societal benefits (Huang, Mao,
and Millis 2008; Chen 2002; Ouyang 2004; Wang
2003). On the other hand, the opposition has been
quoting originally Eastern beliefs and traditions. For
example, Buddhist beliefs about reincarnation and
warnings against mutilation of the body have been used
to explain Asians’ resistance toward organ transplanta-
tion. However, the prosperity of organ transplant pro-
grams in China despite scarcity of brain dead donors
suggest that a society’s resistance toward brain death
does not necessarily correlate with its aversion to trans-
plant or removal of organs. West With the exception of Orthodox Jews who main-
tain that the soul resides in the heart, all three religions Table 3 Postulated differences in
philosophical and religious be-
liefs of East and West
West
East
Clear body/soul separation
Integrated view of life consisting of
body, spirit, and nature
Brain is the dominant organ and location of
command and integration functions
No obvious dominant body part
Soul lives in the brain
Spirit is distributed throughout the body
Life can be explained by physical laws
Life is mysterious
Clear boundary between life and death
Ambiguous transition from life to death
Life is to be controlled and planned
Life is to be awed
Desire to control the mode and timing of death
Desire to let death come naturally
Values autonomy
Values interpersonal connections and
family-centered approaches Table 3 Postulated differences in
philosophical and religious be-
liefs of East and West Bioethical Inquiry (2015) 12:211–225 219 four decades of modernization, it is difficult to imagine
that beliefs about death that have been so central to
Japanese culture for the past several thousand years
would vanish, even in the face of high technology
medicine.” (Feldman 1988, 342) In Shintoism and Tao-
ism, the native beliefs of Japan and China respectively, it
is not only difficult to separate the mind from the body,
human life is also intimately associated with the sur-
rounding environment (Kasai 2009; Liao 2005). Shin-
toism understands humans within the context of the
forest, coexisting with mountains, rivers, sun, earth,
plants, and animals (Kasai 2009). Taoism also advocates
accepting and following the laws of nature, albeit often
mysterious. Confucianism classifies longevity and nat-
ural death among the “five principles of happiness,”
while violent or premature death and sickness are count-
ed as “extreme ferocities” (Liao 2005, 69). In this cos-
mos, the physical and spiritual mingle, the boundary
between life and death is blurred and often impossible
to discern (Feldman 1988; Liao 2005; Kasai 2009). Death represents an ambiguous and gradual process
with disintegration of both the physical and spiritual
existences, accompanied by rituals of leave-taking and
seeing-off. From the perspective of the nature worship-
er, brain death is too specific and artificial (Feldman
1988; Kasai 2009). West Does the concept of brain
death itself evoke an unsettling sense of violation? Beliefs about the importance of the physical body in
the afterlife pervade Eastern religions. The body is a gift
from one’s parents and ancestors who can be traced to
the mythological era (Ohnuki-Tierney et al. 1994). An-
nihilation of the body’s wholeness represents disrespect
for the parents and desecration toward the ancestors,
therefore a premier violation of the “filial duty” (Tang,
Li, and Wu 2008; Chang 2003). Not being buried whole
is considered a curse to be dodged and one of the most
severe punishments for one’s enemy (Feldman 1988). An intact body is required for the spirit to transition
upon death, to enjoy life in the underworld that resem-
bles the current one in every way from bribery to bu-
reaucracy, and to reincarnate into the next life (Yu and
Xing 2009). Although not direct criticisms of brain
death, these beliefs are thought to contribute to the
rejection of brain death in Eastern societies because of East Eastern philosophy takes a more amalgamated view on
life. The dichotomy between body and soul is a foreign
concept to Asian societies. One scholar noted: “Despite Bioethical Inquiry (2015) 12:211–225 220 the intimate relationship between brain death and organ
procurement in medical practice. East is constituted in the public domain through a web
of interpersonal relationships and exchanges (Lock
2002). Confucians define the meaning of human life
through a series of obligations. Filial duty has been
mentioned often as an obstacle to popular acceptance
of the brain death criteria in China (Ouyang 2004). The
dying ought not die for themselves, but are required to
keep on living to comfort the survivors. The ostensibly
lifelike body with mechanically maintained vital signs
represents a lingering hope that helps uphold the social
connections surrounding the brain dead patient. For the
survivors, accepting brain death would mean
relinquishing one’s obligations. The principle of
zhongsheng advocated by both Taoism and Confucian-
ism emphasizes making a rigorous effort toward contin-
uation of both physical and social life (Liao 2005). People’s understanding of organ donation also reflects
this desire to cling to a physical existence that sustains
social connections. Whereas organ donation is a gift of
life benefitting the recipient in the West (Quiroga 2011),
it serves as an extension of the donor’s life to families
who agree to donate in the East (Zhan 2012). The brain does not occupy a special position as the
dominant organ. Traditional Chinese Medicine teaches
that the human body is a system of correspondence,
rather than a system of causation (Ohnuki-Tierney
et al. 1994). Functions of living result from interactions
between all organ systems; the brain neither controls nor
integrates. In Buddhism, alaya-vijnana, or the Eighth
Consciousness representing one’s personal and collec-
tive identity, is distributed throughout the body and not
exclusively located in the brain (Bowman and Richard
2003; Keown 2010). Even in the absence of measurable
brain activity, consciousness may still be dwelling in the
body (Bresnahan and Mahler 2010; Keown 2010). For Asians, the definition of life reaches beyond ratio-
nality. Takeshi Umehara, a prominent polytheist, criticized
the rationale of brain death as “lacking the sense of awe
toward life” (Kasai 2009, 36). To label physical existence
without consciousness and thoughts as mere matter disre-
gards the fact that insects and plants are also alive. This
suggests a world of total human control, contradictory to
nature worship. East Buddhism identifies three crucial ele-
ments for life—vitality, heat, and sentiency (Bresnahan
and Mahler 2010; Keown 2010). Vitality is the energy and
driving force of life. Vitality generates work, represented
by body heat. Sentiency means the way in which con-
sciousness perceives and interacts with the surrounding
world. It is in no way limited to the sensory arm of the
nervous system and does not warrant existence of the
brain. Zhu Xi, a Confucian scholar of the Song Dynasty,
also noted that “[w]hen a person is about to die, heat
leaves his body, which indicates that the spirit is gone”
(Liao 2005, 70). The importance of body heat as a sign of
life makes brain death unacceptable. Several scholars have
reached the conclusion that, for Asians, “the inactive brain
represented a prolongation of life rather than, as it has
come to be viewed in Western countries, a prolongation of
the process of dying” (Ohnuki-Tierney et al. 1994). When
looking at a warm body with a beating heart on mechan-
ical ventilation, Asians do not see a collection of cadaveric
organs being perfused, but “the co-habitual relationship
between the body and the spirit and integration of life
being supported” (Kasai 2009, 39). Family members fre-
quently quote heartbeat and body heat as tangible evi-
dence that the brain dead patient is still alive (Hong 2007;
Yu et al. 2012; Gao 2012). In contrast to the West, none of the authority figures
for the Eastern religions has announced a clear opinion
for or against brain death. This lack of clear religious
guidance impedes further the acceptance of the brain
death standard. Conclusion and Outlook for Future Research Advocates for le
tion of brain death around the world recognize its
Table 4 Timeline of the main events in neuroscience, cri
death
Neuroscience
1890
ICP increase associated with respiratory
arrest preceding circulatory arrest
1900
1910
1920
EEG
1930
Cerebral angiograms
1940
1950
Coma dépassé: state of irreversible coma
and apnea
1960
Proposals to equate death of the nervous
system to cardiopulmonary death
Syney conference
Harvard criteria
1970
Brain stem death criteria
1980
Universal Declaration of Death Act
Bioethical Inquiry (2015) 12:211–225 Bioethical Inquiry (2015) 12:211–225 221 individuals, especially regarding controversial issues, is
often intuitive. In a survey of American families who did
not consent to donate the organs of their brain dead
relatives, less than 2 percent cited either religion or culture
as the reason for their refusal, and 80 percent disclosed
emotion as the deciding factor (Ojo et al. 2004). In a
Chinese study, the possession or lack of religious faith
did not correlate with respondents’ approval of the brain
death standard (Yu and Xing 2009). For families who
refuse to accept, or physicians who refuse to make, a brain
death diagnosis, emotional or intuitive states may play a
crucial role. These emotions may include disbelief, guilt,
helplessness, anger, and pain, as found in a study of
families coping with ICU death (Townsend 1995). What
types of emotions are provoked by brain death and how
people’s emotional responses differ or resemble each other
in East and West are unknown. in organ transplantation and conservation of medical
resources. Procurement and donor registry organizations
in both Eastern and Western countries use “the gift of
love” as their slogan of choice. Interviews with Swedish
families of the brain dead revealed that Westerners also
conjure a living person in the warm body with a beating
heart and an undulating chest, although the images
eventually change into that of an empty shell (Frid
et al. 2007). Instead of a contrasting list of concepts as
presented in Table 3, Easterners and Westerners may
take into consideration a similar set of principles when
faced with the dilemma of brain death, but assign them
different priorities to guide their decisions (Haidt 2007). Lastly, social circumstances unique to the modern
era, unforeseen by Socrates or Confucius, likely make
a significant contribution to how people perceive brain
death. Conclusion and Outlook for Future Research Existing discussions on the differences in attitudes toward
brain death between East and West have focused on
cultural heritages. In summary, neuro-essentialism and
elevation of rationality and autonomy as the defining
characteristics of personhood nurture the concept of brain
death and its widespread acceptance in the West. Obscure
boundaries between an individual human life and the rest
of the universe, as well as interpreting the preserved vital
signs as being alive, hinder the utility of brain death in the
East. Overall, philosophical and religious backgrounds
appear to reflect the degree of ease or difficulty with
which societies have adapted to brain death. However, little is known about the application of these
ideological disparities in real life. Ordinary individuals
may not explicitly express the concepts mentioned above
by medical anthropologists, and perhaps cultural influ-
ences may be subtle and not consciously acknowledged. High-stakes medical decision-making by typical In addition, unlike the Western portrayal of an auton-
omous self enclosed inside the brain, personhood in the individuals, especially regarding controversial iss
often intuitive. In a survey of American families w
not consent to donate the organs of their brain
relatives, less than 2 percent cited either religion or
as the reason for their refusal, and 80 percent dis
emotion as the deciding factor (Ojo et al. 2004
Chinese study, the possession or lack of religiou
did not correlate with respondents’ approval of th
death standard (Yu and Xing 2009). For familie
refuse to accept, or physicians who refuse to make,
death diagnosis, emotional or intuitive states may
crucial role. These emotions may include disbelief
helplessness, anger, and pain, as found in a st
families coping with ICU death (Townsend 1995)
types of emotions are provoked by brain death an
people’s emotional responses differ or resemble eac
in East and West are unknown. Moreover, the philosophical arguments are
ways unique to any one culture, although the
represent mainstream thinking. We acknowledg
variations exist within the larger cultural frame
we refer to as East and West; certain subpopu
may show reasoning patterns resembling their co
parts in the contrasting culture. Conclusion and Outlook for Future Research One example, trust in the health care system, has
been explored to explain the cautious approach to brain
death in Japan (Lock 2002). Escalating physician–pa-
tient conflicts in China in recent years (Bai 2012; Hu,
Zhang, and Zhang 2012) may contribute to the disbelief
of patients’ families in the diagnosis of brain death. The
information gap between physician and patient certainly
invites misunderstanding. Care providers may then
avoid broaching subjects such as brain death to prevent Moreover, the philosophical arguments are not al-
ways unique to any one culture, although they may
represent mainstream thinking. We acknowledge that
variations exist within the larger cultural frameworks
we refer to as East and West; certain subpopulations
may show reasoning patterns resembling their counter-
parts in the contrasting culture. Advocates for legaliza-
tion of brain death around the world recognize its utility Table 4 Timeline of the main events in neuroscience, critical care medicine, and transplant surgery that led to conceptualization of brain
death
Neuroscience
Critical care
Transplant
1890
ICP increase associated with respiratory
arrest preceding circulatory arrest
1900
Vascular anastomosis
1910
1920
EEG
Iron lung
1930
Cerebral angiograms
Invasive monitoring
Unsuccessful kidney transplant
attempts using unrelated donors
1940
Positive pressure ventilation
in response to European
polio epidemic
1950
Coma dépassé: state of irreversible coma
and apnea
ICU built in hospitals
Mechanical ventilation
Successful kidney transplant
between identical twins
Immunosuppressive therapy
1960
Proposals to equate death of the nervous
system to cardiopulmonary death
Syney conference
Harvard criteria
Liver, lung, pancreas transplants
First transplant from a
heart-beating donor
1970
Brain stem death criteria
1980
Universal Declaration of Death Act 222 Bioethical Inquiry (2015) 12:211–225 Arbour, R., H.M.S. AlGhamdi, and L. Peters. 2012. Islam, brain
death, and transplantation: Culture, faith, and jurisprudence. AACN Advanced Critical Care 23(4): 381–394. doi:10.1097/
NCI.0b013e3182683b1e. retaliation from patients. The contemporary social cli-
mate may further eclipse the influence of philosophical
and religious traditions on medical decision-making
(Table 4). Bagheri, A. 2003. Criticism of “brain death” policy in Japan. Kennedy Institute of Ethics Journal 13(4): 359–372. (
)
Addressing some of these hypotheses can help eluci-
date the root cause of differences in attitudes toward
brain death in East and West. By understanding what
obstacles lie in the journey of brain death from academia
to real-life settings, future research should aim to inform
policy-makers in countries where brain death remains
controversial, such as China. Conclusion and Outlook for Future Research For example, if research
reveals that Chinese citizens firmly believe that vitality
and body heat represent life, and therefore are unlikely
to see the brain dead as truly dead, legalizing brain death
may evoke popular rage. However, if it shows that
education and economic status significantly correlate
with acceptance of brain death, propagating factual
knowledge about brain death through the media or
giving financial incentives may facilitate execution of
the brain death law. In addition, by bringing attention to
the cultural context, we hope to empower medical pro-
viders to communicate about brain death to diverse
patient populations with more clarity and empathy. At
the institutional level, hospitals are able to consider
places of potential conflict and mitigation strategies
when implementing protocols for ventilation withdraw-
al or organ donation upon brain death. At the individual
level, the providers who are aware of the discrepancies
in value prioritization between themselves and their
patients are better prepared to handle family reactions
upon hearing the verdict of brain death. Bai, S.T. 2012. Shortlist of severe cases of physician–patient
conflicts in mainland China in recent years. Ding Xiang
Yuan, March 25. http://6d.dxy.cn/article/20477. Barnard, C.N. 1967. The operation. A human cardiac transplant:
An interim report of a successful operation performed at
Groote Schuur Hospital, Cape Town. South African
Medical Journal 41(48): 1271–1274. Beecher, H.K. 1968. A definition of irreversible coma: Report of
the Ad Hoc Committee of the Harvard Medical School to
examine the definition of brain death. The Journal of the
American Medical Association 205(6): 337–340. Bernat, J.L. 2005. The concept and practice of brain death. Progress in Brain Research 150: 369–379. doi:10.1016/
S0079-6123(05)50026-8. Bowman, K.W., and S.A. Richard. 2003. Culture, brain death, and
transplantation. Progress in Transplantation 13(3): 211–215. Bresnahan, M.J., and K. Mahler. 2010. Ethical debate over organ
donation in the context of brain death. Bioethics 24(2): 54–
60. doi:10.1111/j.1467-8519.2008.00690.x. Canadian Organ Replacement Register. 2011. Annual report sta-
tistics. Canadian Institute for Health Information. https://
secure.cihi.ca/free_products/2011_CORR_Annual_Report_
EN.pdf. Accessed April 26, 2013. Chang, M.L. 2003. A study of feasibility on promoting organ
donation of brain death patients in Taiwan. Master of Law
thesis, National Cheng Kung University, Taiwan. thesis, National Cheng Kung University, Taiwan. Chen, R. 2000. History and future perspective on brain death
determination in Taiwan. Journal of Taiwan Organ
Procurement Association 23(October 6): 18. Chen, Z. 2002. The biomedical basis, social implications, and
implementation of brain death. Conflict of Interests
The authors declare there is no conflict of
interests. Devathasan, G. 1985. Brain death: Concept, controversies, and
guidelines. Annals of the Academy of Medicine 14(1): 1. Conclusion and Outlook for Future Research Medicine and Philosophy
23(5): 26–30. Chen, Z. 2011. 25 years to polish a sword—Chin’s journey amid
global organ shortage and transplantation crisis. Chinese
Journal of Transplantation 4(4): 265–272. Acknowledgments
This work was supported by the Yale Med-
ical Scientist Training Program TG-T32GM07205 and the Penn
Center for Neuroscience and Society Fellowship. The authors
thank Dr. Robert Levine for helpful comments on this manuscript. Crafoord, C. 1939. The cause of death by obstructing pulmonary
embolism. Nordisk Medicin 2: 1043–1044. Crile, G.W., M. Telkes, and A.F. Rowland. 1930. The physical
nature of death. Scientific American 143(1): 30–32. doi:10. 1038/scientificamerican0730-30. Demertzi, A., D. Ledoux, M.-A. Bruno, et al. 2011. Attitudes
towards end-of-life issues in disorders of consciousness: A
European survey. Journal of Neurology 258(6): 1058–1065. doi:10.1007/s00415-010-5882-z. Conflict of Interests
The authors declare there is no conflict of
interests. References The
transplantable organ shortage in Singapore: Has implemen-
tation of presumed consent to organ donation made a differ-
ence? Annals of the Academy of Medicine, Singapore 38(4):
346–348. Greenberg, G. 2001. As good as dead. The New Yorker, August 13. http://www.newyorker.com/archive/2001/08/13/010813fa_
FACT. Lederer, S.E. 2008. Putting death in context. The Hastings Center
Report 38(6): 3. Grodin, M.A. 1994. Religious exemptions: Brain death and
Jewish law. A Journal of Church and State 36(2):
357–372. Lee, S.J., J.B. Park, I.U. Lyo, H.B. Sim, S.K. Song, and S.C. Kwon. 2009. The organ donation rates in the neurosurgical
field: Preliminary study in a single institute. The Journal of
the Korean Society for Transplantation 23(3): 252–256. Haidt, J. 2007. The new synthesis in moral psychology. Science
316(5827): 998–1002. Hardy, J.D., and W.R. Webb. 1963. Lung homotransplantation in
man: Report of the initial case. The Journal of the American
Medical Association 186(12): 1065–1074. doi:10.1001/jama. 1963.63710120001010. Liao, Z. 2005. Overview of the view on life and death in Chinese
culture. Qinghai Social Sciences, no. 5: 69–72. Lo, C.-M. 2012. Deceased donation in Asia: Challenges and
opportunities. Liver Transplantation 18(Suppl 2): S5–S7. doi:10.1002/lt.23545. Haupt, W.F., and J. Rudolf. 1999. European brain death codes: A
comparison of national guidelines. Journal of Neurology
246(6): 432–437. Lock, M. 1996. Displacing suffering: The reconstruction of death
in North America and Japan. Daedalus 125(1): 207–244. Hong, J. 2007. Dispute over organ donation. Frontline. Singapore
TV. http://www.youtube.com/watch?v=3qO5tHz_O50. Accessed June 8, 2013. Lock, M. 2002. Twice dead: Organ transplants and the reinven-
tion of death. Berkeley: University of California Press. Lofstedt, S., and G. von Reis. 1956. Intrakraniella lesioner med
bilateralt upphavd kontrastpassage Ia. carotisinterna
[Intracranial lesions with abolished passage of X-ray contrast
through the internal carotid arteries]. Opuscula Medica 1:
199–202. Horsley, V. 1894. On the mode of death in cerebral compression,
and its prevention. Surgery 109(2): 214. Hu, W.-H., J.-F. Zhang, and Y.-L. Zhang. 2012. To conciliate
doctor–patient conflicts caused by different interest pursuits
through humanistic concern. China Medical Ethics 25(1):
134–135. Machado, C. 2005. The first organ transplant from a brain-dead
donor. Neurology 64(11): 1938–1942. doi:10.1212/01.WNL. 0000163515.09793.CB. Huang, J., Y. Mao, and J.M. Millis. 2008. Government policy and
organ transplantation in China. The Lancet 372(9654): 1937–
1938. doi:10.1016/S0140-6736(08)61359-8. Machado, C., J. Kerein, Y. Ferrer, et al. 2007a. The concept of
brain death did not evolve to benefit organ transplants. Journal of Medical Ethics 33(4): 197–200. doi:10.1136/
jme.2006.016931. Ikka, T., and H. Ikegaya. References Devettere, R.J. 1990. Neocortical death and human death. Law,
Medicine and Health Care 18(1–2): 96–104. Dorff, E.N. 2005. End-of-life: Jewish perspectives. The Lancet
366(9488): 862–865. doi:10.1016/S0140-6736(05)67219-4. Agence de la Biomedecine. 2011. Rapport anneul. www.agence-
biomedecine.fr. Accessed May 6, 2013. Escudero, D., R. Matesanz, C.A. Soratto, and J.I. Flores. 2009. Brain death in Ibero-America. Medicina Intensiva 33(9):
415–423. Anonymous. 1976. Diagnosis of brain death: Statement issued by
the Honorary Secretary of the Conference of Medical Royal
Colleges and their faculties in the United Kingdom on 11
October 1976. British Medical Journal 2(6045): 1187–1188. European Committee on Organ Transplantation. 2012. International
figures on donation and transplantation: Year 2011. Newsletter Bioethical Inquiry (2015) 12:211–225 223 Transplant 17(1): 3–31. http://www.transplant-observatory.org/
Documents/NEWSLETTER2012.pdf. Transplant 17(1): 3–31. http://www.transplant-observatory.org/
Documents/NEWSLETTER2012.pdf. Kelly, W.D., R.C. Lillehei, F.K. Merkel, Y. Idezuki, and F.C. Goetz. 1967. Allotransplantation of the pancreas and duode-
num along with the kidney in diabetic nephropathy. Surgery
61(6): 827–837. Feldman, E.A. 1988. Defining death: Organ transplants, tradition,
and technology in Japan. Social Science and Medicine 27(4):
339–343. Keown, D. 2010. Buddhism, brain death, and organ transplanta-
tion. Journal of Buddhist Ethics 17: 2–34. Fins, J.J. 1995. Across the divide: Religious objections to brain
death. Journal of Religion and Health 34(1): 33–39. Kochi Shinbunsha. 2000. Noshi ishoku: Ima koso kangaeru beki
koto: Seimei no yukue towa, noshi no honshitsu towa [Brain
dead transplant: What we should think now: Where is life
going, what is the real meaning of brain death]. Kawade
Shobo. Foley, E.P. 2011. The law of life and death. Cambridge: Harvard
University Press. Frid, I., H. Haljamäe, J. Ohlén, and I. Bergbom. 2007. Brain death:
Close relatives’ use of imagery as a descriptor of experience. Journal of Advanced Nursing 58(1): 63–71. doi:10.1111/j. 1365-2648.2007.04208.x. Korean Network of Organ Sharing [KNOS]. 2011. Annual report
of the transplant. Ministry of Health and Welfare, Korean
Network of Organ Sharing. http://www.konos.go.kr/konosis/
common/bizlogic.jsp. Accessed May 7, 2013. Gao, J.-F. 2012. Even if only for a few days of heart beat, I will
stay with him until the end! Shaoxing News, January 13,
evening edition. http://www.shaoxing.com.cn/news/content/
2012-01/13/content_673298.htm. Korein, J. 1978. The problem of brain death: Development and
history. Annals of the New York Academy of Sciences
315(November): 19–38. Gardiner, D., S. Shemie, A. Manara, and H. Opdam. 2012. International perspective on the diagnosis of death. British
Journal of Anaesthesia 108(51): 114–128. doi:10.1093/bja/
aer397. Kwek, T.K., T.W.K. Lew, H.L. Tan, and S. Kong. 2009. References Estimating the
number of potential organ donors in the United States. The
New England Journal of Medicine 349(7): 667–674. doi:10. 1056/NEJMsa021271. Murphy, P.G., and M. Smith. 2012. Towards a framework for
organ donation in the UK. British Journal of Anaesthesia
108(Suppl 1): i56–i67. doi:10.1093/bja/aer402. Shewmon, D.A. 1998a. “Brainstem death,” “brain death” and
death: A critical re-evaluation of the purported equivalence. Issues in Law and Medicine 14(2): 125–145. Nair-Collins, M. 2010. Death, brain death, and the limits of science:
Why the whole-brain concept of death is a flawed public policy. The Journal of Law Medicine and Ethics 38(3): 667–683. Shewmon, D.A. 1998b. Chronic “brain death”: Meta-analysis and
conceptual consequences. Neurology 51(6): 1538–1545. NHS Blood and Transplant. 2012. Organ donation and transplan-
tation: Activity report 2011/12. Hertfordshire, UK: National
Health Service. http://www.organdonation.nhs.uk/statistics/
transplant_activity_report/archive_activity_reports/pdf/ukt/
activity_report_2011_12.pdf. Shewmon, D.A. 2001. The brain and somatic integration: Insights
into the standard biological rationale for equating “brain
death” with death. The Journal of Medicine and Philosophy
26(5): 457–478. Niu, M. 2011. Investigation on the first brain death in China. Reporter’s Notes, no. 4: 14–17. Siminoff, L.A., C. Burant, and S.J. Youngner. 2004. Death and
organ procurement: Public beliefs and attitudes. Social
Science and Medicine (1982) 59(11): 2325–2334. doi:10. 1016/j.socscimed.2004.03.029. Ohnuki-Tierney, E., M.V. Angrosino, C. Becker, A.S. Daar, T. Funabiki, and M.I. Lorber. 1994. Brain death and organ
transplantation: Cultural bases of medical technology. Current Anthropology 35(3): 233–254. Song, L.-Y. 2003. Focus in on the first brain death in China. Chi
Tian Jin Bao, April 11. http://www.people.com.cn/GB/
kejiao/42/155/20030411/969573.html. Ojo, A.O., D. Heinrichs, J.C. Emond, et al. 2004. Organ donation and
utilization in the USA. American Journal of Transplantation
4(Suppl 9): 27–37. doi:10.1111/j.1600-6135.2004.00396.x. Song, R.-L., X.-H. Cui, Z. Gao, S.-L. Deng, and Y.-P. Li. 2009. Brain death and organ transplant legislation: Analysis of 969
respondents by classroom questionnaire. Hepatobiliary and
Pancreatic Diseases International 8(5): 483–493. Organ and Tissue Authority. 2012. Performance report 2012. Canberra: Australian Government. http://temp.donatelife. gov.au/media/docs/Tissue_Report_2012.pdf. Accessed
April 30, 2013. Starzl, T.E. 1964. Experience in renal transplantation. Philadelphia: Saunders. Ouyang, K. 2004. Values and challenges for brain death. Journal
of Huazhong University of Science and Technology (Social
Science Edition) 18(1): 54–58. Starzl, T.E., T.L. Marchioro, K.N. von Kaulla, G. Hermann, R.S. Brittain, and W.R. Waddell. 1963. Homotransplantation of
the liver in humans. Surgery, Gynecology and Obstetrics
117(December): 659–676. Pallis, C. 1982. ABC of brain stem death. From brain death to
brain stem death. References 2010. Considerations for the revised
organ transplant law from the perspective of medical law
and forensic medicine. Journal of Kyoto Prefectural
University of Medicine 119(8): 511–521. Machado, C., J. Korein, Y. Ferrer, et al. 2007b. The declaration of
Sydney on human death. Journal of Medical Ethics 33(12):
699–703. doi:10.1136/jme.2007.020685. Jennett, B., J. Gleave, and P. Wilson. 1981. Brain death in three
neurosurgical units. British Medical Journal (Clinical
Research Ed.) 282(6263): 533–539. Matesanz, R., B. Domínguez-Gil, E. Coll, G. de la Rosa, and R. Marazuela. 2011. Spanish experience as a leading country:
What kind of measures were taken? Transplant International
24(4): 333–343. doi:10.1111/j.1432-2277.2010.01204.x. Kadir, A.H.A. 2006. Brain death: Guideline of the Malaysian
Medical Council. Kuala Lumpur: Malaysian Medical Council. http://www.moh.gov.my/images/gallery/orga/Brain%
20Death%20-%20Malaysian%20Medical%20Council.pdf. Miller, G. 2011. The determination of death. In Clinical ethics in
pediatrics: A case-based textbook, edited by D.S. Diekema,
M.R. Mercurio, and M.B. Adam, 118–122. New York:
Cambridge University Press. 0Death%20-%20Malaysian%20Medical%20Council.pdf. Kasai, K. 2009. The religious attitude of Japanese. Research
Reports of Chuubu University 10: 35–43. 224 Bioethical Inquiry (2015) 12:211–225 Ray, J. 1991. The body without a mind: An examination of
cognitive brain death. Humane Medicine 7(1): 29–34. Miller, G., and S. Ashwal. 2010. Brain death, minimal conscious-
ness, and vegetative states in children. In Pediatric bioethics,
edited by G. Miller, 247–261. New York: Cambridge
University Press. Reiner, P.B. 2011. The rise of neuroessentialism. In The Oxford
handbook of neuroethics, edited by J. Illes and B.J. Sahakian,
161–175. New York: Oxford University Press. 161–175. New York: Oxford University Press. Min, S.I., S.Y. Kim, Y.J. Park, et al. 2010. Trends in deceased
organ donation and utilization in Korea: 2000–2009. Journal
of Korean Medical Science 25(8): 1122–1127. doi:10.3346/
jkms.2010.25.8.1122. Roskies, A. 2002. Neuroethics for the new millennium. Neuron
35(1): 21–23. Settergren, G. 2003. Brain death: An important paradigm shift in
the 20th century. Acta Anaesthesiologica Scandinavica
47(9): 1053–1058. Minemura, Y., K. Yamaoka, and R. Yoshino. 2010. The issue of
organ transplants and brain death in Japan, based on a cross-
national comparative study of life and culture. Journal of the
National Institute of Public Health 59(3): 304–312. Sharp, L.A.A. 2006. Strange harvest: Organ transplants, dena-
tured bodies, and the transformed self. Berkeley: University
of California Press. Mollaret, P., and M. Goulon. 1959. Le coma dépassé [The
depassed coma]. Revue Neurologique 101(1): 3–15. Sheehy, E., S.L. Conrad, L.E. Brigham, et al. 2003. References British Medical Journal (Clinical Research
Ed.) 285(6353): 1487–1490. Sun, J.P., L.H. Wang, and Y.P. Gao. 2005. KAP analysis on
medical staff’s attitude toward organ transplantation and
donation of body after death. Chinese Health Services
Management 21(2): 119–121. Pratschke, J., M.J. Wilhelm, M. Kusaka, et al. 1999. Brain death
and its influence on donor organ quality and outcome after
transplantation. Transplantation 67(3): 343–348. President’s Commission for the Study of Ethical Problems in
Medicine and Biomedical and Behavioral Research. 1981. Defining death: A report on the medical, legal and ethical
issues in the determination of death. Washington, DC:
Government Printing Office. http://hdl.handle.net/1805/707. Swerdlow, J. 2004. Understanding death before donation. The Gift
of a Lifetime. http://www.organtransplants.org/
understanding/death/. Accessed May 13, 2013. Taiwan Organ Registry and Sharing Center [TORSC]. 2012. Deceased organ donor statistics. Taiwan Organ Registry
and Sharing Center. www.torsc.org.tw/. Accessed May 8,
2013. President’s Council on Bioethics. 2011. Controversies in the de-
termination of death: A white paper of the President’s
Council on Bioethics. Washington, DC: GPO. Tang, Y., J.H. Li, and Y.X. Wu. 2008. Status quo and cause analysis
and its ethical issues of organ transplantation in China. China
Journal of Modern Medicine 18(8): 1142–1145. Puri, N., V. Puri, and R.P. Dellinger. 2009. History of technology
in the intensive care unit. Critical Care Clinics 25(1): 185–
200. doi:10.1016/j.ccc.2008.12.002. The Committee on Organ Transplant. 2012. Current status of
organ transplant. Japan Organ Transplant Network
Homepage. http://www.jotnw.or.jp/datafile/offer_brain.html
Accessed June 4, 2014. Quiroga, J. 2011. Teen’s organ’s to be donated after snowboarding
crash. Channel 5 Boston News, January 27. http://www.youtube. com/watch?v=5hdPFYXfsW8. Accessed April 20, 2013. 225 Bioethical Inquiry (2015) 12:211–225 Wikler, D. 1993. Brain death: A durable consensus? Bioethics
7(2–3): 239–246. Townsend, A. 1995. Sudden death in critical care units. Care of the
Critically Ill 11(3): 126–128. Townsend, A. 1995. Sudden death in critical care units. Care of the
Critically Ill 11(3): 126–128. Truog, R.D. 1997. Is it time to abandon brain death? The Hastings
Center Report 27(1): 29–37. Yanagida, K. 2012. When a family member is brain dead. NHK
Close Up Gendai, February 1. http://www.nhk.or.jp/gendai/
kiroku/detail_3151.html. Truog, R.D., and W.M. Robinson. 2003. Role of brain death and
the dead-donor rule in the ethics of organ transplantation. Critical Care Medicine 31(9): 2391–2396. Yu, L., and W.H. Xing. 2009. Investigation and analysis on influ-
ential factors on the knowledge about human organ trans-
plantation among residents of urban Ningbo. Master’s thesis,
Ningbo University. References United Network for Organ Sharing [UNOS]. 2013. OPTN trans-
plant database. http://optn.transplant.hrsa.gov/data/. Accessed May 12, 2013. Yu, L., W. Dai, W. Wu, T. Liu, and Z. Jin. 2012. Let life continue in
a different way: Little Wang Zhen is gone, but he left love and
hope in this world. Wuhan Wanbao, September 30. http://
news.cn.yahoo.com/newsview/chehuojuanxian/. Wang, L.M. 2003. The discussion of the standard of brain death. China Medical Ethics 16(2): 7–8. Wang, Y.J., C. Li, Y. Zhang, et al. 2013. Investigation of influential
factors for aspiration of organ donation. Organ
Transplantation 4(2): 75–78. Zhan, T. 2012. Love makes life go on—wife brain dead from
accident, husband intends to donate organs. Huishuo
Tianxia. Sichuan Satellite TV. http://tv.cntv.cn/video/
C10190/d056fa6847e14af89344b634f5b4d71f. Watanabe, Y. 2000. Brain death and cardiac transplantation:
Historical background and unsettled controversies in Japan. Philosophy and Medicine 66: 171–190. Zhang, L., J. Wang, S. Kwauk, et al. 2011. Preliminary analysis of
factors influencing organ donation rates in China. Transplantation Proceedings 43(5): 1421–1424. doi:10. 1016/j.transproceed.2011.01.166. Wertheimer, P., M. Jouvet, and J. Descotes. 1959. Diagnosis of death
of the nervous system in comas with respiratory arrest treated by
artificial respiration. La Presse Médicale 67(3): 87–88. p
( )
Wijdicks, E.F. 2002. Brain death worldwide: Accepted fact but no
global consensus in diagnostic criteria. Neurology 58(1): 20–25. j
p
Zhou, J.-S., and K.-F. Dou. 2011. Confusions and hopes for organ
transplant in China. Organ Transplantation 2(3): 241–243.
|
https://openalex.org/W2795556739
|
https://europepmc.org/articles/pmc5831695?pdf=render
|
English
| null |
Locomotor training using an overground robotic exoskeleton in long-term manual wheelchair users with a chronic spinal cord injury living in the community: Lessons learned from a feasibility study in terms of recruitment, attendance, learnability, performance and safety
|
Journal of neuroengineering and rehabilitation
| 2,018
|
cc-by
| 10,526
|
Locomotor training using an overground
robotic exoskeleton in long-term manual
wheelchair users with a chronic spinal cord
injury living in the community: Lessons
learned from a feasibility study in terms of
recruitment, attendance, learnability,
performance and safety Dany H. Gagnon1,2*
, Manuel J. Escalona1,2, Martin Vermette1,2, Lívia P. Carvalho3, Antony D. K
Cyril Duclos1,2 and Mylène Aubertin-Leheudre3 Dany H. Gagnon1,2*
, Manuel J. Escalona1,2, Martin Vermette1,2, Lívia P. Carvalho3, Antony D. Karelis3,
Cyril Duclos1,2 and Mylène Aubertin-Leheudre3 Dany H. Gagnon1,2*
, Manuel J. Escalona1,2, Martin Vermette1,2, Lívia P. Carvalho3, Antony D. Karelis3,
Cyril Duclos1,2 and Mylène Aubertin-Leheudre3 © The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. * Correspondence: dany.gagnon.2@umontreal.ca
1School of Rehabilitation, Université de Montréal, Montreal, QC, Canada
2Pathokinesiology Laboratory, Centre for Interdisciplinary Research in
Rehabilitation of Greater Montreal, Centre intégré universitaire de santé et
services sociaux du Centre-Sud-de-l’Île-de-Montréal, Installation Institut de
réadaptation Gingras-Lindsay-de-Montréal, 6300 Avenue Darlington,
Montreal, QC H3S 2J4, Canada
Full list of author information is available at the end of the article Abstract Background: For individuals who sustain a complete motor spinal cord injury (SCI) and rely on a wheelchair as
their primary mode of locomotion, overground robotic exoskeletons represent a promising solution to stand and
walk again. Although overground robotic exoskeletons have gained tremendous attention over the past decade and are
now being transferred from laboratories to clinical settings, their effects remain unclear given the paucity of scientific
evidence and the absence of large-scale clinical trials. This study aims to examine the feasibility of a locomotor training
program with an overground robotic exoskeleton in terms of recruitment, attendance, and drop-out rates as well as
walking performance, learnability, and safety. Methods: Individuals with a SCI were invited to participate in a 6 to 8-week locomotor training program with a robotic
exoskeleton encompassing 18 sessions. Selected participants underwent a comprehensive screening process
and completed two familiarization sessions with the robotic exoskeleton. The outcome measures were the
rate of recruitment of potential participants, the rate of attendance at training sessions, the rate of drop-outs,
the ability to walk with the exoskeleton, and its progression over the program as well as the adverse events. (Continued on next page) * Correspondence: dany.gagnon.2@umontreal.ca Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12
https://doi.org/10.1186/s12984-018-0354-2 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12
https://doi.org/10.1186/s12984-018-0354-2 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12
https://doi.org/10.1186/s12984-018-0354-2 RESEARCH
Open Access
Locomotor training using an overground
robotic exoskeleton in long-term manual
wheelchair users with a chronic spinal cord
injury living in the community: Lessons
learned from a feasibility study in terms of
recruitment, attendance, learnability,
performance and safety
Dany H. Gagnon1,2*
, Manuel J. Escalona1,2, Martin Vermette1,2, Lívia P. Carvalho3, Antony D. Karelis3,
Cyril Duclos1,2 and Mylène Aubertin-Leheudre3 Open Access * Correspondence: dany.gagnon.2@umontreal.ca Keywords: Exercise, Paraplegia, Physical medicine and rehabilitation, Robotics, Therapies, Technology, Walking To date, only few studies have reported their recruitment
rate or identified the personal or environmental factors
that interfered in the selection of potential participants,
and even fewer have reported their attendance rate when-
ever a training program was offered [14–17]. Moreover,
gaining a better understanding of the skill-acquisition
process during overground walking with a robotic exo-
skeleton, and of a safe and well-tolerated progression is es-
sential for planning future larger-scale interventional
trials. To date, very few studies have precisely described
the trajectory of change observed over the course of the
training program, especially in regard to the number of
therapist required and their level of physical assistance,
the type of walking aid required during each training ses-
sion, and the time needed to achieve autonomous control
of the exoskeleton [18]. However, many studies have re-
ported training-related measures (e.g., standing time,
walking time, number of steps taken during a session) or
performance-based measures (e.g., walking speed- or dis-
tance) that were typically measured only at the start, mid-
term, or end of the intervention [15]. Based on a recent
systematic review incorporating 14 case-series or quasi-
experimental studies using a robotic exoskeleton as an as-
sistive device [2], mostly small heterogeneous group of in-
dividuals with complete and incomplete sensorimotor SCI
(i.e., N ≤8 participants in 86% of the studies) who com-
pleted, using different models of overground robotic exo-
skeletons having various control modes (i.e., 5 different
exoskeletons used with 4 different control modes), various
training protocols encompassing a wide range of training
sessions (range: 2 to over 100 training sessions) and fre-
quencies (range: unspecified to 6 training sessions per
week) offered at a single center have been investigated to
date. Hence, stronger evidence continues to be needed to * Correspondence: dany.gagnon.2@umontreal.ca * Correspondence: dany.gagnon.2@umontreal.ca
1School of Rehabilitation, Université de Montréal, Montreal, QC, Canada
2Pathokinesiology Laboratory, Centre for Interdisciplinary Research in
Rehabilitation of Greater Montreal, Centre intégré universitaire de santé et
services sociaux du Centre-Sud-de-l’Île-de-Montréal, Installation Institut de
réadaptation Gingras-Lindsay-de-Montréal, 6300 Avenue Darlington,
Montreal, QC H3S 2J4, Canada
Full list of author information is available at the end of the article © The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Page 2 of 12 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 (Continued from previous page) Results: Out of 49 individuals who expressed their interest in participating in the study, only 14 initiated the program
(recruitment rate = 28.6%). Of these, 13 individuals completed the program (drop-out rate = 7.1%) and attended
17.6 ± 1.1 sessions (attendance rate = 97.9%). Their greatest standing time, walking time, and number of steps
taken during a session were 64.5 ± 10.2 min, 47.2 ± 11.3 min, and 1843 ± 577 steps, respectively. During the training
program, these last three parameters increased by 45.3%, 102.1%, and 248.7%, respectively. At the end of the program,
when walking with the exoskeleton, most participants required one therapist (85.7%), needed stand-by or contact-guard
assistance (57.1%), used forearm crutches (71.4%), and reached a walking speed of 0.25 ± 0.05 m/s. Five participants
reported training-related pain or stiffness in the upper extremities during the program. One participant sustained bilateral
calcaneal fractures and stopped the program. Conclusions: This study confirms that larger clinical trials investigating the effects of a locomotor training program with
an overground robotic exoskeleton are feasible and relatively safe in individuals with complete motor SCI. Moreover, to
optimize the recruitment rate and safety in future trials, this study now highlights the need of developing pre-training
rehabilitation programs to increase passive lower extremity range of motion and standing tolerance. This study also calls
for the development of clinical practice guidelines targeting fragility fracture risk assessment linked to the use of
overground robotic exoskeletons. Background All potential
participants were also screened by a research physiother-
apist to rule out other potential standing- and walking-
related exclusion criteria such as lower extremity passive
range of motion limitations (hip flexion contracture ≥5°,
knee flexion contracture ≥10°, and ankle dorsiflexion ≤−
5° with knee extended), moderate-to-severe lower extrem-
ity spasticity (> 2 modified Ashworth score), inability to sit
with hips and knees ≥90° flexion, and a standing tolerance
test with full lower extremity weight-bearing of ≤30 min. Moreover, for participants to be fitted within the robotic
exoskeleton, their height and pelvis width needed to range
between 1.52–1.93 m and 30–46 cm, respectively, whereas
the length of their thigh and lower leg segments also
needed to range between 51 and 61.4 cm and 48–63.4 cm,
respectively. Furthermore, a length discrepancy of no
more than 1.3 and 1.9 cm was essential at the thigh and
lower leg segments, respectively. Last, the participant’s
body weight needed to be less than 100 kg. The main re-
cruitment strategies implemented by the research team in-
cluded contacting individuals with a complete motor SCI
who previously participated in research projects and had
agreed to be informed when a new study starts; posting
flyers containing information about the study in key areas
within the rehabilitation facility; advertising in the maga-
zine of a non-profit organisation dedicated to the social
and professional reintegration of individuals with spinal
cord injury in the province of Quebec (i.e., www.moellee-
piniere.com/en/our-publication/paraquad/); and educating
physicians servicing individuals with SCI living in the
community via the outpatient clinic at the rehabilitation
facility about the study for them to refer potential partici-
pants to the research team. Alternative recruitment strat-
egies
included
potential
participants
who
directly
contacted the research team to express interest in partici-
pating after having observed part of a training session dur-
ing a visit to the rehabilitation facility; who saw a
television show reporting on the research project (https://
www.youtube.com/watch?v=1y1c6ynYySk); who discussed
with a participant involved in or who had completed the
study; or who had read comments about the study or seen
videos of participants engaged in the study posted on so-
cial media (i.e., Facebook). The study was conducted at
the Pathokinesiology Laboratory of the Centre for Inter-
disciplinary Research in Rehabilitation of Greater Montreal inform the development of future evidence-based adapted
physical activity or neurorehabilitation training programs
to be tested and compared in larger-scale interventional
trials. Background There has been a growing interest for overground ro-
botic exoskeletons over the past decade [1–8]. These
overground robotic exoskeletons typically provide mo-
torized assistance at the hips and knees via motors while
the ankles and feet are generally assisted with dynamic
ankle-foot orthoses. This assistance fully or partially gen-
erates and coordinates flexion and extension movements
and moments at these joints to produce or assist with
sit-stand transfers and overground walking. For individ-
uals who are affected by sensorimotor impairments and
rely on a wheelchair as their primary mode of locomo-
tion, overground robotic exoskeletons figure among the
most promising solutions to stand and walk although
their effects and effectiveness remain unclear given the
paucity of scientific evidence. In this population, overground robotic exoskeletons can
be used for standing and walking in the context of adapted
physical activity programs offered during rehabilitation or
in the community. In fact, based on the available evidence,
adapted physical activity programs incorporating standing
and walking with a robotic exoskeleton could potentially
alleviate the development of musculoskeletal [9], cardiore-
spiratory [10–13], and endocrine-metabolic [9] secondary
health conditions and complications. Hence, there is a
need to develop and test such programs that integrate an
overground walking component while also democratizing
accessibility to the robotic exoskeleton, especially in
publically-funded healthcare environments. However, be-
fore doing so and assessing such programs in terms of
their efficacy and effectiveness, it is crucial to gain a better
understanding of the factors that could potentially inter-
fere in the process of participants’ recruitment and selec-
tion as well as in their attendance at the training sessions. Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 3 of 12 Page 3 of 12 ossification, rotator cuff tendinopathy), history of lower
extremity fracture within the past year, unstable cardiovas-
cular or autonomic system, cognitive or oral communica-
tion problems, or any other conditions that could restrict
their ability to train walking ability or confound in other
ways the results of this study were excluded. Methods
Design A single-group longitudinal prospective feasibility study. Background Alongside, stronger evidence on the cardiorespira-
tory [11], musculoskeletal, balance, and cognitive require-
ments
during
overground
walking
with
a
robotic
exoskeleton, for examples, is also needed to better under-
stand the underlying mechanisms of intervention effects
and to select the best comparators in these future trials. The overall aim of the present study was to investigate
the feasibility and safety of a new locomotor training
program with a robotic exoskeleton offered to long-term
manual wheelchair users with a spinal cord injury (SCI)
living in the community. Specifically, the intent of the
present study was to precisely determine the recruit-
ment, attendance and drop-out rates, the learnability
and detailed progression over the course of the training
program (including the level of human assistance, the
level of technical assistance, and the walking perform-
ance in terms of walking time, number of steps taken,
and walking speed), and the safety. These attributes of
the new locomotor training program could provide valu-
able information for the development of future larger-
scale clinical trials investigating the effects or the effi-
ciency of a locomotor training program with an over-
ground robotic exoskeleton. These clinical trials are
important to better understand if and how locomotor
training programs with the robotic exoskeleton can alle-
viate secondary health conditions and complications,
maximize functional abilities, or optimize psychological
well-being,
social
participation,
and
life
satisfaction
among long-term manual wheelchair users living in the
community. Participants p
A sample of 14 adults with a motor complete SCI (ASIA
Impairment Scale = A or B) who use a wheelchair as their
primary mode of mobility were recruited (Table 1). To be
included in the study, potential participants had to be at
least 18 years of age, had been discharged from an inten-
sive
inpatient
rehabilitation
program
for
at
least
18 months, resided in a community within a 75 km radius
of the rehabilitation center, and communicated in either
French or English. Potential participants who had previ-
ously underwent training with robotic exoskeleton for
overground walking, with other nervous system damage
aside from the SCI (e.g., multiple sclerosis), impaired skin
integrity (e.g., pressure sores in areas in contact with the
robotic exoskeleton), concomitant or secondary musculo-
skeletal impairments (e.g., lower extremity heterotopic Gagnon et al. Locomotor training program Initially, participants attended two familiarization ses-
sions over a one-week period that lasted about 45–
60 min per session. During these familiarization sessions,
participants were properly fitted with the EKSO GT ro-
botic exoskeleton before performing balance, walking-
related tasks (e.g., sit-stand transfers), and walking on
short distances with visual and verbal feedbacks while
the certified therapist actuated each step (i.e., FirstStep
mode). As the participants’ level of proficiency increased
during the familiarization sessions, they learned to safely
ambulate with the exoskelon at a self-selected comfort-
able speed using their own walking aid (i.e., rolling
walker or forearm crutches) while taking control of each
step triggered via anterolateral body weight shifts (i.e.,
ProStep mode) under the direct supervision of a certified
therapist. Following these two familiarisation sessions,
participants began the six-week progressive locomotor
training program administered by a certified therapist
that encompassed a total of 18 training sessions (three
sessions/week; 60 min/session). Depending on the level
of each participant’s proficiency, on the participant’s tol-
erance, and on the activities planned for the session walking speed of 1.6 m/s. The EKSO GT robotic exo-
skeleton is approved by Health Canada for clinical use. walking speed of 1.6 m/s. The EKSO GT robotic exo-
skeleton is approved by Health Canada for clinical use. study’s objectives and of the nature of their participation. The Research Ethics Committee of the Centre for Inter-
disciplinary Research in Rehabilitation of Greater Mon-
treal approved the study (CRIR-1083-0515). Participants Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 4 of 12 Table 1 Description of participants
Participant #
Sex Age
(years)
Height
(m)
Weight
(kg)
Body Mass Index
(Weight/Height2)
Time since
SCI/D (years)
Origin of
SCI/D
ASIA-Motor
Score (/100)
ASIA-Sensory
Score (/224)
ASIA Impairment
Scale (AIS)
ASIA
Neurological
level
1
F
26.7
1.61
61.4
23.7
2.2
Trauma
50
104
A
T6
2
M
28.4
1.78
73.9
23.3
5.1
Trauma
50
108
A
T6
3
M
63.1
1.85
96.0
28.0
8.3
Trauma
50
143
A
T10
4
M
32.2
1.92
91.2
24.7
8.0
Trauma
50
118
A
T6
5
M
42.9
1.8
66.6
20.6
14.4
Trauma
28
48
A
C6
6
M
51.5
1.67
61.9
22.2
31.4
Trauma
50
140
B
T6
7
M
43.8
1.8
107.2
33.1
3.4
Trauma
50
143
A
T10
8
M
35.3
1.87
67.9
19.4
8.6
Trauma
50
108
A
T6
9
M
38.1
1.6
64.3
25.1
6.9
Trauma
50
115
A
T9
10
M
27.2
1.7
56.2
19.4
4.2
Trauma
50
104
A
T4
11
F
31.1
1.6
63.7
24.9
1.0
Trauma
54
123
A
T8
12
F
39.4
1.68
75.5
26.8
4.7
Trauma
50
80
A
T3
13
F
51.9
1.62
58.5
22.3
5.2
Non-
Trauma
50
96
A
T4
14
F
30.9
1.63
48.7
18.3
0.8
Trauma
50
106
A
T6
Mean
38.7
1.7
70.9
23.7
7.4
48.7
109.7
Standard
deviation
10.9
0.1
16.5
3.9
7.8
6.1
25.4
AIS ASIA Impairment Scale, ASIA American Spinal Cord Injury Association, A No motor or sensory function is preserved below the neurological level, B Sensory
function is preserved but no motor function below the neurological level, C Motor function is preserved below the neurological level, and more than half of the
key muscles below the neurological level have a muscle grade < 3 out of 5 (manual muscle testing), D motor function is preserved below the neurological level,
and at least half of the key muscles below the neurological level have a muscle grade of ≥3 out of 5, E motor and sensory function are normal AIS ASIA Impairment Scale, ASIA American Spinal Cord Injury Association, A No motor or sensory function is preserved below the neurological level, B Sensory
function is preserved but no motor function below the neurological level, C Motor function is preserved below the neurological level, and more than half of the
key muscles below the neurological level have a muscle grade < 3 out of 5 (manual muscle testing), D motor function is preserved below the neurological level,
and at least half of the key muscles below the neurological level have a muscle grade of ≥3 out of 5, E motor and sensory function are normal AIS ASIA Impairment Scale, ASIA American Spinal Cord Injury Association, A No motor or sensory function is preserved below the neurological level, B Sensory
function is preserved but no motor function below the neurological level, C Motor function is preserved below the neurological level, and more than half of the
key muscles below the neurological level have a muscle grade < 3 out of 5 (manual muscle testing), D motor function is preserved below the neurological level,
and at least half of the key muscles below the neurological level have a muscle grade of ≥3 out of 5, E motor and sensory function are normal Attendance Most participants (N = 11/14) completed all training ses-
sions (attendance rate = 100%) whereas two participants
were deprived of one (adjusted attendance rate = 94%) and
four training sessions (adjusted attendance rate = 78%), re-
spectively, since the program was temporarily suspended
during the holiday season. Hence, the overall attendance
rate was 97.9% (229 completed training sessions/234
planned training sessions). One participant was withdrawn
from the study by the research team after one training ses-
sion and was not accounted for in the attendance rate and
learnability statistics (details provided in Adverse Events
section). This was the only participant who dropped out
of the study (n = 1/14; drop-out rate = 7.1%). Robotic exoskeleton The wearable robotic exoskeleton EKSO™(version 1.1)
(Ekso Bionics, Richmond, CA, USA) is a ready-to-wear,
battery-powered, motor driven, robotic pair of legs gen-
erating motion at the hip and knee joints in a properly
sequenced manner. Each joint is independently con-
trolled by different sensors linked to a small, portable,
computerized control system attached to the flexible
trunk module that also encompass the battery. Informa-
tion gathered by over 35 different sensors (e.g., acceler-
ometers, speed controllers, gyroscopes, pressure sensors)
feed a decisional algorithm loop allowing manual wheel-
chair users with SCI to perform sit-stand transfers and
walk. When walking with the robotic exoskeleton, each
step is primarily commanded by combined forward and
lateral bodyweight shifts toward the weight-bearing
lower extremity before initiating the oscillation with the
opposite lower extremity. The certified therapist can
control numerous walking features (e.g., speed, step
height, step length). The EKSO GT robotic exoskeleton
weighs about 28 kg and can technically reach a maximal Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 5 of 12 Page 5 of 12 different reasons during this second step. Finally, out of
the last 19 potential participants who underwent clinical
screening and completed the familiarization sessions,
five individuals with SCI refused to participate in the
study during this last recruitment step. Hence, a total of
14 individuals with SCI were enrolled in the study (re-
cruitment rate = 28.6%). The most common reasons for
excluding potential participants were the presence of
limited passive dorsiflexion range of motion at the ankle
(n = 13/30; rate = 43.3%) as well as time, transportation,
or accommodation constraints linked to the program re-
quirements (N = 9/30; rate = 30%). The most common
reason for refusing to participate was the fear of devel-
oping a complication as a result of ambulating with the
robotic exoskeleton system after having tried the robotic
exoskeleton (n = 3/5; rate = 60%). (e.g., instructions and basic training to initiate sit-stand
transfers, walking and turning with forearm crutches),
the workload was periodically adjusted using walking
distance, duration, and speed parameter progressions
[7]. After each session, all training parameters and other
relevant information (e.g. total standing time, total walk-
ing time, and total number of steps) were recorded. Main outcome measures The main outcome measures are the rate of recruitment
of potential participants, the drop-out rate of partici-
pants enrolled into the study, the rate of attendance at
training sessions, the progression in the ability to walk
with the exoskeleton (i.e., standing time, walking time,
number of steps taken per session, type of waking aid,
number of therapists needed, level of assistance provided
per session), the performance when walking with the
exoskeleton at self-selected comfortable walking speed
measured using the 10-m walking test (10MWT) [19] at
the start (within the first 5 sessions) and end of the pro-
gram, and adverse events (Table 2). Learnability and performance Learnability and performance
A summary of the progression of the standing time, walk-
ing time, and number steps taken per session is illustrated
in Fig. 2. On average, during the locomotor training pro-
gram, the standing time, the walking time, and the number
of steps taken per session were 49.7 ± 12.7 min, 33.4 ±
12.5 min, and 1190 ± 561 steps, respectively. Between the
start (mean of sessions 1 and 2) and the end (mean of ses-
sions 17 and 18) of the locomotor training program, the
standing time, walking time, and number of steps taken per
session progressed by 45.3%, 102.1%, and 248.7%. The ma-
jority of participants (N = 10/13) were already self-initiating
their steps via lateral and anterior bodyweight shifts toward
the weight bearing lower extremity (i.e., prostep mode) at
the first session of the training program. Two additional
participants reached this level at the second training session
whereas another participant reached it at the 8th session of
the training program. Most participants (N = 10/13) devel-
oped the ability to ambulate with Canadian crutches after
3.5 ± 3.3 training sessions whereas the other 3 participants
continued to use a rollator walker throughout the training
program (Fig. 3). Most participants (N = 11/13) needed Statistical analysis Descriptive statistics (i.e., mean, standard deviation) were
calculated for all demographics and clinical characteristics
as well as for all outcome measures. After a Shapiro-Wilk
test confirmed the normality of the walking speed mea-
sures, the pre- and post-training walking speed measures
were compared using a paired Student t test for repeated
measures with the significance level set at p ≤0.05. These
statistics were computed using SPSS statistic software ver-
sion 17.0 (IBM Corporation, Armonk, New York). Recruitment The contact is made to help steady the
body or help with balance
(6): Stand-by Assist: The physical therapist does not touch the participant or provide any assistance, but he or she may need to be close by for safety in case the participant loses their balance or needs help to maintain
safety during the task being performed
(7): Modified Independence: The participant can walk with the exoskeleton without any supervision, with the help of a walker or crutches
(8): Total independence: The participant can walk with the exoskeleton without supervision and the use of a walking aid
Walking Aid: R.W. Rigid walker and F.C. Forearm crutches Table 2 Summary of the key outcome measures
Attendance
Learnability and Performance
Mobility Aid and Physical Assistance
Safety
Subject
ID
# of
training
sessions
completed
(/18)
Length of
time spent
standing
upright
(min/session)
Length of
time spent
walking
(min/session)
Number of
steps taken
(steps/session)
Walking
Speed
(m/s)
First training session
Last training session
Use of
controller
(session
achieved)
Shoulder
pain or
stiffness
Thumb
Tendinitis
(Adductor)
Knee
instability
Pressure
Drop
(Request
to sit)
Fracture
(Ankle
- Bilat)
Level of
assistance
Walking
Aid
Number
of PT
needed
Level of
assistance
Walking
Aid
Number
of PT
needed
mean
(SD)
[min;max]
mean
(SD)
[min;max]
mean
(SD)
[min;max]
Start
End
1
18
52(12)
[19; 70]
30(9)
[8;45]
1240(492)
[297;2087]
0.16
0.29
3
F.C. 2
5
F.C. 1
15
☑
–
–
☑
–
2
18
49(6)
[41; 62]
31(9)
[13;49]
1169(412)
[420;2050]
0.19
0.30
3
F.C. 2
6
F.C. 1
15
–
–
–
☑
–
3
18
56(13)
[33;87]
30(7)
[19;41]
828(260)
[407;1262]
0.12
0.24
3
R.W. 2
4
F.C. 1
Not
Achieved
–
–
–
–
–
4
17
54(11)
[29;75]
33(10)
[20;54]
1096(453)
[371;2148]
0.16
0.23
3
R.W. 2
5
F.C. 1
Not
Achieved
–
–
–
–
–
5
14
37(11)
[18;51]
19(8)
[5;33]
588(293)
[114;1056]
–
0.20
2
R.W. 2
3
R.W. 2
Not
Achieved
–
–
–
☑
–
6
18
53(9)
[29;63]
40(11)
[19;52]
1575(535)
[738;2272]
0.16
0.27
4
R.W. 1
6
F.C. 1
12
☑
–
–
–
–
7
18
56(9)
[34;71]
38(9)
[22;54]
1226(407)
[768;2101]
0.13
0.30
3
R.W. 2
4
R.W. 1
Not
Achieved
☑
–
☑
–
–
8
1
51-
[51;51]
19-
[19;19]
455 -
[455;455]
–
–
3
R.W. 2
3
R.W. Recruitment 2
Not
Achieved
–
–
–
–
☑
9
18
45(14)
[18;60]
34(16)
[7;55]
1347(757)
[221;2397]
0.13
0.24
3
R.W. 1
6
F.C. 1
13
–
–
–
–
–
10
18
32(10)
[12;50]
21(9)
[6;40]
765(386)
[254;1555]
0.17
0.17
3
R.W. 2
4
R.W. 1
Not
Achieved
–
–
–
☑
–
11
18
55(7)
[37;64]
41(11)
[19;53]
1504(491)
[601;2097]
0.16
0.29
3
F.C. 2
5
F.C. 1
12
–
–
–
–
–
12
18
57(6)
[38;65]
44(9)
[24;59]
1266(454)
[445;2093]
0.12
0.22
3
F.C. 2
5
F.C. 1
12
☑
☑
–
☑
–
13
18
43(13)
[17;62]
29(11)
[11;45]
1057(485)
[317;1702]
0.13
0.14
3
R.W. 2
4
F.C. 1
Not
Achieved
–
–
–
☑
–
14
18
55(10)
[39;71]
42(12)
[22;58]
1711(614)
[567;2527]
0.15
0.28
3
R.W. 2
6
F.C. 1
8
–
–
–
–
–
Mean
17.6a
49.7
33.4b
1190b
0.15
0.25
Standard
deviation
1.1
12.7
12.5
561.4
0.02
0.05
Level of Assistance:(1): Dependent: During dependent mobility, the participant is unable to help at all. The physical therapist - or another healthcare provider - will do all of the work
(2): Maximal Assist: The participant performs 25% or less of the work during mobility and the physical therapist provides the rest of the work
(3): Moderate Assist: The participant performs between 25% and 75% of the work necessary to move and the physical therapist provides the rest of the work
(4): Minimal Assist: The participant performs 75% of the work to move and the physical therapist provides the rest of the work
(5): Contact Guard Assist: The physical therapist needs to merely have one or two hands on the participant’s body, but provides no other assistance to perform the functional task. The contact is made to help steady the
body or help with balance
(6): Stand-by Assist: The physical therapist does not touch the participant or provide any assistance, but he or she may need to be close by for safety in case the participant loses their balance or needs help to maintain
safety during the task being performed
(7): Modified Independence: The participant can walk with the exoskeleton without any supervision, with the help of a walker or crutches
(8): Total independence: The participant can walk with the exoskeleton without supervision and the use of a walking aid
Walking Aid: R.W. Rigid walker and F.C. Recruitment A summary of the recruitment process, along with the
number of participants who successfully completed each
stage of this process and reasons for excluding potential
participants, are illustrated in Fig. 1. A total of 49 indi-
viduals with a SCI contacted the research team by phone
or via email to express their interest in participating in
the research project during an overall 11-month enroll-
ment period split into two phases: October to December
2015 (3 months) and May to December 2016 (8 months). In reality, the overall enrollment period per se was
shorter (about 8 months) since the last participants
needed to be recruited no later than November 1, 2015
and 2016, respectively. Upon completion of the pre-
screening interview of potential participants over the
phone (N = 49), 19 individuals with a SCI were excluded
for different reasons based on the answers provided to
specific screening questions during this initial step. Out
of the 30 potential participants who underwent clinical
pre-screening, 11 individuals with SCI were excluded for Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 6 of 12 Level of Assistance:(1): Dependent: During dependent mobility, the participant is unable to help at all. The physical therapist - or another healthcare provider - will do all of the work
(2): Maximal Assist: The participant performs 25% or less of the work during mobility and the physical therapist provides the rest of the work
(3): Moderate Assist: The participant performs between 25% and 75% of the work necessary to move and the physical therapist provides the rest of the work
(4): Minimal Assist: The participant performs 75% of the work to move and the physical therapist provides the rest of the work
(5): Contact Guard Assist: The physical therapist needs to merely have one or two hands on the participant’s body, but provides no other assistance to perform the functional task. Recruitment Forearm crutches of Assistance:(1): Dependent: During dependent mobility, the participant is unable to help at all. The physical therapist - or another healthcare provider - will do all of the work
aximal Assist: The participant performs 25% or less of the work during mobility and the physical therapist provides the rest of the work
oderate Assist: The participant performs between 25% and 75% of the work necessary to move and the physical therapist provides the rest of the work
inimal Assist: The participant performs 75% of the work to move and the physical therapist provides the rest of the work
ontact Guard Assist: The physical therapist needs to merely have one or two hands on the participant’s body, but provides no other assistance to perform the functional task. The contact is made to help steady the
or help with balance
and-by Assist: The physical therapist does not touch the participant or provide any assistance, but he or she may need to be close by for safety in case the participant loses their balance or needs help to maintain
during the task being performed
odified Independence: The participant can walk with the exoskeleton without any supervision, with the help of a walker or crutches
otal independence: The participant can walk with the exoskeleton without supervision and the use of a walking aid
ng Aid: R.W. Rigid walker and F.C. Forearm crutches Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 7 of 12 Fig. 1 Summary of the key milestones of the project Fig. 1 Summary of the key milestones of the project Fig. 1 Summary of the key milestones of the project moderate assistance provided by one physiotherapist at the
start of the training sessions whereas the two participants
needed minimal and maximal assistance, respectively (Fig. 3). Upon completion of the training sessions, one partici-
pant needed moderate, four participants needed minimal,
and four needed contact guard assistance provided by one
physiotherapist, whereas four participants needed a physio-
therapist to stand-by while walking (Fig. 3). All participants
needed moderate to maximal assistance provided by one
physiotherapist for all sit-stand transitions throughout the
training sessions. As for the walking speed, it increased sig-
nificantly (p ≤0.0001; + 66.8%) between the start (mean ± 1
SD = 0.15 ± 0.02 m/s) and end (mean ± 1 SD = 0.25 ±
0.05 m/s) of the training program. Recruitment These last results do not
include the data of one participant with C6 tetraplegia as
he only took a limited number of steps at a very slow pace
and needed maximal assistance of the certified therapist
during the first week (i.e., invalid result for the 10MWT). Fig. 2 Group mean ± 1 SD of the standing time, walking time, and
number of steps measured per session Adverse events As mentioned previously, one participant was diagnosed
with bilateral type I non-displaced fractures of the calca-
neus after having completed the two familiarization ses-
sions and the first training session. Uncertainties exist
about the specific cause of the fractures. This participant
was withdrawn from the study. Four participants reported
exacerbation of pre-existing shoulder pain, stiffness, or
discomfort whereas one participant developed soreness at
the thumb over the course of the locomotor training pro-
gram. This finding was unexpected as no previous study
reported on upper extremity pain, stiffness, or discomfort. One participant failed to report a previously complete Fig. 2 Group mean ± 1 SD of the standing time, walking time, and
number of steps measured per session Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 8 of 12 Fig. 3 Description of the level of therapist assistance required and of the walking aid used during each session Fig. 3 Description of the level of therapist assistance required and of the walking aid used during each session considering the number of potential participants (N =
49) who initially expressed their interest in participating
into the proposed study and completed the different
steps of the recruitment process. Moreover, considering
that the study was conducted in a rehabilitation center
hosting an ultra-specialized SCI rehabilitation program
servicing the western part of the Province of Quebec,
the fact that numerous strategies were implemented to
overcome potential barriers (e.g., a dedicated research
professional in charge of the recruitment, multiple re-
cruitment
strategies
implemented,
telephone
pre-
screening interview to minimize the number of visits,
free parking, free training sessions), and that all partici-
pants were allocated to the locomotor training program
with the robotic exoskeleton, a higher recruitment rate
was anticipated (i.e., ≥50%). Nonetheless, this recruit-
ment rate is 1.7 times greater than the one reported in
other feasibility studies investigating locomotor training anterior cruciate ligament tear to the research team and
developed severe knee hyperextension at the 10th training
session that was solved by blocking knee extension to −3°
thereafter. Six
participants
experienced
orthostatic
hypotension with systolic blood pressure drops of ≥
20 mmHg during a training session. No participant devel-
oped any soft tissue or skin problem nor fell during the
locomotor training program. For the three certified
trainers involved in the intervention, no adverse effect was
documented. Adverse events Last, a battery failure and a hip joint bearing
assembly failure were directly linked to the robotic exo-
skeleton itself over the course of the locomotor training
program. Recruitment The recruitment rate reached in this preliminary study
(28.6%) was acceptable although it remains relatively low Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 9 of 12 Page 9 of 12 commitment of the participants who engaged into the
locomotor training program. This is further supported
by the fact that only one participant dropped out of the
program following an adverse event (i.e. calcaneus frac-
ture). Hence, a completion rate of 92.9% (n = 13 partici-
pants/14 participants) was reached and is greater than
the 50% documented in another feasibility study propos-
ing a comparable program [15]. The importance of the
familiarization sessions needs to be highlighted since 5
out of the 19 participants (26.3%) decided not to engage
into the locomotor training program at that time. Al-
though not formally documented, these familiarization
sessions allowed the research team, to some extent, to
further screen potential participants who were hesitant
to engage into the locomotor training program and po-
tential participants to take an informed decision about
their commitment based on a lived experience. Add-
itionally, it supports the relevance of adopting a flexible
approach when scheduling the training sessions to accom-
modate all stakeholders, especially the participants. Since
the
training
sessions
involved
no
or
very
limited
socialization with individuals with similar sensorimotor
impairments and functional disabilities (i.e., individualized
approach), aside from the interaction with one or two
therapists, the commitment of participants to complete
the training session and, to some extent, their acceptance
of the new technology, especially with regard to its per-
ceived usefulness and ease-of-use, is also established. programs with a robotic exoskeleton in individuals with
complete or incomplete SCI in England (17%) [15] and
Germany (12%) [18]. Only one recent multi-center study
investigating a
single training session with
a
self-
stabilizing robotic exoskeleton in individuals with SCI
has reached a recruitment rate near 50% (i.e., 20 partici-
pants recruited among 46 screened for eligibility) [17]. Nonetheless, the recruitment rate of the present study
compares relatively well to the rates reached in other
feasibility studies investigating various task-specific gait-
training programs offered to relatively homogeneous
samples of individuals with neurological impairments
(e.g., stroke = 6.7% [20], Parkinson disease = 11% [21]). Learnability and performance Learnability and performance
Individuals with a complete motor SCI demonstrated a
capability to quickly learn to ambulate overground with
a robotic exoskeleton. Overall, the standing and walking
time (including the number of steps/session) progressed
at a faster rate during the first half than during the sec-
ond half of the locomotor training program. Overall, the
participants stood and walked at least 30 and 20 min, re-
spectively, at the first training session which is recom-
mended in clinical practice to anticipate beneficial
effects among long-term manual wheelchair users with a
spinal cord injury [23, 24]. The level of therapist assist-
ance also rapidly decreased over the course of the loco-
motor training program with most participants requiring
no more than minimal assistance after the 8th and 9th
training sessions (halfway into the program) and only
contact guard or stand-by assistance by the end of the
program when walking. Additionally, most participants
walked with forearm crutches, with or without the use
of the self-controller that allows the user to drive few
basic functions of the robotic exoskeleton (e.g., initiation
of the first step, continuous walking in ‘prostep’ mode,
and stops), by the end of the program. Overall, the
learnability trajectory, illustrated for the first time in the
present study using measures systematically collected at Different strategies may need consideration to optimize
recruitment rate and facilitate attendance in future clinical
trials [e.g., offering training sessions during the evening
and weekend; offering training sessions away from the
main rehabilitation center affiliated with the project (e.g.,
other rehabilitation centres, community-based physical ac-
tivity centers, living labs in shopping malls); adjusting the
training schedule to best match participants’ availability
with a minimum of two training sessions per week; pro-
posing temporary housing alternatives for potential partic-
ipants living further away who demonstrate an interest in
participating]. Last, it is important to highlight that the re-
cruitment rate may have been lower if potential partici-
pants had had a chance to be allocated to an alternative
experimental group undergoing a different training pro-
gram or a control group with no training program. Recruitment In the present study, the most important reason (16 out
of 35 potential participants = 46%) for not qualifying for
the training program was due to musculoskeletal impair-
ments with the leading cause being a reduced passive
range of motion at the ankle, knee, or hip. For the same
reason, other preliminary studies have excluded up to
77.8% of potential participants (7 out of 9 potential par-
ticipants excluded) [16]. The second most important
reason was linked to time constraints (7 out of 35 poten-
tial participants = 20%). Contrary to other preliminary
studies [16, 22], transportation did not emerge as a
major barrier to the recruitment process nor the drop-
out rate in the present study since only two potential
participants based their decision on this criterion (2 out
of 35 potential participants = 5.7%). Taking these reasons
together, developing a home-based pre-training program
with indirect supervision of a therapist that would target
gains in passive range of motion at the lower extremity
and progressive standing time prior to initiating the
locomotor training program may be warranted. Attendance Yet, all these participants opted to continue the training
sessions while exploring personalized solutions to alleviate
or even eliminate pain over the course of the program
(e.g., increased number and duration of rest periods dur-
ing sessions; cushioning at the handle of the walking aid;
recommendation of stretching exercises post-training; use
of nonsteroidal anti-inflammatory drugs) with the certified
trainer(s). Unexpectedly, no exoskeleton-related skin or
soft tissue issue was observed in the present study al-
though it affected up to 50% of participants in previous
studies and typically leads to interruptions of the interven-
tion or withdrawal of participants from the studies [15]. All the above-identified risks remain impossible to elimin-
ate, warrant thoughtful consideration, and should be care-
fully explained within the informed consent form along
with the strategies implemented to minimize or overcome
them. Finally, two events linked to the robotic exoskeleton
itself (device malfunction) occurred over the course of the
locomotor training program. The first event was a battery
failure that required its replacement while the second The learning process also may have been facilitated by
optional distinct auditory feedbacks automatically gener-
ated when the participant respectively reached the lateral
and forward body weight shift targets required prior to
initiating steps, especially early on during the learning
stage [25]. Moreover, although not formally assessed in
the present study, some participants periodically filmed
their performance, especially at the beginning of the
study, to facilitate their learning and complement the
therapist’s subjective feedback (i.e., visual feedback-
induced performance improvement) [26]. Hence, in
addition to the adjustability of some exoskeleton param-
eters (e.g., reducing body shift amplitudes to initiate
steps, reducing step height, increasing step length), nu-
merous clinical strategies (e.g., reducing level of human
assistance, changing walking aid) are also possible to ad-
just the level of challenges during overground walking
with the robotic exoskeleton as the participant’s level of
proficiency improves. Maintaining a level of challenge
during learning is also known to positively impact a par-
ticipant’s level of motivation and attendance, both of
which are crucial in the context of any clinical trial in
which participants are assigned to receive an interven-
tion [27]. As for the performance, the walking speed was found
to increase significantly between the start and end of the
training program. Attendance In fact, the mean walking speed
reached in the present study (i.e., 0.25 ± 0.05 m/s) is
similar to the weighted mean gait speed of 0.25 ±
0.14 m/s reported in a recent meta-analysis investigating
a heterogeneous group of individuals with a complete
SCI who completed, with different models of overground
robotic exoskeletons, various training protocols encom-
passing a wide range of training sessions [2]. Nonethe-
less, reaching faster walking speed after 18 sessions may
still be possible with additional training since able-
bodied adults, who have completed basic training with
the robotic exoskeleton, reach on average a self-selected
comfortable walking speed of 0.38 ± 0.09 m/s when they
were asked to avoid all voluntary muscular contraction
of their lower extremities (i.e., passive walking) [28]. 35.7%) over the course of the locomotor training program. Yet, all these participants opted to continue the training
sessions while exploring personalized solutions to alleviate
or even eliminate pain over the course of the program
(e.g., increased number and duration of rest periods dur-
ing sessions; cushioning at the handle of the walking aid;
recommendation of stretching exercises post-training; use
of nonsteroidal anti-inflammatory drugs) with the certified
trainer(s). Unexpectedly, no exoskeleton-related skin or
soft tissue issue was observed in the present study al-
though it affected up to 50% of participants in previous
studies and typically leads to interruptions of the interven-
tion or withdrawal of participants from the studies [15]. All the above-identified risks remain impossible to elimin-
ate, warrant thoughtful consideration, and should be care-
fully explained within the informed consent form along
with the strategies implemented to minimize or overcome
them. Finally, two events linked to the robotic exoskeleton
itself (device malfunction) occurred over the course of the
locomotor training program. The first event was a battery
failure that required its replacement while the second Attendance The attendance rate reached in the present preliminary
study (97.9%) was excellent. The high attendance with
respect to the scheduled training sessions confirms the Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 10 of 12 Page 10 of 12 known to reach about 36% ± 15% of the bodyweight at
heel strike when walking with an overground robotic exo-
skeleton [29], are potential explanatory factors. This par-
ticipant was withdrawn from the study and referred to the
medical team until the fractures were healed. These frac-
tures occurred even though the screening process was
thoroughly completed by an experienced research physio-
therapist and the minimal standing time tolerance (i.e.,
≥30 min), recommended by the manufacturer of the exo-
skeleton, was verified. Unfortunately, another preliminary
study also reported a comparable fracture of the talus dur-
ing a locomotor training program with another over-
ground robotic exoskeleton [15] whereas a review recently
suggested an overall incidence rate of bone fracture of
3.4% [3]. The fact that some studies have predominantly
included individuals with recent SCI (≤1 year), a time
period during which bone mineral density declines at the
L/Es and distal vertebrae (i.e., infralesional osteoporosis)
may not have yet stabilized at levels significantly below
those of age and gender-matched able-bodied individuals
[30], may explain why this risk may have been underesti-
mated [16]. Further investigation will be needed to explore
all potential causes to implement additional screening ele-
ments for severe osteoporosis into the process (e.g., frac-
ture risk stratification algorithms for adults with SCI [31],
threshold for bone mineral density or architecture at the
ankle and foot) and to develop solutions addressing the
complex challenges linked to physical activities performed
in standing position in individuals with SCI in the future. Other minor adverse events, predominantly linked to ex-
acerbation of pre-existing (N = 4) or the development of
new (N = 1) musculoskeletal-related non-debilitating pain
at the upper extremity, were also documented (n = 5/14;
35.7%) over the course of the locomotor training program. Yet, all these participants opted to continue the training
sessions while exploring personalized solutions to alleviate
or even eliminate pain over the course of the program
(e.g., increased number and duration of rest periods dur-
ing sessions; cushioning at the handle of the walking aid;
recommendation of stretching exercises post-training; use
of nonsteroidal anti-inflammatory drugs) with the certified
trainer(s). Attendance Unexpectedly, no exoskeleton-related skin or
soft tissue issue was observed in the present study al-
though it affected up to 50% of participants in previous
studies and typically leads to interruptions of the interven-
tion or withdrawal of participants from the studies [15]. All the above-identified risks remain impossible to elimin-
ate, warrant thoughtful consideration, and should be care-
fully explained within the informed consent form along each training session, compares to some extent with the
ones reported using only pre- and post-intervention
measures in previous study using a similar or different
robotic exoskeletons [3, 16, 18, 22]. known to reach about 36% ± 15% of the bodyweight at
heel strike when walking with an overground robotic exo-
skeleton [29], are potential explanatory factors. This par-
ticipant was withdrawn from the study and referred to the
medical team until the fractures were healed. These frac-
tures occurred even though the screening process was
thoroughly completed by an experienced research physio-
therapist and the minimal standing time tolerance (i.e.,
≥30 min), recommended by the manufacturer of the exo-
skeleton, was verified. Unfortunately, another preliminary
study also reported a comparable fracture of the talus dur-
ing a locomotor training program with another over-
ground robotic exoskeleton [15] whereas a review recently
suggested an overall incidence rate of bone fracture of
3.4% [3]. The fact that some studies have predominantly
included individuals with recent SCI (≤1 year), a time
period during which bone mineral density declines at the
L/Es and distal vertebrae (i.e., infralesional osteoporosis)
may not have yet stabilized at levels significantly below
those of age and gender-matched able-bodied individuals
[30], may explain why this risk may have been underesti-
mated [16]. Further investigation will be needed to explore
all potential causes to implement additional screening ele-
ments for severe osteoporosis into the process (e.g., frac-
ture risk stratification algorithms for adults with SCI [31],
threshold for bone mineral density or architecture at the
ankle and foot) and to develop solutions addressing the
complex challenges linked to physical activities performed
in standing position in individuals with SCI in the future. Other minor adverse events, predominantly linked to ex-
acerbation of pre-existing (N = 4) or the development of
new (N = 1) musculoskeletal-related non-debilitating pain
at the upper extremity, were also documented (n = 5/14;
35.7%) over the course of the locomotor training program. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. Funding
h This project was funded largely by the Rick Hansen Institute and the
Traumatology Research Consortium of the Fonds de Recherche du Québec –
Santé (FRQS). The equipment and material required to complete this project
were financed in part by a John R. Evans Leaders’ Fund Award from the
Canadian Fund for Innovation. Availability of data and materials The datasets used and analysed during the current study are available from
the corresponding author on reasonable request. Safety Among all participants, one serious adverse event oc-
curred during the study. One participant sustained bilat-
eral type I non-displaced fracture of the calcaneus after
completing the two familiarization and the first training
sessions. Although uncertainties exist about the specific
cause of the fractures, both the fragility fracture risk of the
calcaneus and the elevated vertical ground reaction force, Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 Page 11 of 12 Page 11 of 12 event was a mechanical problem with a hip joint bearing
assembly malfunction due to a damaged bolt holding the
proximal and distal joint components together. In both
cases, the problems were solved within a 48-h period with
the prompt assistance of the company’s customer service
department and had minimal impact on the conduct of
the study. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published
maps and institutional affiliations. Limits of the study Limitations in the present study were the small sample
size of relatively homogeneous participants recruited at a
single site as well as the absence of a control group. Un-
certainties about the best research design and outcome
measures to adopt in future clinical trials continue. Be-
cause the study only included long-term manual wheel-
chair users with a chronic SCI living in the community,
the generalizability of the results beyond this reference
population, such as in ambulatory individuals with an in-
complete SCI, requires caution. Prudence is also suggested
when inferring about participants’ acceptance and satisfac-
tion, particularly when addressing attendance and learn-
ability, as this dimension was not reported. Hence, the
findings of the present study should be considered prelim-
inary, but it is anticipated that they will stimulate interest
in conducting future larger-scale level I or II clinical trials
investigating the efficacy or effectiveness of locomotor
training programs with an overground robotic exoskeleton
in long-term manual wheelchair users. Author details
1 1School of Rehabilitation, Université de Montréal, Montreal, QC, Canada. 2Pathokinesiology Laboratory, Centre for Interdisciplinary Research in
Rehabilitation of Greater Montreal, Centre intégré universitaire de santé et
services sociaux du Centre-Sud-de-l’Île-de-Montréal, Installation Institut de
réadaptation Gingras-Lindsay-de-Montréal, 6300 Avenue Darlington,
Montreal, QC H3S 2J4, Canada. 3Department of Exercise Science, Université
du Québec à Montréal, Montreal, QC, Canada. Montreal, QC H3S 2J4, Canada. 3Department of Exercise Science, Université
du Québec à Montréal, Montreal, QC, Canada. Authors’ contributions Design of protocol: DHG, ADK, CD, MAL. Implementation of protocol: DHG,
ME, MV, CD, MAL. Data collection: DHG, ME, MV. Primary drafting of the
manuscript and data-analysis: DHG, ME, MV, ADK, CD, MAL. All authors read
and approved the final manuscript. Abbreviations
ASIA: American Spinal Injuries Association; SCI: Spinal Cord Injury Acknowledgements D. H. Gagnon co-chairs the Initiative for the Development of New Technologies
and Practices in Rehabilitation (INSPIRE) funded by the LRH Foundation and co-
leads the Rehabilitation Intervention for Individuals with a SCI in the
Community (RIISC) research team funded by the Ontario Neurotrauma
Foundation and the Quebec Rehabilitation Research Network. M. Aubertin-
Leheudre holds a junior 2 salary award from the FRQS. Conclusion This study reinforces what other pilot studies have shown
and confirms that a locomotor training program with an
overground robotic exoskeleton under the direct supervi-
sion of a certified therapist is feasible and relatively safe in
long-term manual wheelchair users with complete motor
SCI. This finding is expected to stimulate interest in con-
ducting future Level I and II large clinical trials investigat-
ing, for example, the physical and psychological health
effects or the cost-effectiveness of a locomotor training
program with an overground robotic exoskeleton in this
population. While doing so, strategies may need to be im-
plemented to overcome potential challenges related to re-
cruitment rate and minor safety issues. In fact, this study
now confirms the relevance of developing pre-training re-
habilitation programs to optimize passive lower extremity
range of motion and standing tolerance to optimize the
recruitment rate and safety, respectively. This study also
calls for the development of clinical practice guidelines
targeting fragility fracture risk assessment linked to the
use of overground robotic exoskeletons. Received: 28 November 2017 Accepted: 15 February 2018 References 1. Esquenazi A, Talaty M, Jayaraman A. Powered exoskeletons for walking
assistance in persons with central nervous system injuries: a narrative
review. PM&R. 2017;9:46–62. 1. Esquenazi A, Talaty M, Jayaraman A. Powered exoskeletons for walking
assistance in persons with central nervous system injuries: a narrative
review. PM&R. 2017;9:46–62. 2. Louie DR, Eng JJ, Lam T. Gait speed using powered robotic exoskeletons
after spinal cord injury: a systematic review and correlational study. J
Neuroeng Rehabil. 2015;12:82. 3. Miller LE, Zimmermann AK, Herbert WG. Clinical effectiveness and safety of
powered exoskeleton-assisted walking in patients with spinal cord injury:
systematic review with meta-analysis. Medical Devices (Auckland, NZ). 2016;
9:455–66. 4. Contreras-Vidal JL, Bhagat NA, Brantley J, Cruz-Garza JG, He Y, Manley Q, et
al. Powered exoskeletons for bipedal locomotion after spinal cord injury. J
Neural Eng. 2016;13:031001. 5. Lajeunesse V, Vincent C, Routhier F, Careau E, Michaud F. Exoskeletons'
design and usefulness evidence according to a systematic review of lower
limb exoskeletons used for functional mobility by people with spinal cord
injury. Disability and Rehabilitation: Assistive Technology. 2016;11:535–47. 6. Federici S, Meloni F, Bracalenti M, De Filippis ML. The effectiveness of
powered, active lower limb exoskeletons in neurorehabilitation: a systematic
review. NeuroRehabilitation. 2015;37:321–40. 7. Asselin PK, Avedissian M, Knezevic S, Kornfeld S, Spungen AM. Training
persons with spinal cord injury to ambulate using a powered exoskeleton. Journal of Visualized Experiments : JoVE. 2016:54071. 8. Fisahn C, Aach M, Jansen O, Moisi M, Mayadev A, Pagarigan KT, et al. The
effectiveness and safety of exoskeletons as assistive and rehabilitation Page 12 of 12 Page 12 of 12 Page 12 of 12 Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 devices in the treatment of neurologic gait disorders in patients with spinal
cord injury: a systematic review. Global Spine Journal. 2016;6:822–41. devices in the treatment of neurologic gait disorders in patients with spinal
cord injury: a systematic review. Global Spine Journal. 2016;6:822–41. devices in the treatment of neurologic gait disorders in patients with spinal
cord injury: a systematic review. Global Spine Journal. 2016;6:822–41. 9. Karelis AD, Carvalho LP, Castillo MJ, Gagnon DH, Aubertin-Leheudre M. Effect on body composition and bone mineral density of walking with a
robotic exoskeleton in adults with chronic spinal cord injury. J Rehabil Med. 2017;49:84–7. 10. Evans N, Hartigan C, Kandilakis C, Pharo E, Clesson I. References Acute cardiorespiratory
and metabolic responses during exoskeleton-assisted walking Overground
among persons with chronic spinal cord injury. Top Spinal Cord Inj Rehabil. 2015;21:122–32. 11. Lefeber N, Swinnen E, Kerckhofs E. The immediate effects of robot-assistance
on energy consumption and cardiorespiratory load during walking compared
to walking without robot-assistance: a systematic review. Disabil Rehabil Assist
Technol. 2017;12:657–71. 12. Asselin P, Knezevic S, Kornfeld S, Cirnigliaro C, Agranova-Breyter I, Bauman
WA, et al. Heart rate and oxygen demand of powered exoskeleton-assisted
walking in persons with paraplegia. J Rehabil Res Dev. 2015;52:147–58. 13. Arazpour M, Samadian M, Bahramizadeh M, Joghtaei M, Maleki M, Ahmadi
Bani M, et al. The efficiency of orthotic interventions on energy
consumption in paraplegic patients: a literature review. Spinal Cord. 2015; 14. Esquenazi A, Talaty M, Packel A, Saulino M. The ReWalk powered exoskeleton
to restore ambulatory function to individuals with thoracic-level motor-
complete spinal cord injury. Am J Phys Med Rehabil. 2012;91:911–21. 15. Benson I, Hart K, Tussler D, van Middendorp JJ. Lower-limb exoskeletons for
individuals with chronic spinal cord injury: findings from a feasibility study. Clin Rehabil. 2016;30:73–84. 16. Kozlowski AJ, Bryce TN, Dijkers MP. Time and effort required by persons
with spinal cord injury to learn to use a powered exoskeleton for assisted
walking. Top Spinal Cord Inj Rehabil. 2015;21:110–21. 17. Birch N, Graham J, Priestley T, Heywood C, Sakel M, Gall A, et al. Results of
the first interim analysis of the RAPPER II trial in patients with spinal cord
injury: ambulation and functional exercise programs in the REX powered
walking aid. J Neuroeng Rehabil. 2017;14:60. 18. Platz T, Gillner A, Borgwaldt N, Kroll S, Roschka S. Device-training for
individuals with thoracic and lumbar spinal cord injury using a powered
exoskeleton for technically assisted mobility: achievements and user
satisfaction. Biomed Res Int 2016,2016:8459018. 19. Lam T, Noonan VK, Eng JJ, Team SR. A systematic review of functional
ambulation outcome measures in spinal cord injury. Spinal Cord. 2008;46:
246–54. 20. Scianni A, Teixeira-Salmela LF, Ada L. Challenges in recruitment, attendance
and adherence of acute stroke survivors to a randomized trial in Brazil: a
feasibility study. Rev Bras Fisioter. 2012;16:40–5. 21. Lima LO, Rodrigues-de-Paula F. Recruitment rate, feasibility and safety of
power training in individuals with Parkinson's disease: a proof-of-concept
study. Braz J Phys Ther. 2013;17:49–56. 22. Zeilig G, Weingarden H, Zwecker M, Dudkiewicz I, Bloch A, Esquenazi A. 30.
Ashe MC, Craven C, Eng JJ, Krassioukov A. The SRT. Prevention and treatment
of bone loss after a spinal cord injury: a systematic review. Top Spinal Cord Inj
Rehabil. 2007;13:123–45. 31.
Cervinka T, Lynch CL, Giangregorio L, Adachi JD, Papaioannou A, Thabane L,
et al. Agreement between fragility fracture risk assessment algorithms as
applied to adults with chronic spinal cord injury. Spinal Cord. 2017; exoskeleton-assisted walking in persons with motor-complete paraplegia. J
Spinal Cord Med. 2013;36:313–21.
30.
Ashe MC, Craven C, Eng JJ, Krassioukov A. The SRT. Prevention and treatment
of bone loss after a spinal cord injury: a systematic review. Top Spinal Cord Inj
Rehabil. 2007;13:123–45.
31.
Cervinka T, Lynch CL, Giangregorio L, Adachi JD, Papaioannou A, Thabane L,
et al. Agreement between fragility fracture risk assessment algorithms as
applied to adults with chronic spinal cord injury. Spinal Cord. 2017; Gagnon et al. Journal of NeuroEngineering and Rehabilitation (2018) 15:12 References Safety and tolerance of the ReWalk exoskeleton suit for ambulation by
people with complete spinal cord injury: a pilot study. J Spinal Cord Med. 2012;35:96–101. 23. Ginis KA, Hicks AL, Latimer AE, Warburton DE, Bourne C, Ditor DS, et al. The
development of evidence-informed physical activity guidelines for adults
with spinal cord injury. Spinal Cord. 2011;49:1088–96. 24. Paleg G, Livingstone R. Systematic review and clinical recommendations for
dosage of supported home-based standing programs for adults with stroke,
spinal cord injury and other neurological conditions. BMC Musculoskelet
Disord. 2015;16:358. Submit your next manuscript to BioMed Central
and we will help you at every step: exoskeleton-assisted walking in persons with motor-complete paraplegia. J
Spinal Cord Med. 2013;36:313–21. Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: 25. Roy C, Lagarde J, Dotov D, Dalla Bella S. Walking to a multisensory beat. Brain Cogn. 2017;113:172–83. 26. Yamamoto R, Ohashi Y. The effects of inaccessible visual feedback used
concurrently or terminally. J Phys Ther Sci. 2014;26:731–5. 25. Roy C, Lagarde J, Dotov D, Dalla Bella S. Walking to a multisensory beat. Brain Cogn. 2017;113:172–83. 25. Roy C, Lagarde J, Dotov D, Dalla Bella S. Walking to a multisensory beat. Brain Cogn. 2017;113:172–83. • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: 26. Yamamoto R, Ohashi Y. The effects of inaccessible visual feedback used
concurrently or terminally. J Phys Ther Sci. 2014;26:731–5. 26. Yamamoto R, Ohashi Y. The effects of inaccessible visual feedback used
concurrently or terminally. J Phys Ther Sci. 2014;26:731–5. 27. Nielsen JB, Willerslev-Olsen M, Christiansen L, Lundbye-Jensen J, Lorentzen
J. Science-based neurorehabilitation: recommendations for neurorehabilitation
from basic science. J Mot Behav. 2015;47:7–17. 28. Gagnon DH, Cunha JD, Boyer-Delestre M, Bosquet L, Duclos C. How does
wearable robotic exoskeleton affect overground walking performance
measured with the 10-m and six-minute walk tests after a basic locomotor
training in healthy individuals? Gait Posture. 2017;58:340–5. 29. Fineberg DB, Asselin P, Harel NY, Agranova-Breyter I, Kornfeld SD, Bauman
WA, et al. Vertical ground reaction force-based analysis of powered 29. Fineberg DB, Asselin P, Harel NY, Agranova-Breyter I, Kornfeld SD, Bauman
WA, et al. Vertical ground reaction force-based analysis of powered
|
https://openalex.org/W3149503720
|
https://miun.diva-portal.org/smash/get/diva2:1547514/FULLTEXT01
|
English
| null |
Asymmetries in Ground Reaction Forces During Turns by Elite Slalom Alpine Skiers Are Not Related to Asymmetries in Muscular Strength
|
Frontiers in physiology
| 2,021
|
cc-by
| 9,614
|
ORIGINAL RESEARCH
published: 30 March 2021
doi: 10.3389/fphys.2021.577698 Asymmetries in Ground Reaction
Forces During Turns by Elite Slalom
Alpine Skiers Are Not Related to
Asymmetries in Muscular Strength
Jan Ogrin1, Nejc Šarabon2,3, Mads Kjær Madsen4, Uwe Kersting4,5,
Hans-Christer Holmberg6,7 and Matej Supej1,8* 1 Faculty of Sport, University of Ljubljana, Ljubljana, Slovenia, 2 Faculty of Health Sciences, University of Primorska, Izola,
Slovenia, 3 S2P, Science to Practice, Ltd., Laboratory for Motor Control and Motor Behavior, Ljubljana, Slovenia,
4 Department of Health Science and Technology, Sport Sciences – Performance and Technology, Aalborg University,
Aalborg, Denmark, 5 Institute of Biomechanics and Orthopedics, German Sport University Cologne, Cologne, Germany,
6 Department of Physiology and Pharmacology, Biomedicum C5, Karolinska Institute, Stockholm, Sweden, 7 China Institute
of Sport and Health Science, Beijing Sport University, Beijing, China, 8 Swedish Winter Sports Research Centre, Mid Sweden
University, Östersund, Sweden Edited by:
Giuseppe D’Antona,
University of Pavia, Italy The ground reaction forces (GRF) associated with competitive alpine skiing, which are
relatively large, might be asymmetric during left and right turns due to asymmetries in the
strength of the legs and torso and the present investigation was designed to evaluate
this possibility. While skiing a symmetrical, 20-gate slalom course, the asymmetries
of 9 elite alpine skiers were calculated on the basis of measurements provided by
inertial motion units (IMU), a Global Navigation Satellite System and pressure insoles. In addition, specialized dynamometers were utilized to assess potential asymmetry in
the strength of their legs and torso in the laboratory. In total, seven variables related
to GRF were assessed on-snow and eight related to strength of the legs and torso in
the laboratory. The asymmetries in these parameters between left and right turns on
snow were expressed in terms of the symmetry (SI) and Jaccard indices (JI), while the
asymmetries between the left and right sides of the body in the case of the laboratory
measurements were expressed as the SIs. The three hypotheses to be tested were
examined using multivariable regression models. Our findings resulted in rejection of all
three hypotheses: The asymmetries in total GRF (H1), as well as in the GRF acting
on the inside and outside legs (H2) and on the rear- and forefeet GRF (H3) during
left and right turns were not associated with asymmetries in parameters related to
muscular strength. Nevertheless, this group of elite slalom skiers exhibited significant
asymmetry between their right and left legs with respect to MVC during ankle flexion
(0.53 ± 0.06 versus 0.60 ± 0.07 Nm/kg, respectively) and hip extension (2.68 ± 0.39
versus 2.17 ± 0.26 Nm/kg), as well as with respect to the GRFs on the inside leg
while skiing (66.8 ± 7.39 versus 76.0 ± 10.0 %BW). As indicated by the JI values,
there were also large asymmetries related to GRF as measured by pressure insoles Reviewed by:
Frédérique Hintzy,
Université Savoie Mont Blanc, France
Alain Steve Comtois,
Université du Québec à Montréal,
Canada *Correspondence:
Matej Supej
matej.supej@fsp.uni-lj.si Specialty section:
This article was submitted to
Exercise Physiology,
a section of the journal
Frontiers in Physiology Received: 29 June 2020
Accepted: 12 March 2021
Published: 30 March 2021 Edited by:
Giuseppe D’Antona,
University of Pavia, Italy INTRODUCTION Recently, Bell et al. (2014) reported that more pronounced
inter-leg asymmetry (>10%) in power production during the
push-offphase of vertical jumping is associated with 20–
25% lower jump height, as well as less favorable changes
in direction. Moreover, a systematic review exploring the
relationship between asymmetries and performance describes
widely discrepant findings, with negative associations in some
cases (e.g., jumping and kicking), no associations in others (e.g.,
sprinting), and occasionally even a positive relationship (e.g.,
cycling) (Bishop et al., 2018; Maloney, 2019). Such relationships
may be dependent on the sport under consideration, as well as
the age and sex of the athletes. Alpine ski racing is an extremely complex and highly competitive
sport, involving numerous physical, technical and tactical
challenges. The difference between the first and second finishers
in a race is often only hundredths of a second (Hébert-Losier
et al., 2014). Accordingly, small differences in a variety of factors
can exert considerable influence on the successful performance of
elite alpine ski racers. Although several studies have focused on determinants of
sectional or instantaneous performance (Hébert-Losier et al.,
2014), there is still no deeper understanding of the influence
of biomechanical, anatomical variables or physical preparation
(Spörri et al., 2012; Supej and Holmberg, 2019). In this context,
vertical jump efficiency has been shown to be a good predictor
of slalom performance (Strojnik and Dolenc, 2009), although at
the same time Schobersberger et al. (2021) demonstrated recently
that neither maximal aerobic capacity nor maximal power output
were significantly correlated to competitive performance, as
indicated by FIS ranking. These findings reinforce the proposal
that there is no single determinant of competitive performance in
this complex sport. On-snow
training,
off-snow
resistance
training
and
conditioning of elite alpine skiers have received relatively
little attention from sports researchers (Gilgien et al., 2018). Indeed, our search of the relevant scientific literature revealed
only one study dealing with the laterality of ground reaction
forces (GRF) in connection with slalom skiing (Vaverka and
Vodickova, 2010) and one other case study demonstrating that
an inertial motion tracker placed on the pelvis can detect lateral
asymmetries during giant slalom skiing (Yu et al., 2016). More
recently, Supej et al. (2020) found that asymmetries in technique
and GRF were associated with asymmetries in performance. More specifically, asymmetries in GRF acting on the outside leg
in combination with the shank angle influenced the asymmetries
in turning radius. INTRODUCTION The risk of injury associated with alpine skiing is relatively
high (Haaland et al., 2016) and recent research has focused on
determining why and, at the same time, reducing this risk (Bere
et al., 2014; Müller et al., 2016; Spörri et al., 2017). The handful
of reports on asymmetries in alpine skiing that have appeared
so far have been concerned primarily with the effects of such
asymmetries on injuries to the anterior cruciate ligament of the
knee (Bujas et al., 2012; Jordan et al., 2015a, 2017; Steidl-Muller
et al., 2018). A 10% asymmetry in the strength of the legs is
generally considered to be the threshold for a safe return to
alpine skiing following injury. Interestingly, healthy, uninjured
younger skiers often exhibit more pronounced asymmetry in
leg extension strength during their phases of rapid growth,
suggesting that a different threshold might be more appropriate
for this particular subgroup (Steidl-Muller et al., 2018). However,
that same investigation also found that differences between the
right and left legs with respect to extension strength considerably
increase the risk of injury for young ski racers. To our knowledge, kinematic and/or kinetic data have
not yet been employed to search for potential links between
asymmetries in muscular strength and asymmetries on-snow. This lack of research is especially disturbing since the GRFs
associated with alpine skiing are large (Supej and Holmberg,
2019) and fundamental motor asymmetries may potentially exert
considerable influence on both skiing performance and safety. The large GRFs associated with alpine skiing require
considerable
muscular
strength
for
effective
turning. Consequently, lateral asymmetry by and the strength of the
legs and trunk might result in differences between left and right
turns and, thereby, different patterns of GRFs. Accordingly,
this study was designed to determine whether asymmetries in
basic muscular strength are related to the GRFs encountered
during elite slalom skiing. In this context and based on expert
deconstruction of skiing as a motor task, the following three
hypotheses were tested: The relationship between asymmetries with incidence and risk
of injuries in connection with other sports has also been receiving
attention. For both athletes and individuals who not participate
in sports, inter-limb asymmetries > 15% are associated with
an elevated risk of injury (Barber et al., 1990). Although it is
reasonable to conclude that reducing such asymmetry can help
avoid injuries, the actual effect of interventions designed for this
purpose remains unclear. Citation: Ogrin J, Šarabon N, Madsen MK,
Kersting U, Holmberg H-C and
Supej M (2021) Asymmetries
in Ground Reaction Forces During
Turns by Elite Slalom Alpine Skiers Are
Not Related to Asymmetries
in Muscular Strength. Front. Physiol. 12:577698. doi: 10.3389/fphys.2021.577698 March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 1 Ogrin et al. Asymmetries in Alpine Skiing (range: 42.7–56.0%). In conclusion, inter-limb asymmetries in GRFs during elite alpine
skiing are not related to corresponding asymmetries in muscular strength. Although
our elite athletes exhibited relatively small inter-limb asymmetries in strength, their
asymmetries in GRF on-snow were relatively large. Keywords: biomechanics, alpine skiing, inertial suit, GNSS-global navigation satellite system, GPS-global
positional system, pressure insoles, force plate Frontiers in Physiology | www.frontiersin.org MATERIALS AND METHODS FIGURE 1 | Setups for the skiing measurements on snow (top) and laboratory
tests (bottom): (I) countermovement jump on a bilateral force platform, (II)
ankle dynamometry, (III) knee dynamometry, (IV) hip dynamometry, and (V)
trunk dynamometry. INTRODUCTION H1: Asymmetries in the GRFs associated with left and
right turns are related to asymmetries between the left and
right sides of the body with respect to at least one of the
following parameters related to muscular strength: maximal March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 2 Asymmetries in Alpine Skiing Ogrin et al. force during a countermovement jump and/or the peak torque
associated with maximal voluntary contraction (MVC) during
knee extension and flexion and/or during hip extension. Navigation Satellite System (RTK GNSS) (Figure 1), in a manner
similar to previous studies (Krüger and Edelmann-Nusser, 2010;
Supej, 2010). The only difference was that here a more recent
inertial system MVN Biomech. 2018.2 (Xsens Technologies B.V.,
Enschede, Netherlands) recording data at 240 Hz and a more
advanced/new generation GNSS antenna Leica Zeno GG04 plus
(Leica Geosystems, Heerbrugg, Switzerland) with a sampling
frequency of 20 Hz were used. Navigation Satellite System (RTK GNSS) (Figure 1), in a manner
similar to previous studies (Krüger and Edelmann-Nusser, 2010;
Supej, 2010). The only difference was that here a more recent
inertial system MVN Biomech. 2018.2 (Xsens Technologies B.V.,
Enschede, Netherlands) recording data at 240 Hz and a more
advanced/new generation GNSS antenna Leica Zeno GG04 plus
(Leica Geosystems, Heerbrugg, Switzerland) with a sampling
frequency of 20 Hz were used. H2: Asymmetries between left and right turns regarding the
GRF acting on the inside and/or outside leg are related to
asymmetries between the left and right sides of the body with
respect to at least one of the following parameters related to
muscular strength: maximal force during a countermovement
jump and/or peak MVC torque during knee extension and/or
flexion, during hip extension and/or abduction, and/or during
lateral trunk flexion. The inertial sensors were embedded and placed under the
skier’s racing suit, while the GNSS smart antenna (weight: 0.8 kg,
height: 7.1 cm, diameter: 8.6 cm) was placed on top of a
modified back-protector vest (Spine VPD 2.0, POC, Stockholm,
Sweden) to ensure optimal satellite visibility in the vicinity of
the shoulders and posterior neckline (Figure 1). The receiver
(Conker NS6, Conker, Takeley, England) was placed in a pocket
of the back-protector vest located on the front of the trunk and
the two devices communicated via Bluetooth. INTRODUCTION To allow merging
of the trajectories surveyed by RTK GNSS with inertial data H3: Asymmetries between left and right turns with respect to
the GRF acting on the rear- and forefoot of the inside and
outside legs are related to asymmetries between the left and
right sides of the body regarding peak MVC torque during
ankle extension and/or flexion. Frontiers in Physiology | www.frontiersin.org Laboratory Tests On the day following these skiing runs, counter-movement
jump performance and maximal isometric strength of the
selected muscle groups was tested. It was ensured that there
was sufficient time for rest between the measurements in
the laboratory and on-snow. Maximal isometric voluntary
torque during bilateral plantar flexion and dorsal flexion
was tested on an isometric ankle dynamometer (S2P Ltd.,
Ljubljana, Slovenia) adjusted to ensure proper positioning
of each subject (upright trunk, 90◦
angles at the hips,
knees and ankles). A metal brake above each knee and a
rigid strap above each foot ensured isometric conditions. Each of the two foot pedals was linked firmly to a strain
gauge (Z6FC3/200kg, Hottinger Baldwin Messtechnik GmbH,
Darmstadt, Germany). For determination of maximal voluntary
torque during bilateral flexion and extension of the knee, the
subject was seated (with 90◦and 60◦flexion at the hips
and knees, respectively) on an isometric knee dynamometer
(S2P Ltd., Ljubljana, Slovenia) with tight straps across the
pelvis, above the knees and behind the distal leg to ensure
fixation. This positioning of the joints was chosen to allow
the knee flexors/extensors to develop maximal knee torque
(Brughelli and Cronin, 2007; Brughelli et al., 2010). This testing
procedure has been reported to yield highly reproducible results
(Sarabon et al., 2013). Measurements and Collection of Data
Skiing Tests During three consecutive days, data on 9 elite male European
Cup slalom skiers (age: 22.7 ± 3.4 y; height: 181.8 ± 6.9 cm;
weight, 82.2 ± 5.6 kg; current SL FIS points: 24.9 ± 18.6;
means ± SD), five with right and four left leg preference
(assessed on the basis of leg preference in connection with
testing maximal height of a single-leg jump), were collected
on a groomed slope with a mean inclination of 16◦and <1◦
tilting to either side on a glacier. The snow was icy and hard
and the temperature between −2 and 0◦C. The 20-gate corridor
course, with two symmetrical (mirrored) slalom courses (see
Supplementary Figure 1), was set up using a high-resolution
geodetic global satellite navigation system (Leica Geosystems
1200, Leica Geosystems AG, Heerbrugg, Switzerland) and its
accompanying “Stakeout” program to ensure a constant distance
of 12 and 4-m offset between the gates. The total length of the
course from the start to the finish was approximately 250 m. These two courses were prepared professionally following each
of the 12 individual runs on any given day. This study was pre-
approved by the National Medical Ethics Committee (approval
no. 0120-99/2018/5) and informed written consent to participate
obtained from each subject. Each subject skied this corridor course four times and all
trials were used in our calculations. The side from which the
first run was started was pre-selected randomly (and the skier
informed about this assignment at the start), with subsequent
starts alternating between the left and right sides. Prior to
each and every run, the course was smoothed by coaches and
members of the research team in order to provide nearly ideal
conditions. Prior to each run, the skier was asked to perform
three explosive squats, followed by three hits with the right
ski to the ground, in order to synchronize the measuring
instruments. The three-dimensional motion of the entire body
was monitored with a full-body inertial measurement system in
combination with a high-frequency Real Time Kinematics Global FIGURE 1 | Setups for the skiing measurements on snow (top) and laboratory
tests (bottom): (I) countermovement jump on a bilateral force platform, (II)
ankle dynamometry, (III) knee dynamometry, (IV) hip dynamometry, and (V)
trunk dynamometry. Frontiers in Physiology | www.frontiersin.org March 2021 | Volume 12 | Article 577698 3 Asymmetries in Alpine Skiing Ogrin et al. Computation of Independent and
Dependent Variables
Independent Variables The values were calculated using the following symmetry index
(SI), which is similar to the one developed by Bishop et al. (2016): SI (L, R) = 1 −|L −R|
LR
. where L represents the measurement for the left side and R the
right measurement. The means of the 1-s maxima in the three
successful trials (derived from the torque/time curve in the case
of the isometric dynamometer and from the force/time curve for
the force plate) were employed. In a similar manner, the SI was
computed using the mean percentages of body weight supported
by the left and right legs, obtained from the force plate signals
during the quiet stances, as in the work of Sarabon and Rosker
(2013). In this manner the level of fundamental motor asymmetry
was derived from the following asymmetry indicating variables: The maximal strength of muscle groups acting at the
hip during bilateral abduction and unilateral flexion (supine
position) was evaluated employing a multi-directional hip
isometric dynamometer (Muscle Board, S2P Ltd., Ljubljana,
Slovenia). During these tests, performed both in the prone
(hip extension) and supine (hip abduction) positions, the
pelvis was fixated with tight non-elastic straps. The lateral
trunk flexors were tested in the upright position utilizing the
dynamometric function of a multi-modal system for testing
neuromuscular functions of the trunk (TNC system, S2P Ltd.,
Ljubljana, Slovenia). – the SI for the maximal force during the counter-movement
jump; – the SI for the maximal voluntary contraction (MVC)
associated with flexion and extension of the knee and ankle; – the SI for the MVC associated with hip flexion and
abduction; – the SI for the MVC during lateral flexion of the trunk. A high SI percentage means better symmetry between the left
and right side measurement. In all cases, testing of maximal voluntary strength followed
the same protocol. After the task was explained to the subject,
the equipment fitted and appropriate/firm fixation of body
segments ensured, the subject first carried out one repetition
each at approximately 50, 75, and 90% of self-estimated maximal
voluntary effort to become accustomed to the set-up. Thereafter,
he performed three MVCs (pressing against the support with as
much force as possible for 3 s), separated by 60 s to avoid fatigue
and with verbal encouragement. The signals were acquired at
1,000 Hz (NI USB-6009; National Instruments Corp., Austin, TX, Measurements and Collection of Data
Skiing Tests United States) and the 1-s period around the peak of the torque-
time curve analyzed. The mean value of the three repetitions was
used for statistical analysis. on full-body motion, the position of the antenna relative to
the cervical (C7) and thoracic vertebra (T12) was measured. GRFs were monitored at a sampling frequency of 100 Hz by
pressure insoles (Loadsol, Novel GmbH, Münich, Germany) that
allowed separate determination of the forces on the left and
right feet and fore- and rear-foot, as well as total overall force
(Figure 1). To ensure appropriate synchronization, while skiing
the subjects were also recorded at 50 Hz with a high-resolution
JVC camcorder (GC-PX100, The Japan Victor Company Ltd.,
Yokohama, Japan). GRFs
during
bilateral
counter-movement
jump
were
determined with a bilateral force plate (2x 9260AA6, Kistler
Instrumente AG, Winterthur, Switzerland). Each participant
was instructed to perform a rapid counter-movement (so that
the angle of the knee reached 90◦) and couple this explosively
to the push-offto jump as high as possible. Jumps that were
not explosive, i.e., the eccentric and concentric phases were
not coupled explosively and/or the heels not lifted offthe
force plate during the downward movement, were rejected and
the trial repeated. The subject was asked to aim for maximal
performance during three repetitions while adhering to the
following instructions: (i) counter-movement associated with
the counter-movement jump should be performed quickly
and dynamically; and (ii) the hands should be on the hips at
all times and the feet flat and in contact with the force plate
during push-off. Frontiers in Physiology | www.frontiersin.org Dependent Variables The kinematic data supplied by the MVN Biomech were exported
into Matlab R2016b (Mathworks, Natick, MA, United States) for
further processing. To match their sampling frequency to that of
the inertial sensors, the RTK GNSS and force data were converted
to 240 Hz by cubic spline interpolation. The RTK GNSS, full-
body inertial motion and video data were synchronized using the March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 4 Ogrin et al. Asymmetries in Alpine Skiing lowest point during the final explosive squat movement. Force
and kinematic data were synchronized by matching the peak foot
acceleration with the maximal GRF during the three hits with the
ski on the snow before the start of testing. and all right turns, respectively. The Jaccard index (JI) was
then calculated from these two geometric shapes Lg and Rg
as follows: JI
Lg, Rg
=
p(Lg ∩Rg)
p(Lg ∪Rg), Following synchronization, all data were filtered with the
Rauch-Tung-Striebel algorithm (Rauch et al., 1965), which uses
two unscented Kalman filters running forward and backward in
time to achieve fixed-interval offline smoothing of the estimated
signals, as described previously (Supej, 2010). The RTK GNSS
and measurements of full-body inertial motion were merged
employing the GNSS data as a global reference coordinate system. These merged data was then exported into the Visual 3D v6
software (C-Motion Inc., Germantown, MD, United States),
which computed the trajectory of the center-of-mass (CoM) and
acceleration of the skier, as well as the trajectory of the mid-
point of the ankle (arithmetic mean of the positions of the ankle
joints), after which the values obtained were exported back into
formats compatible with Matlab, in a manner similar to that
described previously (Zorko et al., 2015). The sum of the CoM
and gravitational acceleration was used to estimate the total GRFs
acting on the skier (Supej and Holmberg, 2010). The variables
of GRF obtained from both the kinematic system and pressure
insoles had also been normalized to the overall GRF to facilitate
analysis and are presented as percentages of body weight (%
BW). It should be noted that measurements of forces by pressure
insoles have been reported to be too inaccurate for monitoring
the magnitude of the GRF (Stricker et al., 2010). Dependent Variables However, since
it can be assumed that the GRF values indicated by pressure
insoles are subject to approximately the same level and type
of bias in the case of the left and right legs, these values can
be used for calculating symmetry indices, which only reflect
relative differences. where p represents the area enclosed by the geometric shapes
(Lg ∩Rg or Lg ∪Rg). In contrast to the situation with SI, not only the mean values
for JI, but also the standard deviations are utilized to calculate
asymmetries between sets of data and, therefore, JI values provide
a better indication of asymmetry. Moreover, there is a bijective
relationship between geometrical matching of Lg and Rg and
matching of the means and standard deviations of the values for
these datasets, which both determine the same two-dimensional
shapes. In other words, when there is a good match between
the mean values and standard deviations for the two sets, there
is a good geometrical match (i.e., JI is close to 1) between
the two two-dimensional shapes determined by these same two
sets, and vice versa. From a practical point of view, the maximal or average GFR
during a slalom turn captures very few aspects of this action. Maximal GRF can often be generated by shocks or transient
vibrations that have no major impact on skiing (Supej et al.,
2018). Moreover, not only do the GRFs during the weight transfer
and steering phases differ, the magnitude of the GRF within
the steering phase also varies significantly (Supej and Holmberg,
2010; Supej et al., 2015). Therefore, averaging the GRF for the
entire steering phase results in loss of important information. By
determining the JI for the "steering phase," this problem can be
avoided and a deeper understanding of “active” turning achieved. g
g
Combining SI and JI provided a measure of the level of GRF
asymmetry, in particular: For all variables, mean curves and standard deviations were
calculated and diagrams representing turn-cycle characteristics
were created using the definitions of turn phases described by
Müller et al. (1998), while the beginning and end of each turn
were defined according to Supej et al. (2003). For this latter
purpose, a 3D terrain model of the slope was constructed and
the turns analyzed were divided into initiation, steering and
completion phases, as previously described in greater detail
(Supej and Holmberg, 2010). Dependent Variables – the SI and JI for GRFs acting on the inside or outside of the
fore-, rear- or entire foot during the steering phase (measured by
the pressure insoles); – the SI and JI for the overall GRF during the steering phase
(computed from the kinematic data). Frontiers in Physiology | www.frontiersin.org Multi-Variable Regression Multi-Variable Regression
To test our three hypotheses, linear multivariable regression
models were applied. In the case of hypothesis H1, four
independent variables and two dependent variables were
included and 20 linear regression models tested. For H2 and
H3, 124 and 24 models were tested, respectively. In each case,
depending on the number of models, the threshold p-value
obtained was subjected to Bonferroni adjustment. All models
that yielded a p-value greater than the adjusted threshold were
discarded, as were all models for which R2 was less than 0.7. These restrictions led to all of the models being discarded and
thus to all of the hypotheses being rejected. Although none of
the models was associated with a significant p-value, Tables 3–5
present the findings with models that included a single potential
predictor. Models including more than one potential predictor
are not documented because of their very large total number (80). The Symmetry and Jaccard Indices
(SI and JI) The mean symmetry indices (SI) for the independent variables
determined in the laboratory ranged from ∼89% (for peak MVC
torque during hip extension) to ∼98% (peak MVC torque during
hip abduction) (Table 1), while the corresponding mean SI for
the dependent variables during the steering phase of the turn
while skiing ranged from ∼85% (GRFs on the rear-foot of the
inside leg) to ∼98% (total GRF). The mean Jaccard Index (JI) for
the dependent variables during this steering ranged from ∼43%
(for the GRF on the fore-foot of the inside leg) to ∼71% (total
GRF) (Table 2). The time-courses of the GRFs on the entire outside foot during
left and right turns and the corresponding JI during the steering
phase (ranging from 29 to 79%) are shown for all 9 skiers in
Figure 1. For four of these skiers, these two variables were well
matched, while the other 5 demonstrated asymmetry in GRFs on
the outside leg between 29 and 59% (skiers A, C, D, E, and F in
Figure 2). Of these latter 5, 4 had a right leg preference and larger
mean overall GRFs during the steering phase of left turns, when
the right leg was outside. Statistical Analyses All values presented are means and standard deviations. The Shapiro-Wilk test was applied to determine whether the
distribution of these values was normal and, when necessary, the
Box-Cox power transformation performed to achieve normality. The data on turns were examined for potential outliers (1.5
Inter-Quartile Range method of outlier detection was applied),
which were excluded from analysis. For all possible combinations
of the independent (at most two) and dependent variables,
multivariable linear regression was performed. Initial p-values
below 0.05 obtained by applying the F-test to regression models
were adjusted using a Bonferroni- like correction (Curtin and
Schulz, 1998). The power of differences indicated as being
statistically significant (p < 0.05) was tested using G∗Power
(Faul et al., 2009) and only differences with a power greater
than 0.8 were finally considered to be significant. All statistical
analyses were performed in the Matlab software (Prentice-Hall,
Inc., Upper Saddle River, NJ, United States). j
g
The largest GRFs associated with slalom occurs during the
steering phase, when the skier is actively turning, whereas
during the initiation and completion phases these forces
are significantly lower (Supej and Holmberg, 2010; Supej
et al., 2015). Therefore, the SI reflecting the degree of
asymmetry in the GRF was determined during the steering
phase. In addition, the Jaccard index (JI) (Jaccard, 1901)
or intersection over union (IOU), a standard algorithmic
estimation of the accuracy with which an object is detected
by a computer vision, was calculated on the basis of the
shapes of the left (Lg) and right (Rg) turns. Definition of
these shapes was based on a normalized time-scale from
the start to finish of the turn, with upper and lower limits
one standard deviation above or below the average curve,
respectively. The average curve and corresponding standard
deviation for Lg and Rg was calculated from all left turns March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 5 Asymmetries in Alpine Skiing Ogrin et al. DISCUSSION The major finding is that asymmetries in GRFs during elite alpine
skiing are not related to asymmetries in local muscular strength. More precisely, none of our three hypotheses was supported by
the findings: none of the asymmetries between left and right TABLE 1 | The values (means ± standard deviations, statistical comparison of the right and left legs) of the parameters measured and corresponding motor symmetry
indices (independent variables). Variable
Left leg/side
Right leg/side
p-value
Cohen’s d
SI (%)
Countermovement jump
Maximal force (N/kg)
12.2 ± 1.20
13.3 ± 1.64
0.12
0.61
94.0 ± 3.14
Maximal voluntary contraction
Ankle flexion (Nm/kg)
0.53 ± 0.06
0.60 ± 0.07
0.04
0.84
93.5 ± 3.74
Ankle extension (Nm/kg)
1.86 ± 0.27
1.93 ± 0.32
0.62
0.19
95.6 ± 2.60
Knee flexion (Nm/kg)
1.81 ± 0.24
1.83 ± 0.16
0.84
0.07
95.6 ± 3.80
Knee extension (Nm/kg)
2.75 ± 0.47
2.69 ± 0.42
0.80
0.10
95.5 ± 2.60
Hip extension (Nm/kg)
2.68 ± 0.39
2.17 ± 0.26
0.01
1.14
89.5 ± 6.33
Hip abduction (Nm/kg)
1.77 ± 0.28
1.87 ± 0.36
0.52
0.02
97.7 ± 1.88
Trunk lateral flexion (Nm/kg)
6.68 ± 1.30
7.36 ± 1.18
0.26
0.43
92.7 ± 5.60
SI, symmetry index. TABLE 2 | The values (means ± standard deviations, statistical comparison of the right and left legs) of the ground reaction forces (GRF) measured and corresponding
symmetry and Jaccard indices (dependent variables). Variable
Left turn
Right turn
p-value
Cohen’s d
SI (%)
JI (%)
Entire foot—pressure insoles
GRF outside leg (% BW)
126.2 ± 19.2
113.6 ± 21.55
0.21
0.48
92.9 ± 4.74
56.1 ± 18.9
GRF inside leg (% BW)
66.8 ± 7.39
76.0 ± 10.0
0.04
0.83
91.4 ± 5.72
56.0 ± 19.6
Fore-foot—pressure insoles
GRF outside leg (% BW)
62.5 ± 20.6
58.7 ± 26.85
0.75
0.12
88.4 ± 8.35
47.2 ± 21.6
GRF inside leg (% BW)
27.4 ± 9.20
37.8 ± 17.6
0.14
0.58
85.1 ± 10.1
42.7 ± 23.2
Rear-foot—pressure insoles
GRF outside leg (% BW)
63.8 ± 7.69
54.9 ± 16.6
0.17
0.54
87.8 ± 7.33
51.6 ± 14.4
GRF inside leg (% BW)
39.4 ± 9.13
38.25 ± 15.8
0.85
0.07
85.8 ± 15.2
52.9 ± 23.2
Approximation from CoM
Overall GRF (% BW)
287.5 ± 26.3
283.7 ± 17.5
0.72
0.13
98.2 ± 1.11
71.3 ± 2.70
CoM, center of mass; BW, body weight; SI, symmetry index; JI, Jaccard index. DISCUSSION March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 6 Asymmetries in Alpine Skiing Ogrin et al. FIGURE 2 | Evolution of the ground reaction forces (GRFs) on the entire outside foot during left (blue) and right (red) turns for all nine elite alpine skiers (A-I) in order
to compare the Jaccard Index (JI) during the steering phase. The vertical lines indicate the start and end of the turn and the steering phase is marked with a
horizontal double-arrow. FIGURE 2 | Evolution of the ground reaction forces (GRFs) on the entire outside foot during left (blue) and right (red) turns for all nine elite alpine skiers (A-I) in order
to compare the Jaccard Index (JI) during the steering phase. The vertical lines indicate the start and end of the turn and the steering phase is marked with a
horizontal double-arrow. FIGURE 2 | Evolution of the ground reaction forces (GRFs) on the entire outside foot during left (blue) and right (red) turns for all nine elite alpine skiers (A-I) in order
to compare the Jaccard Index (JI) during the steering phase. The vertical lines indicate the start and end of the turn and the steering phase is marked with a
horizontal double-arrow. turns in total GRF (H1) or in GRF acting on the inside and
outside legs (H2) or rear- and forefoot GRF (H3) were associated
with asymmetries in the parameters related to strength examined. Nevertheless, this group of elite slalom skiers exhibited significant inter-limb asymmetries in MVC during ankle flexion and hip
extension, as well as in the GRFs on the inside leg while skiing. The GRFs on the skier are highest during the steering phase
and considerably lower during both the initiation and completion
phases (Supej and Holmberg, 2010). Therefore, it is reasonable to
assume that the most pronounced asymmetries in GRF caused
by asymmetries in strength will occur during the steering phase. Therefore, the values of the dependent variables were computed
for this phase only. The symmetry index (SI) utilized here is
symmetrical [i.e., SI(L, R) = SI(R, L)], bounded by the interval
[0,1], and increases monotonically as symmetry increases. This
last characteristic is a requirement for meaningful interpretation
of the results of linear multivariable regression models. DISCUSSION TABLE 5 | Triplets (p-value, coefficient in the linear regression model, R2) for each pair: independent (laboratory) variable (rows) and dependent (on-snow) variable
(columns) used for testing hypothesis H3. Inside leg entire foot pressure insoles measured force
Outside leg entire foot pressure insoles measured force
Backfoot
Forefoot
Backfoot
Forefoot
SI
JI
SI
JI
SI
JI
SI
JI
Ankle flexion MVC
(SI)
0.61, −0.79,
0.04
0.97, −0.09,
0.00
0.68, 0.44,
0.03
0.45, 1.80,
0.08
0.16, −1.00,
0.26
0.44, −1.14,
0.09
0.69, −0.35,
0.02
0.64, −1.04,
0.03
Ankle extension
MVC (SI)
0.40, −1.90,
0.10
0.14, −4.87,
0.29
0.06, 2.61,
0.43
0.10, 2.26,
0.33
0.28, 1.17,
0.17
0.49, 1.51,
0.07
0.38, 1.09,
0.11
0.40, 2.71,
0.10
Adjusted p-value threshold was 0.0021. JI, Jaccard index; MVC, maximal voluntary contraction; SI, symmetry index.x return-to-sport proposed by Myer et al. (2006), our participants
did not demonstrate levels of asymmetries as pronounced as, for
example, those exhibited by skiers following reconstruction of
the ACL. The recent observation that asymmetries in isometric
leg extension strength constitute a significant risk factor for
traumatic injury (Steidl-Muller et al., 2018) indicates that the only
potential risk factor for some of our skiers could be their SI for
MVC in connection with hip extension (89.5 ± 6.3%). variables examined. In practice, this means that the mean overall
GRF on the skier during left and right turns is very similar, in spite
of the other differences observed. This was probably due to the
use of a highly accurate RTK GNSS to ensure that the course was
set symmetrically, with the chosen slope having little or no tilting
to either side. However, similarity in the absolute GRF during left
and right turns does not necessarily mean that the skiers’ body
movements were symmetrical. A previous
investigation
involving the
same
on-snow
measurements as those employed here (but no strength tests)
revealed that asymmetries in the GRF acting on the entire outside
leg were associated with asymmetries in turning radius, which is
related to performance (Supej et al., 2020). In the present case,
the asymmetries in the production of skiing force (dependent
variables) turned out to be greater than fundamental asymmetries
(independent variables), a finding that is at least somewhat
in agreement with earlier reports that fundamental motor
asymmetries of approximately 10% lowered jump height and
impaired change of direction by more than 10% (Hoffman et al.,
2007; Bell et al., 2014). DISCUSSION TABLE 3 | Triplets (p-value, coefficient in the linear regression model, R2) for each
pair: independent (laboratory) variable (rows) and dependent (on-snow) variable
(columns) used for testing hypothesis H1. Total GRF estimation from acceleration of CoM
SI
JI
CMJ max force (SI)
0.71, −0.05, 0.02
0.44, 0.25, 0.08
Knee flex MVC (SI)
0.78, −0.03, 0.01
0.79, 0.06, 0.01
Knee ext MVC (SI)
0.26, −0.18, 0.18
0.38, −0.34, 0.11
Hip ext MVC (SI)
0.81, −0.03, 0.01
0.17, 0.31, 0.29
Adjusted p-value threshold was 0.0026. CMJ, countermovement jump; CoM,
center of mass; GRF, ground reaction forces; JI, Jaccard index; MVC, maximal
voluntary contraction; SI, symmetry index. Since the absolute values for GRFs estimated using pressure
insoles can deviate substantially from the true values (Lüthi et al.,
2005; Stricker et al., 2010), acceleration of the CoM was also used
here to compute the GRFs’ approximation. The most pronounced
SI (∼98%), as well as the greatest JI (∼71%) for these absolute
GRFs were relatively large compared to the other dependent March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 7 Asymmetries in Alpine Skiing Ogrin et al. TABLE 4 | Triplets (p-value, coefficient in the linear regression model, R2) for each pair: independent (laboratory) variable (rows) and dependent (on-snow) variable
(columns) used for testing hypothesis H2. TABLE 4 | Triplets (p-value, coefficient in the linear regression model, R2) for each pair: independent (laboratory) variable (rows) and dependent (on-snow) variable
(columns) used for testing hypothesis H2. Inside leg total force pressure insoles
Outside leg total force pressure insoles
SI
JI
SI
JI
CMJ max force (SI)
0.45, 0.53, 0.08
0.35, 2.20, 0.13
0.43, 0.46, 0.09
0.18, 2.93, 0.24
Knee flex MVC (SI)
0.11, 0.80, 0.32
0.16, 2.48, 0.26
0.93, −0.04, 0.00
0.58, 1.00, 0.05
Knee ext MVC (SI)
0.55, −0.50, 0.05
0.47, −2.04, 0.08
0.01, −1.46, 0.66
0.06, −4.65, 0.43
Hip ext MVC (SI)
0.02, 1.25, 0.63
0.04, 3.91, 0.53
0.37, 0.43, 0.13
0.09, 2.81, 0.41
Hip abd MVC (SI)
0.31, −0.69, 0.15
0.46, 1.73, 0.29
0.27, −0.62, 0.17
0.53, −1.43, 0.06
Trunk lat flex MVC (SI)
0.72, −0.15, 0.02
0.52, −0.89, 0.06
0.53, −0.21, 0.06
0.35, −1.24, 0.29
Adjusted p-value threshold was 0.0004. CMJ, countermovement jump; JI, Jaccard index; MVC, maximal voluntary contraction; SI, symmetry index. Frontiers in Physiology | www.frontiersin.org DISCUSSION It can thus be speculated that asymmetries
in strength might influence performance. Associations observed
between asymmetries and performance appear to differ between
sports and with respect to different measures of outcome
(Bishop et al., 2018). Therefore, more specific and detailed
characterization of potential relationships between asymmetries,
with regards to both fundamental motor abilities and GRF during
skiing, and the performance of elite alpine skiers would be
of considerable value. Such an investigation should preferably
involve a larger number of athletes who specialize in a variety of Interestingly, as indicated by the values provided by the
asymmetry in GRF indicated by the pressure insoles, the
asymmetry in GRF was statistically significant for the inside leg
only (p = 0.21 for the outside leg, Table 2). In other words, the
force(s) acting on the right foot during right turns, when this leg
was inside, was larger than the force(s) acting on the left leg, but
this was not the case during left turns, when the right foot was
outside. Although this difference might be related to the fact that
five of our nine skiers exhibited right leg preference, the present
findings cannot be used to fully support this possibility. Although also not statistically significant, noticeably more
maximal force was produced by the right leg during the
countermovement jump (p = 0.12) (Table 1). Although vertical
jump parameters were previously shown to be good predictors of
slalom performance (Strojnik and Dolenc, 2009), here there was
no association between performance and asymmetries associated
with jumping and skiing. One speculative explanation for the lack
of any such association is that the mean deviation from perfect
symmetry with respect to the independent variables was no larger
than ∼10%, in line with findings on elite Austrian alpine skiers
(Steidl-Muller et al., 2018). Compared to the thresholds for safe March 2021 | Volume 12 | Article 577698 8 Asymmetries in Alpine Skiing Ogrin et al. skiing disciplines, although this is difficult to arrange in the case
of elite alpine skiing on-snow. and maintain conditions on the slope for them that would allow
objective analyses. Another interesting observation here is that the SI for
maximal power during the countermovement jump, as well
as the corresponding indices for both maximal power and
maximal force during the squat jump, exhibits exceptionally
high symmetry (∼98%), with low standard deviations. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. Methodological Considerations The current investigation encompassed one of the largest sets
of full-body three-dimensional kinematic data on elite alpine
skiers reported to date (in total, 720 turns), collected utilizing a
state-of-the-art Global Navigation Satellite System (GNSS) and
capture of inertial motion sensors with pressure insoles. Such
measurement equipment has been shown to be reliable for use
in field tests on alpine skiers (Krüger and Edelmann-Nusser,
2010; Supej, 2010; Spörri et al., 2015, 2016, 2018; Zorko et al.,
2015; Falda-Buscaiot et al., 2017). In addition, our laboratory tests
were performed with up-to-date, valid and reliable equipment. Nevertheless, a larger sample size would increase the power of
the statistical tests, but it is extremely difficult to assemble a
larger group of elite competitors to take measurements on-snow DISCUSSION In
practice, this means that the SI value for any given variable during
skiing could be very high, while the corresponding JI is very low. Accordingly, the novel approach to analysis of asymmetries that
we present here can provide new insights. CONCLUSION Ours is the first examination of potential relationships between
asymmetries in fundamental muscular strength and asymmetries
exhibited on-snow by elite alpine skiers. Despite the well-known
importance of physical fitness in this context (Strojnik and
Dolenc, 2009) and the association of GRF with parameters related
to performance (Supej et al., 2020), our present findings do
not indicate that muscular strength exerts a direct impact on
GRFs. However, the asymmetries in muscular strength among
the skiers involved here were probably too small to exert an
observable impact on GRF asymmetries in connection with
such a complex sport as slalom skiing. Thus, the potential
existence of such relationships remains to be elucidated, perhaps
using athletes who demonstrate more pronounced asymmetries
in strength. In addition, it might be revealing to examine
whether fatigue augments skiing asymmetries and, if so, whether
this augmentation is more closely related to asymmetries
in basic strength. From a practical point of view, the relatively large asymmetries
in skiing GRF indicated by the JI values (despite much smaller
asymmetries as assessed on the basis of SI) suggest that,
for example, the rate of force development and duration of
the maximal GRF differ between left and right turns. The
fact that elite skiers train extensively on snow, especially
during the competition period (Gilgien et al., 2018), could
contribute to the development of asymmetries in strength as the
season progresses. Therefore, we suggest that testing regularly
for asymmetries in combination with compensatory strength
training, as required, can help avoid a potential increase in
the risk of injury. DISCUSSION Similarly,
the mean SI for other fundamental movements were also
relatively high, in general around 95%. The small sizes of
these asymmetries and their highly limited variation may have
obscured other relationships between fundamental and skiing-
specific asymmetries, thereby leading to the rejection of all three
hypotheses. It might be useful in a future study of this nature
to include skiers with more pronounced asymmetries in physical
abilities, perhaps even those who have "recovered" from an ACL
injury, who, despite returning fully to competition, still exhibit
asymmetries in inter-limb function and strength (Jordan et al.,
2015a,b). This might reveal certain underlying relationships not
present among uninjured elite skiers. Nevertheless, this study did have certain limitations. The ski
boot did not allow the sensors of inertial motion to be placed on
the fore-foot, but since characterization of ankle mechanics was
not part of our main goal, this did not affect the results. As mentioned above, pressure insoles do not provide the most
precise measurement of GRF during alpine skiing, giving 21 and
54% lower values than those obtained with dynamometers for
the outside and inside skis, respectively (Stricker et al., 2010). At
the same time, pressure insoles can monitor pressure on different
parts of the foot (e.g., the fore- and rear-foot) and the right and
left legs separately. Moreover, the type and extent of bias are likely
to be similar for the left and right legs, so that values provided by
pressure insoles can be helpful in revealing differences between
the legs, which was the primary focus here. Finally, since our measurements were performed on a
moderate incline under nearly ideal conditions with respect
to snow and weather, generalization of the findings is not
straightforward. Future studies on slopes with different inclines
and with different gate set-ups and snow conditions are
warranted. Moreover, a comparison of left and right turns on
a course that tilts to the side would be of interest, although
this would require different methodological approaches and
data processing. It is noteworthy that the symmetry values in skiing
(dependent) variables indicated by their Jaccard indices (JI) were,
in general, much lower that what the corresponding SI suggested
(Table 2). This difference can probably be explained by the fact
that the JI values reflect time-dependent behavior during the
turning cycle, whereas the SIs describe the behavior on the basis
of a single (usually mean) value associated with the turn. REFERENCES Rapid hamstrings/quadriceps
strength in ACL-reconstructed elite Alpine ski racers. Med. Sci. Sports Exerc. 47,
109–119. doi: 10.1249/mss.0000000000000375 Bishop, C., Turner, A., and Read, P. (2018). Effects of inter-limb asymmetries
on physical and sports performance: a systematic review. J. Sports Sci. 36,
1135–1144. doi: 10.1080/02640414.2017.1361894 Jordan, M. J., Aagaard, P., and Herzog, W. (2017). Asymmetry and thigh
muscle coactivity in fatigued anterior cruciate ligament-reconstructed elite
skiers. Med. Sci. Sports Exerc. 49, 11–20. doi: 10.1249/mss.000000000000
1076 Brughelli, M., and Cronin, J. (2007). Altering the length-tension relationship with
eccentric exercise : implications for performance and injury. Sports Med. 37,
807–826. doi: 10.2165/00007256-200737090-00004 Krüger, A., and Edelmann-Nusser, J. (2010). Application of a full body inertial
measurement system in alpine skiing: a comparison with an optical video based
system. J. Appl. Biomech. 26, 516–521. Brughelli, M., Cronin, J., and Nosaka, K. (2010). Muscle architecture and optimum
angle of the knee flexors and extensors: a comparison between cyclists and
Australian Rules football players. J. Strength Cond. Res. 24, 717–721. doi: 10. 1519/JSC.0b013e318197009a Lüthi, A., Federolf, M., Fauve, M., Oberhofer, K., Rhyner, H., Ammann, W., et al. (2005). “Determination of forces in carving using three independent methods,”
in Science and Skiing III, eds E. Müller, D. Bacharach, R. Klika, S. Lindinger, and
H. Schwameder (Oxford: Meyer & Meyer Sport), 96–106. Bujas, P., Tchórzewski, D., and Jaworski, J. (2012). The size of asymmetry in relation
to the strength and speed-strength indices of lower extremities in alpine skiers. J. Kinesiol. Exerc. Sci. 22, 87–94. Curtin, F., and Schulz, P. (1998). Multiple correlations and Bonferroni’s correction. Biol. Psychiatry 44, 775–777. doi: 10.1016/S0006-3223(98)00043-2 Maloney, S. J. (2019). The relationship between asymmetry and athletic
performance: a critical review. J. Strength Cond. Res. 33, 2579–2593. doi: 10. 1519/jsc.0000000000002608 Falda-Buscaiot, T., Hintzy, F., Rougier, P., Lacouture, P., and Coulmy, N. (2017). Influence of slope steepness, foot position and turn phase on plantar pressure
distribution during giant slalom alpine ski racing. PLoS One 12:e0176975. doi:
10.1371/journal.pone.0176975 j
Müller, E., Bartlett, R., Raschner, C., Schwameder, H., Benko-Bernwick, U., and
Lindinger, S. (1998). Comparisons of the ski turn techniques of experienced and
intermediate skiers. J. Sport Sci. 16, 545–559. Faul, F., Erdfelder, E., Buchner, A., and Lang, A. G. (2009). Statistical power
analyses using G∗Power 3.1: tests for correlation and regression analyses. Behav. Res. Methods 41, 1149–1160. doi: 10.3758/brm.41.4.1149 Müller, E., Spörri, J., Kröll, J., and Hörterer, H. (2016). REFERENCES the new ski regulations made an impact? Br. J. Sports Med. 50, 32–36. doi:
10.1136/bjsports-2015-095467 the new ski regulations made an impact? Br. J. Sports Med. 50, 32–36. doi:
10.1136/bjsports-2015-095467 Barber, S. D., Noyes, F. R., Mangine, R. E., McCloskey, J. W., and Hartman,
W. (1990). Quantitative assessment of functional limitations in normal and
anterior cruciate ligament-deficient knees. Clin. Orthop. Relat. Res. 255, 204–
214. Hébert-Losier, K., Supej, M., and Holmberg, H. C. (2014). Biomechanical factors
influencing the performance of elite alpine ski racers. Sports Med. 44, 519–533. doi: 10.1007/s40279-013-0132-z Hoffman, J. R., Ratamess, N. A., Klatt, M., Faigenbaum, A. D., and Kang, J. (2007). Do bilateral power deficits influence direction-specific movement patterns? Res. Sports Med. 15, 125–132. doi: 10.1080/15438620701405313 Bell, D. R., Sanfilippo, J. L., Binkley, N., and Heiderscheit, B. C. (2014). Lean mass
asymmetry influences force and power asymmetry during jumping in collegiate
athletes. J. Strength Cond. Res. 28, 884–891. doi: 10.1519/jsc.0000000000000367 Sports Med. 15, 125–132. doi: 10.1080/15438620701405313 Jaccard, P. (1901). Distribution florale dans une portio des Alp Jaccard, P. (1901). Distribution florale dans une portio des Alpes du Jura. Bull. Soc. Vaud. Sc. Nat. 37, 547–579. doi: 10.5169/seals-266450 Jaccard, P. (1901). Distribution florale dans une portio des Alpes du Jura. Bull. Soc. V
d S
N t 37 547 579 d i 10 5169/
l 266450 Jaccard, P. (1901). Distribution florale dans une portio des
Vaud. Sc. Nat. 37, 547–579. doi: 10.5169/seals-266450 Bere, T., Florenes, T. W., Krosshaug, T., Haugen, P., Svandal, I., Nordsletten, L.,
et al. (2014). A systematic video analysis of 69 injury cases in World Cup alpine
skiing. Scand. J. Med. Sci. Sports 24, 667–677. doi: 10.1111/sms.12038 Vaud. Sc. Nat. 37, 547–579. doi: 10.5169/seals-266450 Jordan, M. J., Aagaard, P., and Herzog, W. (2015a). Lower limb asymmetry in
mechanical muscle function: a comparison between ski racers with and without Jordan, M. J., Aagaard, P., and Herzog, W. (2015a). Lower limb asymmetry in
mechanical muscle function: a comparison between ski racers with and without
ACL reconstruction. Scand. J. Med. Sci. Sports 25, e301–e309. doi: 10.1111/sms. 12314 Bishop, C., Read, P., Chavda, S., and Turner, A. (2016). Asymmetries of the
lower limb: the calculation conundrum in strength training and conditioning. Strength Cond. J. 38, 27–32. doi: 10.1519/ssc.0000000000000264 ACL reconstruction. Scand. J. Med. Sci. Sports 25, e301–e309. doi: 10.1111/sms. 12314 Strength Cond. J. 38, 27–32. doi: 10.1519/ssc.000000000000026 Jordan, M. J., Aagaard, P., and Herzog, W. (2015b). ETHICS STATEMENT The studies involving human participants were reviewed
and approved by National Medical Ethics Committee. The March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 9 Asymmetries in Alpine Skiing Ogrin et al. etiological mechanisms and designing corrective interventions
for primary and tertiary preventive care. MS would like
to
acknowledge
support
by
the
research
program
fund
P5-0147 Kinesiology of monostructural, polystructural and
conventional sports. patients/participants provided their written informed consent to
participate in this study. AUTHOR CONTRIBUTIONS MS and H-CH designed the study. MS, NŠ, JO, UK, and
MM prepared the equipment for data collection, performed the
measurements, and prepared the platform for computations. JO performed data pre-processing, processing, and statistical
analysis. JO, NŠ, and MS performed the data analysis and
interpretation. JO, MS, NŠ, and H-CH contributed to drafting the
manuscript. All authors provided feedback on and approved the
final version of the manuscript. ACKNOWLEDGMENTS We would like to thank all of the participants, their coaches,
and the support team sincerely for their involvement. We also
thank Alessandro Galloppini for help with the measurements and
data pre-processing. The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fphys.
2021.577698/full#supplementary-material The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fphys. 2021.577698/full#supplementary-material FUNDING This study was supported by the Slovenian Research Agency
in the framework of (1) project L5-1845: Body asymmetries as
a risk factor in musculoskeletal injury development: studying REFERENCES 2020-0105 Supej, M., and Holmberg, H. C. (2019). Recent kinematic and kinetic advances
in olympic alpine skiing: pyeongchang and beyond. Front. Physiol. 10:111. doi: 10.3389/fphys.2019.00111 Supej, M., Kugovnik, O., and Nemec, B. (2003). Kinematic determination of the
beginning of a ski turn. Kinesiol. Slov. 9, 5–11. Spörri, J., Kröll, J., Fasel, B., Aminian, K., and Müller, E. (2016). Course setting
as a prevention measure for overuse injuries of the back in alpine ski racing: a
kinematic and kinetic study of giant slalom and slalom. Orthop. J. Sports Med. 4:2325967116630719. doi: 10.1177/2325967116630719 Supej, M., Ogrin, J., and Holmberg, H. C. (2018). Whole-body vibrations associated
with alpine skiing: a risk factor for low back pain? Front. Physiol. 9:204. doi:
10.3389/fphys.2018.00204 Supej, M., Ogrin, J., Šarabon, N., and Holmberg, H.-C. (2020). Asymmetries in the
technique and ground reaction forces of elite alpine skiers influence their slalom
performance. Appl. Sci. 10:7288. Spörri, J., Kröll, J., Fasel, B., Aminian, K., and Müller, E. (2018). Standing
height as a prevention measure for overuse injuries of the back in alpine ski
racing: a kinematic and kinetic study of giant slalom. Orthop. J. Sports Med. 6:2325967117747843. doi: 10.1177/2325967117747843 Vaverka, F., and Vodickova, S. (2010). Laterality of the lower limbs and carving
turn. Biol. Sport 27, 129–134. Spörri, J., Kröll, J., Gilgien, M., and Müller, E. (2017). How to prevent injuries in
alpine ski racing: what do we know and where do we go from here? Sports Med. 47, 599–614. doi: 10.1007/s40279-016-0601-2 Yu, G., Jang, Y. J., Kim, J., Kim, J. H., Kim, H. Y., Kim, K., et al. (2016). Potential
of IMU sensors in performance analysis of professional alpine skiers. Sensors
(Basel) 16:463. doi: 10.3390/s16040463 Spörri, J., Kröll, J., Haid, C., Fasel, B., and Müller, E. (2015). Potential mechanisms
leading to overuse injuries of the back in alpine ski racing: a descriptive
biomechanical study. Am. J. Sports Med. 43, 2042–2048. doi: 10.1177/
0363546515588178 Zorko, M., Nemec, B., Babic, J., Lesnik, B., and Supej, M. (2015). The waist width
of skis influences the kinematics of the knee joint in alpine skiing. J. Sports Sci. Med. 14, 606–619. Conflict of Interest: NŠ was partially employed by the company S2P, Science to
Practice, Ltd. Spörri, J., Kröll, J., Schwameder, H., and Müller, E. (2012). Turn characteristics
of a top world class athlete in giant slalom: a case study assessing current
performance prediction concepts. Int. J. Sports Sci. Coach. 7, 647–659. REFERENCES Equipment designed
to reduce risk of severe traumatic injuries in alpine ski racing: constructive
collaboration between the International Ski Federation, industry and science. Br. J. Sports Med. 50, 1–2. doi: 10.1136/bjsports-2015-095689 Gilgien, M., Reid, R., Raschner, C., Supej, M., and Holmberg, H. C. (2018). The
training of olympic alpine ski racers. Front. Physiol. 9:1772. doi: 10.3389/fphys. 2018.01772 Myer, G. D., Paterno, M. V., Ford, K. R., Quatman, C. E., and Hewett, T. E. (2006). Rehabilitation after anterior cruciate ligament reconstruction: criteria-based
progression through the return-to-sport phase. J. Orthop. Sports Phys. Ther. 36,
385–402. doi: 10.2519/jospt.2006.2222 Haaland, B., Steenstrup, S. E., Bere, T., Bahr, R., and Nordsletten, L. (2016). Injury
rate and injury patterns in FIS World Cup Alpine skiing (2006-2015): have March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 10 Ogrin et al. Asymmetries in Alpine Skiing Müller and T. Stöggl (Maidenhead: Meyer & Meyer Sport (UK) Ltd),
487–496. Rauch, H. E., Tung, F., and Striebel, C. T. (1965). Maximum likelihood estimates
of linear dynamic systems. AIAA J. 3, 1445–1450. Sarabon, N., and Rosker, J. (2013). Effect of 14 days of bed rest in older adults on
parameters of the body sway and on the local ankle function. J. Electromyogr. Kinesiol. 23, 1505–1511. doi: 10.1016/j.jelekin.2013.09.002 Supej, M. (2010). 3D measurements of alpine skiing with an inertial sensor motion
capture suit and GNSS RTK system. J. Sports Sci. 28, 759–769. doi: 10.1080/
02640411003716934 Supej, M., Hébert-Losier, K., and Holmberg, H. C. (2015). Impact of the steepness
of the slope on the biomechanics of World Cup slalom skiers. Int. J. Sports
Physiol. Perform. 10, 361–368. doi: 10.1123/ijspp.2014-0200 Sarabon,
N.,
Rosker,
J.,
Fruhmann,
H.,
Burggraf,
S.,
Loefler,
S.,
and
Kern, H. (2013). Reliability of maximal voluntary contraction related
parameters measured by a novel portable isometric knee dynamometer. Physikalische
Medizin
Rehabilitationsmedizin
Kurortmedizin
23,
22–27. Physiol. Perform. 10, 361–368. doi: 10.1123/ijspp.2014-0200 y
f
j
upej, M., and Holmberg, H. C. (2010). How gate setup and turn Supej, M., and Holmberg, H. C. (2010). How gate setup and turn radii influenc
energy dissipation in slalom ski racing. J. Appl. Biomech. 26, 454–464. Schobersberger, W., Mairhofer, M., Haslinger, S., Koller, A., Raschner, C.,
Puntscher, S., et al. (2021). Are there associations between submaximal and
maximal aerobic power and international ski federation world cup ranking in
elite alpine skiers? Int. J. Sports Physiol. Perform. 28, 1–6. doi: 10.1123/ijspp. Frontiers in Physiology | www.frontiersin.org REFERENCES doi:
10.1260/1747-9541.7.4.647 The remaining authors declare that the research was conducted in the absence of
any commercial or financial relationships that could be construed as a potential
conflict of interest. Steidl-Muller, L., Hildebrandt, C., Muller, E., Fink, C., and Raschner, C. (2018). Limb symmetry index in competitive alpine ski racers: reference values and
injury risk identification according to age-related performance levels. J. Sport
Health Sci. 7, 405–415. doi: 10.1016/j.jshs.2018.09.002 Copyright © 2021 Ogrin, Šarabon, Madsen, Kersting, Holmberg and Supej. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution or reproduction in other forums is permitted,
provided the original author(s) and the copyright owner(s) are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Copyright © 2021 Ogrin, Šarabon, Madsen, Kersting, Holmberg and Supej. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution or reproduction in other forums is permitted,
provided the original author(s) and the copyright owner(s) are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Stricker, G., Scheiber, P., Lindenhofer, E., and Müller, E. (2010). Determination
of forces in alpine skiing and snowboarding: validation of a mobile data
acquisition system. Eur. J. Sport Sci. 10, 31–41. doi: 10.1080/1746139090
3108141 Strojnik, V., and Dolenc, A. (2009). “Relationship between vertical jumps
and different slalom courses,” in Science and Skiing IV, eds S. L. E. March 2021 | Volume 12 | Article 577698 Frontiers in Physiology | www.frontiersin.org 11
|
https://openalex.org/W2526115426
|
https://discovery.ucl.ac.uk/id/eprint/1522318/1/Linhart_Band%20gap%20reduction%20in%20InNxSb1-x%20alloys%20VoR.pdf
|
English
| null |
Band gap reduction in InN<i>x</i>Sb1-<i>x</i> alloys: Optical absorption, k · P modeling, and density functional theory
|
Applied physics letters
| 2,016
|
cc-by
| 6,577
|
Band gap reduction in InNxSb1-x alloys: Optical absorption, k P modeling, and
density functional theory
W. M. Linhart, , M. K. Rajpalke, J. Buckeridge, P. A. E. Murgatroyd, J. J. Bomphrey, J. Alaria, C. R. A. Catlow, D.
O. Scanlon, M. J. Ashwin, and T. D. Veal,
Citation: Appl. Phys. Lett. 109, 132104 (2016); doi: 10.1063/1.4963836
View online: http://dx.doi.org/10.1063/1.4963836
View Table of Contents: http://aip.scitation.org/toc/apl/109/13
Published by the American Institute of Physics Band gap reduction in InNxSb1-x alloys: Optical absorption, k P modeling, and
density functional theory
W. M. Linhart, , M. K. Rajpalke, J. Buckeridge, P. A. E. Murgatroyd, J. J. Bomphrey, J. Alaria, C. R. A. Catlow, D. O. Scanlon, M. J. Ashwin, and T. D. Veal,
Citation: Appl. Phys. Lett. 109, 132104 (2016); doi: 10.1063/1.4963836
View online: http://dx.doi.org/10.1063/1.4963836
View Table of Contents: http://aip.scitation.org/toc/apl/109/13
Published by the American Institute of Physics (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Using infrared absorption, the room temperature band gap of InSb is found to reduce from 174
(7.1 lm) to 85 meV (14.6 lm) upon incorporation of up to 1.13% N, a reduction of 79 meV/%N. The experimentally observed band gap reduction in molecular-beam epitaxial InNSb thin films is
reproduced by a five band k P band anticrossing model incorporating a nitrogen level, EN, 0.75 eV
above the valence band maximum of the host InSb and an interaction coupling matrix element
between the host conduction band and the N level of b ¼ 1.80 eV. This observation is consistent
with the presented results from hybrid density functional theory. V
C 2016 Author(s). All article
content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY)
license (http://creativecommons.org/licenses/by/4.0/). [http://dx.doi.org/10.1063/1.4963836] The substitution of highly electronegative nitrogen for a
few percent of the host anions in III-V semiconductors is
known to lead to a significant band gap reduction. Such dilute
nitride III-V compounds have attracted attention in recent
years due to realised device applications, including subcells in
world record efficiency multi-junction solar cells, as in the
case of GaInNAsSb,1 and potential applications such as light
sources and photodetectors in the long-wavelength infrared
range.2–4 The property of band gap reduction upon N incorpo-
ration has already been observed in GaNAs,5 GaNP,6
GaInNAs,7 InNAs,8 and GaNSb.9,10 It has been described in
terms of conduction band anticrossing (BAC), wherein a
localized nitrogen level interacts with the extended host con-
duction band.7 The linear combination of isolated nitrogen
states model also describes this phenomenon very well.11–14 modeling relied on assumed band anticrossing parameters
rather than those determined from experimental results. Photoluminescence has been observed from InNSb grown by
metal-organic vapor phase epitaxy, but without a clear trend
of band gap versus N content.23 In addition to band gap reduction, the Auger recombina-
tion rate for InNSb alloys has been suggested to be three times
lower than that of comparable band gap HgCdTe alloys due to
the high electron effective mass, which makes InNSb a prom-
ising material for long-wavelength light sources and photode-
tectors.2,24 However, in spite of continued interest in InNSb
alloys over the last 15 years, straightforward optical spectro-
scopic evidence of the band gap reduction in samples of
known N content has still not been reported and so reliable
BAC parameters have not been determined. Band gap reduction in InNxSb1-x alloys: Optical absorption, k P modeling, and
density functional theory
W M Li h
t,
M K R j
lk
J B
k
id
P A E M
t
d J J B
h
J Al
i
C R A C tl Citation: Appl. Phys. Lett. 109, 132104 (2016); doi: 10.1063/1.4963836
View online: http://dx.doi.org/10.1063/1.4963836
View Table of Contents: http://aip.scitation.org/toc/apl/109/13
Published by the American Institute of Physics APPLIED PHYSICS LETTERS 109, 132104 (2016) a)Electronic mail: wojciech.linhart@gmail.com
b)Electronic mail: T.Veal@liverpool.ac.uk Band gap reduction in InNxSb1-x alloys: Optical absorption, k P modeling,
and density functional theory W. M. Linhart,1,a) M. K. Rajpalke,2 J. Buckeridge,3 P. A. E. Murgatroyd,2 J. J. Bomphrey,4
J. Alaria,2 C. R. A. Catlow,3 D. O. Scanlon,3,5 M. J. Ashwin,4 and T. D. Veal2,b)
1Laboratory for Optical Spectroscopy of Nanostructures, Faculty of Fundamental Problems of Technology,
Wrocław University of Technology, Wybrze_ze Wyspianskiego 27, Wrocław, Poland
2Stephenson Institute for Renewable Energy and Department of Physics, School of Physical Science,
University of Liverpool, Liverpool L69 7ZF, United Kingdom
3University College London, Department of Chemistry, London WC1H 0AJ, United Kingdom
4Department of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
5Diamond Light Source Ltd., Didcot, Oxfordshire OX11 0DE, United Kingdom (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Prior to growth, the N plasma was
struck in a separate chamber with a power of 500 W and a
flow rate of 0.2 sccm. The InNSb epilayers were grown to a
thickness of 400 nm at a fixed growth rate of nominally
0.5 lm h1 using substrate temperatures, determined by
pyrometer, ranging from 270 to 365 C. The surface mor-
phology was investigated by atomic force microscopy
(AFM) with an Asylum research MFP-3D microscope in tap-
ping mode. The lattice constant of the InNSb films was deter-
mined using high resolution X-ray diffraction (XRD) using a
Philips X’Pert diffractometer equipped with monochromatic
Cu Ka1 X-ray source (k ¼ 0.15406 nm) with a four bounce
Ge monochromator. XRD analysis was performed using the
Panalytical X’pert Epitaxy application. AFM indicates the
root mean square roughness values (uncorrelated with N con-
tent) in the range of 0.5–3.0 nm for all samples from
5 5 lm2 images. There is no evidence from AFM measure-
ments of any condensation of Sb on the films’ surface. Transmittance measurements were performed at room tem-
perature using a Bruker Vertex 70V Fourier-transform infra-
red spectrometer, using a liquid nitrogen-cooled HgCdTe
detector between 50 and 1200 meV. Additionally, transmis-
sion measurements were made in the temperature range
4–300 K for a film with 0.73% N content using a continuous-
flow He cryostat. The incorporation of N in InSb has also been investi-
gated using DFT calculations employing hybrid functionals
which
often
provide
better
structural
data
and
more
accurate band gaps than the local density and generalized
gradient approximations.25–29 Here, the screened HSE06
(Heyd-Scuseria-Ernzerhof)
hybrid
density
functional
is
used,30 as implemented in the Vienna Ab initio Simulation
Package
(VASP).31–33
The
value
of
exact
nonlocal
exchange, a, was 31.0%, which gives a band gap of 231 meV
for InSb, in good agreement with the 0 K band gap of
235 meV extrapolated from the low temperature experimen-
tal data.34 The valence–core interaction was described using
the projector augmented wave (PAW) approach,35 and cores
of [Kr] for indium and antimony and [He] for nitrogen are
used. A cutoff of 400 eV was used for all the calculations,
with the Brillouin zone sampled employing a 8 8 8
Monkhorst Pack grid, which provided convergence in the
total energy of 104eV. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) p
The N fraction was determined for epilayers grown at
temperatures between 270 and 365 C using a fixed growth
rate of 0.5 lm h1. Both the N fraction and the epilayer thick-
ness were determined by XRD, where both the 004 peak split-
ting and the Pendell€osung fringes were modeled by dynamical
simulations. The epilayer peak occurs at higher Bragg angle
than the substrate peak, corresponding to the InNSb layer hav-
ing a smaller lattice parameter than that of InSb. The N con-
tent was determined under the assumption that Vegard’s law
is valid using an endpoint lattice parameter for zinc blende
InN of 5.01 A˚ .41 Example measurements and simulations are
shown in Fig. 1 for layers with 1.13 and 0.73% of their Sb sub-
lattice substituted by N atoms. (The sample with 0.73% N was
grown in a separate growth run from the others in order to fill
the composition gap between 0.54% and 1.1% N. By the time
of the later growth run, the N plasma source aperture plate had
been modified and so, to fill the composition gap, the sample
was grown at 275 C but at a higher growth rate of 1.75 lm
h1.) The N content from XRD (for fixed N plasma source
conditions and fixed growth rate) increases as the growth tem-
perature decreases and begins to reach a plateau corresponding
to x ¼ 1.14% for growth temperatures below approximately
270 C (see Fig. S1 of supplementary material). These results
are similar to those of Zhang et al. who grew InNSb at
between 250 and 350 C.42 The temperature dependence of
the N incorporation in InNxSb1–x has been modeled using the
kinetic approach of Wood et al.43 and Pan et al.,44 which has
previously been applied to N incorporation in GaNSb and
GaInNSb alloys.45,46 The curve shown in Fig. S1 is a very
good fit to the experimental data and corresponds to an energy
barrier for loss of N of 1.79eV and a characteristic surface res-
idence lifetime of N atoms of 5 ls. For comparison, the previ-
ously reported equivalent values for GaNSb are 2.0 eV and
5 ls.45 This lower energy barrier is consistent with the g
The InNSb epilayers were grown at the University of
Warwick by N plasma assisted solid-source MBE on 100 nm
InSb buffer layers on quarters of 51 mm diameter undoped
InSb(001) substrates. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) In this letter, infrared absorption measurements of the
band gap of epitaxial InNSb thin films with nitrogen incorpo-
ration of up to 1.13% are presented, analyzed using the BAC
model, and compared with the results of hybrid density func-
tional theory (DFT). The band gap of InNxSb1–x alloys is
shown to decrease from 174 meV (7.1 lm) for x ¼ 0 to
85 meV (14.6 lm) for x ¼ 1.13%, which corresponds to a
band gap reduction of 79 meV/%N. Simulations of the
absorption, based on a joint density of states method, includ-
ing the BAC interaction reproduce the experimental absorp-
tion spectra well. The band gap reduction as a function of N
content is also well reproduced by the BAC model. The
BAC matrix element coupling strength is estimated to be
1.80 eV, using a nitrogen level of 0.75 eV above the valence
band maximum (VBM). These findings and preliminary low
temperature absorption measurements are consistent with the
hybrid DFT results. Overall, these results indicate that
InNSb alloys are suitable for sources and detectors operating
in the 8–14 lm atmospheric transmission window and InSb has the smallest band gap of any common binary
III–V semiconductor, having a value of 174 meV at room
temperature, corresponding to a wavelength of 7 lm. InNSb
has long been proposed as an alternative to InAsSb for use in
the 8–14 lm atmospheric transmission window.15 Some evi-
dence has been reported that the addition of N to form InNSb
results in a dramatic reduction of the fundamental band
gap.2,16–18 However, several early studies were hampered by
non-optimal samples in which the N content was not well
known and/or hydrogen was added to stabilize an electron
cyclotron resonance N plasma source.2,16,17,19,20 In other sam-
ples, grown by radio frequency N plasma source-assisted
MBE, fundamental band gap reduction in the InNSb films
grown on semi-insulating GaAs was inferred from modeling
of data of Burstein–Moss shifted absorption edges versus
degenerate carrier concentrations.21,22 However, quantitative V
C Author(s) 2016. 109, 132104-1 0003-6951/2016/109(13)/132104/5 132104-2
Linhart et al. Linhart et al. Appl. Phys. Lett. 109, 132104 (2016) spin-orbit valence band split off of 800 meV, in good agree-
ment with experiment (803 meV).40 provide the BAC parameters needed for modeling for under-
standing related quaternary alloys such as GaInNSb and
InNSbBi and for future device design. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Within this model, the host InSb conduc-
tion band and its nonparabolicity are described by Pidgeon
and Brown’s ð4 4Þ kP Hamiltonian that includes interac-
tions of the InSb conduction band with the valence bands
and the influence of higher lying bands.51 So this results in a
ð5 5Þ Hamiltonian (or ð10 10Þ if spin degeneracy is
included) to describe the InNSb. As a result of the interaction
of the nitrogen level with the host conduction band, two con-
duction subbands form and are denoted as Eþ and E. An
example with x ¼ 1% is shown in Fig. 2. (2) where gcvðEÞ is the joint density of states, h is the incident
photon energy, and Pcv are the momentum matrix elements
for the optical transitions, derived from the BAC model. Here,
the calculated absorption of InSb was subtracted from the cal-
culated absorption spectrum of InNxSb1–x which is equivalent
to ratioing the transmission data. Within this model approach,
the trends observed in the experimental absorption spectra are
well reproduced. The absorption onsets are sharper in the
model than the measured curves as a result of lifetime broad-
ening being neglected. The experimental absorption edge as a function of N
content is shown by the open circles in Fig. 4. The BAC
model well reproduces the trend of the band gap reduction,
which is determined by the transition between the VBM and
the minimum of the E– subband, which is shown by the thick
solid line in Fig. 4. Within the BAC model, the adjustable
parameters of the InNSb band structure are the energy of the
N impurity level, EN, and the BAC coupling strength, b, in
the coupling matrix element, VMN ¼ b
ffiffiffix
p . The N level is set
to 0.75 eV above the VBM, according to the results of previ-
ous tight binding calculations.50 The optimum fit is then The optical properties of the InNSb epilayers as a func-
tion of N content were studied using transmission measure-
ments. The transmission data from each sample were divided
by the transmission from a different quarter of the same InSb
wafer so that the remaining signal corresponds to transmis-
sion through the InNSb layer. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) N incorporation was modeled by
substituting one Sb for an N in a 2 2 2 expansion of the
8 atom cubic cell (i.e., a 64 atom supercell), corresponding
to an N concentration of 3.125%. This supercell size has
been shown to be well converged when modeling N in other
III–V materials.36,37 Geometry optimisation was deemed to
have converged when the forces on all the atoms were less
than 0.01 eV A˚ 1. The band structure of the supercell con-
taining one N was unfolded to the primitive cell band struc-
ture using the BandUP code.38,39 All the calculations
included spin-orbit coupling, which, for bulk InSb gives a FIG. 1. XRD (points) of the 004 diffraction maximum from the InNSb films
grown on an InSb substrate at 275 C at growth rates of 0.5 and 1.75lm h1. The results of the simulations (solid line) indicate that the InNSb films con-
tain 1.13 and 0.73% N and their thickness are 390 6 10 nm and 400 6 10 nm,
respectively. FIG. 1. XRD (points) of the 004 diffraction maximum from the InNSb films
grown on an InSb substrate at 275 C at growth rates of 0.5 and 1.75lm h1. The results of the simulations (solid line) indicate that the InNSb films con-
tain 1.13 and 0.73% N and their thickness are 390 6 10 nm and 400 6 10 nm,
respectively. Appl. Phys. Lett. 109, 132104 (2016) 132104-3
Linhart et al. requirement to grow InSb at a lower temperature than GaSb
for N incorporation. with x ¼ 0.54%, 0.73%, and 1.1% are shown in Fig. 3(a). The band gap red shifts with increasing N content. The
absorption edge decreases in energy to 85 6 15 meV as the N
content is increased to x ¼ 1.13%, corresponding to a wave-
length of 14.6 lm. This corresponds to a band gap reduc-
tion of 79 6 5 meV/%N. Model absorption curves are shown
in Fig. 3(b). The approach of Perlin et al.52 has been used to
calculate the model absorption spectra. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Accordingly, the
absorption coefficient, a, is The band structure close to the C point of InNxSb1–x
alloys was calculated using the kP BAC model.47–49 The
dispersion of the E6 subbands can be determined by finding
the eigenvalues of the 2 2 determinant EcðxÞ E
b
ffiffiffix
p
b
ffiffiffix
p
ENðxÞ E
¼ 0;
(1) (1) a E
ð Þ /
X
c;v
jPcvj2gcv E
ð Þ
h
;
(2) where EcðxÞ ¼ Ec0 ax and ENðxÞ ¼ EN0 cx are the
assumed energies of the conduction band edge and isolated
N level with respect to the InSb valence band maximum
(VBM). The values a ¼ 2.44 eV and c ¼ 2.47 eV are taken
from fitting to previous tight binding results.50 The x-depen-
dence of the effective N level is due to interactions with
other N-related states, such as different N pair and cluster
configurations that are more likely to occur as the N content,
x, increases. The value of b is determined by fitting to the
experimental data. Within this model, the host InSb conduc-
tion band and its nonparabolicity are described by Pidgeon
and Brown’s ð4 4Þ kP Hamiltonian that includes interac-
tions of the InSb conduction band with the valence bands
and the influence of higher lying bands.51 So this results in a
ð5 5Þ Hamiltonian (or ð10 10Þ if spin degeneracy is
included) to describe the InNSb. As a result of the interaction
of the nitrogen level with the host conduction band, two con-
duction subbands form and are denoted as Eþ and E. An
example with x ¼ 1% is shown in Fig. 2. where EcðxÞ ¼ Ec0 ax and ENðxÞ ¼ EN0 cx are the
assumed energies of the conduction band edge and isolated
N level with respect to the InSb valence band maximum
(VBM). The values a ¼ 2.44 eV and c ¼ 2.47 eV are taken
from fitting to previous tight binding results.50 The x-depen-
dence of the effective N level is due to interactions with
other N-related states, such as different N pair and cluster
configurations that are more likely to occur as the N content,
x, increases. The value of b is determined by fitting to the
experimental data. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) This ratioing of the sample
data with data from an InSb substrate accounts for the
decrease in Da above the band gap of the InSb—the absorp-
tion of InNSb converges to that of InSb as Eþ approaches
the InSb conduction band (see Fig. 2). The absorption spec-
tra calculated from the transmission data for the samples sion through the InNSb layer. This ratioing of the sample
data with data from an InSb substrate accounts for the
decrease in Da above the band gap of the InSb—the absorp-
tion of InNSb converges to that of InSb as Eþ approaches
the InSb conduction band (see Fig. 2). The absorption spec-
tra calculated from the transmission data for the samples
FIG. 2. (a) Conduction band dispersion of InN0.01Sb0.99 close to the C point
of the Brillouin zone calculated using the kP BAC model. The host conduc-
tion band (dashed line) interacts with the N level (dashed-dotted line) and
results in two conduction subbands E and Eþ (solid lines). FIG. 3. (a) Absorption spectra from InNxSb1-x with x ¼ 0.54% (solid line),
0.73% (dashed line), and 1.1% (dashed-dotted line) grown on InSb sub-
strates. Da denotes the difference in absorption by the InNSb film on InSb
substrate and by InSb substrate alone. (b) The calculated absorption spectra
within the BAC model. FIG. 3. (a) Absorption spectra from InNxSb1-x with x ¼ 0.54% (solid line),
0.73% (dashed line), and 1.1% (dashed-dotted line) grown on InSb sub-
strates. Da denotes the difference in absorption by the InNSb film on InSb
substrate and by InSb substrate alone. (b) The calculated absorption spectra
within the BAC model. FIG. 2. (a) Conduction band dispersion of InN0.01Sb0.99 close to the C point
of the Brillouin zone calculated using the kP BAC model. The host conduc-
tion band (dashed line) interacts with the N level (dashed-dotted line) and
results in two conduction subbands E and Eþ (solid lines). FIG. 3. (a) Absorption spectra from InNxSb1-x with x ¼ 0.54% (solid line),
0.73% (dashed line), and 1.1% (dashed-dotted line) grown on InSb sub-
strates. Da denotes the difference in absorption by the InNSb film on InSb
substrate and by InSb substrate alone. (b) The calculated absorption spectra
within the BAC model. FIG. 3. (a) Absorption spectra from InNxSb1-x with x ¼ 0.54% (solid line),
0.73% (dashed line), and 1.1% (dashed-dotted line) grown on InSb sub-
strates. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) See supplementary material for figures showing N con-
tent from XRD versus growth temperature along with kinetic
modeling and also the absorption spectra recorded at 4 K
from an InSb substrate and from InNSb/InSb with 0.73% N. given by adjusting the value of b to 1.80 eV. The band gap
reduction is 79 meV/%N due to downward shift of the con-
duction band minimum due to the BAC interaction. The interaction strength of b ¼ 1.80 eV is similar to the
value of 1.99 eV suggested by tight binding calculations.50
The BAC parameters determined here differ significantly
from
those recommended in Vurgaftman and Meyer’s
review34 where, largely based on the work by Murdin et al.16
but using an N content-independent N level, they suggested
EN ¼ 0.65 eV and b ¼ 3.0 eV. These values correspond to
145 meV/%N band gap reduction and band gap closure for
1.25% N at room temperature. The experimental work was supported by the Engineering
and Physical Sciences Research Council (EPSRC) under Grant
No. EP/G004447/2. W.M.L. acknowledges support from the
National Science Center (NCN) Grant No. 2014/13/D/ST3/
01947. D.O.S. and T.D.V. acknowledge support from the
Materials Design Network. J.B. and C.R.A.C. acknowledge
funding from the EPSRC Grant No. EP/K016288/1. The
hybrid DFT was performed on the national supercomputer
ARCHER via funding from the EPSRC Grant No. EP/
L000202/1. p
Results from hybrid DFT are also shown in Fig. 4 for
InSb and InNSb with 3.125% N. As the DFT corresponds to
0 K, the results are compared with absorption results at 4 K
for InSb and one InNSb sample with 0.73% N (see Fig. S2 of
supplementary material). The DFT band gap of InNSb with
3.125% N is 23 meV. Assuming linear variation of band gap
with N content, this gives a band gap reduction of 67 meV/%N. This is somewhat lower than the room temperature experi-
mental value, which is probably due to the absence of N pair
and cluster effects in DFT calculations using a 64 atom
supercell containing only one N atom, which corresponds to
a perfectly ordered array of substitutional N atoms, rather
than a random distribution. The low temperature band gap
dependence on N content has been calculated using kP with
and without the effects of N pairs and clusters on the effec-
tive N level and is shown in Fig. 4. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Da denotes the difference in absorption by the InNSb film on InSb
substrate and by InSb substrate alone. (b) The calculated absorption spectra
within the BAC model. FIG. 2. (a) Conduction band dispersion of InN0.01Sb0.99 close to the C point
of the Brillouin zone calculated using the kP BAC model. The host conduc-
tion band (dashed line) interacts with the N level (dashed-dotted line) and
results in two conduction subbands E and Eþ (solid lines). FIG. 4. The room temperature (300 K) band gap versus N content deter-
mined from the absorption spectra for the InNxSb1-x samples with
0 < x 6 1:13% (open red circles) and calculated composition dependence of
the band gap of InNxSb1-x using the k P BAC model (thick solid red line). The hybrid DFT band gaps (0 K) for InSb and InNSb with 3.125% N are
also shown (closed blue circles) and joined by a dotted blue line. The 4 K
experimental band gaps from optical absorption of InSb and InNSb with
0.73% N are also shown (open blue squares). The thin solid blue line is the
band gap variation for 4 K using the k P BAC model and the dashed blue
line is from the same model but with a fixed effective N level, equivalent to
removing the effect of N pairs and clusters. Inset is the C to X direction
band dispersions of the highest valence band (the heavy hole valence band)
and the two lowest conduction bands (the E and Eþ) subbands from hybrid
density functional theory (points) and the k P modeling (solid lines). 132104-4
Linhart et al. Appl. Phys. Lett. 109, 132104 (2016) 132104-4
Linhart et al. Linhart et al. bands, E and Eþ, are shown in inset in Fig. 4. The band dis-
persions from k P calculations are also shown. Without sig-
nificantly changing the band dispersions, the value of b in
the k P was adjusted from 1.80 to 1.65 eV to reproduce the
DFT band gap for x ¼ 3.125% N. The k P dispersions
match those from hybrid DFT for the topmost valence band
and the E subband. The energy position of the Eþ band is
similar for both methods, but with flatter dispersion in the
k P results. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) The band gap reduction of 79 meV/%N represents a large
proportional change due to the small band gap of InSb, but is
about half the absolute band gap change per %N compared
with that seen in GaNAs alloys (150 meV/%). This is a conse-
quence of the N level lying more than 550 meV above the
CBM in InNSb compared with only 250 meV for GaNAs. The
InNSb band gap reduction per %N is greater than twice that
observed per %Bi in InSbBi alloys (35meV%Bi),53 but is
accompanied by much greater lattice parameter change due to
the greater difference between the zinc blende InN and InSb
lattice parameters compared with that of the zinc blende InBi
and InSb parameters. Additionally, the InNSb calculation sug-
gests that at room temperature band gap closure will occur for
x > 2.3%, giving a semimetallic band structure. Some circum-
stantial evidence of such band gap closure has previously been
reported by Veal et al.18 At low temperature (0 or 4 K), band
gap closure is predicted to occur at or greater than 3% N. FIG. 4. The room temperature (300 K) band gap versus N content deter-
mined from the absorption spectra for the InNxSb1-x samples with
0 < x 6 1:13% (open red circles) and calculated composition dependence of
the band gap of InNxSb1-x using the k P BAC model (thick solid red line). The hybrid DFT band gaps (0 K) for InSb and InNSb with 3.125% N are
also shown (closed blue circles) and joined by a dotted blue line. The 4 K
experimental band gaps from optical absorption of InSb and InNSb with
0.73% N are also shown (open blue squares). The thin solid blue line is the
band gap variation for 4 K using the k P BAC model and the dashed blue
line is from the same model but with a fixed effective N level, equivalent to
removing the effect of N pairs and clusters. Inset is the C to X direction
band dispersions of the highest valence band (the heavy hole valence band)
and the two lowest conduction bands (the E and Eþ) subbands from hybrid
density functional theory (points) and the k P modeling (solid lines). 1R. Jones-Albertus, E. Becker, R. Bergner, T. Bilir, D. Derkacs, O. Fidaner,
D. Jory, T. Liu, E. Lucow, P. Misra et al., in Symposium C - Compound
Semiconductors: Thin-Film Photovoltaics, LEDs and Smart Energy
Controls (Mater. Res. Soc. Symp. Proc., 2013), Vol. 1538, p. 161. 1R. Jones-Albertus, E. Becker, R. Bergner, T. Bilir, D. Derkacs, O. Fidaner,
D. Jory, T. Liu, E. Lucow, P. Misra et al., in Symposium C - Compound
Semiconductors: Thin-Film Photovoltaics, LEDs and Smart Energy
Controls (Mater. Res. Soc. Symp. Proc., 2013), Vol. 1538, p. 161.
2B. N. Murdin, A. R. Adams, P. Murzyn, C. R. Pidgeon, I. V. Bradley, J.-P.
R. Wells, Y. H. Matsuda, N. Miura, T. Burke, and A. D. Johnson, Appl.
Phys. Lett. 81, 256 (2002).
3E. G. Camargo, K. Ueno, Y. Kawakami, Y. Moriyasu, K. Nagase, M.
Satou, H. Endo, K. Ishibashi, and N. Kuze, Opt. Eng. 47, 014402 (2008).
4X. Z. Chen, D. H. Zhang, W. Liu, Y. Wang, J. H. Li, A. T. S. Wee, and A.
Ramam, Electron. Lett. 46, 787 (2010).
5M. Weyers, M. Sato, and H. Ando, Jpn. J. Appl. Phys., Part 2 31, L853
(1992).
6J. N. Baillargeon, P. J. Pearah, K. Y. Cheng, G. E. Hofler, and K. C. Hsieh,
J. Vac. Sci. Technol. B 10, 829 (1992).
7W. Shan, W. Walukiewicz, J. W. Ager, E. E. Haller, J. F. Geisz, D. J.
Friedman, J. M. Olson, and S. R. Kurtz, Phys. Rev. Lett. 82, 1221 (1999).
8T. D. Veal, L. F. J. Piper, P. H. Jefferson, I. Mahboob, C. F. McConville,
M. Merrick, T. J. C. Hosea, B. N. Murdin, and M. Hopkinson, Appl. Phys.
Lett. 87, 182114 (2005). 2B. N. Murdin, A. R. Adams, P. Murzyn, C. R. Pidgeon, I. V. Bradley, J.-P.
R. Wells, Y. H. Matsuda, N. Miura, T. Burke, and A. D. Johnson, Appl.
Phys. Lett. 81, 256 (2002).
3 5M. Weyers, M. Sato, and H. Ando, Jpn. J. Appl. Phys., Part 2 31, L853
(1992).
6 6J. N. Baillargeon, P. J. Pearah, K. Y. Cheng, G. E. Hofler, and K. C. Hsieh,
J. Vac. Sci. Technol. B 10, 829 (1992).
7 3E. G. Camargo, K. Ueno, Y. Kawakami, Y. Moriyasu, K. Nagase, M.
Satou, H. Endo, K. Ishibashi, and N. Kuze, Opt. Eng. 47, 014402 (2008). p
g
(
)
4X. Z. Chen, D. H. Zhang, W. Liu, Y. Wang, J. H. Li, A. T. S. Wee, and A.
Ramam, Electron. Lett. 46, 787 (2010). J. Vac. Sci. Technol. B 10, 829 (1992).
7W. Shan, W. Walukiewicz, J. W. Ager, E. E. Haller, J. F. Geisz, D. J.
Friedman, J. M. Olson, and S. R. Kurtz, Phys. Rev. Lett. 82, 1221 (1999).
8T. D. Veal, L. F. J. Piper, P. H. Jefferson, I. Mahboob, C. F. McConville,
M. Merrick, T. J. C. Hosea, B. N. Murdin, and M. Hopkinson, Appl. Phys.
Lett. 87, 182114 (2005). 4X. Z. Chen, D. H. Zhang, W. Liu, Y. Wang, J. H. Li, A. T. S. Wee, and A.
Ramam, Electron. Lett. 46, 787 (2010).
5M. Weyers, M. Sato, and H. Ando, Jpn. J. Appl. Phys., Part 2 31, L853
(1992).
6J. N. Baillargeon, P. J. Pearah, K. Y. Cheng, G. E. Hofler, and K. C. Hsieh,
J. Vac. Sci. Technol. B 10, 829 (1992).
7W. Shan, W. Walukiewicz, J. W. Ager, E. E. Haller, J. F. Geisz, D. J.
Friedman, J. M. Olson, and S. R. Kurtz, Phys. Rev. Lett. 82, 1221 (1999).
8T. D. Veal, L. F. J. Piper, P. H. Jefferson, I. Mahboob, C. F. McConville,
M. Merrick, T. J. C. Hosea, B. N. Murdin, and M. Hopkinson, Appl. Phys.
Lett. 87, 182114 (2005). M. Merrick, T. J. C. Hosea, B. N. Murdin, and M. Hopkinson, Appl. Phys.
Lett. 87, 182114 (2005). (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) 83, 1776 (2003). 20 44Z. Pan, L. H. Li, W. Zhang, Y. W. Lin, and R. H. Wu, Appl. Phys. Lett. 77, 214 (2000). 20T. J. C. Hosea, M. Merrick, and B. N. Murdin, Phys. Status Solidi A 202,
1233 (2005). 21 45M. J. Ashwin, T. D. Veal, J. J. Bomphrey, I. R. Dunn, D. Walker, P. A. Thomas, and T. S. Jones, AIP Adv. 1, 032159 (2011). 46 21P. H. Jefferson, L. Buckle, D. Walker, T. D. Veal, S. Coomber, P. A. Thomas,
T. Ashley, and C. F. McConville, Phys. Status Solidi RRL 1, 104 (2007). 46M. J. Ashwin, D. Walker, P. A. Thomas, T. S. Jones, and T. D. Veal,
J. Appl. Phys. 113, 033502 (2013). 47 y
y
(
)
22K. P. Lim, S. F. Yoon, and H. T. Pham, J. Phys. D: Appl. Phys. 42,
135419 (2009). 47J. Wu, W. Shan, and W. Walukiewicz, Semicond. Sci. Technol. 17, 860
(2002). 23Y. J. Jin, X. H. Tang, J. H. Teng, and D. H. Zhang, J. Cryst. Growth 416,
12 (2015). 24 48A. Lindsay and E. O’Reilly, Solid State Commun. 112, 443 (1999). 49 24K. P. Lim, S. F. Yoon, H. T. Pham, and S. Tripathy, J. Phys. D: Appl. Phys. 41, 165301 (2008). 25 49E. P. O’Reilly, A. Lindsay, and S. Fahy, J. Phys.: Condens. Matter 16,
S3257 (2004). 50 25M. Burbano, D. O. Scanlon, and G. W. Watson, J. Am. Chem. Soc. 133,
15065 (2011). 50A. Lindsay, E. P. O’Reilly, A. D. Andreev, and T. Ashley, Phys. Rev. B
77, 165205 (2008). 51 51C. R. Pidgeon and R. N. Brown, Phys. Rev. 146, 575 (1966). 52 26D. O. Scanlon, A. B. Kehoe, G. W. Watson, M. O. Jones, W. I. F. David,
D. J. Payne, R. G. Egdell, P. P. Edwards, and A. Walsh, Phys. Rev. Lett. 107, 246402 (2011). 27 52P. Perlin, P. Winiewski, C. Skierbiszewski, T. Suski, E. Kamiska, S. G. Subramanya, E. R. Weber, D. E. Mars, and W. Walukiewicz, Appl. Phys. Lett. 76, 1279 (2000). 53 27J. P. Allen, D. O. Scanlon, and G. W. Watson, Phys. Rev. B 81, 161103(R)
(2010). 28 ,
(
)
53M. K. Rajpalke, W. M. Linhart, K. M. Yu, M. Birkett, J. Alaria, J. J. Bomphrey, S. Sallis, L. F. J. Piper, T. S. Jones, M. J. Ashwin, and T. D. Veal, Appl. Phys. Lett. 105, 212101 (2014). 28D. O. Scanlon, J. Buckeridge, C. R. A. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) 5 12E. P. O’Reilly, A. Lindsay, P. J. Klar, A. Polimeni, and M. Capizzi,
Semicond. Sci. Technol. 24, 033001 (2009). 35P. E. Bl€ochl, Phys. Rev. B 50, 17953 (1994). 36 13S. Fahy, A. Lindsay, H. Ouerdane, and E. P. O’Reilly, Phys. Rev. B 74,
035203 (2006). 36A. M. Teweldeberhan and S. Fahy, Phys. Rev. B 72, 195203 (2005). 37 36A. M. Teweldeberhan and S. Fahy, Phys. Rev
37 37J. Buckeridge, D. O. Scanlon, T. D. Veal, M. J. Ashwin, A. Walsh, and C. R. A. Catlow, Phys. Rev. B 89, 014107 (2014). 37J. Buckeridge, D. O. Scanlon, T. D. Veal, M. J. Ashwin, A. Walsh, and C. 89 14J. Buckeridge and S. Fahy, Phys. Rev. B 84, 144120 (2011). 15 R. A. Catlow, Phys. Rev. B 89, 014107 (2014). 38P. V. C. Medeiros, S. Stafstr€om, and J. Bj€ork, Phys. Rev. B 89, 041407
(2014). 15A. D. Johnson, R. H. Bennett, J. Newey, G. J. Pryce, G. M. Williams, T. M. Burke, J. C. Jones, and A. M. Keir, in Symposium OO - Infrared
Applications of Semiconductors III (Mater. Res. Soc. Symp. Proc., 1999),
Vol. 607, p. 23. 39P. V. C. Medeiros, S. S. Tsirkin, S. Stafstr€om, and J. Bj€ork, Phys. Rev. B
91, 041116 (2015). p
16B. N. Murdin, M. Kamal-Saadi, A. Lindsay, E. P. O’Reilly, A. R. Adams,
G. J. Nott, J. G. Crowder, C. R. Pidgeon, I. V. Bradley, J.-P. R. Wells
et al Appl Phys Lett 78 1568 (2001) 40M. Cardona, N. E. Christensen, and G. Fasol, Phys. Rev. B 38, 1806
(1988). 41J. Sch€ormann, D. J. As, K. Lischka, P. Schley, R. Goldhahn, S. F. Li, W. L€offler, M. Hetterich, and H. Kalt, Appl. Phys. Lett. 89, 261903 (2006). 42 et al., Appl. Phys. Lett. 78, 1568 (2001). 17 pp
y
(
)
17T. Ashley, T. M. Burke, G. J. Pryce, A. R. Adams, A. Andreev, B. N. Murdin, and E. P. O’Reilly, Solid State Electron. 47, 387 (2003). 18 42Y. H. Zhang, P. P. Chen, H. Yin, T. X. Li, and W. Lu, J. Phys. D: Appl. Phys. 43, 305405 (2010). 43 18T. D. Veal, I. Mahboob, and C. F. McConville, Phys. Rev. Lett. 92,
136801 (2004). 19 43C. E. C. Wood, D. Desimone, K. Singer, and G. W. Wicks, J. Appl. Phys. 53, 4230 (1982). 19T. D. Veal, I. Mahboob, C. F. McConville, T. M. Burke, and T. Ashley,
Appl. Phys. Lett. (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) The band gap reduction
per %N, when the N level is fixed, is similar to the DFT
results for N contents greater than 1.5%. 5M. Weyers, M. Sato, and H. Ando, Jpn. J. Appl. Phys., Part 2 31, L853
(1992). 6 6J. N. Baillargeon, P. J. Pearah, K. Y. Cheng, G. E. Hofler, and K. C. Hsieh,
J. Vac. Sci. Technol. B 10, 829 (1992). 7 7W. Shan, W. Walukiewicz, J. W. Ager, E. E. Haller, J. F. Geisz, D. J. Friedman, J. M. Olson, and S. R. Kurtz, Phys. Rev. Lett. 82, 1221 (1999). 8 The dispersions from DFT in the C to X direction for
the heavy hole valence band and the lowest two conduction 132104-5
Linhart et al. Appl. Phys. Lett. 109, 132104 (2016) Appl. Phys. Lett. 109, 132104 (2016) Linhart et al. 9T. D. Veal, L. F. J. Piper, S. Jollands, B. R. Bennett, P. H. Jefferson, P. A. 29J. Buckeridge, D. O. Scanlon, A. Walsh, and C. R. A. Catlow, Comput. Phys. Commun. 185, 330 (2014). Thomas, C. F. McConville, B. N. Murdin, L. Buckle, G. W. Smith, and T. Ashley, Appl. Phys. Lett. 87, 132101 (2005). Thomas, C. F. McConville, B. N. Murdin, L. Buckle, G. W. Smith, and T. Ashley, Appl. Phys. Lett. 87, 132101 (2005). y
30A. V. Krukau, O. A. Vydrov, A. F. Izmaylov, and G. E. Scuseria, J. Chem. Phys. 125, 224106 (2006). y
pp
y
(
)
10J. J. Mudd, N. J. Kybert, W. M. Linhart, L. Buckle, T. Ashley, P. D. C. King, T. S. Jones, M. J. Ashwin, and T. D. Veal, Appl. Phys. Lett. 103, y
pp
y
10J. J. Mudd, N. J. Kybert, W. M. Linhart, L. Buckle, T. Ashley, P. D. C. 10J. J. Mudd, N. J. Kybert, W. M. Linhart, L. Buckle, T. Ashley, P. D. C. King, T. S. Jones, M. J. Ashwin, and T. D. Veal, Appl. Phys. Lett. 103,
042110 (2013). y
31G. Kresse and J. Furthm€uller, Phys. Rev. B 54, 11169 (1996
32 King, T. S. Jones, M. J. Ashwin, and T. D. Veal, Appl. Phys. Lett. 103,
042110 (2013). 32G. Kresse and J. Hafner, Phys. Rev. B 47, 558 (1993). 33 11A. Lindsay and E. P. O’Reilly, Phys. Rev. Lett. 93, 196402 (2004). 12 33G. Kresse and J. Furthm€uller, Comput. Mater. Sci. 6, 15 (1996). 34 34I. Vurgaftman and J. R. Meyer, J. Appl. Phys. 94, 3675 (2003). (Received 29 April 2016; accepted 19 September 2016; published online 29 September 2016) Catlow, and G. W. Watson,
J. Mater. Chem. C 2, 3429 (2014).
|
https://openalex.org/W1963707677
|
https://www.hal.inserm.fr/inserm-01072122/document
|
English
| null |
Acoustic Radiation Force Impulse (ARFI) and Transient Elastography (TE) for evaluation of liver fibrosis in HIV-HCV co-infected patients
|
BMC infectious diseases
| 2,014
|
cc-by
| 7,705
|
To cite this version: Nora Frulio, Hervé Trillaud, Paul Perez, Julien Asselineau, Marianne Vandenhende, et al.. Acoustic
Radiation Force Impulse (ARFI) and Transient Elastography (TE) for evaluation of liver fibrosis in
HIV-HCV co-infected patients.. BMC Infectious Diseases, 2014, 14, pp.405. 10.1186/1471-2334-14-
405. inserm-01072122 Nora Frulio, Hervé Trillaud, Paul Perez, Julien Asselineau, Marianne Vandenhende, et al.. Acoustic
Radiation Force Impulse (ARFI) and Transient Elastography (TE) for evaluation of liver fibrosis in
HIV-HCV co-infected patients.. BMC Infectious Diseases, 2014, 14, pp.405. 10.1186/1471-2334-14-
405. inserm-01072122 © 2014 Frulio et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. HAL Id: inserm-01072122
https://inserm.hal.science/inserm-01072122v1
Submitted on 8 Oct 2014 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 * Correspondence: norafrulio@yahoo.fr
1Department of Diagnostic and Interventional Imaging, Saint-André hospital,
CHU de Bordeaux, 1 rue Jean Burguet, 33075 Bordeaux, France
Full list of author information is available at the end of the article Acoustic Radiation Force Impulse (ARFI) and
Transient Elastography (TE) for evaluation of liver
fibrosis in HIV-HCV co-infected patients Nora Frulio1*, Hervé Trillaud1, Paul Perez2, Julien Asselineau2, Marianne Vandenhende3, Mojgan Hessamfar3,
Fabrice Bonnet3, Florent Maire1, Jean Delaune3, Victor De Ledinghen4,5 and Philippe Morlat3 Abstract Background: Transient elastography (TE) is widely used for non-invasive assessment of liver fibrosis in HIV-HCV
co-infected patients. TE, however, cannot determine liver morphology. Acoustic radiation force impulse (ARFI)
imaging is a novel procedure enabling assessment of liver fibrosis during a conventional ultrasonographic
examination. This study evaluated the correlation between liver fibrosis measurements by TE and ARFI. Methods: Each of 46 HIV-HCV patients underwent both ARFI and TE within 6 months. Patients were evaluated by
the “equivalent METAVIR” scoring system, using previously established cut-off values. Agreements between the ARFI
and TE scores were estimated by Kappa coefficients, with Kappa values ≥0.40, ≥0.60, and ≥0.80 defined as
moderate, good and very good agreement, respectively. Results: ARFI and TE yielded "Equivalent Metavir" fibrosis scores of F1 in 26 and 31 patients, respectively; F2 in nine
and seven, respectively; F3 in three and two, respectively; and F4 in eight and six, respectively. The two methods
showed very good agreement in predicting overall stages [Kappa = 0.82] and for F ≥3 [Kappa = 0.80] and moderate
agreement in predicting significant fibrosis F ≥2 [Kappa = 0.50]. Morphologic ultrasound analysis concomitant to
ARFI detected two hepatocarcinomas. Conclusions: ARFI showed promising results in the non-invasive assessment of liver fibrosis in HIV-HCV patients,
with liver fibrosis staging similar to that of TE. Moreover, ARFI can assess morphology and fibrosis during the same
session. Keywords: ARFI elastography, Liver fibrosis, HIV-HCV co-infected patients, Transient elastography Keywords: ARFI elastography, Liver fibrosis, HIV-HCV co-infected patients, Transient elastography Keywords: ARFI elastography, Liver fibrosis, HIV-HCV co-infected patients, Transient elastography Background been considered the gold standard to assess activity and
fibrosis in patients with chronic liver disease. Despite its
diagnostic utility, liver biopsy is limited because of its in-
vasiveness and cost, the risk of complications including
death, its poor acceptance by patients, the lack of avail-
ability of expert practitioners, and intra/inter-observer
variability [8-10]. In recent years, various non-invasive
methods for liver fibrosis assessment, have been devel-
oped, including serum biomarkers and elastography
techniques. Transient elastography (TE), real-time elas-
tography (RTE), acoustic radiation force impulse im-
aging (ARFI), and shear wave elastography are the most
frequent elastography techniques [11-15]. Since the introduction of highly active antiretroviral ther-
apy (HAART), chronic liver disease has emerged as one of
the leading causes of morbidity and mortality in HIV-HCV
co-infected patients [1,2]. Therefore, the management of
HCV-related liver disease has become a major challenge in
these patients [3]. Evaluation of liver fibrosis is considered essential to
the management of patients with chronic hepatitis C,
providing prognostic information and assisting in mak-
ing therapeutic decisions [4-7]. To date, liver biopsy has * Correspondence: norafrulio@yahoo.fr
1Department of Diagnostic and Interventional Imaging, Saint-André hospital,
CHU de Bordeaux, 1 rue Jean Burguet, 33075 Bordeaux, France
Full list of author information is available at the end of the article TE (FibroScan®) is currently the most extensively used
elastography technique in clinical practice [16-19]. Many Page 2 of 8 Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 included small nodular and irregular livers with increased
echogenicity and/or a significant reduction in Doppler
flow in the portal circulation on ultrasound, CT, or MRI. Quantitative ARFI imaging (Acuson S2000 Siemens)
and TE were performed by two different observers, with
each subject undergoing the two examinations no more
than 6 months apart. The physician performing the sec-
ond procedure was blinded to the results of the first
procedure. included small nodular and irregular livers with increased
echogenicity and/or a significant reduction in Doppler
flow in the portal circulation on ultrasound, CT, or MRI. prospective studies have evaluated the diagnostic perform-
ance of TE in staging liver fibrosis in patients with chronic
liver diseases, including chronic viral hepatitis C [11,20-22],
chronic viral hepatitis B [23], HIV–HCV co-infection
[24-26], alcoholic disease [27], and non-alcoholic fatty liver
disease [28]. ARFI examination
ARFI imaging is a ARFI imaging is a method of quantifying the mechanical
properties of tissues, without manual compression, by
measuring the shear wave velocity induced by acoustic ra-
diation and propagating in the tissue. This quantitative
technique provides a single unidimensional measurement
of tissue elasticity like TE, although the measurement area
can be positioned on a two-dimensional B mode image. The region is a 1 × 0.5-cm rectangle, which can be freely
moved in the two-dimensional B mode image to a max-
imum depth of 8 cm from the skin plane. Measurements
are expressed as m/s, indicating shear wave speed travel-
ing perpendicular to the shear wave source. The principle
of ARFI is described in Figure 1 [30,42,43]. Background Two meta-analyses found that TE is highly
accurate for the diagnosis of cirrhosis and advanced fibro-
sis [16,17], suggesting that TE may be used in place of bi-
opsy in most patients with chronic hepatitis C [18,29]. Quantitative ARFI imaging (Acuson S2000 Siemens)
and TE were performed by two different observers, with
each subject undergoing the two examinations no more
than 6 months apart. The physician performing the sec-
ond procedure was blinded to the results of the first
procedure. TE, however, has several drawbacks, including the re-
quirement for specific equipment that performs only elas-
tography, its ability to assess only the right liver, and its
inability to visually determine the site of measurement. Moreover, ascites and obesity are limiting factors. ARFI
imaging has many advantages over TE. The technology
used for ARFI has been incorporated into a conventional
ultrasound system, allowing ultrasound analysis of liver
morphology at the same time. In addition, ARFI allows
elastography to be performed with a flexible metering box
at variable depths, enabling the exact localization of the
measurement site, and the examination can also be per-
formed in patients with ascites. ARFI measurements have
been found to correlate well with the stage of hepatic fibro-
sis [30-36]. However, to our knowledge, no study to date
has investigated the potential benefits of ARFI elastography
in evaluating fibrosis stage in HIV-HCV co-infected pa-
tients. This study therefore assessed the agreement be-
tween TE and ARFI for the evaluation of liver fibrosis in
this patient population. Transient elastography (TE) TE was performed in the right lobe of the liver through
the intercostal space as described [39,40]. Liver stiffness
was measured in a volume approximating a cylinder 1 cm
wide and 4 cm long, and at a depth between 25 and 65
mm. As suggested by the manufacturer, 10 successful
acquisitions were obtained for each patient in fasting
conditions. TE results were defined as very reliable
(IQR/M ≤0.10), reliable (0.10 < IQR/M ≤0.30 or IQR/
M >0.30 with LSE median <7.1 kPa) and poorly reliable
(IQR/M >0.30 with LSE median ≥7.1 kPa) [41]. Poorly re-
liable results were excluded. The median value for each
patient was expressed according to “equivalent Metavir” fi-
brosis scores using previously determined cut-off values
for HCV mono-infected patients of 7.1, 9.5 and 12.5 kPa
for liver fibrosis scores of F ≥2, F ≥3, and F = 4, respect-
ively [11]. Methods
Patients The study was approved by the institutional review board
of our University hospital. Between July 2009 and May
2012, HIV-HCV co-infected patients regularly followed up
at the HIV out-patient Clinic of the Department of Internal
Medicine and Infectious Disease of our hospital were pro-
spectively enrolled. All patients provided written informed
consent before inclusion. The demographic, clinical and biological information of
all patients was obtained from their medical records. Fac-
tors included patient age, body mass index (BMI), alcohol
consumption, medications, specific antiretroviral drugs,
plasma HIV-RNA levels (IU/ml), complete blood counts,
absolute number of CD4+ T-cells (/mm3), plasma HCV-
RNA concentrations (IU/ml), and HCV genotype. Men
and women were considered heavy drinkers if they con-
sumed >3 and >2 glasses of alcohol per day, respectively. Alanine aminotransferase (ALT), aspartate aminotransferase
(AST), γ-glutamyl transferase (GGT), alkaline phosphatase
(ALP), and bilirubin concentrations were also measured. All patients underwent quantitative elastographic ex-
aminations in fasting conditions with a Siemens Acuson
S2000TM ultrasound system (Siemens AG, Erlangen,
Germany) and an abdominal curved transducer (4C1),
using the virtual touch tissue quantification system. The first step assessed liver morphology and echo-
structure, looking for cirrhosis, signs of portal hyperten-
sion and tumor lesions. In the second step, 10 ARFI mea-
surements of the right liver through the intercostal space
were performed by a single examination. To standardize
these examinations, an area of liver tissue free of large
blood vessels was chosen at a minimal distance of 2 cm The presence of cirrhosis was evaluated in all patients
histologically and from imaging, clinical and biological
results [37,38]. Imaging findings indicative of cirrhosis Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 Page 3 of 8 b
a
Figure 1 Principle or ARFI quantitative measurement. a) Schematic of principles of ARFI imaging in virtual touch quantification mode – b)
Example of a SWV measurement of the right liver. Transmission of a longitudinal acoustic pulse leads to tissue displacement, resulting in shear
wave propagation away from the region of excitation. The shear wave velocity is measured within a defined region of interest (ROI) using
ultrasound tracking beams laterally adjacent to the single push beam. The shear velocity is estimated in a graphically displayed ROI measuring
1 × 0.5 cm. The shear wave propagation velocity is proportional to the square root of tissue elasticity. a b b Figure 1 Principle or ARFI quantitative measurement. Methods
Patients a) Schematic of principles of ARFI imaging in virtual touch quantification mode – b)
Example of a SWV measurement of the right liver. Transmission of a longitudinal acoustic pulse leads to tissue displacement, resulting in shear
wave propagation away from the region of excitation. The shear wave velocity is measured within a defined region of interest (ROI) using
ultrasound tracking beams laterally adjacent to the single push beam. The shear velocity is estimated in a graphically displayed ROI measuring
1 × 0.5 cm. The shear wave propagation velocity is proportional to the square root of tissue elasticity. Results below the liver capsule. ARFI measurements were expressed
in m/s as median (M), mean and standard deviation, and
interquartile range (IQR), with the IQR/M ratio used to evalu-
ate the variability of the measurements. An IQR/M < 0.3 was
considered a homogeneous set of measurements. Median
ARFI value was expressed according to the ‘equivalent
Metavir’ score using previously determined cutt-off values
for HCV mono-infected patients of 1.34, 1.55, 1.80 m/s for
liver fibrosis scores of F ≥2, F ≥3, and F = 4, respectively [44]. below the liver capsule. ARFI measurements were expressed
in m/s as median (M), mean and standard deviation, and
interquartile range (IQR), with the IQR/M ratio used to evalu-
ate the variability of the measurements. An IQR/M < 0.3 was
considered a homogeneous set of measurements. Median
ARFI value was expressed according to the ‘equivalent
Metavir’ score using previously determined cutt-off values
for HCV mono-infected patients of 1.34, 1.55, 1.80 m/s for
liver fibrosis scores of F ≥2, F ≥3, and F = 4, respectively [44]. y p p
Of the 86 examinations, 40 were excluded because of
missing data (n = 8), too long delay (>6 months) between
ARFI and TE (n = 24) or repeated examinations for the
same patient (n = 8). When liver stiffness was measured
repeatedly in the same patient, only the measurement with
minimal delay between ARFI and TE was included in the
analysis. Valid results of both ARFI and TE were obtained
for 46 patients; their demographic and clinical and
biological characteristics are summarized in Table 1. Evaluation of liver fibrosis The median delay between ARFI and TE in the 46 evalu-
ated patients was 10 days (range, 0–25 days). Median liver
stiffness on TE was 6.1 kPa (range 3.4–35.3 kPa) and me-
dian shear wave velocity (SWV) on ARFI was 1.29 m/s
(range 0.93–2.86 m/s). Median liver stiffnesses on TE in
patients with F1, F2, F3, and F4 fibrosis stages were 5.4
kPa (range 4.1–6.1 kPa), 7.2 kPa (range, 7.1–7.8 kPa), 11.6
kPa (range, 10.8–12.3 kPa) and 24.6 kPa (range, 18.0–27.7
kPa), respectively. Median SWVs on ARFI in patients with
F1, F2, F3 and F4 fibrosis stages were 1.15 m/s (range,
1.06–1.25 m/s), 1.44 m/s (range, 1.40–1.47 m/s), 1.60 m/s
(range, 1.58–1.61 m/s), and 2.25 m/s (range, 2.12–2.52 m/
s), respectively. Figure 2 shows a scatterplot of the rela-
tionship between median results on TE and ARFI. Statistical analysis Of the 46 patients, 28 did not receive any treatment
for HCV, whereas the other 18 were treated with pegin-
terferon and ribavirin (SOC). At the time of ARFI, eight
had achieved a sustained virologic response, whereas the
other 10 had failed treatment. No patient received any
direct-acting antiviral agents (DAAs). Moreover, all 46
patients had received highly active antiretroviral therapy
(HAART), including 28 who received third-generation
protease inhibitors (PIs), three who received integrase
inhibitors (INIs), eight who received non-nucleoside re-
verse transcriptase inhibitors (NNRTIs), and seven who
received other treatment combinations (Table 1). Quantitative characteristics were expressed as mean (stand-
ard deviation), median (first-third quartile) and range, and
compared using non-parametric Wilcoxon statistics. Quali-
tative characteristics were expressed as frequencies and
proportions, and compared using Fisher’s exact test. Correlations between TE and ARFI measurements were
estimated using Spearman’s correlation coefficient and its
two-sided 95% confidence interval (CI), as calculated with
Fisher's z transformation. Agreements between “equivalent Metavir” fibrosis stages
on ARFI and TE were assessed by simple Kappa coeffi-
cients for predictions of F ≥3 or F ≥2, and F = 4, and
weighted Kappa coefficients for predictions of F1 to F4
Metavir scores; two-sided 95% CIs were also estimated. Kappa values ≥0.60 and ≥0.80 were considered indicative
of good and very good agreement, respectively. Additional
analysis was performed in patients infected with HCV ge-
notypes 1 and 4, who usually have a poorer response than
patients infected with genotypes 2 and 3. Ultrasound analysis allowed the detection of focal liver le-
sions in five patients, including two with hepatocellular car-
cinoma (HCC) and three with benign liver lesions. The two
HCCs presented with arterial hypervascularity and wash-
out in venous and delayed phase on dynamic enhanced
MRI [45]. Their diagnosis was confirmed by histologic
examination of biopsy specimens obtained just before liver
nodule radiofrequency. The three benign liver lesions were
diagnosed based on their tumor-specific vascularity patterns
in the arterial, portal, and late phases on dynamic enhanced
MRI, as described [46-48]. Imaging features were typical,
with liver biopsies not required to confirm their diagnosis. Quantitative and qualitative variables associated with
discordances between ARFI and TE staging were assessed
by the Wilcoxon test and Fisher’s exact test, respectively. Only univariate analyses were performed because of the
small number of subjects. Frulio et al. Comparison of equivalent Metavir fibrosis scores on TE
and ARFI Spearman correlation analysis showed that the correlation
coefficient between ARFI and TE measurements was 0.76
[95% CI, 0.61–0.86]. Table 2 shows the agreement between
TE and ARFI measurements, as determined by equivalent
Metavir fibrosis scores. Overall agreement between the
two methods was very good [concordance 69.6%, weighted
Kappa = 0.82; 95% CI = 0.70–0.95]. Agreement was also
very good for predicting severe fibrosis (≥F3) [concord-
ance 93.5%, Kappa = 0.80, 95% CI = 0.59–1.00], and was
moderate for predicting significant fibrosis (≥F2) [con-
cordance 76.1%, Kappa = 0.5, 95% CI = 0.25–0.75]. Statistical analysis BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 Page 4 of 8 Page 4 of 8 Table 1 Patient demographic and clinical characteristics
Demographics
Age (y) Median (Q1; Q3)
48 (45; 51)
Gender n (%)
Female
14 (30.4)
Male
32 (69.6)
BMI Median (Q1; Q3)
22.4 (19.8; 24.3)
Overweight (BMI > =25) n (%)
8 (17.4)
Chronic alcohol abuse n (%)
15 (34.1)
Cirrhosis n (%)
6 (13)
Child Pugh stage n
6
A n (%)
6 (100)
B, C, D n
0
HIV treatment
Protease inhibitors n (%)
28 (60.9)
Integrase inhibitors n (%)
3 (6.5)
Non-nucleoside RT inhibitors n (%)
8 (17.4)
Other treatment n (%)
7 (15.2)
HCV treatment
None, n (%)
28 (60.9)
Previous treatment failure n (%)
10 (21.7)
Previous sustained virologic response n (%)
8 (17.4)
Virology
HCV genotype n (%)
1-1a-1b
24 (59)
2-3-3a
9 (22)
4 41b-4a
8 (19)
ND
5 (10)
HCV RNA > 15 IU/ml n (%)
38 (83)
HCV RNA IU/ml (Q1; Q3)
1116144 (391800;
3680000)
Undetectable HIV RNA n (%)
40 (87)
CD4/mm3 (Q1; Q3)
576 (377; 833)
Liver blood test
Delay between ARFI and blood test days
(Q1; Q3)
0 (0; 1)
AST or ALT ≥2N n (%)
7 (15.6)
GGT and/or ALP ≥2N n (%)
15 (33.3)
Bilirubin ≥2N n (%)
10 (22.2)
US liver characteristics
Steatosis n (%)
3 (6.5)
Cirrhosis in US n (%)
6 (13)
US portal hypertension signs n (%)
2 (4.3)
US hepatomegaly n (%)
14 (30.4)
US focal liver lesion n (%)
5 (10.9) Table 1 Patient demographic and clinical characteristics
h Table 1 Patient demographic and clinical characteristics
(Continued)
ARFI characteristics
Median (Q1; Q3) (m/s)
1.29 (1.15; 1.55)
Min; Max
0.93; 2.86
TE characteristics
Median (Q1; Q3) (kPa)
6.1 (4.6; 7.2)
Min; Max
3.4; 35.3 Table 1 Patient demographic and clinical characteristics
(Continued) Evaluation of liver fibrosis Evaluation of liver fibrosis Liver blood test Of the 46 patients, 14 (30%) showed discordant Metavir
scores between the two methods, 11 in predicting F ≥2
and three in predicting F ≥3. ARFI yielded a higher fibro-
sis score than TE for 11 of these patients. As the discord-
ance was more important for predicting F ≥2, factors
possibly associated with these discordances were analyzed,
including age; sex; BMI; alcohol consumption; plasma
HCV-RNA levels; absolute CD4+ (/mm3) cells; HCV
genotype; increased serum AST, ALT, ALP, and GGT
(>2N) and bilirubin concentrations; steatosis; cirrhosis;
HIV and HCV treatment; and response to HCV treat-
ment. Only age was associated with the discordance be-
tween the two methods (p = 0.047) with older patients in
the discordant group. Discordance also tended to be Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 Page 5 of 8 Figure 2 Scatterplot of the relationship between median ARFI (m/s) and TE (kPa) measurements. Figure 2 Scatterplot of the relationship between median ARFI (m/s) and TE (kPa) measurements. HIV and HCV, is of paramount importance for patient
management. The presence of significant fibrosis is an
indication for treatment, regardless of HCV genotype,
whereas the presence of cirrhosis is an indication for ini-
tiating a surveillance program for the early detection of
HCC and for esophageal varices. associated directly with hepatomegaly and inversely with
overweight, cytolysis, and cholestasis. No significant differ-
ence was found with HIV (p=0.22) and HCV(p=0.55)
treatment. Similar results were observed in the subgroup of pa-
tients infected with HCV genotypes 1 and 4. Table 3
shows the agreement between TE and ARFI measure-
ments, as determined by equivalent Metavir fibrosis stage
classification, in these patients. Agreement between the
two methods was very good overall [concordance 65.6%,
weighted Kappa = 0.84; 95% CI = 0.71–0.96], very good in
predicting severe (F ≥3) fibrosis [concordance 93.8%,
Kappa = 0.83, 95% CI = 0.61–1.00], and moderate in pre-
dicting significant fibrosis (F ≥2) fibrosis [concordance
75%, Kappa = 0.51, 95% CI = 0.22–0.79]. To our knowledge, no study to date has used ARFI to
evaluate liver fibrosis in HIV-HCV co-infected patients
or compared the results of ARFI and TE in this popula-
tion. This pilot study, found that these two methods
yielded similar results. ARFI and TE showed very good
agreement in predicting overall fibrosis stage and stage
F ≥3. Liver blood test According to the literature, the two methods also
showed similar results in mono-infected patients and in
patients with other types of chronic liver disease. A meta-
analysis of nine studies showed that ARFI imaging had ex-
cellent diagnostic accuracy for the staging of liver fibrosis
in various chronic liver diseases; compared with liver bi-
opsy, ARFI was highly accurate in the diagnosis of fibrosis Discussion
h The correct evaluation of liver fibrosis in patients with
chronic liver disease, especially in those co-infected with Table 2 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
scores
ARFI
F1
F2
F3
F4
TOTAL
TE
F1
23
6
2
0
31
F2
3
3
1
0
7
F3
0
0
0
2
2
F4
0
0
0
6
6
TOTAL
26
9
3
8
46
Observed agreement: 69.6% 95% CI = [54.2–82.3]. Weighted Kappa coefficient: 0.82 95% CI = [0.70–0.95]. Table 3 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
stage in patients infected with HCV genotypes 1 and 4
ARFI
F1
F2
F3
F4
TOTAL
TE
F1
13
5
1
0
19
F2
2
3
1
0
6
F3
0
0
0
2
2
F4
0
0
0
5
5
TOTAL
15
8
2
7
32
Overall proportion of agreement: 65.6% 95% CI [46.8–81.4]. Kappa: 0.84 95% CI [0.71–0.96]. Table 3 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
stage in patients infected with HCV genotypes 1 and 4 Table 2 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
scores Table 3 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
stage in patients infected with HCV genotypes 1 and 4 Table 3 Agreement between TE and ARFI fibrosis stage
classification according to “equivalent Metavir” fibrosis
stage in patients infected with HCV genotypes 1 and 4
ARFI
F1
F2
F3
F4
TOTAL
TE
F1
13
5
1
0
19
F2
2
3
1
0
6
F3
0
0
0
2
2
F4
0
0
0
5
5
TOTAL
15
8
2
7
32
Overall proportion of agreement: 65.6% 95% CI [46.8–81.4]. Kappa: 0.84 95% CI [0.71–0.96]. Page 6 of 8 Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 stage F ≥3 (AUROC = 0.91) and for the diagnosis of liver
cirrhosis (AUROC = 0.93) [44]. Moreover, an international
multicenter study of 911 HCV mono-infected patients
found that ARFI was highly accurate in the diagnosis of fi-
brosis stage F ≥3 (AUROC = 0.83) [49]. with biopsy results. Moreover, when a discrepancy was ob-
served between the two techniques, it was not possible to
conclude whether TE or ARFI was more correct. Discussion
h These
discrepancies may be linked to the cut-off values used, as
these are not the same in all published studies. The TE
cut-off values we used [11] yielded similar results as other
cut-off values from a recent meta-analysis [17] (data not
shown). However, although meta-analyses have found TE
to be reliable in assessing liver fibrosis stage, irrespective of
etiology, most studies were performed in western patients
with HCV mono-infection. Thus, applying these cut-off
values to patients co-infected with HIV and HCV may re-
sult in discrepancies. To date, however, no ARFI cut-off
values have been determined for co-infected patients. We observed a moderate agreement between the two
techniques for predicting F ≥2. Earlier studies also showed
that TE or ARFI was more accurate for predicting extreme
stages (F1 or F4) than moderate (F2) fibrosis. For example,
the AUROCs for ARFI were higher for predicting F=4
(0.84;0.95;0.91) than F≥2 (0.79;0.77;0.82) [30,33,49]. In addition, agreement between the TE and ARFI scores
was determined in patients infected by genotype 1 and 4
who usually have poorer response than patients infected
with genotype 2 and 3. Similarly, there was no difference in
concordance level between patients with genotypes 1 and 4
and those with other genotypes. The TE and ARFI methods
showed very good agreement in predicting overall fibrosis
stage and F ≥3 in patients with genotypes 1 and 4. Finally, although liver biopsy has been considered the
gold standard for the assessment of liver fibrosis, we
elected to use non-invasive methods for comparison [12]. Fibrosis is heterogeneously distributed throughout the
liver, whereas a biopsy evaluates only 1/50000 of the total
volume of the liver. The likelihood of misdiagnosing a
fragment 2.5 cm in length has been estimated to be as
high as 25%, with the optimal size of a biopsy sample be-
ing 4 cm, which is difficult to obtain in daily practice [10]. Moreover, liver biopsy is an invasive and costly method,
with high risks of complications and intra-/inter-observer
variability. Thus, liver biopsy is increasingly replaced by
non-invasive methods, especially TE. Since TE is consid-
ered a reliable diagnostic modality in clinical practice, we
compared the results of ARFI with those of TE. This study included a small number of patients (n = 46). AASLD: American Association for the Study of Liver Diseases; ALP: Alkaline
phosphatase; ALT: Alanine aminotransferase; ARFI: Acoustic radiation force
impulse; AST: Aspartate aminotransferase; AUROC: Area under the receiver
operating characteristic curve; BMI: Body mass index; CT: Computed
tomography; DAA: Direct-acting antiviral agents; GGT: γ-glutamyl transferase;
HAART: Highly active antiretroviral therapy; HCC: Hepatocellular carcinoma;
HCV: Hepatitis C virus; HIV: Human immunodeficiency virus; INIs: Integrase Consent and ethics committee Written informed consent was obtained from all patients
for publication of this paper; copies are available for re-
view by the Editor of this journal. This study and its publication were approved by our
local ethics committee: CPP Sud-Ouest et Outre Mer III
Bordeaux. TE and ARFI showed a discrepancy in predicting fi-
brosis score in 30% of patients, especially in predicting
F ≥2. Apart from age, no factor was clearly associated
with these discrepancies. However, the study size was
not powered for this aim. Liver biopsy should have been
performed in patients with discordance, but was not ex-
cept in one patient, in whom ARFI, but not TE, agreed Conclusions
h
l This pilot study showed good agreement between TE
and ARFI in evaluating liver fibrosis in HIV-HCV co-
infected patients, suggesting that ARFI may replace TE
in this population. In addition to being a new and prom-
ising sonography-based method for non-invasive assess-
ment of liver fibrosis, ARFI is cost effective, allowing
routine ultrasound examination and fibrosis assessment
during the same session. Discussion
h However, it was designed as a pilot study, with intraclass
correlation coefficients precise enough to draw conclusions
by comparing the lower limit of the 95% CIs with 0.6,
deemed to represent the lower limit of good agreement. ARFI has several advantages compared with TE. TE has
been reported to have an average failure rate of 3.1% and
to be highly dependent on BMI. Moreover, TE measure-
ments were estimated to be unreliable in 15.8% of patients
in a very large study [19]. We found that ARFI examina-
tions were reliable in all patients, with no measurement
limitations due to overweight or the presence of ascites. ARFI measurement depth can be adapted according to the
distance between the skin and liver capsule. In addition,
ARFI is an ultrasound-based elastography method, inte-
grated into a routine ultrasound machine, allowing simul-
taneous morphological and Doppler analysis of the liver,
screening for focal liver lesions and evaluation of liver fi-
brosis. Moreover, the presence of B mode allows ARFI
measurements to be localized to liver segments far from
the capsule and blood vessels. Ultrasound morphological
analysis of our patients identified cirrhosis in six patients
and focal liver lesions in five, including two HCCs. More-
over, the presence of HCC did not influence fibrosis evalu-
ation because ARFI measurements in non-tumoral liver
were performed at a distance (>3 cm) from the tumor. In-
deed, the visual control in B mode allowed the ROI to be
positioned to avoid specific areas, including tumors. Competing interests chronic hepatitis C. Hepatology 2003, 38:1449–145 p
g
The authors state that they have no competing interests. 11. Castera L, Vergniol J, Foucher J, Le Bail B, Chanteloup E, Haaser M, Darriet M,
Couzigou P, De Ledinghen V: Prospective comparison of transient
elastography, Fibrotest, APRI, and liver biopsy for the assessment of
fibrosis in chronic hepatitis C. Gastroenterology 2005, 128:343–350. Received: 27 January 2014 Accepted: 15 July 2014
Published: 21 July 2014 20. Ziol M, Handra-Luca A, Kettaneh A, Christidis C, Mal F, Kazemi F,
de Ledinghen V, Marcellin P, Dhumeaux D, Trinchet JC, Beaugrand M:
Noninvasive assessment of liver fibrosis by measurement of stiffness in
patients with chronic hepatitis C. Hepatology 2005, 41:48–54. References 1. Rosenthal E, Poiree M, Pradier C, Perronne C, Salmon-Ceron D, Geffray L,
Myers RP, Morlat P, Pialoux G, Pol S, Cacoub P: Mortality due to hepatitis
C-related liver disease in HIV-infected patients in France (Mortavic 2001
study). Aids 2003, 17:1803–1809. 1. Rosenthal E, Poiree M, Pradier C, Perronne C, Salmon-Ceron D, Geffray L,
Myers RP, Morlat P, Pialoux G, Pol S, Cacoub P: Mortality due to hepatitis
C-related liver disease in HIV-infected patients in France (Mortavic 2001
study). Aids 2003, 17:1803–1809. 21. Kim SU, Jang HW, Cheong JY, Kim JK, Lee MH, Kim DJ, Yang JM, Cho SW,
Lee KS, Choi EH, Park YN, Han KH: The usefulness of liver stiffness
measurement using FibroScan in chronic hepatitis C in South Korea: a
multicenter, prospective study. J Gastroenterol Hepatol 2011, 26:171–178. 2. Palella FJ Jr, Baker RK, Moorman AC, Chmiel JS, Wood KC, Brooks JT,
Holmberg SD: Mortality in the highly active antiretroviral therapy era:
changing causes of death and disease in the HIV outpatient study. J Acquir Immune Defic Syndr 2006, 43:27–34. 2. Palella FJ Jr, Baker RK, Moorman AC, Chmiel JS, Wood KC, Brooks JT,
Holmberg SD: Mortality in the highly active antiretroviral therapy era:
changing causes of death and disease in the HIV outpatient study. J Acquir Immune Defic Syndr 2006, 43:27–34. 22. Degos F, Perez P, Roche B, Mahmoudi A, Asselineau J, Voitot H, Bedossa P:
Diagnostic accuracy of FibroScan and comparison to liver fibrosis
biomarkers in chronic viral hepatitis: a multicenter prospective study
(the FIBROSTIC study). J Hepatol 2010, 53:1013–1021. J Acquir Immune Defic Syndr 2006, 43:27–34. 3. Soriano V, Sulkowski M, Bergin C, Hatzakis A, Cacoub P, Katlama C, Cargnel
A, Mauss S, Dieterich D, Moreno S, Ferrari C, Poynard T, Rockstroh J: Care of
patients with chronic hepatitis C and HIV co-infection: recommendations
from the HIV-HCV International Panel. Aids 2002, 16:813–828. 23. Marcellin P, Ziol M, Bedossa P, Douvin C, Poupon R, de Ledinghen V,
Beaugrand M: Non-invasive assessment of liver fibrosis by stiffness
measurement in patients with chronic hepatitis B. Liver Int 2009,
29:242–247. 4. Carrat F, Bani-Sadr F, Pol S, Rosenthal E, Lunel-Fabiani F, Benzekri A, Morand P,
Goujard C, Pialoux G, Piroth L, Salmon-Ceron D, Degott C, Cacoub P,
Perronne C: Pegylated interferon alfa-2b vs standard interferon alfa-2b,
plus ribavirin, for chronic hepatitis C in HIV-infected patients: a
randomized controlled trial. Jama 2004, 292:2839–2848. 4. Abbreviations Page 7 of 8 Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 8. Cadranel JF, Rufat P, Degos F: Practices of liver biopsy in France: results of
a prospective nationwide survey: for the Group of Epidemiology of the
French Association for the Study of the Liver (AFEF). Hepatology 2000,
32:477–481. inhibitors; IQR: Interquartile range; LB: Liver biopsy; LSE: Liver stiffness
elastography; MRI: Magnetic resonance imaging; ND: Not done; NNRTIs:
Non-nucleoside reverse transcriptase inhibitors; PIs: Protease inhibitors;
RNA: Ribonucleic acid; ROI: Region of interest; RT: Reverse transcriptase;
RTE: Real-time elastography; SOC: Standard of care; SWE: Shear wave
elastography; SWV: Shear wave velocity; TE: Transient elastography;
US: Ultrasound. inhibitors; IQR: Interquartile range; LB: Liver biopsy; LSE: Liver stiffness
elastography; MRI: Magnetic resonance imaging; ND: Not done; NNRTIs:
Non-nucleoside reverse transcriptase inhibitors; PIs: Protease inhibitors;
RNA: Ribonucleic acid; ROI: Region of interest; RT: Reverse transcriptase;
RTE: Real-time elastography; SOC: Standard of care; SWE: Shear wave
elastography; SWV: Shear wave velocity; TE: Transient elastography;
US: Ultrasound. 9. Regev A, Berho M, Jeffers LJ, Milikowski C, Molina EG, Pyrsopoulos NT, Feng
ZZ, Reddy KR, Schiff ER: Sampling error and intraobserver variation in liver
biopsy in patients with chronic HCV infection. Am J Gastroenterol 2002,
97:2614–2618. 10. Bedossa P, Dargere D, Paradis V: Sampling variability of liver fibrosis in
chronic hepatitis C. Hepatology 2003, 38:1449–1457. Authors’ contributions
d
d
d NF, HT, and PM designed and supervised the study. NF supervised all ARFI
measurements. NF, JD, and FM, extracted the data. PP and JA analyzed the
data. NF, PM, PP, and JA interpreted the data. NF wrote the manuscript. PM,
JA, PP, and HT drafted and finalized the manuscript. All authors revised the
manuscript critically for important intellectual content. All authors read and
approved the final manuscript. All authors are permanent employees of the
Bordeaux University Hospital, which funded this study and the preparation of
this manuscript. 12. Manning DS, Afdhal NH: Diagnosis and quantitation of fibrosis. Gastroenterology 2008, 134:1670–1681. 13. Sporea I: Is there a real future for liver elastography? J Gastrointestin Liver
Dis 2012, 21:129–131. 14. Colombo S, Buonocore M, Del Poggio A, Jamoletti C, Elia S, Mattiello M,
Zabbialini D, Del Poggio P: Head-to-head comparison of transient
elastography (TE), real-time tissue elastography (RTE), and acoustic
radiation force impulse (ARFI) imaging in the diagnosis of liver fibrosis. J Gastroenterol 2012, 47:461–469. Author details
1 1Department of Diagnostic and Interventional Imaging, Saint-André hospital,
CHU de Bordeaux, 1 rue Jean Burguet, 33075 Bordeaux, France. 2Unité de
Soutien Méthodologique à la Recherche Clinique (USMR), CHU Bordeaux
Pôle de Santé Publique, place Amélie Rabat-Leon, 33000 Bordeaux, France. 3Department of internal medicine and infectious diseases, Saint-André
hospital, CHU de Bordeaux, 1 rue Jean Burguet, 33075 Bordeaux, France. 4INSERM U1053, Bordeaux university, Bordeaux, France. 5Centre 17. Friedrich-Rust M, Ong MF, Martens S, Sarrazin C, Bojunga J, Zeuzem S,
Herrmann E: Performance of transient elastography for the staging of
liver fibrosis: a meta-analysis. Gastroenterology 2008, 134:960–974. 18. Jung KS, Kim SU: Clinical applications of transient elastography. Clin Mol
Hepatol 2012, 18:163–173. d’investigation de la fibrose hépatique, Haut-Lévêque hospital, CHU de
Bordeaux, 1 Avenue de Magellan, 33604 Pessac, France. 19. Castera L, Foucher J, Bernard PH, Carvalho F, Allaix D, Merrouche W,
Couzigou P, de Ledinghen V: Pitfalls of liver stiffness measurement: a
5-year prospective study of 13,369 examinations. Hepatology 2010,
51:828–835. Received: 27 January 2014 Accepted: 15 July 2014
Published: 21 July 2014 Acknowledgements
h
k 15. Sporea I, Sirli R, Bota S, Fierbinteanu-Braticevici C, Petrisor A, Badea R, Lupsor
M, Popescu A, Danila M: Is ARFI elastography reliable for predicting
fibrosis severity in chronic HCV hepatitis? World J Radiol 2011, 3:188–193. We thank Dr. Denis Lacoste and Dr. Noëlle Bernard for referring patients,
Dr. Sabrina Caldatto for extracting data, and Dr. Cécile Salut, Dr. Mounir
Bouzgarrou and Dr P Balageas for their valuable help with imaging methods. We thank Dr. Denis Lacoste and Dr. Noëlle Bernard for referring patients,
Dr. Sabrina Caldatto for extracting data, and Dr. Cécile Salut, Dr. Mounir Bouzgarrou and Dr P Balageas for their valuable help with imaging methods. 16. Talwalkar JA, Kurtz DM, Schoenleber SJ, West CP, Montori VM: Ultrasound-
based transient elastography for the detection of hepatic fibrosis:
systematic review and meta-analysis. Clin Gastroenterol Hepatol 2007,
5:1214–1220. References Carrat F, Bani-Sadr F, Pol S, Rosenthal E, Lunel-Fabiani F, Benzekri A, Morand P,
Goujard C, Pialoux G, Piroth L, Salmon-Ceron D, Degott C, Cacoub P,
Perronne C: Pegylated interferon alfa-2b vs standard interferon alfa-2b,
plus ribavirin, for chronic hepatitis C in HIV-infected patients: a
randomized controlled trial. Jama 2004, 292:2839–2848. 24. Vergara S, Macias J, Rivero A, Gutierrez-Valencia A, Gonzalez-Serrano M,
Merino D, Rios MJ, Garcia-Garcia JA, Camacho A, Lopez-Cortes L, Ruiz J,
de la Torre J, Viciana P, Pineda JA: The use of transient elastometry
for assessing liver fibrosis in patients with HIV and hepatitis C virus
coinfection. Clin Infect Dis 2007, 45:969–974. 5. Chung RT, Andersen J, Volberding P, Robbins GK, Liu T, Sherman KE, Peters
MG, Koziel MJ, Bhan AK, Alston B, Colquhoun D, Nevin T, Harb G, van der
Horst C: Peginterferon Alfa-2a plus ribavirin versus interferon alfa-2a plus
ribavirin for chronic hepatitis C in HIV-coinfected persons. N Engl J Med
2004, 351:451–459. 5. Chung RT, Andersen J, Volberding P, Robbins GK, Liu T, Sherman KE, Peters
MG, Koziel MJ, Bhan AK, Alston B, Colquhoun D, Nevin T, Harb G, van der
Horst C: Peginterferon Alfa-2a plus ribavirin versus interferon alfa-2a plus
ribavirin for chronic hepatitis C in HIV-coinfected persons. N Engl J Med
2004, 351:451–459. 25. de Ledinghen V, Douvin C, Kettaneh A, Ziol M, Roulot D, Marcellin P,
Dhumeaux D, Beaugrand M: Diagnosis of hepatic fibrosis and cirrhosis by
transient elastography in HIV/hepatitis C virus-coinfected patients. J Acquir Immune Defic Syndr 2006, 41:175–179. J Acquir Immune Defic Syndr 2006, 41:175–179. doi:10.1186/1471-2334-14-405
Cite this article as: Frulio et al.: Acoustic Radiation Force Impulse (ARFI)
and Transient Elastography (TE) for evaluation of liver fibrosis in HIV-
HCV co-infected patients. BMC Infectious Diseases 2014 14:405. 31. Lupsor M, Badea R, Stefanescu H, Sparchez Z, Branda H, Serban A, Maniu A:
Performance of a new elastographic method (ARFI technology)
compared to unidimensional transient elastography in the noninvasive
assessment of chronic hepatitis C. Preliminary results. J Gastrointestin Liver
Dis 2009, 18:303–310. 32. Fierbinteanu-Braticevici C, Andronescu D, Usvat R, Cretoiu D, Baicus C,
Marinoschi G: Acoustic radiation force imaging sonoelastography for
noninvasive staging of liver fibrosis. World J Gastroenterol 2009,
15:5525–5532. 33. Sporea I, Sirli RL, Deleanu A, Popescu A, Focsa M, Danila M, Tudora A:
Acoustic radiation force impulse elastography as compared to transient
elastography and liver biopsy in patients with chronic hepatopathies. Ultraschall Med 2011, 32(Suppl 1):S46–S52. 34. Takahashi H, Ono N, Eguchi Y, Eguchi T, Kitajima Y, Kawaguchi Y, Nakashita
S, Ozaki I, Mizuta T, Toda S, Kudo S, Miyoshi A, Miyazaki K, Fujimoto K:
Evaluation of acoustic radiation force impulse elastography for fibrosis
staging of chronic liver disease: a pilot study. Liver Int 2010, 30:538–545. 35. Rifai K, Cornberg J, Mederacke I, Bahr MJ, Wedemeyer H, Malinski P, Bantel
H, Boozari B, Potthoff A, Manns MP, Gebel M: Clinical feasibility of liver
elastography by acoustic radiation force impulse imaging (ARFI). Dig Liver Dis 2011, 43:491–497. 36. Cassinotto C, Lapuyade B, Ait-Ali A, Vergniol J, Gaye D, Foucher J, Bailacq-
Auder C, Chermak F, Le Bail B, de Ledinghen V: Liver fibrosis: noninvasive
assessment with acoustic radiation force impulse elastography–comparison
with FibroScan M and XL probes and FibroTest in patients with chronic
liver disease. Radiology 2013, 269:283–292. 37. Ghany M, Hoofnagle JH: Approach to the patient with liver disease. In
Harrison’s principles of internal medicine. 16th edition. Edited by Kasper DL,
Braunwald E, Fauci AS, Hauser SL, Longo DL, Jameson JL. New York:
McGraw Hill; 2005:1808–1813. 38. Pratt DS, Kaplan MM: Evaluation of liver function. In Harrison’s principles of
internal medicine. 16th edition. Edited by Kasper DL, Braunwald E, Fauci AS,
Hauser SL, Longo DL, Jameson JL. New York: McGraw Hill; 2005:1813–1816. 39. Sandrin L, Fourquet B, Hasquenoph JM, Yon S, Fournier C, Mal F, Christidis
C, Ziol M, Poulet B, Kazemi F, Beaugrand M, Palau R: Transient
elastography: a new noninvasive method for assessment of hepatic
fibrosis. Ultrasound Med Biol 2003, 29:1705–1713. J Acquir Immune Defic Syndr 2006, 41:175–179. 40. Foucher J, Chanteloup E, Vergniol J, Castera L, Le Bail B, Adhoute X, Bertet J,
Couzigou P, de Ledinghen V: Diagnosis of cirrhosis by transient
elastography (FibroScan): a prospective study. Gut 2006, 55:403–408. 41. Boursier J, Zarski JP, de Ledinghen V, Rousselet MC, Sturm N, Lebail B,
Fouchard-Hubert I, Gallois Y, Oberti F, Bertrais S, Cales P: Determination of
reliability criteria for liver stiffness evaluation by transient elastography. Hepatology 2013, 57:1182–1191. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 42. Nightingale K, Soo MS, Nightingale R, Trahey G: Acoustic radiation force
impulse imaging: in vivo demonstration of clinical feasibility. Ultrasound
Med Biol 2002, 28:227–235. 43. Nightingale K, McAleavey S, Trahey G: Shear-wave generation using
acoustic radiation force: in vivo and ex vivo results. Ultrasound Med Biol
2003, 29:1715–1723. • Convenient online submission • Thorough peer review 44. Friedrich-Rust M, Nierhoff J, Lupsor M, Sporea I, Fierbinteanu-Braticevici C,
Strobel D, Takahashi H, Yoneda M, Suda T, Zeuzem S, Herrmann E: Performance
of Acoustic Radiation Force Impulse imaging for the staging of liver fibrosis: a
pooled meta-analysis. J Viral Hepat 2012, 19:e212–e219. 45. Bruix J, Sherman M: Management of hepatocellular carcinoma: an update. Hepatology 2011, 53:1020–1022. 45. Bruix J, Sherman M: Management of hepatocellular carcinoma: an update. Hepatology 2011, 53:1020–1022. 46. Marti-Bonmati L: MR imaging characteristics of hepatic tumors. J Acquir Immune Defic Syndr 2006, 41:175–179. 26. Kirk GD, Astemborski J, Mehta SH, Spoler C, Fisher C, Allen D, Higgins Y,
Moore RD, Afdhal N, Torbenson M, Sulkowski M, Thomas DL: Assessment of
liver fibrosis by transient elastography in persons with hepatitis C virus
infection or HIV-hepatitis C virus coinfection. Clin Infect Dis 2009,
48:963–972. 6. Torriani FJ, Rodriguez-Torres M, Rockstroh JK, Lissen E, Gonzalez-Garcia J,
Lazzarin A, Carosi G, Sasadeusz J, Katlama C, Montaner J, Sette H Jr, Passe S,
De Pamphilis J, Duff F, Schrenk UM, Dieterich DT: Peginterferon Alfa-2a
plus ribavirin for chronic hepatitis C virus infection in HIV-infected
patients. N Engl J Med 2004, 351:438–450. 7. Dienstag JL: The role of liver biopsy in chronic hepatitis C. Hepatology
2002, 36:S152–S160. 7. Dienstag JL: The role of liver biopsy in chronic hepatitis C. Hepatology
2002, 36:S152–S160. 27. Nahon P, Kettaneh A, Tengher-Barna I, Ziol M, de Ledinghen V, Douvin C,
Marcellin P, Ganne-Carrie N, Trinchet JC, Beaugrand M: Assessment of liver Page 8 of 8 Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 47. Nelson RC, Chezmar JL: Diagnostic approach to hepatic hemangiomas. Radiology 1990, 176:11–13. fibrosis using transient elastography in patients with alcoholic liver
disease. J Hepatol 2008, 49:1062–1068. fibrosis using transient elastography in patients with alcoholic liver
disease. J Hepatol 2008, 49:1062–1068. 48. Mortele KJ, Praet M, Van Vlierberghe H, Kunnen M, Ros PR: CT and MR
imaging findings in focal nodular hyperplasia of the liver: radiologic-
pathologic correlation. AJR Am J Roentgenol 2000, 175:687–692. 28. Wong VW, Vergniol J, Wong GL, Foucher J, Chan HL, Le Bail B, Choi PC,
Kowo M, Chan AW, Merrouche W, Sung JJ, De Ledinghen V: Diagnosis of
fibrosis and cirrhosis using liver stiffness measurement in nonalcoholic
fatty liver disease. Hepatology 2010, 51:454–462. 29. Castera L, Forns X, Alberti A: Non-invasive evaluation of liver fibrosis using
transient elastography. J Hepatol 2008, 48:835–847. 30. Friedrich-Rust M, Wunder K, Kriener S, Sotoudeh F, Richter S, Bojunga J,
Herrmann E, Poynard T, Dietrich CF, Vermehren J, Zeuzem S, Sarrazin C:
Liver fibrosis in viral hepatitis: noninvasive assessment with acoustic
radiation force impulse imaging versus transient elastography. Radiology
2009, 252:595–604. doi:10.1186/1471-2334-14-405
Cite this article as: Frulio et al.: Acoustic Radiation Force Impulse (ARFI)
and Transient Elastography (TE) for evaluation of liver fibrosis in HIV-
HCV co-infected patients. BMC Infectious Diseases 2014 14:405. Frulio et al. BMC Infectious Diseases 2014, 14:405
http://www.biomedcentral.com/1471-2334/14/405 47.
Nelson RC, Chezmar JL: Diagnostic approach to hepatic hemangiomas.
Radiology 1990, 176:11–13.
48.
Mortele KJ, Praet M, Van Vlierberghe H, Kunnen M, Ros PR: CT and MR
imaging findings in focal nodular hyperplasia of the liver: radiologic-
pathologic correlation. AJR Am J Roentgenol 2000, 175:687–692.
49.
Sporea I, Bota S, Peck-Radosavljevic M, Sirli R, Tanaka H, Iijima H, Badea R,
Lupsor M, Fierbinteanu-Braticevici C, Petrisor A, Saito H, Ebinuma H,
Friedrich-Rust M, Sarrazin C, Takahashi H, Ono N, Piscaglia F, Borghi A,
D'Onofrio M, Gallotti A, Ferlitsch A, Popescu A, Danila M: Acoustic Radiation
Force Impulse elastography for fibrosis evaluation in patients with
chronic hepatitis C: an international multicenter study. Eur J Radiol 2012,
81:4112–4118. J Acquir Immune Defic Syndr 2006, 41:175–179. Eur Radiol
1997, 7:249–258. 46. Marti-Bonmati L: MR imaging characteristics of hepatic tumors. Eur Radiol
1997, 7:249–258.
|
https://openalex.org/W4313188751
|
https://zenodo.org/records/7541912/files/Effectiveness%20of%20ecologically%20safe%20disinfectants%20against%20Pseudomonas%20aeruginosa%20and%20the%20poultry%20main%20bacteriosis%20pathogens.pdf
|
English
| null |
Effectiveness of ecologically safe disinfectants against Pseudomonas aeruginosa and the poultry main bacteriosis pathogens
|
ScienceRise. Biological science
| 2,022
|
cc-by
| 3,534
|
How to cite: How to cite:
Berezovskiy, A., Fotina, T., Vashchyk, Y., Berezhnyi, D., Morozenko, D. (2022). Effectiveness of ecologically safe disinfectants against Pseudomo-
nas aeruginosa and the poultry main bacteriosis pathogens. ScienceRise: Biological Science, 3 (32), 00-00. doi: http://doi.org/10.15587/2519-
8025.2022.266239 © The Author(s) 2022 © The Author(s) 2022
This is an open access article under the Creative Commons CC BY license hydrate © The Author(s) 2022
Thi i © The Author(s) 2022
This is an open access article under the Creative Commons CC BY license hydrate Andriy Berezovskiy, Tetiana Fotina, Yevheniia Vashchyk, Dmytro Berezhnyi, Dmytro
Morozenko Andriy Berezovskiy, Tetiana Fotina, Yevheniia Vashchyk, Dmytro Berezhnyi, Dmytro
Morozenko The aim: study of the effectiveness of environmentally safe disinfectants against P. aeruginosa and p
main bacteriosis of poultry at test facilities. Materials and methods. To study the antimicrobial action of the investigated disinfectants against a mixture of epizoot-
ic cultures of E. coli, P. aeruginosa, S. aureus, S. typhimurium, isolated from poultry, bacteriological studies were car-
ried out on test objects: galvanized iron, wooden bars (painted and unpainted), red brick, cutouts from plaster, size
10×10 cm. Results. The working solutions of the new disinfectant "Dezsan" were studied in comparison with the control agents:
"Virocid" and "Bi-dez" at a concentration of 0.01; 0.1; 0.25; 0.5; 1; 1.5 % in relation to suspension cultures of E. coli,
P. aeruginosa, S. aureus, S. typhimurium. In this case, it was established, that the "Dezsan" agent showed an
antimicrobial effect on rough test objects after exposure for 3 hours at a concentration of 0.1 %, and at a concentration
of 0.25 % - for 1 hour. On smooth surfaces, the agent neutralized bacterial cultures at a concentration of 0.1 % after
exposure for 1 hour. The preparation "Bi-dez" at a concentration of 0.25 % was effective on smooth surfaces after
exposure for 1 hour, on rough surfaces (brick, plaster) - at a concentration of 0.5 % after exposure for 3 hours or more. The working solution of 1 % concentration neutralized bacterial cultures on all types of surfaces after exposure for 1
hour or more. "Virocid" agent after exposure for 1 hour neutralized bacterial cultures on smooth surfaces in
concentrations of 0.25 % and higher; on rough surfaces, the growth of cultures was not detected when using a 0.5 %
solution. Conclusions. Environmentally safe disinfectants "Dezsan" and "Shumerske sryblo" compared to the control ones ("Bi
Dez" and "Virotsid") show an active antimicrobial effect at a concentration of 0.25 % and 3 %, respectively, against the
suspension of epizootic cultures of E. coli, P. aeruginosa, S. aureus and S. typhimurium on different types of production
surfaces, which justifies the feasibility of their use based on the principle of rotation of disinfectants for the prevention
of bacterial pseudomonosis of poultry ords: poultry, pseudomonosis, E. coli, P. aeruginosa, S. aureus, S. typhimurium, effectiveness, prevention №3(32)2022 №3(32)2022 Scientific Journal «ScienceRise: Biological Science» UDC 636.5:614.4
DOI: 10.15587/2519-8025.2022.266239 Veterinary research 2. Materials and methods of isolation of P. aeruginosa and E. coli was 3 times
higher than the cases of coccal microflora isolation and
3.15 times higher than the frequency of other causative
agents of poultry bacteriosis. To study the antimicrobial action of the investigated
disinfectants against a mixture of epizootic cultures of E. coli, P. aeruginosa, S. aureus, S. typhimurium, isolated from
pat material from poultry, bacteriological studies were car-
ried out on test objects in accordance with the methodologi-
cal recommendations "Use of the latest means and methods
of rehabilitation of poultry facilities and control of their ef-
fectiveness", 2007. The test objects were: galvanized iron,
wooden bars (painted and unpainted), red brick and plaster
cutouts, measuring 10×10 cm. Before applying the cultures,
the test objects were subjected to heat treatment for the pur-
pose of sanitation. The research was conducted in a bacteri-
ological box. Using a sterile pipette, a mixture of 1 billion
suspended microbial cells of bacterial cultures of E. coli, P. aeruginosa, S. aureus, S. typhimurium in an isotonic solu-
tion was applied to test objects in enameled cuvettes. An
hour later, using a sprayer, aerosols of disinfectant solutions
were sprayed at the rate of 10 cm3 per 10 cm2 for exposure
from 1 hour up to 1 day Working solutions of disinfectants
"Dezsan", "Virocid" and "Bi-dez" at a concentration of 0.01
were studied; 0.1; 0.25; 0.5; 1; 1.5 %. Control test objects
were irrigated with sterile distilled water. Our results and the data of other researchers re-
garding the isolation of bacterial flora from poultry farms
differed somewhat, which can be explained by climatic
features, different methods and focus of research. A
higher percentage of P. aeruginosa isolation confirms the
effectiveness of our proposed medium, which was used
to isolate the pathogen from pat material and facilities of
poultry farms. Thus, according to the results of studies by
Stegnii B.T., Gliebova K.V., Petrenchuk E.P. et al. [6],
the percentage of productive poultry, affected by salmo-
nella, is 7.7 % of the total number of poultry examined. The share of pathogenic E. coli cultures accounts for 14.7
% of the number of isolated pathogens. The frequency of
isolation of Enterobacter, Citrobacter, and Proteus cul-
tures is 3.9 %, 15.6 %, and 8.2 %, respectively. The per-
centage of poultry, infected with representatives of the
Staphylococcus, Pseudomonas, Neisseria and Ornitho-
bacterium families, is not significant [7]. 2. Materials and methods Disinfection measures, aimed at destroying path-
ogens in the environment and preventing their penetra-
tion into the bird's body, are an integral part of the effec-
tive fight against bacterial infections. Effectively carried
out disinfection measures in premises for growing poul-
try, hatcheries allow to prevent the spread of pathogens
and the occurrence of epizootic outbreaks. Long-term use
of disinfectants of the same chemical group causes the
development of microflora resistance to antimicrobial
and disinfectant drugs. There is a need to constantly
search for new effective antimicrobial substances. The
environmental aspect is extremely important when
choosing disinfectants. Effective, but aggressive sub-
stances (formalin, caustic soda, chlorine-containing dis-
infectants, etc.) are recognized by the world as ecologi-
cally dangerous, have an irritating and carcinogenic ef-
fect, so they are abandoned in many countries [8, 9]. The composition of the "Bi-dez" product: 100 cm3
of the drug contains active substances (g): polyhexa-
methyleneguanidine hydrochloride – 6.5; dodecyldipro-
pylene triamine – 6.5. Excipients: glutamic acid, co-
coamidopropyl betaine, demineralized water (NVF
BROVAFARMA LLC, Ukraine). The composition of "Dezsan": 100 cm3 of the drug
contains active substances: alkyldimethylbenzylammonium
chloride – 4.8 %, octyldecyldimethylammonium chloride –
3.6 %, dioctyldimethylammonium chloride – 1.44 %,
didecyldimethylammonium chloride – 2.16 %, glutaralde-
hyde – 10 % (Brovafarma Ltd., Ukraine). "Virocid" contains a composition of two quater-
nary
ammonium
compounds:
alkyldimethylben-
zylammonium chloride – 17.06 %, didecyldime-
thylammonium chloride – 7.8 %), glutaraldehyde –
10.7 %, isopropanol – 14.6 %, turpentine derivative –
2.0 % ("CID LINES NV/SA", Belgium). Epizootic well-being in the economy directly de-
pends on timely and regular disinfection with effective
disinfectants. The competitiveness of modern poultry en-
terprises is determined by many factors, including the
quality of disinfection measures. The main purpose of
disinfection is not only to improve the health of the live-
stock industry, but also to prevent infectious diseases in
healthy farms. Therefore, preventive disinfection is gain-
ing more and more popularity as a combination of disin-
fection measures, carried out in the absence of infectious
diseases, its purpose is to prevent the occurrence and
spread of infections [10–12]. 1. Introduction conditions of intensification of production, the effect of
factors, contributing to the disruption of normal micro-
flora in farm poultry, is noted. Non-observance of veteri-
nary and sanitary norms and zoohygiene requirements
causes a violation of the balance between normal and
conditionally pathogenic microflora of the gastrointesti-
nal tract, which, against the background of constant
stress and a decrease in the natural resistance of the body
of birds, leads to an increase in the pathogenic and viru-
lent properties of microorganisms and causes the devel-
opment of an infectious disease [5]. Poultry farming, as a branch of animal husbandry,
is progressive and constantly improving. This especially
applies to the prevention of bacterial diseases [1, 2]. It
differs from other branches of animal husbandry in its
high reproduction rate and prematurity, which makes it
the main source of providing the population with proteins
of animal origin [3]. The use of modern technologies allows in broiler
production to reduce the period of poultry fattening to
35 days, to ensure an average daily gain of more than
50 grams for feed conversion of 1.75 kg, and to obtain
more than 230 kg of broiler meat in slaughter weight per
laying hen of the parent flock; in egg production, more
than 340 eggs can be obtained for an average annual lay-
ing hen with feed conversion of 1.17 kg [4]. However, in The aim of the research study of the effective-
ness of environmentally safe modern disinfectants
against P. aeruginosa and pathogens of the main bacteri-
osis of poultry at test facilities. Veterinary research Veterinary research 9 Scientific Journal «ScienceRise: Biological Science» №3(32)2022 2. Materials and methods To determine the quality of disinfection with ster-
ile cotton swabs that were previously immersed in tubes
with MPB, washings were taken from the surfaces of the
test objects and again placed in tubes with MPB, which
were incubated in a thermostat at a temperature of
+ 38 oC, followed by recording the growth of the culture
after 12, 24 and 48 hours. The presence of the develop-
ment of signs of culture growth (turbidity, change in the
color of MPB, the formation of a film on the surface and
sediment at the bottom of the test tube) indicated the ab-
sence of antimicrobial action of the studied disinfectant. The working solutions of the new disinfectant
"Dezsan" were studied in comparison with the control
agents: "Virocid" and "Bi-dez" at a concentration of 0.01;
0.1; 0.25; 0.5; 1; 1.5 % in relation to suspension cultures
of E. coli, P. aeruginosa, S. aureus, S. typhimurium. In
this case, it was established, that the "Dezsan" agent
showed an antimicrobial effect on rough test objects after
exposure for 3 hours at a concentration of 0.1 %, and at a
concentration of 0.25 % – after 1 hour. On smooth sur-
faces, the agent neutralized bacterial cultures at a concen-
tration of 0.1 % after exposure for 1 hour. The results of
the study are presented in Table 1. 3. Research results typhimurium
on various test objects
Test
objects
Exposure,
hours
Growth of bacterial cultures on test objects / concentration of disinfection solution, %
"Dezsan"
"Bides"
"Virocide"
0.01 0.1 0.25 0.5 1
1.5 0.01 0.1 0.25 0.5
1
1.5 0.01 0.1 0.25 0.5
1
1.5
Galvanized
iron
1
+
–
–
–
–
–
+
+
–
–
–
–
+
+
–
–
–
–
3
+
–
–
–
–
–
+
–
–
–
–
–
+
–
–
–
–
–
24
+
–
–
–
–
–
+
–
–
–
–
–
+
–
–
–
–
–
Painted
wood
1
+
–
–
–
–
–
+
+
–
–
–
–
+
+
–
–
–
–
3
+
–
–
–
–
–
+
–
–
–
–
–
+
–
–
–
–
–
24
+
–
–
–
–
–
+
–
–
–
–
–
+
–
–
–
–
–
Unpainted
wood
1
+
–
–
–
–
–
+
+
+
–
–
–
+
+
–
–
–
–
3
+
–
–
–
–
–
+
+
–
–
–
–
+
+
–
–
–
–
24
+
–
–
–
–
–
+
–
–
–
–
–
+
–
–
–
–
–
Brick
1
+
+
–
–
–
–
+
+
+
+
–
–
+
+
+
–
–
–
3
+
–
–
–
–
–
+
+
+
–
–
–
+
+
+
–
–
–
24
+
–
–
–
–
–
+
+
–
–
–
–
+
–
–
–
–
–
Plaster
1
+
+
–
–
–
–
+
+
+
+
–
–
+
+
+
–
–
–
3
+
–
–
–
–
–
+
+
+
–
–
–
+
+
+
–
–
–
24
+
–
–
–
–
–
+
+
–
–
–
–
+
–
–
–
–
–
Note: "+" – presence of growth, "–" – absence of growth The preparation "Bi-dez" at a concentration of
0.25 % was effective on smooth surfaces after exposure
for 1 hour, on rough surfaces (brick, plaster) – at a con-
centration of 0.5 % after exposure for 3 hours or more. 3. Research results According to the results of our monitoring bacte-
riological studies of pathological material and washings
from the production surfaces of poultry premises, on av-
erage, in all farms of different technological direction,
escherichia prevailed – 37.58 % and Pseudomonas aeru-
ginosa – 22.98 %, coccus microflora was detected in
20.23 % of cases. The number of Proteus, Campylobac-
ter, Enterobacter, Citrobacter, Klebsiella, Yersinia, and
Clostridium cultures was 19.21 %. Thus, the frequency 10 10 Scientific Journal «ScienceRise: Biological Science» №3(32)2022 Table 1
Antimicrobial effect of modern disinfectants on suspended cultures of E. coli, P. aeruginosa, S. aureus, S. 3. Research results A
working solution of 1 % concentration neutralized bacte-
rial cultures on all types of surfaces after exposure for 1
hour or more. The "Virocid" agent after exposure for 1
hour neutralized bacterial cultures on smooth surfaces in
concentrations of 0.25 % and higher; on rough surfaces
the growth of cultures was not detected when using a
0.5 % solution. painted and unpainted wood, brick and plaster. There-
fore, the effectiveness of the tested disinfectants on other
materials cannot be guaranteed. Prospects for further research. A promising di-
rection of research is the study of other concentrations of
disinfectants for further use in poultry farming for dis-
ease prevention. Financing Financing The study was performed without financial support. 4. Conclusions Environmentally safe disinfectants "Dezsan" and
"Shumerske sryblo" compared to the control ones ("Bi
Dez" and "Virotsid") show an active antimicrobial effect
at a concentration of 0.25 % and 3 %, respectively,
against the suspension of epizootic cultures of E. coli, P. aeruginosa, S. aureus and S. typhimurium on different
types of production surfaces, which justifies the feasibil-
ity of their use based on the principle of rotation of disin-
fectants for the prevention of bacterial pseudomonosis of
poultry. Thus, the studied disinfectant "Dezsan" and the
control "Bi-dez" and "Virocid" on all types of surfaces in
3 hours of exposure showed an antimicrobial effect
against the suspension of epizootic cultures of E. coli, P. aeruginosa, S. aureus and S. typhimurium, isolated from
the pat material from the bird, in a concentration of 0.1
%, 0.5 % and 0.5 %, and after exposure for 1 hour – in
0.25 %, 1 % and 0.5 %, respectively. In comparison with modern studies of other au-
thors, it should be noted, that standard disinfection
schemes in poultry farming do not give results in
terms of complete destruction of pathogens. This is
caused by various factors, among which the leading
role belongs to antibiotic resistance, in particular,
Salmonella [13]. Peracetic acid, hydrogen peroxide,
and formaldehyde proved to be the best disinfectants
for poultry rooms, but their effectiveness was not ideal
[14]. According to foreign authors, the selection and
testing of disinfection is an important problem [15],
which determines the relevance and necessity of con-
ducting our research. Conflict of interests The authors declare that they have no conflict of
interest in relation to this study, including financial, per-
sonal, authorship, or any other, that could affect the study
and its results, presented in this article. Veterinary research Acknowledgments The authors express their gratitude to the limited
liability company "Brovafarma" (Ukraine) for their sup-
port in conducting this research and providing disinfect-
ants for testing. Research limitations. The research was conduct-
ed exclusively on such test objects as galvanized iron, Veterinary research 11 Scientific Journal «ScienceRise: Biological Science» №3(32)2022 №3(32)2022 References References
1. Jeni, R. E., Dittoe, D. K., Olson, E. G., Lourenco, J., Corcionivoschi, N., Ricke, S. C.et al. (2021). Probiotics and potential appli-
cations for alternative poultry production systems. Poultry Science, 100 (7), 101156. doi: https://doi.org/10.1016/j.psj.2021.101156 References 1. Jeni, R. E., Dittoe, D. K., Olson, E. G., Lourenco, J., Corcionivoschi, N., Ricke, S. C.et al. (2021). Probiotics and potential appli-
cations for alternative poultry production systems. Poultry Science, 100 (7), 101156. doi: https://doi.org/10.1016/j.psj.2021.101156 2. Redweik, G. A. J., Jochum, J., Mellata, M. (2020). Live Bacterial Prophylactics in Modern Poultry. Frontiers in Veterinary
Science, 7. doi: https://doi.org/10.3389/fvets.2020.592312 3. Chen, S., Yong, Y., Ju, X. (2021). Effect of heat stress on growth and production performance of livestock and poultry:
Mechanism to prevention. Journal of Thermal Biology, 99, 103019. doi: https://doi.org/10.1016/j.jtherbio.2021.103019 p
gy,
,
p
g
j j
vkun, G.F. (2004). Rol mikroflory pri zabolevanii organov pishchevareniia u tcypliat. Veterinariia, 4, 14-16. 4. Bovkun, G.F. (2004). Rol mikroflory pri zabolevanii organov pishchevareniia u tcypliat. Veterinariia, 4, 14-1
5. Al-Khalaifah, H. S. (2018). Benefits of probiotics and/or prebiotics for antibiotic-reduced poultry. Poultr
1), 3807–3815. https://doi.org/10.3382/ps/pey160 5. Al-Khalaifah, H. S. (2018). Benefits of probiotics and/or prebiotics for antibiotic-reduced poultry. Poultry Science, 97
(11), 3807–3815. https://doi.org/10.3382/ps/pey160 p
g
p p y
B. T., Hliebova, K. V., Petrenchuk, E. P., Bobrovytska, I. A., Maiboroda, O. V. (2014). Epizootolohichnyi monito-
h khvorob ptytsi v Ukraini. Veterynarna medytsyna, 98, 99–102. y
y
p y
y
y y
7. Stehnii, B. T., Hliebova, K. V., Petrenchuk, E. P., Zaremba, I. A., Maiboroda, O. V. (2013). Analiz epizootychnoho moni-
torynhu bakterialnykh zakhvoriuvan silskohospodarskoi, dykoi ta dekoratyvnoi ptytsi na terytorii Skhodu Ukrainy Veterynanrna
medytsyna, 97, 232–233. N. O. (2016). Suchasnі dezіnfektanti: pliusi ta mіnusi. Suchasne ptakhіvnitctvo, 4 (161), 19–22. 8. Prokudіna, N. O. (2016). Suchasnі dezіnfektanti: pliusi ta mіnusi. Suchasne ptakhіvnitctvo, 4 (161), 19–22. 9. Zon, G. A., Vashchik, E. V., Moroz, O. S. (2010). Rezultati poshuku suchasnikh dezіnfektcіinikh rechovin, aktivnikh do
zbudnika psevdomonozu ptitcі. Aktualnye problemy sovremennogo ptitcevodstva. Alushta, 89–95. ,
(
)
p
p
,
(
),
9. Zon, G. A., Vashchik, E. V., Moroz, O. S. (2010). Rezultati poshuku suchasnikh dezіnfektcіinikh rechovin, aktivnikh do
zbudnika psevdomonozu ptitcі. Aktualnye problemy sovremennogo ptitcevodstva. Alushta, 89–95. 10. Mandyhra, Yu. M. (2017). Sanitarna otsinka zastosuvannia u tvarynnytstvi dezinfikuiuchykh zasobiv na os
metylenhuanidynu. Kharkiv. y
y
11. Prokudina, N. O. (2016). Suchasni dezinfektanty: pliusy ta minusy. Suchasne ptakhivnytstvo, 4 (161), 19–22. 11. Prokudina, N. O. (2016). Suchasni dezinfektanty: pliusy ta minusy. Suchasne ptakhivnytstvo, 4 (161), 19–22. ,
(
)
y p
y
y
p
y
,
(
),
12. Mandyhra, M. S., Lysytsia, A. V., Zhyhaliuk, S. V., Dmytriiev, I. References M., Velychko, Yu. M., Andrushchuk, I. L. et al. (2012). Analiz zasobiv dlia veterynarnoi dezinfektsii. Veterynarna medytsyna, 96, 163–165. 12. Mandyhra, M. S., Lysytsia, A. V., Zhyhaliuk, S. V., Dmytriiev, I. M., Velychko, Yu. M., Andrushchuk, I. L. et al. (2012). Analiz zasobiv dlia veterynarnoi dezinfektsii. Veterynarna medytsyna, 96, 163–165. 13. Newton, K., Gosling, B., Rabie, A., Davies, R. (2020). Field investigations of multidrug-resistant Salmonella Infantis epidemic yhra, M. S., Lysytsia, A. V., Zhyhaliuk, S. V., Dmytriiev, I. M., Velychko, Yu. M., Andrushchuk, I. L. et al. (2012). a veterynarnoi dezinfektsii. Veterynarna medytsyna, 96, 163–165. 13. Newton, K., Gosling, B., Rabie, A., Davies, R. (2020). Field investigations of multidrug-resistant Salmonella Infantis epidemic
strain incursions into broiler flocks in England and Wales. Avian Pathology, 49 (6), 631–641. doi: https://doi.org/10.1080/
03079457.2020.1809634 13. Newton, K., Gosling, B., Rabie, A., Davies, R. (2020). Field investigations of multidrug-resistant Salmonella Infantis epidemic
strain incursions into broiler flocks in England and Wales. Avian Pathology, 49 (6), 631–641. doi: https://doi.org/10.1080/
03079457.2020.1809634 14. Maertens, H., De Reu, K., Van Weyenberg, S., Van Coillie, E., Meyer, E., Van Meirhaeghe, H. et al. (2018). Evaluation
of the hygienogram scores and related data obtained after cleaning and disinfection of poultry houses in Flanders during the period
2007 to 2014. Poultry Science, 97 (2), 620–627. https://doi.org/10.3382/ps/pex327 15. Wales, A. D., Gosling, R. J., Bare, H. L., Davies, R. H. (2021). Disinfectant testing for veterinary and agricultural appli-
cations: A review. Zoonoses and Public Health, 68 (5), 361–375. Portico. https://doi.org/10.1111/zph.12830 Received date 04.08.2022
Accepted date 22.09.2022
Published date 30.09.2022 Andriy Berezovskiy, Doctor of Veterinary Sciences, Professor, Department of Veterinary Expertise,
Microbiology, Zoohygiene and Safety and Quality of Livestock Products, Sumy National Agrarian University,
Gerasima Kodratieva str., 160, Sumy, Ukraine, 40000 Tetiana Fotina, Doctor of Veterinary Sciences, Professor, Head of Department, Department of Veterinary
Expertise, Microbiology, Zoohygiene and Safety and Quality of Livestock Products, Sumy National Agrarian
University, Gerasima Kodratieva str., 160, Sumy, Ukraine, 40000 Yevheniia Vashchyk*, Doctor of Veterinary Sciences, Associate Professor, Department of Veterinary Medicine
and Pharmacy, National University of Pharmacy
Pushkinska str., 53, Kharkiv, Ukraine, 61002 Dmytro Berezhnyi, PhD, Associate Professor, Department of Veterinary Medicine and Pharmacy, National
University of Pharmacy, Pushkinska str., 53, Kharkiv, Ukraine, 61002 Dmytro Morozenko, Doctor of Veterinary Sciences, Senior Researcher, Head of Department, Department of
Veterinary Medicine and Pharmacy, National University of Pharmacy, Pushkinska str., 53, Kharkiv, Ukraine,
61002 *Corresponding author: Yevheniia Vashchyk, e-mail: yevgeniavashik@gmail.com 12 12
|
https://openalex.org/W2740437078
|
https://www.scielo.br/j/cadsc/a/sRQkf7ZByGBnDwvg9xVrsLz/?lang=pt&format=pdf
|
Portuguese
| null |
Prevalência de doenças musculoesqueléticas autorreferidas segundo variáveis demográficas e de saúde: estudo transversal de idosos de Goiânia/GO
|
Cadernos Saúde Coletiva
| 2,017
|
cc-by
| 4,871
|
DOI: 10.1590/1414-462X201700010274 DOI: 10.1590/1414-462X201700010274 Artigo Original Resumo Objetivo: Estimar a prevalência de doenças musculoesqueléticas autorreferidas por idosos segundo variáveis demográficas,
dor, autoavaliação de saúde e quedas. Métodos: Estudo transversal, de base populacional, com amostra probabilística de
934 idosos residentes em Goiânia, em Goiás. Aplicou-se um questionário padronizado e semiestruturado. Considerou-se doença
musculoesquelética autorreferida pelo idoso como variável desfecho, enquanto as variáveis de exposição foram demográficas,
autoavaliação de saúde, quedas, dor e atividade física. Para análise, foram utilizados os testes qui-quadrado ou Fisher e regressão
de Poisson (valor de p<0,05). Resultados: Dos 934 idosos, 62,2% eram mulheres, com média de 71,4 anos (±8,3). A prevalência
de doenças musculoesqueléticas foi de 39,1% (IC95% 35,9-42,3), sendo as mais frequentes: osteoporose (24,6%), artrose (2,9%),
reumatismo (1,2%) e artrite (0,6%). A prevalência foi superior nas mulheres (44,7%; p=0,000); faixa etária ≥80 anos (44,7%;
p=0,002); autoavaliação de saúde ruim (55,9%; p=0,000); relato de dor (43,4%; p=0,001). Não houve associação entre doenças
musculoesqueléticas e quedas (p=0,671) e sedentarismo (p=0,167). Conclusão: Observaram-se elevada prevalência de doenças
musculoesqueléticas nos idosos de elevada faixa etária e associação com autoavaliação de saúde ruim e relato de dor, o que
sugere intervenções no controle das condições de saúde gerais. P l
h
d
l
lé i
id
d
i vras-chave: doenças musculoesqueléticas; idoso; estudos transversais. Prevalence of self-reported musculoskeletal diseases by
demographic and health variables: cross-sectional study of
elderly of Goiânia/GO Prevalence of self-reported musculoskeletal diseases by
demographic and health variables: cross-sectional study of
elderly of Goiânia/GO Anna Cássia Fernandes Melo1, Adélia Yaeko Kyosen Nakatani2,
Lilian Varanda Pereira3, Ruth Losada de Menezes4, Valéria Pagotto5 ▄
▄METODOLOGIA Trata-se de um estudo de delineamento transversal, de base
populacional, inserido na pesquisa matriz “Situação de saúde
da população idosa do município de Goiânia-GO”, vinculado
à Rede de Vigilância à Saúde do Idoso no Estado de Goiás
(REVISI). Os detalhes metodológicos e de cálculo amostral já
foram descritos em publicações prévias17,18. Essas enfermidades, conhecidas como doenças
musculoesqueléticas (DME), são a principal causa de incapacidade
relacionada à diminuição da mobilidade, principalmente,
na faixa etária 65 anos ou mais. Elas podem comprometer a
realização de atividades da vida diária (AVD)3, bem como,
eventualmente, ocasionar dependência e institucionalização,
influenciar na autopercepção de saúde e qualidade de vida4-6,
e implicar em aumento de custos para os serviços7,8. Entre
as DME, a osteoporose é a mais prevalente mundialmente7,9,
apresentando como principais complicações fragilidade óssea,
fratura e incapacidade10. Resumidamente, a amostra foi calculada considerando-se os
seguintes parâmetros: população de idosos de Goiânia (7% do
total da população, que era de 1.249.645, tendo como ano‑base
2007); frequência esperada de 30% para todos os eventos do
inquérito; nível de confiança de 95%; nível de significância
de 5%; frequência esperada de 30%; precisão absoluta de 5%;
efeito de delineamento de 1,8. Com isso, obteve-se um valor
amostral de 823 idosos. A esse cálculo foram acrescidos 11%
para possíveis perdas, resultando em 934 idosos, conferindo
poder amostral suficiente para as análises do presente estudo. Poucos estudos analisaram a prevalência de DME no Brasil. Estudo de revisão sistemática mostrou que as DME mais
prevalentes foram artrite ou reumatismo (24,2-37,5%), osteoartrose
(16,6‑39,6%), tendinite (9,2%), bursite (3,8%), e outras (10,7%)11. Os fatores que se associam à ocorrência de DME podem ser
de caráter intrínseco, como sexo feminino, idade avançada,
origem asiática, cor branca, deficiência hormonal, presença
de comorbidades, fatores genéticos, fragilidade ou histórico
de fratura prévia3, fraqueza de membros inferiores, déficit de
equilíbrio, diminuição da força de preensão e polifarmácia12, e
extrínsecos, que são relacionados ao estilo de vida, como baixo
peso corpóreo, sedentarismo, tempo de exposição ao tabaco, uso
abusivo de álcool e deficiência de vitamina D3,12. A dor também
está associada às DME, constituindo-se a principal queixa das
pessoas com DME crônicas, promovendo impacto na qualidade
de vida, independência e participação social do idoso11. i
Para seleção dos idosos, foi realizada amostragem por
conglomerados. A área geográfica do estudo foi definida a
partir dos Setores Censitários (SC) estabelecidos pelo Instituto
Brasileiro de Geografia e Estatística (IBGE). Abstract Objective: Estimate the prevalence of self-reported musculoskeletal disorders in elderlies according to demographic variables, pain,
self-assessment of health and falls. Methods: Cross-sectional and population-based study with a probabilistic sample of 934 seniors
living in Goiania, GO. It was applied a standardized and semi-structured questionnaire. The outcome variable was self-reported
musculoskeletal disorders by elderly and exposure were demographic, self-assessment health, falls, pain and physical activity. 1Hospital Araújo Jorge, Associação de Combate ao Câncer em Goiás (ACCG) - Goiânia (GO), Brasil. 2Pontifícia Universidade Católica de Goiás (PUC Goiás) - Goiânia (GO), Brasil. 3Universidade Federal de Goiás (UFG) - Goiânia (GO), Brasil. 4Universidade de Brasília (UnB) - Brasília (DF), Brasil. 5Faculdade de Enfermagem, Universidade Federal de Goiás (UFG) - Goiânia (GO), Brasil. Trabalho realizado em setores censitários urbanos do município de Goiânia - Goiânia (GO), Brasil. Endereço para correspondência: Anna Cássia Fernandes Melo – Hospital Araújo Jorge, Associação de Combate ao Câncer em Goiás (ACCG), Rua 227, Qd-68,
s/n, Setor Leste Universitário – CEP: 74605-080 – Goiânia (GO), Brasil – Email: anna_melo_15@hotmail.com
Fonte de financiamento: Fundação de Amparo à Pesquisa no Estado de Goiás – FAPEG e auxilio logístico da Secretaria Municipal de Saúde de Goiânia. Conflito de interesses: nada a declarar. p
j
g
ç
(
)
2Pontifícia Universidade Católica de Goiás (PUC Goiás) - Goiânia (GO), Brasil. 3Universidade Federal de Goiás (UFG) - Goiânia (GO), Brasil. 4Universidade de Brasília (UnB) - Brasília (DF), Brasil. 5Faculdade de Enfermagem, Universidade Federal de Goiás (UFG) - Goiânia (GO), Brasil. Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143 138 Doenças musculoesqueléticas, dor e autoavaliação de saúde em idosos For analysis, we used the Chi-square test or Fisher and Poisson regression (value of p<0.05). Results: We evaluated 934 elderly,
62.2% were women, average of 71.4 years (±8.3). The prevalence of musculoskeletal disorders was 39.1% (95% CI -42.3 35.9),
being the most frequent: osteoporosis (24.6%), arthritis (2.9%), rheumatism (1.2%) and arthritis (0.6%). The prevalence was
higher in women (44.7%; p=0.000); age ≥ 80 years (44.7%; p=0.002); self-assessment of bad health (55.9%; p=0.000); report of
pain (43.4%; p=0.001). There was no association between musculoskeletal disorders and falls (p=0.671) and sedentary (p=0.167). Conclusion: We observed a high prevalence of musculoskeletal disorders in the elderly with high age group which suggests
interventions in the control of the general health conditions and pain. Keywords: musculoskeletal diseases; aged; cross-sectional studies. ▄
▄INTRODUÇÃO as consequências das DME para a saúde do idoso, o objetivo
deste estudo foi estimar a prevalência de DME autorreferidas
por idosos segundo variáveis demográficas, dor, autoavaliação
de saúde e quedas. O envelhecimento humano contribui para a ocorrência de
diminuição de massa óssea, dano às estruturas cartilaginosas,
redução da elasticidade dos ligamentos, perda de força muscular
e infiltração gordurosa nos tecidos, diminuindo a capacidade
destes em manter suas funções normais e podendo levar a
doenças como osteoporose, sarcopenia, fratura por trauma
leve, osteoartrite e artrite inflamatória1-3. ▄
▄METODOLOGIA Para a delimitação
dos SC, utilizou-se o mapa urbano básico digital de Goiânia,
fornecido pela COMDATA (instituição municipal responsável
pela construção da malha digital da cidade). Identificaram‑se
1.068 SC no município, dos quais 912 eram estritamente
urbanos. A média de indivíduos por setor era de 980 pessoas. Considerando 7% de idosos na população de Goiânia, estimaram‑se
16,3 idosos por SC. Dividindo-se o total da amostra (n=934)
pelo número de idosos estimados por SC (17,0), calculou-se que
seriam necessários 55 SC para a coleta dos dados. Sorteou-se
um setor a mais (56) por meio de tabela de números aleatórios
criada em sistema eletrônico de randomização. Nesses setores,
foram sorteados o quarteirão e a esquina para o início da coleta. A partir da esquina sorteada, a primeira residência foi visitada. Caso não houvesse idoso, a entrevistadora deslocava-se para o
próximo domicílio até identificá-lo. Na ocorrência de mais de
um idoso residindo no domicílio, todos foram entrevistados. i
Para seleção dos idosos, foi realizada amostragem por
conglomerados. A área geográfica do estudo foi definida a
partir dos Setores Censitários (SC) estabelecidos pelo Instituto
Brasileiro de Geografia e Estatística (IBGE). Para a delimitação
dos SC, utilizou-se o mapa urbano básico digital de Goiânia,
fornecido pela COMDATA (instituição municipal responsável
pela construção da malha digital da cidade). Identificaram‑se
1.068 SC no município, dos quais 912 eram estritamente
urbanos. A média de indivíduos por setor era de 980 pessoas. Considerando o aumento da expectativa de vida na atualidade
e nos próximos anos no Brasil, as DME têm tendência crescente,
pois os idosos constituem o grupo com maior prevalência dessas
doenças13,14, o que pode levar ao aumento da morbimortalidade,
restrição de mobilidade, incapacidade funcional, isolamento
social e aumento do risco de quedas15,16. Considerando que
poucos estudos analisaram essa temática no Brasil, e dadas Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143 139 Anna Cássia Fernandes Melo, Adélia Yaeko Kyosen Nakatani, Lilian Varanda Pereira, Ruth Losada de Menezes, Valéria Pagotto Quando o número de domicílios residenciais do setor não era
suficiente para completar a amostra, outro SC já estava sorteado;
então o entrevistador prosseguia até aproximar ou completar
o total estimado de idosos. Foram incluídos: indivíduos que
possuíam idade igual ou superior a 60 anos, que residiam na
área urbana de Goiânia e que eram moradores da residência
da entrevista. Foram excluídos os idosos que não responderam
à pergunta sobre DME. ▄
▄RESULTADOS Foram entrevistados 934 idosos, sendo 62,2% (n=581) do
sexo feminino, 48,1% na faixa etária de 60-69 anos, com idade
média de 71,4 anos (±8,3), 57,9% com renda inferior a um
salário mínimo, 48,2% com nível de escolaridade na fase do
ensino primário, e 49,1% casados. Os dados foram coletados entre os meses de dezembro de
2009 e abril de 2010 por entrevistadores previamente treinados
para a aplicação do questionário, após a aplicação do teste‑piloto
que foi realizado nos meses de outubro e novembro de 2009
com população de 50 idosos de um SC não sorteado para a
coleta dos dados. A prevalência de DME foi de 39,1% (IC95% 35,9-42,3)
(Figura 1). As principais doenças autorreferidas foram:
osteoporose (24,6%), artrose (2,9%), reumatismo (1,2%) e artrite
(0,6%). Do total, 9,8% das pessoas não souberam relatar o tipo
de DME que referiram ter (Tabela 1). Os instrumentos foram preenchidos e entregues em uma
secretaria central para conferência e identificação de possível
inconsistência dos dados. Quando alguma incongruência de
dados era identificada, o entrevistador retornava ao domicílio
e corrigia os registros antes de seu envio ao banco de dados
eletrônico. O controle de qualidade dos dados foi realizado por
pesquisadores e técnicos treinados que supervisionaram todos
os questionários aplicados logo após a entrevista e antes de sua
inserção no banco de dados. Já o fomento de dados no sistema
foi feito por pares. Após o término do processo de digitação dos
dados, o banco foi integralmente conferido para reavaliação de
possíveis incongruências que poderiam ter persistido. Observou-se maior prevalência de DME entre as mulheres
(49,6%). A probabilidade de apresentar DME foi 2,3 vezes
maior entre as mulheres do que nos homens (RP=2,3; IC95%
1,8-2,8). Em relação à faixa etária, a prevalência foi superior
nos idosos acima de 70 anos (superior a 40%), e as medidas
de efeito demonstraram que a prevalência de DME nas faixas
etárias mais altas pode ser 13% maior em relação à faixa etária
mais jovem (RP=1,3; IC95% 1,1-1,7) (Tabela 2). Analisando a prevalência conforme as variáveis de exposição
(Tabela 3), observa-se que a prevalência de DME foi superior
em idosos que autoavaliaram sua saúde como ruim (55,9%), A variável desfecho deste estudo foi DME autorreferida,
avaliada por meio da seguinte pergunta: “Quais doenças o médico
já disse que o(a) Sr.(a) têm?”. ▄
▄METODOLOGIA conforme as normas nacionais em ética em pesquisa vigente
sobre pesquisas envolvendo seres humanos. Os participantes
consentiram em participar mediante assinatura do Termo de
Consentimento Livre e Esclarecido (TCLE). ▄
▄RESULTADOS Prevalência de doenças musculoesqueléticas (DME) e razão de prevalência (RP) conforme sexo e faixa etária em idosos no município
de Goiânia, Goiás, em 2010 (n=934)
Variáveis
N (%)
Prevalência de DME (%)
RP (IC%)
p*
Sexo
0,000
Feminino
581(62,2)
49,7
2,3 (1,8-2,8)
Masculino
353(37,8)
21,6
1,0
Faixa etária (1)
0,002
60-69 anos
451(48,3)
33,2
1,0
70-79 anos
310(33,2)
44,5
1,3 (1,1-1,6)
≥80 anos
173(18,5)
44,8
1,3 (1,1-1,7)
*Qui-quadrado musculoesqueléticas (DME) e razão de prevalência (RP) conforme sexo e faixa etária em idosos no município
34) s musculoesqueléticas (DME) e razão de prevalência (RP) conforme condições de saúde em idosos no
2010 (
934) Tabela 3. Prevalência de doenças musculoesqueléticas (DME) e razão de prevalência (RP) conforme condições de saúde em idosos no
município de Goiânia, Goiás, em 2010 (n=934)
Variáveis
N (%)
Prevalência de DME (%)
RP (IC%)
p*
Autoavaliação de saúde
0,000
Muito bom/bom
396(44,5)
30,8
1,00
Regular
391(44)
44,0
1,4 (1,2-1,7)
Ruim/muito ruim
102(11,5)
55,9
1,8 (1,4-2,3)
Quedas no último ano
0,671
Sim
318(34,8)
39,3
1,0 (0,9-1,2)
Não
595(65,2)
37,9
1,0
Dor
0,001
Sim
543(59,4)
43,4
1,3 (1,1-1,6)
Não
371(40,6)
32,6
1,0
Atividade física
0,167
Sim
287(31,2)
35,5
1,0
Não
632(68,8)
40,4
1,1 (0,9-1,4)
*Qui-quadrado Um estudo feito em São Paulo22 evidenciou prevalência de
21,3% de osteoporose em mulheres menopausadas com idade
superior a 50 anos. Recentemente, uma pesquisa23 em São Paulo
com idosos com idade de 80 anos ou mais mostrou prevalência
de artrite/artrose de 26 e 33%, alguma doença na coluna com
12 e 19%, e osteopenia/osteoporose de 71 e 49% em homens e
mulheres, respectivamente. que referiram dor (43,4%), quedas (39,3%) e naqueles que não
praticavam atividade física (40,4%). Foram associadas às DME:
autoavaliação do estado de saúde regular (RP=1,4; IC95%
1,2‑1,7) e ruim/muito ruim (RP=1,8; IC95% 1,4-2,3), além de
relato de dor (RP=1,3; IC95% 1,1-1,6). que referiram dor (43,4%), quedas (39,3%) e naqueles que não
praticavam atividade física (40,4%). Foram associadas às DME:
autoavaliação do estado de saúde regular (RP=1,4; IC95%
1,2‑1,7) e ruim/muito ruim (RP=1,8; IC95% 1,4-2,3), além de
relato de dor (RP=1,3; IC95% 1,1-1,6). ▄
▄RESULTADOS Todas as respostas referentes às DME
foram agrupadas de acordo com a Classificação Internacional
de Doenças (CID) em uma única variável dependente: DME.i Figura 1. Prevalência de doenças musculoesqueléticas conforme sexo
em idosos do município de Goiânia, Goiás, em 2010 (n=934) As variáveis de exposição foram demográficas: (sexo e faixa
etária), quedas, dor autorreferida e autoavaliação do estado
de saúde. A ocorrência de quedas foi avaliada por meio da
pergunta: “O(a) Sr.(a) caiu no último ano?”. Para autoavaliar sua
saúde, os idosos responderam à seguinte questão: “O que o(a)
Sr.(a) acha do seu estado de saúde no último mês?”. As opções
de resposta foram categorizadas em: bom/muito bom; regular;
ruim/muito ruim. A dor existente há seis meses ou mais foi
avaliada pelo autorrelato. Os dados foram digitados no programa Excel for Windows
2003-2007 e analisados no software Stata, versão 11.0. As variáveis
foram primeiramente analisadas de forma descritiva por meio
de frequência absoluta, relativa, média e desvio-padrão. Para
a análise de associação entre as variáveis independentes e o
desfecho, foi utilizado o teste qui quadrado ou Fisher, adotando‑se
nível de significância de 5%. A magnitude da associação foi
estimada pela razão de prevalência (RP), considerando-se nível
de significância de 5% (p<0,05). Figura 1. Prevalência de doenças musculoesqueléticas conforme sexo
em idosos do município de Goiânia, Goiás, em 2010 (n=934) Tabela 1. Prevalência de doenças musculoesqueléticas (DME)
autorreferidas por idosos do município de Goiânia, Goiás, em 2010
(n=934) (
)
DME
n (%)
IC95%
Osteoporose
229 (24,6)
21,8-27,5
Artrose
25 (2,7)
1,7-3,9
Reumatismo
11(1,2)
0,5-2,1
Artrite
6 (0,6)
0,2-1,4
Outros
94 (9,8)
8,2-12,2 A pesquisa foi aprovada pelo Comitê de Ética em Pesquisa
da Universidade Federal de Goiás sob o protocolo n° 050/2009, Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143
140 Doenças musculoesqueléticas, dor e autoavaliação de saúde em idosos Tabela 2. ▄
▄DISCUSSÃO A maior predominância de DME em mulheres neste estudo
se justifica, primeiramente, ao fato da maior expectativa de vida
para o sexo feminino, o que faz com que apresentem maior
prevalência de doenças em relação aos homens7. Estudos prévios
realizados no Brasil22,24,25, no Paquistão26 e no Irã27 mostraram
que a prevalência de osteoporose nas mulheres é quase o
dobro em relação aos homens. Outra justificativa é porque as
mulheres apresentam maior velocidade de perda óssea após a
menopausa devido à diminuição hormonal significativa nos
níveis de estrogênio9. A prevalência total de DME nos idosos deste estudo foi elevada
(39,1%), com destaque para osteoporose (24,6%). Prevalência
inferior foi observada no Canadá4, com 18,5% de idosos com
artrite, 20,5% com problemas na coluna e 30% referindo alguma
DME em geral. Quanto à prevalência de osteoporose, resultados
inferiores foram encontrados na China7 (15,7%) e na Noruega19
(19,6%), mas semelhantes em Portugal8 (25,3%). Já no Brasil20, a
Pesquisa Nacional por amostra de Domicílio (PNAD) identificou
prevalência decrescente de artrite, com 37,5, 27,3 e 24,2%,
respectivamente, nos anos de 1998, 2003 e 2008. Houve uma maior prevalência de DME na faixa etária mais idosa. Esse achado era esperado porque os tecidos musculoesqueléticos
apresentam, com o envelhecimento, crescente fragilidade óssea,
dano às estruturas cartilaginosas, redução da elasticidade dos
ligamentos, perda de força muscular e infiltração gordurosa
nos tecidos, condições que em faixas etárias avançadas estão Outro estudo nacional11 apontou estimativas de prevalência
de DME de 9 a 40% na população idosa. Já em uma pesquisa
de base populacional realizada no Rio Grande do Sul21, a
artrite foi relatada por 43,1% dos idosos. Observa-se elevada
prevalência de DME em estudos brasileiros quando comparados
aos internacionais. Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143 141 Anna Cássia Fernandes Melo, Adélia Yaeko Kyosen Nakatani, Lilian Varanda Pereira, Ruth Losada de Menezes, Valéria Pagotto intensificadas e podem levar à DME1-3,12. Entretanto, um estudo
de base populacional realizado em Portugal8 evidenciou uma
associação entre reumatismo e DME maior em idosos jovens,
entre 60 e 70 anos, sugerindo que há uma tendência de aumento
de DME já nessa faixa etária. fatores, sexo feminino (RP=2,4; 1,5-3,9), idade maior ou igual a
80 anos (RP=2,5; 1,6-3,9), reumatismo/artrite/artrose (RP=1,6;
1-2,5) e osteoporose (RP=1,7; 1,2-2,5) são preditores de queda. ▄
▄DISCUSSÃO Embora neste estudo não tenha sido significativa a associação
com presença de DME, algumas pesquisas6,34 apontam a atividade
física como fator protetor tanto na prevenção quanto na
morbidade provocada por DME, principalmente incapacidade e
dor. Em um estudo prospectivo envolvendo idosos com alguma
DME6, exercícios de fisioterapia implicaram na redução de dor
autorrelatada e melhora gradual do desempenho. A presença de DME foi associada a uma autoavaliação de
saúde ruim/muito ruim. A autoavaliação do estado de saúde
é um indicador subjetivo da percepção do indivíduo sobre a
própria saúde, que expressa aspectos físicos, emocionais, de
bem-estar e de satisfação com a própria vida28. Essa associação
foi também encontrada em outro estudo desenvolvido em
Goiânia com idosos usuários do SUS29. Tanto a presença de
uma DME, como os seus sintomas podem trazer limitações e
falta de autonomia para o idoso executar suas tarefas, o que,
por consequência, pode gerar uma percepção negativa de sua
saúde geral29,30. Pode-se destacar como limitações deste estudo o tipo de
delineamento transversal, que impossibilita inferir causalidade,
não sendo possível afirmar em qual momento do tempo
ocorreram a exposição e o desfecho. Outra limitação refere-se
à natureza autorreferida da presença de DME. Entretanto, os
entrevistadores foram treinados para garantir a qualidade e a
fidedignidade das informações aqui apresentadas. A associação entre dor e DME é um evento esperado,
uma vez que a dor é uma das principais queixas das pessoas
com essas doenças, o que é coerente em estudos prévios11,12. Um trabalho prospectivo observacional31 identificou que a dor
foi proporcionalmente aumentada conforme a idade e a perda
da mobilidade por DME autorrelatadas. Neste estudo, não foi
abordado o controle da dor nem a adesão a medicamentos,
porém, outra pesquisa com idosos em um centro de tratamento
medicamentoso para dor crônica32 identificou que a maioria
dos agentes causadores da dor crônica era as DME. Além disso,
outro estudo33 revelou ser frequente na população idosa com
alguma DME a automedicação para o controle dos sintomas. Os resultados desta pesquisa demonstraram elevada prevalência
de idosas com DME, sendo a osteoporose a mais prevalente. O autorrelato de dor e a autoavaliação negativa da saúde foram
associadas à ocorrência de DME e sinalizam a necessidade
de monitoramento dessas condições, uma vez que podem
interferir na limitação funcional do idoso devido à diminuição
da mobilidade. ▄
▄AGRADECIMENTOS Os autores gostariam de agradecer o apoio financeiro da
Fundação de Amparo à Pesquisa no Estado de Goiás (FAPEG) e
o auxílio logístico da Secretaria Municipal de Saúde (SMS), sem
os quais não seria possível dar prosseguimento a este estudo. ▄
▄DISCUSSÃO Considerando o aumento da expectativa de vida
na atualidade e que as DME são prevalentes, recomenda-se
que ações de prevenção sejam reforçadas na atenção primária
à saúde, nível de atenção em que os idosos têm maior acesso
aos profissionais de saúde. Espera-se também que estes dados
contribuam para subsidiar políticas e ações de saúde locais e
possam ser utilizados na implantação de projetos e no aumento
de informação para adoção de atitudes preventivas. As DME associadas à dor também podem interferir na
locomoção desses idosos, propiciando desequilíbrio, restrição
de mobilidade, e, consequentemente, aumentando o risco
de queda12. Esse processo é atribuído às perdas progressivas
de equilíbrio e de alterações na massa muscular e óssea, que
ocorrem com o processo de envelhecimento. Um estudo de base
populacional2 avaliou a ocorrência de quedas em 1.520 idosos
por 12 meses. Embora a prevalência geral tenha sido menor
do que neste estudo (6,5%), evidenciou-se que, entre outros 6. Fritz JM, Hunter SJ, Tracy DM, Brennan GP. Utilization and clinical
outcomes of outpatient physical therapy for medicare beneficiaries with
musculoskeletal conditions. Phys Ther. 2011;91(3):330-45. PMid:21233306.
http://dx.doi.org/10.2522/ptj.20090290. Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143
142 5. Slater M, Perruccio AV, Badley EM. Musculoskeletal comorbidities in
cardiovascular disease, diabetes and respiratory disease: the impact on
activity limitations; a representative population-based study. BMC Public
Health. 2011;11(77):1-7. PMid:21291555. ▄
▄REFERÊNCIAS Factors associated with osteoporosis in Brazilian women: a
population-based household survey. Arch Osteoporos. 2013;8(1-2):138. PMid:23575503. http://dx.doi.org/10.1007/s11657-013-0138-z. 9. Lupsa BC, Insogna K. Bone health and osteoporosis. Endocrinol Metab Clin
North Am. 2015;44(3):517-30. PMid:26316240. http://dx.doi.org/10.1016/j. ecl.2015.05.002. 23. Santos VR, Gobbo LA, Christofaro DGD, Gomes IC, Mota J, Gobbi S, et al. Osteoarticular diseases and physical performance of Brazilians over 80
years old. Cien Saude Colet. 2016;21(2):423-30. PMid:26910150. http://
dx.doi.org/10.1590/1413-81232015212.16032015. 10. Baccaro LF, Conde D, Costa-Paiva L, Pinto-Neto AM. The epidemiology
and management of postmenopausal osteoporosis: a viewpoint from
Brazil. Clin Interv Aging. 2015;10:583-91. PMid:25848234. http://dx.doi. org/10.2147/CIA.S54614. 24. Pinheiro MM, Reis No ET, Machado FS, Omura F, Yang JHK, Szejnfeld
J, et al. Risk factors for osteoporotic fractures and low bone density in
pre and postmenopausal women. Rev Saude Publica. 2010;44(3):479-85. PMid:20549019. http://dx.doi.org/10.1590/S0034-89102010000300011. 11. Miranda VS, Carvalho VBF, Machado LAC, Dias JMD. Prevalence of chronic
musculoskeletal disorders in elderly Brazilians: a systematic review of the
literature. BMC Musculoskelet Disord. 2012;82(13):1-10. PMid:22642899. 25. Buttros DAB, Nahas-Neto J, Nahas EAP, Cangussu LM, Barral BCR,
Kawakami MS. Fatores de risco para osteoporose em mulheres na pós-
menopausa do sudeste brasileiro. Rev Bras Ginecol Obstet. 2011;33(6):295-
302. PMid:21877019. http://dx.doi.org/10.1590/S0100-72032011000600006. 12. Bello AI, Ababio E, Antwi-Baffoe S, Seidu MA, Adjei DN. Pain, range of
motion and activity level as correlates of dynamic balance among elderly
people with musculoskeletal disorder. Ghana Med J. 2014;48(4):214-8. PMid:25709137. http://dx.doi.org/10.4314/gmj.v48i4.8. 26. Habib S, Iqbal R, Shahid M, Habib A. Growing prevalence of osteoporosis in
Pakistan: call for action. J Pak Med Assoc. 2015;65(2):230-1. PMid:25842568. 13. Mata MS, Costa FA, Souza TO, Mata NAS, Pontes JF. Dor e funcionalidade na
atenção básica à saúde. Cien Saude Colet. 2011;16(1):221-30. PMid:21180830. http://dx.doi.org/10.1590/S1413-81232011000100025. 27. Mohammadi Z, Keshtkar A, Fayyazbakhsh F, Ebrahimi M, Amoli MM,
Ghorbani M, et al. Prevalence of osteoporosis and vitamin D receptor
gene polymorphisms (FokI) in an Iranian general population based study
(Kurdistan) (IMOS). Med J Islam Repub Iran. 2015;29:238. PMid:26793629. 14. Carvalho T, Mozerle A, Ulbrich AZ, Andrade AL, Moraes EEC, Mara LS. Avaliação do sistema locomotor de pacientes de programas de reabilitação
cardiopulmonar e metabólica. Arq Bras Cardiol. 2010;95(2):258-63. PMid:20585734. http://dx.doi.org/10.1590/S0066-782X2010005000083. 28. Pavão ALB, Werneck GL, Campos MR. Autoavaliação do estado de saúde e
a associação com fatores sociodemográficos, hábitos de vida e morbidade na
população: um inquérito nacional. Cad Saude Publica. 2013;29(4):723-34. PMid:23568302. http://dx.doi.org/10.1590/S0102-311X2013000800010. 15. Viana JU, de Oliveira MC, Magalhães TV. ▄
▄REFERÊNCIAS 5. Slater M, Perruccio AV, Badley EM. Musculoskeletal comorbidities in
cardiovascular disease, diabetes and respiratory disease: the impact on
activity limitations; a representative population-based study. BMC Public
Health. 2011;11(77):1-7. PMid:21291555. 1. Gheno R, Cepparo JM, Rosca CE, Cotten A. Musculoskeletal disorders in
the elderly. J Clin Imaging Sci. 2012;2(3):39. PMid:22919553. 2. Rodrigues IG, Fraga GP, Barros MBA. Quedas em idosos: fatores associados
em estudo de base populacional. Rev Bras Epidemiol. 2014;17(3):705-18. PMid:25272263. http://dx.doi.org/10.1590/1809-4503201400030011. 6. Fritz JM, Hunter SJ, Tracy DM, Brennan GP. Utilization and clinical
outcomes of outpatient physical therapy for medicare beneficiaries with
musculoskeletal conditions. Phys Ther. 2011;91(3):330-45. PMid:21233306. http://dx.doi.org/10.2522/ptj.20090290. 3. Curtis E, Litwic A, Cooper C, Dennison E. Determinants of muscle and
bone aging. J Cell Physiol. 2015;230(11):2618-25. PMid:25820482. http://
dx.doi.org/10.1002/jcp.25001. 7. Lin X, Xiong D, Peng Y, Sheng Z, Wu X-Y, Wu X-P, et al. Epidemiology
and management of osteoporosis in the People’s Republic of China: current
perspectives. Clin Interv Aging. 2015;10:1017-33. PMid:26150706. 7. Lin X, Xiong D, Peng Y, Sheng Z, Wu X-Y, Wu X-P, et al. Epidemiology
and management of osteoporosis in the People’s Republic of China: current
perspectives. Clin Interv Aging. 2015;10:1017-33. PMid:26150706. 4. Jover JA, Lajas C, Leon L, Carmona L, Serra JA, Reoyo A, et al. Incidence of
physical disability related to musculoskeletal disorders in the elderly: results
from a primary care-based registry. Arthritis Care Res. 2015;67(1):89-93. PMid:25074816. http://dx.doi.org/10.1002/acr.22420. 4. Jover JA, Lajas C, Leon L, Carmona L, Serra JA, Reoyo A, et al. Incidence of
physical disability related to musculoskeletal disorders in the elderly: results
from a primary care-based registry. Arthritis Care Res. 2015;67(1):89-93. PMid:25074816. http://dx.doi.org/10.1002/acr.22420. 8. Rodrigues AM, Gouveia N, Costa LP, Eusébio M, Ramiro S, Machado
P, et al. EpiReumaPt: the study of rheumatic and musculoskeletal diseases 8. Rodrigues AM, Gouveia N, Costa LP, Eusébio M, Ramiro S, Machado
P, et al. EpiReumaPt: the study of rheumatic and musculoskeletal diseases 8. Rodrigues AM, Gouveia N, Costa LP, Eusébio M, Ramiro S, Machado
P, et al. EpiReumaPt: the study of rheumatic and musculoskeletal diseases Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143
142 Doenças musculoesqueléticas, dor e autoavaliação de saúde em idosos in Portugal: a detailed view of the methodology. Acta Reumatol Port. 2015;40(2):110-24. PMid:26219965. in Portugal: a detailed view of the methodology. Acta Reumatol Port. 2015;40(2):110-24. PMid:26219965. 22. Baccaro LF, Machado VSS, Costa-Paiva L, Sousa MH, Osis MJ, Pinto-
Neto AM. ▄
▄REFERÊNCIAS Quedas intra-hospitalares
na Santa Casa de Belo Horizonte MG são adequadamente relatadas? Fisioterapia e Pesquisa. 2011;18(1):72-8. http://dx.doi.org/10.1590/S1809-
29502011000100013. 29. Pagotto V, Nakatani AYK, Silveira EA. Fatores associados à autoavaliação
de saúde ruim em idosos usuários do Sistema Único de Saúde. Cad Saude
Publica. 2011;27(8):1593-602. PMid:21877007. http://dx.doi.org/10.1590/
S0102-311X2011000800014. 16. Tomita Y, Arima K, Kanagae M, Okabe T, Mizukami S, Nishimura
T, et al. Association of physical performance and pain with fear of falling
among community-dwelling japanese women aged 65 years and older. Medicine. 2015;94(35):1-2. PMid:26334906. http://dx.doi.org/10.1097/
MD.0000000000001449. 30. Borim FSA, Barros MBA, Neri AL. Autoavaliação da saúde em idosos:
pesquisa de base populacional no Município de Campinas, São Paulo,
Brasil. Cad Saude Publica. 2012;28(4):769-80. PMid:22488322. http://
dx.doi.org/10.1590/S0102-311X2012000400016. 17. Vera I, Lucchese R, Nakatani AY, Pagotto V, Montefusco SR, Sadoyama. Funcionalidade familiar em longevos residentes em domicílio. Rev Bras
Enferm. 2015;68(1):68-75. PMid:25946497. http://dx.doi.org/10.1590/0034-
7167.2015680110p. 31. Shah RC, Buchman AS, Boyle PA, Leurgans SE, Wilson RS, Andersson
GB, et al. Musculoskeletal pain is associated with incident mobility
disability in community-dwelling elders. J Gerontol A Biol Sci Med Sci. 2011;66(1):82-8. PMid:20966101. http://dx.doi.org/10.1093/gerona/glq187. 18. Pimentel WRT, Pagotto V, Nakatani AYK, Pereira LV, Menezes RL. Quedas
e qualidade de vida: associação com aspectos emocionais em idosos
comunitários. Geriatr Gerontol Aging. 2015;9(2):42-8. http://dx.doi. org/10.5327/Z2447-2115201500020002. 32. Markotic F, Cerni Obrdalj E, Zalihic A, Pehar R, Hadziosmanovic Z, Pivic
G, et al. Adherence to pharmacological treatment of chronic nonmalignant
pain in individuals aged 65 and older. Pain Med. 2013;14(2):247-56. PMid:23368967. http://dx.doi.org/10.1111/pme.12035. 19. Leiknes KA, Finset A, Moum T. Commonalities and differences between
the diagnostic groups: Current somatoform disorders, anxiety and/or
depression, and musculoskeletal disorders. J Psychosom Res. 2010;68(5):439-
46. PMid:20403502. http://dx.doi.org/10.1016/j.jpsychores.2010.02.003. 33. Driban JB, Boehret SA, Balasubramanian E, Cattano NM, Glutting J,
Sitler MR. Medication and supplement use for managing joint symptoms
among patients with knee and hip osteoarthritis: a cross-sectional study. BMC Musculoskelet Disord. 2012;13(1):47. PMid:22458305. http://dx.doi. org/10.1186/1471-2474-13-47. 20. Lima-Costa MF, Matos DL, Camargos VP, Macinko J. Tendências em dez
anos das condições de saúde de idosos brasileiros: evidências da Pesquisa
Nacional por Amostra de Domicílios (1998, 2003, 2008). Cien Saude
Colet. 2011;16(9):3689-96. PMid:21987313. http://dx.doi.org/10.1590/
S1413-81232011001000006. 34. Cawthon PM, Blackwell TL, Cauley JA, Ensrud KE, Dam T, Harrison
SL, et al. Objective assessment of activity, energy expenditure, and functional
limitations in older men: the osteoporotic fractures in men study. J Gerontol
A Biol Sci Med Sci. 2013;68(12):1518-24. PMid:23682162. http://dx.doi. org/10.1093/gerona/glt054. 21. ▄
▄REFERÊNCIAS Blay SL, Fillenbaum GG, Andreoli SB, Gastal FL. Prevalence and concomitants
of arthritis in the elderly in Rio Grande do Sul, Brazil. PLoS One. 2012;7(9):1-
7. PMid:23028995. http://dx.doi.org/10.1371/journal.pone.0045418. Recebido em: Nov. 01, 2016
Aprovado em: Mar. 30, 2017 Recebido em: Nov. 01, 2016
Aprovado em: Mar. 30, 2017 Cad. Saúde Colet., 2017, Rio de Janeiro, 25 (2): 138-143 143
|
W3169377977.txt
|
https://quantum-journal.org/papers/q-2021-06-04-466/pdf/
|
en
|
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus
|
Quantum
| 2,021
|
cc-by
| 19,013
|
Analyzing the barren plateau phenomenon in training
quantum neural networks with the ZX-calculus
Chen Zhao1,2 and Xiao-Shan Gao1,2
1 Academy
arXiv:2102.01828v2 [quant-ph] 30 May 2021
2 University
of Mathematics and Systems Science, Chinese Academy of Sciences
of Chinese Academy of Sciences
In this paper, we propose a general scheme to analyze the gradient vanishing phenomenon, also known as the barren plateau phenomenon, in training quantum neural
networks with the ZX-calculus. More precisely, we extend the barren plateaus theorem
from unitary 2-design circuits to any parameterized quantum circuits under certain
reasonable assumptions. The main technical contribution of this paper is representing
certain integrations as ZX-diagrams and computing them with the ZX-calculus. The
method is used to analyze four concrete quantum neural networks with different structures. It is shown that, for the hardware efficient ansatz and the MPS-inspired ansatz,
there exist barren plateaus, while for the QCNN ansatz and the tree tensor network
ansatz, there exists no barren plateau.
1 Introduction
In recent years, hybrid quantum-classical algorithms are widely used in quantum chemistry [1–4],
combinatorial optimization [5, 6], and quantum machine learning [7–12]. In these hybrid quantumclassical algorithms, the goal is usually training parameterized quantum circuits (PQCs) with
classical optimizers. The PQC will be applied to an initial state and then the state will be measured
on a quantum device. The classical optimizer will update the parameters of the PQC according to
the measurement results. As the PQC can be run on noisy intermediate-scale quantum (NISQ [13])
devices, these algorithms are regarded as near-term practical quantum algorithms with potential
quantum advantages.
There exist many methods to train PQCs. Some of these are gradient-based [14–17] and
some are not [17, 18]. In quantum machine learning, gradient-based methods are widely used.
When using gradient-based methods to train PQCs, one may suffer from the barren plateau (BP)
phenomenon which was first studied in [19]. The BP phenomenon is that the gradient of parameters
of the PQC will vanish exponentially in terms of the system size. It was proved that if the PQCs
form unitary 2-designs, then the BP phenomenon exists [19]. This result has been extended to
the case when the PQCs form approximately 2-designs in [20]. The BP phenomenon in PQCs of
various structures has been proposed. For PQCs with a brick-like structure, if the PQC has locally
2-design, then the existence of BPs depends on the depth of the circuit and the cost-function [21].
Let n be the number of qubits of the PQC. For poly(n)-depth PQCs with a brick-like form, there
always exist BPs. For log(n)-depth PQCs with a brick-like form, if the cost-function is global, there
exist BPs. Otherwise, there exists no BP when the cost-function is local. Too much entanglement
will induce BPs [22, 23]. The BP phenomenon in dissipative quantum neural networks has been
studied in [24]. And the noise from quantum hardware also causes BPs, which are called noiseinduced BPs [25]. Several methods to avoid BPs have been proposed [20, 23, 26, 27].
Chen Zhao: zhaochen17@mails.ucas.ac.cn
Xiao-Shan Gao: xgao@mmrc.iss.ac.cn
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
1
The above results about the BP phenomenon are obtained under certain assumptions of unitary
2-design and it is still difficult to analyze the BP phenomenon for PQCs besides those containing
t-design parts. In this paper, we develop a general scheme to analyze whether there exist BP
phenomena when training a concrete PQC. We focus on BP phenomena induced by the structure
of PQCs and noise-induced BPs are not considered in this paper. The most important tool used
in this paper is the ZX-calculus, a graphical language for describing and reasoning about quantum
processes. The ZX-calculus was developed by Coecke and Duncan in [28, 29], which has various
applications including quantum circuit synthesis [30–33], measurement-based quantum computing [34, 35], quantum error correction [36, 37], condensed matter physics [38], quantum machine
learning [39], and quantum natural language processing [40]. In the ZX-calculus, the objects under
consideration are ZX-diagrams, which consist of two kinds of tensors: Z-spiders and X-spiders.
A ZX-diagram can be rewritten with ZX-calculus rules. Moreover, every quantum circuit can be
converted into a ZX-diagram.
~ with
Let θ~ = (θ1 , . . . , θm ) be a set of parameters. To analyze the gradient of a PQC U (θ)
respect to a Hamiltonian H, we need to estimate the following expectation and the variance
∂ hHi
∂ hHi
, Var
(1)
E
∂θj
∂θj
where hHi is defined in Eq. (3). It will be shown that the expectation in Eq. (1) is always zero.
The PQC is said to have barren plateaus if the variance in Eq. (1) vanishes exponentially in terms
of the size of the PQC. The PQC is said to have no barren plateau or trainable if the variance in
Eq. (1) vanishes polynomially in terms of the size of the PQC.
To estimate the expectation and variance in Eq. (1), we first represent them as ZX-diagrams.
Since the expectation and the variance are integrations, the main technical contribution of this
paper is representing these integrations as ZX-diagrams and computing them with the ZX-calculus
when the PQC satisfies Assumption 1. More precisely, with the rewriting rules in the ZX-calculus,
we prove that Eq. (1) is equal to the contraction of a tensor network with a similar structure as
the PQC. Hence, the existence of BPs is totally characterized by the scaling property of the tensor
network.
We use these techniques to analyze whether there exist BP phenomena in the hardware-efficient
ansatz [2], the QCNN ansatz [41], the tree tensor network ansatz [42], and the MPS-inspired
ansatz [43]. We show that there exist BPs in hardware-efficient ansatz and MPS-inspired ansatz,
and there exists no BP in the QCNN ansatz and the tree tensor network ansatz.
This paper is organized as follows. A brief introduction to the PQC, the BP phenomenon, and
the ZX-calculus will be given in Section 2. We will prove the main result that characterizes Eq. (1)
in Section 3. And the analysis of four concrete PQCs is given in Section 4.
2 Preliminary
2.1 Hybrid quantum-classical algorithms
In a hybrid quantum-classical algorithm, there will be an ansatz, which is a PQC of the form
~ =
U (θ)
M
Y
[Uj (θj ) · Vj ].
(2)
j=1
In (2), Uj (θj ), j = 1, . . . , M are parameterized gates, such as the rotational gates RX , RY , RZ ; and
Vj are non-parameterized gates, such as the Hadamard gate H and the CNOT gate. The PQC
will be applied to an initial state ρ0 and then the state will be measured. The above procedure,
which is the quantum part of the algorithm, will be run on quantum processors. Meanwhile, there
will be a classical part that consists of classical processors to optimize the parameters of the PQC
~ will be estimated in the classical part based on the
in the quantum part. A cost-function L(θ)
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
2
measurement results. Usually, the expectation
~
~
hHi = Tr ρ0 U † (θ)HU
(θ)
(3)
of a given Hamiltonian H will be regarded as the cost-function in many tasks.
Quantum processor
ρ0
~
U (θ)
Classical processor
~
L(θ)
H
measure
Optimizer
Update parameters
Figure 1: The hybrid quantum-classical algorithm
As demonstrated in Figure 1, the quantum part runs the PQC and obtains the measurement
results and the classical part estimates the cost-function and updates the parameters. After several
iterations, the cost-function may converge and be optimized. Then the training will be stopped.
This is the main idea of the hybrid quantum-classical algorithm.
2.2 Barren plateau phenomenon
When the parameterized gates are of the form
θ
Uj (θj ) = e−i 2 Hj ,
where Hj satisfies Hj2 = I, the gradient ∂hHi
∂θj can be estimated by the parameter shifting rule
without changing the structure of the PQC [14]. Once we obtain the gradient, we can use gradientbased optimization methods, such as gradient descent, to optimize the parameters.
Ideally, if the gradient does not vanish too fast as the size of the PQC grows, then the gradient
could be estimated efficiently and the PQC could be trained easily. However, the BP phenomenon
tells us that in many cases, the gradient vanishes exponentially as the system size grows up. When
this happens, the PQC is difficult to be trained. The first rigorous proof of the BP phenomenon
is shown below.
~ = V (θM , . . . , θj+1 )U (θj )W (θj−1 , . . . , θ1 ) and a HamilTheorem 1 ([19]). Consider a PQC U (θ)
tonian
h H. iThe expectation of gradient is 0 if V and W are 1-design. And the variance of gradient
Var ∂hHi
vanishes exponentially in terms of the number of qubits if V or W is 2-design.
∂θj
Hence, when designing the ansatz PQC for a hybrid quantum-classical algorithm, we should
analyze whether there exist BP phenomena in it to ensure that it is trainable.
2.3 The ZX-calculus
We provide a brief introduction to the ZX-calculus. For more details, please refer to [44, 45].
In the ZX-calculus, quantum states and their transformations are represented as ZX-diagrams
which consist of two kinds of tensors: Z-spiders and X-spiders. A Z-spider is denoted as a green
node, and an X-spider is denoted as a red node. They can be written explicitly in the Dirac
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
3
notation as follows.
(
)
..
.
m
θ
..
.
n := |0 . . . 0i h0 . . . 0| +eiθ |1 . . . 1i h1 . . . 1|
| {z } | {z }
| {z } | {z }
n
(
n
(4)
m
)
..
.
m
m
θ
..
.
n := |+ · · · +i h+ · · · +| +eiθ |− · · · −i h− · · · −|
| {z } | {z }
| {z } | {z }
n
m
n
m
For a spider, the edges on the left-hand side are called input and the edges on the right-hand side
are called output. The angle θ is called the phase of the spider. For simplicity, we will omit the
phase when it is zero. Spiders can be connected with wires. Hence, ZX-diagrams can be regarded
as tensor networks generated with Z-spiders and X-spiders. For example, we can use ZX-diagrams
to represent the following quantum states and quantum gates.
= |0i + |1i =
√
θ
=
RZ (θ)
θ
=
RX (θ)
π
2
:=
2 |+i
√
= |+i + |−i = 2 |0i
=
=
π
2
√1
2
√1
2
π
2
=
H
(5)
+
Z
Here we introduce a new notation, the yellow box, to represent the Hadamard gate
1 1 1
H=√
.
2 1 −1
Since the gates set {RZ , RX , H, CNOT} is universal for quantum computing, in principle, one can
convert every quantum circuit to a ZX-diagram with the equations in Eq. (5).
=
α
...
=
...
...
α
...
α+β
...
(h)
...
=
β
...
(i1)
(f )
...
...
α
...
...
Moreover, the ZX-calculus is a powerful tool for reasoning. There are several rewriting rules in
the ZX-calculus with which one can rewrite a ZX-diagram to another equivalent form. Figure 2
gives some basic rewriting rules1 in the ZX-calculus. Here, two ZX-diagrams A, B are said to be
equivalent if and only if there exists a non-zero constant c ∈ C, such that [A] = c · [B], where [A]
is the matrix corresponding to the ZX-diagram A.
(i2)
=
−α
α
(c)
(b)
=
=
...
=
...
α
...
π
...
π
(π)
π
Figure 2: Some basic rewriting rules in the ZX-calculus. Here, “. . . ” means 0 or more (figure from [30]).
Note that the ZX-calculus is universal. It means that any linear transformations can be represented as ZX-diagrams. Moreover, the rules in Figure 2 are complete for the stabilizer quantum
mechanics where phases can only be multiples of π2 [46, 47]. That is, if two ZX-diagrams are
equivalent, then there exists a set of rewriting rules in Figure 2 that rewrites one into another.
1 (f ) is for the “fusion” rule; (h) is for the “Hadamard color changing” rule; (i1) and (i2) are “identity” rules;
(π) is for the “π-copy” rule; (c) is for the “copy” rule; (b) is for the “bi-algebra” rule.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
4
There are also completeness results for the Clifford+T quantum mechanics, where phases can be
multiples of π4 , and for arbitrary ZX-diagrams [48–52].
In this paper, we will focus on a canonical form of the ZX-diagram, the graph-like ZX-diagram
which is defined in [30].
Definition 1 ([30]). A ZX-diagram is called graph-like if
1. All spiders are Z-spiders.
2. Z-spiders are only connected via Hadamard edges.
3. There exist no parallel Hadamard edges or self-loops.
4. Every input or output is connected to a Z-spider and every Z-spider is connected to at most
one input or output.
Two spiders being connected via a Hadamard edge means that they are connected with a
Hadamard box. Alternatively, we will also use the dashed blue edge to represent a Hadamard
edge.
..
.
α
β
..
.
:=
..
.
α
β
..
.
All X-spiders can be rewritten to Z-spiders by using the rule (h) in Figure 2. Connected Hadamard
boxes can be canceled with the rule (i2) and normal edges can be canceled with the rule (f ).
Furthermore, parallel Hadamard edges and self-loops can be canceled with rules2 in Figure 3.
Hence, every ZX-diagram is equivalent to a graph-like ZX-diagram [30].
..
.
α
β
..
.
(hopf )
=
..
.
α
β
..
.
(hsl)
α
...
=
(sl)
α+π
...
α
...
=
α
...
Figure 3: Rules for canceling parallel edges and self-loops [30].
3 Analyzing the BP phenomenon with the ZX-calculus
In this section, we will show how to analyze the BP phenomenon with the ZX-calculus. More
precisely, we will show how to estimate the expectation and the variance of the gradient of the
cost function of a PQC with respect to a Hamiltonian with the ZX-calculus. The main technique
we used is to compute integration over unitarians with the ZX-calculus.
Scalars are ignored in the rules in Section 2.3. However, to consider the BP phenomenon, the
scalar is necessary. Hence, by using the definition of the Z-spider and the X-spider in Eq. 4, we
can obtain the precise rules with scalars in Figure 4.
In this paper, we consider PQCs under the following assumptions.
~ satisfies
Assumption 1. The PQC U (θ)
1. Each gate in U is one of {RX , RZ , H, CNOT}.
2. The parameters in θ~ = (θ1 , . . . , θm ) are independent uniform random variables in the interval
[−π, π].
2 (hopf ) is for the “Hopf” rule; (sl) is for the “self-loop canceling” rule; (hsl) is for the “Hadamard self-loop
canceling” rule.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
5
=
...
α
...
...
...
α+β
α
...
...
...
=
β
=
(h)
...
...
(i1)
(f )
...
...
α
(i2)
=
−α
)
2n−1
α
...
= eiα
...
α
...
π
√
)
(c)
=
n
n
...
π
(π)
π
(b)
=
√
..
.
2
α
(sl)
=
α
...
..
.
β
(hopf )
=
(hsl)
=
α
α
...
...
1
2
..
.
α
β
..
.
√1 α + π
2
...
Figure 4: Rewriting rules with scalars.
We remark that in the case that a quantum circuit contains gates not satisfying Assumption 1,
if one can represent these gates as composition of gates which satisfy Assumption 1, then the results
of this paper still hold. For example, we will first represent RY using RZ and RX in Section 4.2.
3.1 Representing gradients as ZX-diagrams
~ of n-qubits and a Hamiltonian H. We assume that the input state is pure.
Consider a PQC U (θ)
Without loss of generality, we can also assume that we apply this PQC to an initial state |0i. Then
the expectation of H can be expressed as
~
~ |0i .
hHi = h0| U † (θ)HU
(θ)
(6)
~ to a parameterized graph-like ZXAs shown in Section 2.3, we can convert the PQC U (θ)
~
diagram GU (θ) with Eq. (5). Suppose that
~ = c · [GU (θ)]
~
U (θ)
for a constant c, then hHi can also be expressed as a ZX-diagram as demonstrated in the following
~ is under the Assumption 1.
equation. Here, U (θ)
hHi =
|c|2
2n ·
..
.
...
...
.. . .
.
. ..
.
...
~
GU (θ)
H
..
.
...
...
..
.
...
..
.
..
.
(7)
~
GU † (−θ)
We remark that in the general case, the input state can be a mixed state ρ. Because the
ZX-calculus is universal, we can represent ρ as a ZX-diagram Dρ . Then by replacing the X-spiders
representing zero states on the left- and right-hand sides in Eq. (7) with Dρ , we can still obtain a
ZX-diagram representing the expectation hHi = Tr(ρU † HU ). And results in this paper still hold
in this case.
If we expand the spider by the definition of the Z-spider, we can prove that the gradient
can be represented as a ZX-diagram.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
∂hHi
∂θj
6
Theorem 2. The gradient can be represented as the following equation.
n
2
|c|2
·
∂hHi
∂θj
=
∂
∂θj
..
.
=
..
.
..
.
..
.
... ...
... ...
..
. . . . θj
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
θj +
..
.
..
.
H
..
.
..
.
H
π
2
... ...
... ...
..
. . . . −θj
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
−θj −
π
..
.
..
.
..
.
..
.
π
2
Proof. We expand the corresponding Z-spiders according to the definition. There will be four
terms on the left-hand side. Two of these terms are constants, and thus they will become 0 after
taking the derivative. According to the definition of the X-spider, we can obtain the ZX-diagram
on the right-hand side. The complete proof is given in Appendix B.
This theorem also gives a graphical proof of the parameter-shift rule in [14]. We will demonstrate
it with the following example. Consider the following ansatz. We first can convert it to an
equivalent ZX-diagram.
|0i
RX (θ1 )
√1
2
√1
2
RZ (θ3 )
=
|0i
RX (θ2 )
+
RZ (θ4 )
θ1
θ3
θ2
θ4
(f ), (h)
=
√1 θ1
2
θ3
√1 θ2
2
θ4
And the expectation hHi of a Hamiltonian H can be represented as the following ZX-diagram.
|0i
RX (θ1 )
RZ (θ3 )
hHi =
RZ (−θ3 )
h0|
RX (−θ1 )
=
H
|0i
RX (θ2 )
+
RZ (θ4 )
RZ (−θ4 )
+
h0|
RX (−θ2 )
√1 θ1
2
θ3
√1 θ1
2
θ4
−θ3
1
−θ1 √
−θ4
1
−θ2 √
H
2
2
Then by Theorem 2, we can obtain the gradient directly.
π
∂ hHi
=
∂θ1
Accepted in
√1 θ1 +
2
√1
2
θ2
π
2
θ3
−θ3
−θ1 −
−θ4
−θ2
π
2
H
θ4
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
√1
2
√1
2
7
Then we can use the definition of the X-spider to obtain the parameter-shift rule as shown below.
π
√1 θ1 +
2
√1
2
π
2
θ3
−θ3
−θ1 −
−θ4
−θ2
√1
2
π
2
H
θ2
θ4
√1
2
|+i h+| − |−i h−|
=
=
√1 θ1 +
2
√1
2
θ4
√1
2
π
2
√1
2
−θ3
−θ1 −
−θ4
−θ2
√1
2
π
2
√1
2
√1
2
θ3
θ2
π
2
√1
2
π
−θ3
−θ1 −
−θ4
−θ2
√1
2
π
2
H
θ4
√1 θ1 +
2
(f ) 1
=
2
=
θ2
θ3
H
θ2
√1 θ1 +
2
√1
2
π
2
θ3
√1
2
−θ3
−θ1 −
−θ4
−θ2
H
θ4
π
2
√1
2
√1
2
−
√1 θ1 +
2
√1
2
π
2
√1
2
θ3
θ4
θ2
−θ3
−θ1 −
−θ4
−θ2
√1
2
π
2
H
θ2
√1 θ1 −
2
−
√1 π
2
π
2
θ3
√1
2
−θ3
−θ1 +
−θ4
−θ2
H
θ4
π
2
√1
2
√1
2
1
hHiθ1 ,+ − hHiθ1 ,−
2
Here hHiθ1 ,± means replacing the parameter θ1 with θ1 ±
π
2
in the ansatz.
To analyze the BP phenomenon, we need to compute the expectation
Z
∂ hHi
~
~ ∂ hHi dθ,
E(
) = p(θ)
∂θj
∂θj
~
θ
(8)
and the variance
Var(
2 Z
2
∂ hHi
∂ hHi
∂ hHi
~ ∂ hHi
) − E(
) = E(
) = p(θ)
∂θj
∂θj
∂θj
∂θj
~
θ
2
2
∂ hHi
dθ~ − E(
) ,
∂θj
(9)
~ is the probability of the parameters θ.
~
for j = 1, . . . , m. Here p(θ)
By Assumption 1, Eq. (8) and Eq. (9) can be written as
Z
Z
∂ hHi
∂ hHi
1
E(
···
)=
dθ1 . . . dθm ,
∂θj
(2π)m θ1
θm ∂θj
and
∂ hHi
1
Var(
)=
∂θj
(2π)m
Z
Z
···
θ1
θm
∂ hHi
∂θj
2
∂ hHi
dθ1 . . . dθm − E(
)
∂θj
(10)
2
,
(11)
for j = 1, . . . , m.
We will compute the expectation and variance of the gradients in the next two sections.
3.2 The expectation of gradients
In this section, we will compute the expectation in Eq. (10). As shown in Theorem 2, the integration
Z
∂ hHi
1
dθk ,
2π θk ∂θj
for k = 1, . . . , m, is also an integration of a ZX-diagram over its parameter θk . With the following
lemma, the integration can be represented as a ZX-diagram again.
Lemma 1. The following equation holds.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
8
1
2π
Z
m ..
.
α
α
...
...
.. n . . n ..
.
.
. . ..
−α
...
...
.. n . . n ..
.
.
. . ..
.. m dα = m ..
.
.
.. m
.
Proof. Expand the Z-spiders according to its definition. There will be four terms on the left-hand
side. By using
Z π
1
eiα dα = 0,
2π −π
only two terms left. We will use the definition of the Z-spider again to obtain the ZX-diagram on
the right-hand side. The complete proof is given in Appendix C.
With this lemma, we give a graphical proof of the following theorem, which is also proved
in [20].
Theorem 3. Under Assumption 1, the integration
Z
∂ hHi
1
dθj = 0.
2π θj ∂θj
Proof. Using the relation in Lemma 1 on the ZX-diagram in Theorem 2, we have
n
2
1
·
|c|2 2π
Z
θj
∂ hHi
dθj =
∂θj
..
.
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
..
.
H
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
..
.
..
.
..
.
..
.
..
.
..
.
π
=
..
.
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
..
.
H
..
.
π
=
..
.
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
..
.
H
..
.
1 π
2
= 0.
As a corollary, the expectation of the gradient in Eq. (10) is zero.
Corollary 1. Under Assumption 1, the expectation
Z
Z
∂ hHi
1
∂ hHi
E(
)=
·
·
·
dθ1 . . . dθm = 0, for j = 1, . . . , m.
∂θj
(2π)m θ1
θm ∂θj
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
9
3.3 The variance of gradients
In this section, we will compute the variance in Eq. (9).
Because the gradient ∂hHi
∂θj is a real number and the expectation is 0, by Eq. (9), the variance
2
∂hHi
is the expectation of ∂θj
, which can be represented as follows by Theorem 2.
..
.
4n
|c|2
·
h
∂hHi
∂θj
i2
..
.
... ...
... ...
..
. . ..
θj +
=
...
...
..
.. . .
...
..
.
..
.
... ...
... ...
π
2
...
..
.
...
...
..
.
H
π
2
−θj −
..
.
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
π
−θj −
π
θj +
..
.
H
..
.
π
2
(12)
π
2
...
..
.
..
.
..
.
... ...
... ...
...
..
.
...
...
..
.
..
.
Similar to Lemma 1, we can prove the following lemma.
Lemma 2. The following equation holds.
1
2π
Z m ...
α
α
m ..
.
−α
...
...
.. n . . n ..
.
.
. . ..
...
...
.. n . . n ..
.
.
. . ..
−α
.. m
.
α
.. m
.
m ..
.
...
...
... n . . . n ...
...
m ..
.
...
...
.. n . . n ..
.
.
. . ..
.. m
.
dα =
m ..
.
...
...
... n . . . n ...
...
m ..
.
...
...
.. n . . n ..
.
.
. . ..
+
.. m
.
m ..
.
.. m
.
+
π
...
...
.. n . . n ..
.
.
. . ..
.. m
.
π
.. m
.
m ..
.
...
...
.. n . . n ..
.
.
. . ..
.. m
.
Proof. We expand all Z-spiders and there will be 16 terms on the left-hand side. Again, using the
relation
Z π
1
eiα dα = 0,
2π −π
6 terms was left. We can use the definition of the Z-spider again to obtain the right-hand side.
The complete proof is given in Appendix D.
There exist three terms after integration. Hence, computing the variance of gradients is much
more complicated than computing the expectation. We denote the three ZX-diagrams in Lemma 2
as
T1 =
,
T2 =
π
,
T3 =
π
.
(13)
And we introduce a new notation
VUa1 ,...,am , aj ∈ {T1 , T2 , T3 },
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
10
to represent the following ZX-diagram.
the spider corresponding to θm
the spider corresponding to θ1
..
.
... ...
... ...
..
. . ..
..
.
... ...
... ...
.. ..
.. . . .
...
...
..
.. . .
..
.
..
.
GU
VUa1 ,...,am
...
..
.
..
.
... ...
... ...
..
.
...
.. ..
. .
...
...
..
.
...
...
..
.. . .
..
.
..
.
(14)
..
.
...
am
..
.
... ...
... ...
.. ..
.. . . .
..
.
a1
=
..
.
...
..
.
... ...
... ...
..
.
H
... ...
... ...
..
. . ..
..
.
H
..
.
... ...
... ...
...
.. ..
. .
... ...
... ...
...
..
.
...
...
..
.
..
.
Here, U (θ1 , . . . , θm ) is a PQC with m parameters and GU is the graph-like ZX-diagram corresponding to U . With this notation, we have the following theorem.
Theorem 4. Under Assumption 1, the following equation holds.
Var
∂ hHi
∂θj
=
|c|2
·
4n
X
a ,...,aj−1 ,T2 ,aj+1 ,...,am
VU 1
.
ak ∈{T1 ,T2 ,T3 }, k6=j
Proof. By Eq. (12) and Lemma 2, we have the following equation.
..
.
4n
1
·
2
|c| 2π
Z
θj
∂ hHi
∂θj
...
...
..
.. . .
..
.
H
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
. . ..
..
... ...
... ...
... . .
.
...
...
..
.
..
.
..
.
..
.
π
2
dθj =
X
aj
aj ∈{T1 ,T2 ,T3 }
π
..
.
Accepted in
..
.
... ...
... ...
..
. . ..
..
.
. . ..
..
... ...
... ...
... . .
.
...
...
..
.
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
H
..
.
11
And by the following equations,
...
...
...
...
...
...
π
π
π
=
=
1
4
=0
π
...
...
...
...
...
...
π
π
...
...
...
...
π
...
...
π
=
π
=
π
π
π
π
...
...
...
...
...
...
π
...
...
...
...
π
...
π
π
π
π
π
π
π
...
=
π
π
...
π
...
=
...
...
π
...
...
...
...
π
π
=
π
=
π
1
4
=0
π
π
...
...
...
π
...
...
π
...
we have
..
.
4n
1
·
|c|2 2π
Z
θj
∂ hHi
∂θj
... ...
... ...
..
. . ..
..
.
...
...
..
.. . .
..
.
H
..
.
... ...
... ...
..
. . ..
...
...
..
.. . .
. . ..
..
... ...
... ...
... . .
.
...
...
..
.
..
.
..
.
..
.
2
dθj =
π
..
.
. . ..
..
... ...
... ...
..
.
... . .
.
...
...
Then, by the definition of VUa1 ,...,am , we obtain
X
∂ hHi
|c|2
Var
= n ·
∂θj
4
..
.
H
..
.
a ,...,aj−1 ,T2 ,aj+1 ,...,am
VU 1
.
ak ∈{T1 ,T2 ,T3 }, k6=j
Hence, to compute the variance, we need to sum over 3m−1 terms of the tensor
a ,...,aj−1 ,T2 ,aj+1 ,...,am
VU 1
.
It seems inaccessible when m is large. But in many cases, we have simple ways to compute this
sum.
Recall that we have converted quantum circuits to graph-like ZX-diagrams. Hence, spiders
are connected with Hadamard edges. Let us consider two spiders Wj , Wk corresponding to the
parameters θj , θk in GU . Suppose that Wj and Wk are connected with a Hadamard edge. Then
by the following lemma, the Hadamard edge can be removed after integration over θj and θk .
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
12
Lemma 3. The following equation holds.
...
1
(2π)2
...
...
...
...
Z Z
θj
θk
−θk
−θj
θj
−θj
−θk
θk
θj
...
...
...
...
θk
...
...
dθj dθk =
P
aj ,ak ∈{T1 ,T2 ,T3 }
...
Maj ,ak ·
aj
...
Here Maj ,ak is the element on the aj -th row and
1
1
1
M=
4
1
...
...
...
ak
...
...
...
...
ak -th column in the following 3 × 3 matrix
1
1
1 −1
−1 1
Proof. By Lemma 2, there will be 9 terms on the left-hand side. We can use rewriting rules in
Figure 4 on each term to remove Hadamard edges to obtain the form on the right-hand side. The
complete proof is given in Appendix E.
Applying this lemma to the variance recursively, we can remove all the Hadamard edges connecting two parameterized spiders. And the big tensor
a ,...,aj−1 ,T2 ,aj+1 ,...,am
VU 1
will be broken into smaller tensors that are connected with M . It is a new tensor network whose
structure is similar to GU . To compute the variance, the only thing we need to do is contracting
this new tensor network. Figure 5 demonstrates the above procedure for the case that all spiders in
GU are parameterized and are connected with Hadamard edges. The tensor I˜a1 ,...,ak is related to
GU =
α1
β1
α2
β2
..
.
..
.
αk
βl
...
...
...
γ1
...
...
...
.. . . .
. . . ..
.
.
..
..
.
.
...
...
γ2
..
.
γm
θ
By lemma 3
Var( ∂hHi
∂θ ) =
=
P
VUa1 ,...,ak ,b1 ,...,bl ,...,T2 ,...,c1 ,...,cm
2
...
I˜a1 ,...,aj
2
..
.
..
.
...
...
...
...
...
.. . . .
. . . ..
.
.
..
..
.
.
...
...
..
.
H̃c1 ,...,cm
2
2 P2
=
where
..
. =
M
..
.
P2
..
. = the projection
copy tensor
Figure 5: Computing the variance with the tensor network
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
13
the input state, while the tensor H̃c1 ,...,cm is related to the Hamiltonian H. And P2 is a projection
that has only one non-zero entry. That is
P2 (2, 2, . . . , 2) = 1.
Also, note that there is a scalar 2 for each internal copy tensor. This scalar comes from the following
equation.
=
=
π
(15)
=2
π
In Appendix A, a simple example is given to illustrate the techniques introduced in this paper.
In conclusion, computing the variance of gradients is reduced to contracting a tensor network
corresponding to the circuit. In the next section, we will use these techniques to analyze the BP
phenomenon for several for concrete PQCs.
4 Analyzing the BP phenomenon for four PQCs
In this section, we will analyze the BP phenomenon for four PQCs with the techniques introduced
in Section 3.
4.1 Hardware-efficient ansatz
Consider a hardware-efficient ansatz [2] PQC of the following form.
|0i RX
RZ
|0i RX
RZ
|0i RX
..
..
.
.
RZ
+
..
.
..
.
|0i RX
RZ
|0i RX
RZ
+
+
...
...
+
RZ
RX
RZ
RZ
RX
RZ
RZ
RX
RZ
+
..
.
..
.
..
.
RZ
RX
RZ
RZ
RX
RZ
+
+
...
...
+
RZ
RX
RZ
RX
RZ
RX
..
.
..
.
RZ
RX
RZ
RX
(16)
×L
The first step is converting it to a graph-like ZX-diagram. Suppose the circuit is of n-qubits.
By the conversion rules in Eq. (5) and rewriting rules in Figure 4, we obtain a graph-like ZXdiagram where most spiders are parameterized.
√1 . . .
2
√
√1 . . .
2
√1 . . .
2
..
.
...
...
...
√
...
...
..
.
√1 . . .
2
...
√1 . . .
2
...
...
2
...
..
.
...
2
..
...
√
.
√
..
.
2
...
..
.
...
2
...
...
×(L + 1)
Here, the Z-spider with “. . . ” represents a Z-spider with a parameter.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
14
Then we are going to represent the variance of gradients as a tensor network. By Lemma 3, we
can remove most Hadamard edges. Then the remaining part consists of
...
β
...
γ
α
.
By similar techniques used in Lemma 3, we can prove the following lemma.
Lemma 4. The following equation holds.
θ2
1
(2π)3
Z
θ1
θ3
θ1 ,θ2 ,θ3 −θ1
−θ3
−θ2
...
...
...
...
...
...
...
...
−θ2
−θ3
−θ1
θ3
θ1
dθ1 dθ2 dθ3 =
P
ETa1 ,a2 ,a3 ·
a1 ,a2 ,a3 ∈{T1 ,T2 ,T3 }
...
...
...
a1
θ2
Here ETa1 ,a2 ,a3 is an element in the following 3 × 3 × 3
1 0 0
0 1
1
1
0 1 0 , ET [2, ·, ·] = 1 0
ET [1, ·, ·] =
8
8
0 0 1
0 0
...
a2
a3
...
...
...
...
tensor
0
0
1
0 , ET [3, ·, ·] = 0
8
0
1
0
0
0
1
0 .
0
Proof. Refer to Appendix F.
Then we can construct a tensor network that is similar to Figure 5 as follows.
1
4
1
4
1
4
1
4
1
4
2
2
2
..
.
2
2
2
M
M
M
2
2
..
.
M
M
4 ET
4 ET
2
2
M
M
4 ET
..
.
2
2
..
M
2
2
2
4 ET
4 ET
M
2
M
2
M
2
M
2
M
2
2
4 ET
4 ET
2
M
..
..
.
.
4 ET
2
M
M
M
2
M
2
2
4 ET
..
.
..
.
..
.
.
2
2
2
4 ET
×L
H̃c1 ,...,cn
(17)
M
M
2
And if we want to compute the variance Var( ∂hHi
∂θj ), we can just simply replace the copy tensor
corresponding to θj in the above tensor network with the projection P2 .
By now we have represented the variance as a tensor network. And now we are going to analyze
the scaling property of this tensor network when the number of qubits n and the depth of the circuit
grow up.
If we denote
2
=
EM
M
2
M
2
,
4 ET
then a layer can be represented as
M
EM
EM
LT
=
...
..
.
.
...
EM
EM
E
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
15
And the whole tensor network in Eq. (17) is
1
2
M
...
M −1
1
2
M −1
...
M
1
2
M −1
...
..
.
LT
M
..
.
.. LT
.
..
.
H̃c1 ,...,cn .
1
2
M −1
...
M
1
2
M −1
...
M
1
2
M −1
...
M
L+1
Hence, the variance will be
1
2
1
2
1
2
Var
∂hHi
∂θj
...
...
M −1
M
−1
...
...
M
M
−1
...
...
M
..
.
=
LT
..
.
.. LT
.
M
P2
M −1
..
.
..
.
LT
..
.
M
.. LT
.
..
.
...
M
...
...
M
...
...
M
1
2
M
−1
...
1
2
M −1
1
2
−1
M
..
.
..
.
L1
H̃c1 ,...,cn
.
(18)
L2
corresponding to θj
We can prove that only two eigenvalues of the matrix LT are 1 and the norms of other eigenvalues are less than 1 (for the complete proof, please refer to Appendix G). Moreover, the eigenspace
corresponding to the eigenvalue 1 is generated with two vectors
1
1
E1 = span{v1,2 ⊗ · · · ⊗ v1,2 , v1,3 ⊗ · · · ⊗ v1,3 }, v1,2 = 1 , v1,3 = 0 .
(19)
0
1
Hence, LT d will converge to PE1 , the projection to the eigenspace E1 , exponentially, as d → ∞.
If we replace LT L1 and LT L2 with the projection PE1 , then the Eq. (18) will become
limL1 ,L2 →∞ Var
∂hHi
∂θj
1
2
M
M −1
1
2
M −1
M
1
2
−1
M
..
.
=
..
.
..
.
PE 1
M
P2
M
−1
..
.
..
.
M
PE 1
..
.
1
2
M −1
1
2
M −1
M
1
2
M −1
M
H̃c1 ,...,cn . (20)
M
corresponding to θj
This term is
1
Tr(H 2 ),
(21)
4n
which is exponentially small. That is, the number of qubits n determines an exponential small
limitation of the variance in Eq. (21) when the number of layers L → ∞. And the number of
4·
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
16
layers
how the variance will be close to the limitation. More precisely, the variance
L determines
∂hHi
Var ∂θ
is exponentially (in L) close to the exponential small (in n) value Eq. (21). Thus,
there exist BPs in the hardware-efficient ansatz.
Theorem 5. The variance of gradients in the hardware-efficient ansatz defined in Eq. (16) vanishes
exponentially as the number of qubits n and the number of layers L grow up.
Note that the above analysis can be generalized to any hardware-efficient ansätze if the entangler
connects all of the qubits.
4.2 Tree tensor network ansatz
The tree tensor network is a special kind of tensor network with tree structures. The quantum
analog of the tree tensor network was developed in [42]. In [53], it was proved that the sum of the
variance
n
X
∂ hHi
Var
∂θj
j=1
will not vanish exponentially. In this section, we will prove that not only the sum of the variance
but also the variance of each parameter vanishes polynomially.
Consider the tree tensor network ansatz with n-qubit of the following form.
RY
RY
+
RY
+
RY
+
RY
+
RY
RY
RY
+
RY
+
RY
(22)
RY
RY
RY
RY
RY
+
Measure
To analyze the BP phenomenon of this ansatz, we first use the gate decomposition
π
π
RY (θ) = RZ ( )RX (θ)RZ (− )
2
2
to convert the PQC to a ZX-diagram as follows.
...
−π
2
π
2
...
−π
2
π
2
...
−π
2
π
2
√
...
−π
2
π
2
...
−π
2
π
2
−π
2
...
π
2
...
−π
2
π
2
...
−π
2
Accepted in
√
√
√
π
2
2
...
−π
2
π
2
√
2
...
−π
2
π
2
...
−π
2
π
2
2
...
−π
2
π
2
2
√
2
...
−π
2
π
2
√
2
...
−π
2
π
2
2
Measure
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
17
The X-spiders with phase “. . . ” are spiders with parameters. And the ZX-diagram can be rewritten
to a graph-like ZX-diagram as follows.
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
π
2
π
2
−π
2
...
−π
2
...
−π
2
...
−π
2
...
π
2
π
2
π
2
π
2
−π
2
...
−π
2
...
π
2
π
2
π
2
π
2
π
2
π
2
π
2
π
2
−π
2
π
2
...
Measure
By using the rewriting rule (lc) in [30], we can remove the spiders with phases ± π2 .
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
−π
2
...
π
2
...
π
2
π
2
...
π
2
...
π
2
...
π
2
π
2
...
...
π
2
...
Measure
Now we are going to construct a tensor network from this graph-like ZX-diagram to represent
the variance. By Eq. (12), the building block of the variance
...
α
...
β
γ
...
...
−β
−γ
...
...
−α
∂hHi 2
∂θj
is
−α
...
−γ
−β
...
γ
β
...
α
...
.
We can prove that (for the complete proof, please refer to Appendix G), after integration over the
parameters α, β, γ, the building block will become
1
(2π)3
Z
...
α
...
β
γ
...
−γ
−α
...
−β
...
...
...
dαdβdγ =
α,β,γ
...
−β
...
−α
−γ
...
Here, TTTN is a 3 × 3 × 3
1 0
1
0 1
TTTN [1, ·, ·] =
16
1 0
Accepted in
γ
β
...
α
...
...
a,b,c
a,b,c∈T1 ,T2 ,T3 TTTN
P
tensor defined as follows.
1
1
1
0
0 , TTTN [2, ·, ·] =
16
1
−1
...
...
0 −1
1 0 ,
0 1
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
...
a
b
...
...
(23)
c
...
...
1
1
0
TTTN [3, ·, ·] =
16
1
0
1
0
1
0 .
1
18
Hence, the variance of ∂hHi
∂θj can be obtained by replacing one of the copy tensors with the
projection P2 in the following tensor network.
4 2
4 2
4 2
.
(24)
I˜
a,b,c
TTTN
= a
4 2
c
b
4 2
4 2
4
H
Now let us analyze the scaling property of this tensor network. Since the Hamiltonian H is a
1-qubit Hermitian operator, it can be expressed as
kj ∈ R.
H = k0 I + k1 X + k2 Y + k3 Z,
Then
1
0
1
H̃ = 2k02 0 + 2(k12 + k32 ) 1 + 2k22 0 .
1
0
−1
We denote
0
v2 = 1 ,
0
v1,3
1
= 0 ,
1
1
= 0 .
−1
−
v1,3
Note that the building block of this tensor network is 8 · TTTN . By the definition of TTTN , we have
v1,3
=
=
,
v1,3
v1,3
v2
v1,3
1
2
v2
+
v2
v2
,
v2
=
−
v1,3
.
v1,3
(25)
With the above equations, we can compute the variance simply. For example, consider the following
variance.
4 2
Var
∂hHi
∂θ
P2
=
4 2
4 2
.
I˜
4 2
4 2
4 2
4
−
H̃ = 2k02 v1,3 + 2(k12 + k32 )v2 + 2k22 v1,3
It is a linear function of H̃. Hence, we can analyze each term of H̃ individually.
Since P2 v1,3 = 0, the first term 2k02 v1,3 in H̃ will become 0.
Now let us consider the second term 2(k12 + k32 )v2 . With Eq. (25), we can expand the variance
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
19
as follows.
4 2
4 2
P2
P2
4 2
4 2
4 2
I˜
I˜
=
4 2
4 2
4 2
4 2
4
4 2
2v2
4 2
4 2
I˜
1
(v1,3
2
4 2
+ v2 )
=
1
2
v2
v2
4 2
4 2
4 2
4 2
I˜
4 2
4 2
1
(v1,3
2
4 2
v2
4 2
+ v2 )
P2
4 2
1
(v1,3
2
v2
+ v2 )
v2
4 2
1
2
4 2
P2
4 2
=
4 2
4 2
P2
=
4 2
v2
I˜
=
1
22
v2
4 2
4 2
.
I˜
4 2
4 2
4 2
v2
4 2
v2
Expanding it recursively, the variance can be represented as a summation of terms of the following
form,
u1
u2
˜ 1 , . . . , un ) =
I(u
I˜
..
.
, where uj ∈ {v2 , v1,3 }.
(26)
un
˜ each of the term I(u
˜ 1 , . . . , un ) ≥ 0. Hence, we can obtain a lower
And by the definition of I,
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
20
bound,
4 2
1
(v1,3
2
4 2
+ v2 )
v2
1
22
v2
v2
I˜
≥
1
22
v2
I˜
4 2
4 2
4 2
≥
1
23
1
v
2 1,3
4 2
4 2
v2
v1,3
v1,3
v1,3
v1,3
v2
v2
v2
I˜
≥
4 2
1
25
v2
I˜
4 2
v2
.
v1,3
1
v
2 1,3
v1,3
v1,3
4 2
v2
v2
−
Similarly, we have a lower bound for the term v1,3
.
For the general case of n-qubit, we can prove that it has a lower bound.
Theorem 6. For tree tensor network ansatz shown in (22), if
H = k0 I + k1 X + k2 Y + k3 Z,
then we have
Var
∂ hHi
∂θ
≥
k12 + k32 ˜
k22 ˜
I(u
,
.
.
.
,
u
)
+
I(w1 , . . . , wn ),
1
n
n2
n2
(27)
−
˜ 1 , . . . , un ) is defined in Eq. (26). And I˜ is a 3n dimenfor some uj , wj ∈ {v1,3 , v2 , v1,3
}. Here I(u
sional tensor which only depends on the input state. If the input state is ρ, then I˜ is defined as
follows.
−π
2
I
Ta1
−π
2
π
2
Ta2
π
2
−π
2
..
.
..
.
..
.
=
π
2
π
2
Accepted in
ρ
π
2
−π
2
˜a1 ,...,an
π
2
..
.
ρ
..
.
−π
2
, where aj ∈ {1, 2, 3}.
Tan
−π
2
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
21
Proof. See Appendix G.2.
˜ 1 , . . . , un ) only depends on the input state. If
Note that I(u
˜ 1 , . . . , un ) ∈ Ω(
I(u
1
1
˜ 1 , . . . , wn ) ∈ Ω(
) or I(w
),
poly(n)
poly(n)
there exist no BP in the tree tensor network ansatz.
4.3 QCNN
QCNN was developed in [41]. It was proved that there exists no BP in the QCNN ansatz if the
subblocks form unitary 2-design [54]. In this section, we will use the ZX-calculus to analyze the
BP phenomenon in a QCNN ansatz without the assumption of unitary 2-design.
Consider a QCNN ansatz as follows.
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
+
+
+
+
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
+
+
+
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
RX
RZ
+
RX
RZ
+
RX
RZ
+
RX
RZ
+
RX
RZ
+
+
RX
RZ
RX
RZ
RX
RZ
RX
RZ
+
RX
RZ
RX
RZ
+
RX
RZ
+
RX
RZ
(28)
RX
+
RZ
Measure
It can be represented as the following ZX-diagram.
...
...
...
...
...
...
...
...
√
...
...
...
...
...
...
...
√
...
...
...
...
...
...
...
√
...
...
√
...
...
√
...
...
...
...
√
...
2
...
...
...
...
√
...
...
...
...
...
2
...
...
...
...
...
...
2
2
...
√
...
√
2
...
2
2
...
...
2
2
...
...
...
...
2
2
...
...
√
√
2
...
√
√
2
...
...
...
...
√
...
√
...
...
√
2
√
2
2
2
...
...
...
...
...
...
...
...
Measure
where the Z-spiders with “. . . ” are parameterized. Note that this is a graph-like ZX-diagram
whose spiders are all parameterized. Hence, by using Lemma 3, the variance can be obtained by
replacing one of the copy tensors with the projection P2 in the following tensor network.
2
2
4
2
2
2
4
I˜
2
2
2
4
2
2
2
Accepted in
4
2
2
2
2
2
4
2
2
2
4
2
2
2
2
2
4
2
2
2
2
4
2
2
2
4
2
2
2
2
2
4
2
2
2
4
2
v1,3
2
v1,3
2
2
4
2
2
2
2
2
2
2
2
v1,3
4
2
2
v1,3
4
v1,3
v1,3
2
2
2
2
2
4
2
v1,3
4
4
2
2
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
2
2
2
H̃
22
Now we are going to analyze the scaling property of this tensor network. If we denote
2
=
TQCNN
2
4
2
2
,
then we have the following equations
2
2
2
4
2
v1,3
2
v1,3
v1,3
2
,
=
4
2
v1,3
1 −
v
2 1,3
v1,3
+ 12 v2
=
2
1
v
4 1,3
v2
+ 34 v2
2
,
2
2
4
2
v1,3
v1,3
.
=
−
v1,3
1 −
v
2 1,3
(29)
+ 21 v2
By using Eq. (29), we can expand the variance as a sum of terms of the following form.
u1
u2
˜ 1 , . . . , un ) =
I(u
I˜
−
.. , where uj ∈ {v2 , v1,3 , v1,3 }.
.
un
Each of these terms is non-negative. Hence, similar to the analysis of tree tensor network ansatz,
we can prove that the variance of gradients in the QCNN ansatz has a lower bound, since the
QCNN ansatz is of O(log(n))-depth.
Theorem 7. For the QCNN ansatz shown in (28), if
H = k0 I + k1 X + k2 Y + k3 Z,
then we have
Var
∂ hHi
∂θ
≥
k22 + k32 ˜
k12 ˜
I(u
,
.
.
.
,
u
)
+
I(w1 , . . . , wn ),
1
n
n9
n9
(30)
−
for some uj , wj ∈ {v1,3 , v2 , v1,3
}. Here I˜ is a 3n dimensional tensor which only depends on the
input state ρ.
..
.
ρ
..
.
Ta1
Ta2
I˜a1 ,...,an =
..
.
..
.
ρ
..
.
, where aj ∈ {1, 2, 3}.
Tan
Proof. See Appendix G.3.
Hence, if provided
˜ 1 , . . . , un ) ∈ Ω(
I(u
1
1
˜ 1 , . . . , wn ) ∈ Ω(
) or I(w
),
poly(n)
poly(n)
then there exists no BP in the QCNN ansatz.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
23
4.4 MPS-inspired ansatz
The matrix product state (MPS) is a special structure of tensor networks, which is widely used
in quantum physics and machine learning [55, 56]. There are also PQCs with a similar structure
as MPS, and we call it MPS-inspired ansatz. It has been shown that MPS-inspired ansatz can be
implemented efficiently in quantum computers with a small number of qubits [43]. We will analyze
the BP phenomenon in MPS-inspired ansatz in this section.
Let us consider the following MPS-inspired ansatz
|0i
RX
RZ
|0i
RX
RZ
+
|0i
RX
RZ
RX
RZ
RX
RZ
..
.
RX
+
..
RZ
.
..
.
+
|0i
RX
RZ
RX
RZ
+
|0i
RX
RZ
RX
RZ
RX
RZ
,
+
RX
RZ
RX
RZ
(31)
and the Hamiltonian H = I ⊗ I · · · ⊗ I ⊗ X. We will prove that the variance Var ∂hHi
is
∂θ1
exponentially small. Here θ1 is the parameter of the first RX gate applying on the first qubit.
Firstly, we convert the PQC into a ZX-diagram as follows.
√1 . . .
2
√
√1 . . .
2
...
√1 . . .
2
...
...
...
...
...
√
2
...
...
...
2
..
.
..
..
.
...
..
.
..
.
.
...
√1 . . .
2
...
√1 . . .
2
√
...
...
...
...
...
2
...
√
...
...
2
...
...
This is a graph-like ZX-diagram whose spiders are all parameterized. We can use Lemma 3 to
represent the variance as the following tensor network.
1
4
2
2
P2
12
2
4
2
4
Var
∂hHi
∂θ1
1
4
=
2
2
2
2
2
2
4
2
..
.
2
..
.
..
v1,3
2
v1,3
..
.
.
2
2
1
4
2
..
.
2
4
12
2
2
2
2
2
2
4
2
v1,3
2
2
4
v1,3
v2
By using
2M v2 =
and
2
4
Accepted in
2
v1,3
=
v2
1
2
1
−
v2 + v1,3
,
2
+
−
v1,3
2
−
v1,3
v1,3
,
v2
4
2
2M v1,3 = v1,3 ,
v1,3
=
−
v1,3
2
−
v1,3
,
v2
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
4
2
v1,3
v1,3
=
v1,3
,
v1,3
24
we can simplify the variance as
1
4
1
4
Var
∂hHi
∂θ1
=
1
4
1
4
1
4
2
P2
2
2
2
2
2
..
.
3 −
v
4 1,3
v2
v2
..
.
2
2
2
2
=
1
22n−1
(32)
v2
v2
It is exponential in the number of qubits n. Hence, there exist BPs in the MPS-inspired ansatz.
5 Discussion
We developed powerful techniques to analyze the BP phenomenon for quantum neural networks
training with the ZX-calculus. The quantum neural networks under consideration are PQCs under
certain reasonable assumptions and the cost function is the expectation hHi of the PQC with
respect to a given Hamiltonian H. The basic idea of the method is to represent the PQC, the cost
function hHi, and the gradients ∂hHi
∂θj as ZX-diagrams. And then computing the expectation and
the variance of the gradient of hHi becomes computing the integration of certain ZX-diagrams.
We show that these integrations are sums of ZX-diagrams that can be computed explicitly in many
cases. As future works, it would be desirable to use the completeness of ZX-calculus to represent
these sums by ZX-diagrams, or more generally, diagrams in other complete graphical calculi.
In principle, these techniques can be used to any given ansatz under Assumption 1. We remark
that these techniques can be used to analyze the BP phenomenon for PQCs which contain t-design
sub-blocks, for example, the PQCs considered in [21, 54]. Because the t-design sub-blocks can
be replaced with concrete t-design PQCs and then the techniques proposed in this paper can be
applied. Techniques introduced in this paper can be used in more cases including circuits with
global cost functions and circuits of any depth. To analyze a PQC with a global cost function, one
can represent the global Hamiltonian as a ZX-diagram and then the method introduced in this
paper can be used. As shown in Section 4.1, the BP phenomenon for the hardware-efficient ansatz
has been analyzed when the depth is O(poly(n)). In conclusion, we extend the BP theorem from
unitary 2-design circuits to any parameterized quantum circuits under Assumption 1.
Using the techniques proposed in this paper, we analyzed four kinds of ansätze, including the
hardware-efficient ansatz, the tree tensor network ansatz, the QCNN ansatz, and the MPS-inspired
ansatz. It is shown that there exist BPs in the hardware-efficient-ansatz and the MPS-inspired
ansatz, while there exists no BP in the tree tensor network ansatz and the QCNN ansatz.
Acknowledgment. This work is partially supported by a NSFC grant No.11688101 and by a
NKRDP grant No.2018YFA0306702. We want to thank the anonymous referees for their valuable
suggestions.
References
[1] Alberto Peruzzo, Jarrod McClean, Peter Shadbolt, Man-Hong Yung, Xiao-Qi Zhou, Peter J.
Love, Alán Aspuru-Guzik, and Jeremy L. O’Brien. A variational eigenvalue solver on a photonic quantum processor. Nature Communications, 5(1):4213, Jul 2014. ISSN 2041-1723. DOI:
10.1038/ncomms5213.
[2] Abhinav Kandala, Antonio Mezzacapo, Kristan Temme, Maika Takita, Markus Brink,
Jerry M. Chow, and Jay M. Gambetta. Hardware-efficient variational quantum eigensolver for
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
25
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
[11]
[12]
[13]
[14]
[15]
[16]
[17]
[18]
[19]
[20]
[21]
[22]
small molecules and quantum magnets. Nature, 549(7671):242–246, Sep 2017. ISSN 1476-4687.
DOI: 10.1038/nature23879.
Yudong Cao, Jonathan Romero, Jonathan P. Olson, Matthias Degroote, Peter D. Johnson,
Mária Kieferová, Ian D. Kivlichan, Tim Menke, Borja Peropadre, Nicolas P. D. Sawaya,
Sukin Sim, Libor Veis, and Alán Aspuru-Guzik. Quantum chemistry in the age of quantum computing. Chemical Reviews, 119(19):10856–10915, Oct 2019. ISSN 0009-2665. DOI:
10.1021/acs.chemrev.8b00803.
Bela Bauer, Sergey Bravyi, Mario Motta, and Garnet Kin-Lic Chan. Quantum algorithms for
quantum chemistry and quantum materials science. Chemical Reviews, 120(22):12685–12717,
Nov 2020. ISSN 0009-2665. DOI: 10.1021/acs.chemrev.9b00829.
Edward Farhi, Jeffrey Goldstone, and Sam Gutmann. A quantum approximate optimization
algorithm. arXiv preprint arXiv:1411.4028, 2014.
Leo Zhou, Sheng-Tao Wang, Soonwon Choi, Hannes Pichler, and Mikhail D. Lukin. Quantum
approximate optimization algorithm: Performance, mechanism, and implementation on nearterm devices. Phys. Rev. X, 10:021067, Jun 2020. DOI: 10.1103/PhysRevX.10.021067.
Jin-Guo Liu and Lei Wang. Differentiable learning of quantum circuit born machines. Phys.
Rev. A, 98:062324, Dec 2018. DOI: 10.1103/PhysRevA.98.062324.
Seth Lloyd and Christian Weedbrook. Quantum generative adversarial learning. Phys. Rev.
Lett., 121:040502, Jul 2018. DOI: 10.1103/PhysRevLett.121.040502.
Vojtěch Havlı́ček, Antonio D. Córcoles, Kristan Temme, Aram W. Harrow, Abhinav Kandala,
Jerry M. Chow, and Jay M. Gambetta. Supervised learning with quantum-enhanced feature
spaces. Nature, 567(7747):209–212, Mar 2019. ISSN 1476-4687. DOI: 10.1038/s41586-0190980-2.
Maria Schuld, Alex Bocharov, Krysta M. Svore, and Nathan Wiebe. Circuit-centric quantum
classifiers. Phys. Rev. A, 101:032308, Mar 2020. DOI: 10.1103/PhysRevA.101.032308.
Marcello Benedetti, Erika Lloyd, Stefan Sack, and Mattia Fiorentini. Parameterized quantum
circuits as machine learning models. Quantum Science and Technology, 4(4):043001, nov 2019.
DOI: 10.1088/2058-9565/ab4eb5.
Chen Zhao and Xiao-Shan Gao. QDNN: DNN with quantum neural network layers. arXiv
preprint arXiv:1912.12660, 2019.
John Preskill. Quantum Computing in the NISQ era and beyond. Quantum, 2:79, August
2018. ISSN 2521-327X. DOI: 10.22331/q-2018-08-06-79.
Maria Schuld, Ville Bergholm, Christian Gogolin, Josh Izaac, and Nathan Killoran. Evaluating analytic gradients on quantum hardware. Phys. Rev. A, 99:032331, Mar 2019. DOI:
10.1103/PhysRevA.99.032331.
Andrea Mari, Thomas R. Bromley, and Nathan Killoran. Estimating the gradient and
higher-order derivatives on quantum hardware. Phys. Rev. A, 103:012405, Jan 2021. DOI:
10.1103/PhysRevA.103.012405.
James Stokes, Josh Izaac, Nathan Killoran, and Giuseppe Carleo. Quantum Natural Gradient.
Quantum, 4:269, May 2020. ISSN 2521-327X. DOI: 10.22331/q-2020-05-25-269.
Jonas M. Kübler, Andrew Arrasmith, Lukasz Cincio, and Patrick J. Coles. An Adaptive
Optimizer for Measurement-Frugal Variational Algorithms. Quantum, 4:263, May 2020. ISSN
2521-327X. DOI: 10.22331/q-2020-05-11-263.
Ken M. Nakanishi, Keisuke Fujii, and Synge Todo. Sequential minimal optimization for
quantum-classical hybrid algorithms. Phys. Rev. Research, 2:043158, Oct 2020. DOI:
10.1103/PhysRevResearch.2.043158.
Jarrod R. McClean, Sergio Boixo, Vadim N. Smelyanskiy, Ryan Babbush, and Hartmut Neven.
Barren plateaus in quantum neural network training landscapes. Nature Communications, 9
(1):4812, Nov 2018. ISSN 2041-1723. DOI: 10.1038/s41467-018-07090-4.
Zoë Holmes, Kunal Sharma, M. Cerezo, and Patrick J. Coles. Connecting ansatz expressibility
to gradient magnitudes and barren plateaus, 2021.
Marco Cerezo, Akira Sone, Tyler Volkoff, Lukasz Cincio, and Patrick J. Coles. Cost function
dependent barren plateaus in shallow parametrized quantum circuits. Nature Communications, 12(1):1791, Mar 2021. ISSN 2041-1723. DOI: 10.1038/s41467-021-21728-w.
Carlos Ortiz Marrero, Mária Kieferová, and Nathan Wiebe. Entanglement induced barren
plateaus. arXiv preprint arXiv:2010.15968, 2020.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
26
[23] Taylor L. Patti, Khadijeh Najafi, Xun Gao, and Susanne F. Yelin. Entanglement devised
barren plateau mitigation, 2020.
[24] Kunal Sharma, M. Cerezo, Lukasz Cincio, and Patrick J. Coles. Trainability of dissipative
perceptron-based quantum neural networks, 2020.
[25] Samson Wang, Enrico Fontana, Marco Cerezo, Kunal Sharma, Akira Sone, Lukasz Cincio,
and Patrick J Coles. Noise-induced barren plateaus in variational quantum algorithms. arXiv
preprint arXiv:2007.14384, 2020.
[26] Edward Grant, Leonard Wossnig, Mateusz Ostaszewski, and Marcello Benedetti. An initialization strategy for addressing barren plateaus in parametrized quantum circuits. Quantum,
3:214, December 2019. ISSN 2521-327X. DOI: 10.22331/q-2019-12-09-214.
[27] Tyler Volkoff and Patrick J Coles. Large gradients via correlation in random parameterized quantum circuits. Quantum Science and Technology, 6(2):025008, jan 2021. DOI:
10.1088/2058-9565/abd891.
[28] Bob Coecke and Ross Duncan. Interacting quantum observables. In Proceedings of the 37th
International Colloquium on Automata, Languages and Programming (ICALP), Lecture Notes
in Computer Science, 2008. DOI: 10.1007/978-3-540-70583-3˙25.
[29] Bob Coecke and Ross Duncan. Interacting quantum observables: categorical algebra and diagrammatics. New Journal of Physics, 13:043016, 2011. DOI: 10.1088/1367-2630/13/4/043016.
[30] Ross Duncan, Aleks Kissinger, Simon Pedrix, and John van de Wetering. Graph-theoretic
Simplification of Quantum Circuits with the ZX-calculus. Quantum, 4:279, 6 2020. ISSN
2521-327X. DOI: 10.22331/q-2020-06-04-279.
[31] Aleks Kissinger and John van de Wetering. Reducing T-count with the ZX-calculus. Physical
Review A, 102:022406, 8 2020. DOI: 10.1103/PhysRevA.102.022406.
[32] Alexander Cowtan, Silas Dilkes, Ross Duncan, Will Simmons, and Seyon Sivarajah. Phase
Gadget Synthesis for Shallow Circuits. In Bob Coecke and Matthew Leifer, editors, Proceedings 16th International Conference on Quantum Physics and Logic, Chapman University, Orange, CA, USA., 10-14 June 2019, volume 318 of Electronic Proceedings in
Theoretical Computer Science, pages 213–228. Open Publishing Association, 2020. DOI:
10.4204/EPTCS.318.13.
[33] Michael Hanks, Marta P. Estarellas, William J. Munro, and Kae Nemoto. Effective Compression of Quantum Braided Circuits Aided by ZX-Calculus. Physical Review X, 10:041030,
2020. DOI: 10.1103/PhysRevX.10.041030.
[34] Ross Duncan. A graphical approach to measurement-based quantum computing. In
Mehrnoosh Sadrzadeh Chris Heunen and Edward Grefenstette, editors, Quantum Physics and
Linguistics: A Compositional, Diagrammatic Discourse. 2013. ISBN 9780199646296. DOI:
10.1093/acprof:oso/9780199646296.001.0001.
[35] Miriam Backens, Hector Miller-Bakewell, Giovanni de Felice, Leo Lobski, and John van de
Wetering. There and back again: A circuit extraction tale. arXiv preprint arXiv:2003.01664,
2020.
[36] Nicholas Chancellor, Aleks Kissinger, Joschka Roffe, Stefan Zohren, and Dominic Horsman.
Graphical Structures for Design and Verification of Quantum Error Correction. arXiv preprint
arXiv:1611.08012, 2016.
[37] Niel de Beaudrap and Dominic Horsman. The ZX calculus is a language for surface code lattice
surgery. Quantum, 4:218, January 2020. ISSN 2521-327X. DOI: 10.22331/q-2020-01-09-218.
[38] Richard D. P. East, John van de Wetering, Nicholas Chancellor, and Adolfo G. Grushin.
AKLT-states as ZX-diagrams: diagrammatic reasoning for quantum states. arXiv preprint
arXiv:2012.01219, 2020.
[39] Richie Yeung. Diagrammatic design and study of ansätze for quantum machine learning, 2020.
[40] Bob Coecke, Giovanni de Felice, Konstantinos Meichanetzidis, and Alexis Toumi. Foundations
for Near-Term Quantum Natural Language Processing. arXiv preprint arXiv:2012.03755,
2020.
[41] Iris Cong, Soonwon Choi, and Mikhail D. Lukin. Quantum convolutional neural networks.
Nature Physics, 15(12):1273–1278, Dec 2019. ISSN 1745-2481. DOI: 10.1038/s41567-019-06488.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
27
[42] Edward Grant, Marcello Benedetti, Shuxiang Cao, Andrew Hallam, Joshua Lockhart, Vid Stojevic, Andrew G. Green, and Simone Severini. Hierarchical quantum classifiers. npj Quantum
Information, 4(1):65, Dec 2018. ISSN 2056-6387. DOI: 10.1038/s41534-018-0116-9.
[43] Jin-Guo Liu, Yi-Hong Zhang, Yuan Wan, and Lei Wang. Variational quantum eigensolver
with fewer qubits. Phys. Rev. Research, 1:023025, Sep 2019. DOI: 10.1103/PhysRevResearch.1.023025.
[44] Bob Coecke and Aleks Kissinger. Picturing Quantum Processes. Cambridge University Press,
2017. DOI: 10.1007/978-3-319-91376-6˙6.
[45] John van de Wetering. ZX-calculus for the working quantum computer scientist. arXiv preprint
arXiv:2012.13966, 2020.
[46] Miriam Backens. The ZX-calculus is complete for stabilizer quantum mechanics. New Journal
of Physics, 16(9):093021, 2014. DOI: 10.1088/1367-2630/16/9/093021.
[47] Miriam Backens. Making the stabilizer ZX-calculus complete for scalars. In Chris Heunen,
Peter Selinger, and Jamie Vicary, editors, Proceedings of the 12th International Workshop on
Quantum Physics and Logic (QPL 2015), volume 195 of Electronic Proceedings in Theoretical
Computer Science, pages 17–32, 2015. DOI: 10.4204/EPTCS.195.2.
[48] Emmanuel Jeandel, Simon Perdrix, and Renaud Vilmart. A Complete Axiomatisation of
the ZX-Calculus for Clifford+T Quantum Mechanics. In Proceedings of the 33rd Annual
ACM/IEEE Symposium on Logic in Computer Science, LICS ’18, pages 559–568, New York,
NY, USA, 2018. ACM. ISBN 978-1-4503-5583-4. DOI: 10.1145/3209108.3209131.
[49] Emmanuel Jeandel, Simon Perdrix, and Renaud Vilmart. Diagrammatic Reasoning Beyond
Clifford+T Quantum Mechanics. In Proceedings of the 33rd Annual ACM/IEEE Symposium
on Logic in Computer Science, LICS ’18, pages 569–578, New York, NY, USA, 2018. ACM.
ISBN 978-1-4503-5583-4. DOI: 10.1145/3209108.3209139.
[50] Amar Hadzihasanovic, Kang Feng Ng, and Quanlong Wang. Two complete axiomatisations
of pure-state qubit quantum computing. In Proceedings of the 33rd Annual ACM/IEEE Symposium on Logic in Computer Science, LICS ’18, page 502–511, New York, NY, USA, 2018.
Association for Computing Machinery. ISBN 9781450355834. DOI: 10.1145/3209108.3209128.
[51] Quanlong Wang. Completeness of the ZX-calculus. PhD thesis, University of Oxford, 2018.
[52] Emmanuel Jeandel, Simon Perdrix, and Renaud Vilmart. Completeness of the zx-calculus.
Logical Methods in Computer Science, 6 2020. DOI: 10.23638/LMCS-16(2:11)2020.
[53] Kaining Zhang, Min-Hsiu Hsieh, Liu Liu, and Dacheng Tao. Toward trainability of quantum
neural networks. arXiv preprint arXiv:2011.06258, 2020.
[54] Arthur Pesah, M Cerezo, Samson Wang, Tyler Volkoff, Andrew T Sornborger, and Patrick J
Coles. Absence of barren plateaus in quantum convolutional neural networks. arXiv preprint
arXiv:2011.02966, 2020.
[55] F. Verstraete, V. Murg, and J.I. Cirac. Matrix product states, projected entangled pair
states, and variational renormalization group methods for quantum spin systems. Advances
in Physics, 57(2):143–224, 2008. DOI: 10.1080/14789940801912366.
[56] Zhao-Yu Han, Jun Wang, Heng Fan, Lei Wang, and Pan Zhang. Unsupervised generative
modeling using matrix product states. Phys. Rev. X, 8:031012, Jul 2018. DOI: 10.1103/PhysRevX.8.031012.
A A simple example
In this section, we will use a simple example considered in Section 3.1 to illustrate the techniques
proposed in this paper. Recall that the PQC considered is
|0i
RX (θ1 )
RZ (θ3 )
=
|0i
Accepted in
RX (θ2 )
+
RZ (θ4 )
√1
2
√1
2
θ1
θ3
θ2
θ4
(f ), (h)
=
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
√1 θ1
2
θ3
√1 θ2
2
θ4
28
and the gradient with respect to θ1 can be represented as
π
√1 θ1 +
2
∂ hHi
=
∂θ1
√1
2
π
2
θ3
−θ3
−θ1 −
−θ4
−θ2
π
2
H
θ2
θ4
√1
2
.
√1
2
By Lemma 1, the expectation of this gradient is zero. The variance of the gradient is the following
integration.
π
π
2
θ1 +
θ3
−θ3
−θ1 −
−θ4
−θ2
π
2
H
Var
∂ hHi
∂θ1
1
=
16(2π)4
Z Z Z Z
θ1
θ2
θ3
θ2
θ4
−θ2
θ4
−θ4
θ4
θ2
θ3
θ1 +
dθ1 dθ2 dθ3 dθ4 .
H
−θ1 −
π
2
−θ3
π
2
π
Now we choose the Hamiltonian H = X ⊗ X. Then by Lemma 2 and Theorem 4, we have
π
π
π
π
16 · Var
∂ hHi
∂θ1
=
X
a1
a2
π
a3
X
=
a4
a1 ,a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
a2
π
a3
a4
.
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
π
π
π
π
π
Using Lemma 3 recursively, we can break the large ZX-diagram into small parts as follows.
π
π
π
16 · Var
∂ hHi
∂θ1
X
=
a2
π
π
a3
X
MT2 ,a3 ·
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
=
a4
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
a2
π
π
a3
π
π
π
π
π
π
=
X
MT2 ,a3 · Ma2 ,a3 ·
a2
π
π
a3
a4
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
=
X
MT2 ,a3
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
· Ma2 ,a3 · Ma2 ,a4 ·
a2
π
π
MT2 ,a3 · Ma2 ,a3 · Ma2 ,a4 ·
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
Accepted in
a4
π
π
X
a3
π
π
=
a4
π
·
a2
·
a3
π
π
·
a4
.
π
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
29
We denote
I˜a1 ,a2 =
·
a1
,
a2
π
H̃a3 ,a4 =
π
·
a3
a4
π
.
π
Then the variance can be represented as the following tensor network.
16 · Var
∂ hHi
∂θ1
X
=
P2
MT2 ,a3 · Ma2 ,a3 · Ma2 ,a4 · I˜T2 ,a2 · H̃a3 ,a4 =
I˜
H̃ .
a2 ,a3 ,a4 ∈{T1 ,T2 ,T3 }
By contracting this tensor network, we finally obtain
∂ hHi
1 3
Var
=
· .
∂θ1
16 4
B Proof of theorem 2
Theorem 2. The gradient can be represented as the following equation.
n
2
|c|2
·
∂hHi
∂θj
=
∂
∂θj
=
..
.
..
.
..
.
..
.
... ...
... ...
..
. . . . θj
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
θj +
..
.
..
.
π
2
H
H
..
.
..
.
... ...
... ...
..
. . . . −θj
...
...
..
.. . .
... ...
... ...
..
. . ..
...
...
..
.. . .
π
−θj −
..
.
..
.
..
.
..
.
π
2
Proof. Consider the spiders corresponding to θj . We expand the spiders as follows.
m ..
.
θj
...
...
.. n . . n ..
.
.
. . ..
−θj
⊗n
⊗m . . .
⊗m
⊗n
⊗n
⊗m . . .
⊗m
⊗n
|0i h0|
|0i h0|
|0i h0|
+eiθj |1i h1|
.. m =
−iθj |0i⊗n h0|⊗m . . . |1i⊗m h1|⊗n + |1i⊗n h1|⊗m . . . |1i⊗m h1|⊗n .
+e
.
Taking the partial derivative of θj on the two sides, we obtain
∂
∂θj
m ..
.
θj
...
...
.. n . . n ..
.
.
. . ..
−θj
.. m = ieiθj |1i⊗n h1|⊗m . . . |0i⊗n h0|⊗m −ie−iθj |0i⊗n h0|⊗m . . . |1i⊗n h1|⊗m
.
= ei(θj + π2 )|1i⊗n h1|⊗m . . . |0i⊗n h0|⊗m +e−i(θj + π2 ) |0i⊗n h0|⊗m . . . |1i⊗n h1|⊗m
...
= m . θj + π2 . n ... . n . −θj − π2 . m
..
..
.
..
..
. . ..
.
π
C Proof of lemma 1
Lemma 1. The following equation holds.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
30
1
2π
...
...
.. n . . n ..
.
.
. . ..
Z
α
m ..
.
α
...
...
.. n . . n ..
.
.
. . ..
.. m dα = m ..
.
.
−α
.. m
.
Proof. We expand the spiders as follows.
m ..
.
α
...
...
n
. . n ..
...
.
. . ..
−α
⊗n
⊗m . . .
⊗m
⊗n
⊗n
⊗m . . .
⊗m
⊗n
|0i h0|
|0i h0| + eiα|1i h1|
|0i h0|
.. m =
⊗n
⊗m . . .
⊗m
⊗n
−iα |0i⊗n h0|⊗m . . . |1i⊗m h1|⊗n +
|1i h1|
|1i h1| .
+e
.
By
Z
π
eikα dα = 0,
k = ±1,
−π
we have
1
2π
R
α
dα m ..
.
...
...
.. n . . n ..
.
.
. . ..
α
−α
.. m = |0i⊗n h0|⊗m . . . |0i⊗m h0|⊗n + |1i⊗n h1|⊗m . . . |1i⊗m h1|⊗n
.
...
...
= m .
n
.
.. m .
. . n ..
..
..
.
.
. . ..
D Proof of lemma 2
Lemma 2. The following equation holds.
1
2π
Z m ...
α
α
m ..
.
−α
...
...
... n . . . n ...
...
...
...
.. n . . n ..
.
.
. . ..
−α
.. m
.
α
.. m
.
m ..
.
...
...
.. n . . n ..
.
.
. . ..
m ..
.
...
...
... n . . . n ...
...
.. m
.
dα =
m ..
.
...
...
.. n . . n ..
.
.
. . ..
m ..
.
...
...
... n . . . n ...
...
+
.. m
.
...
...
.. n . . n ..
.
.
. . ..
m ..
.
.. m
.
+
π
.. m
.
π
.. m
.
...
...
.. n . . n ..
.
.
. . ..
m ..
.
.. m
.
Proof. We expand each spider on the left-hand side of the equation as follows.
m ..
.
α
m ..
.
−α
...
...
.. n . . n
.
. . ..
...
...
.. n . . n
.
. . ..
..
.
−α
..
.
α
.. m
.
+e−iα
=
+eiα
.. m
.
+
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗ iα
⊗n
⊗m
⊗m
⊗n +e
|0i h0| . . . |0i
h0|
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗
+
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗m
⊗n
⊗n
⊗m . . .
|0i
h0|
⊗ i2α
|0i h0|
⊗n
⊗m
⊗m
⊗n +e
|0i h0| . . . |1i
h1|
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗ iα
⊗n
⊗m
⊗m
⊗n +e
|1i h1| . . . |1i
h1|
Since
Z
⊗n
⊗m
⊗m
⊗n
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗ −iα |0i h0| . . . |1i
h1|
⊗
+
⊗n
⊗m
⊗m
⊗n +e
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
|0i h0| . . . |0i
h0|
⊗n
⊗m . . .
⊗n
⊗m . . .
⊗m
⊗n
⊗m
⊗n
|1i h1|
|0i
h0|
⊗ −i2α |0i h0|
|1i
h1|
⊗ −iα
⊗n
⊗m
⊗m
⊗n +e
⊗n
⊗m
⊗m
⊗n +e
|1i h1| . . . |0i
h0|
|1i h1| . . . |0i
h0|
⊗m
⊗n
⊗m
⊗n
⊗n
⊗m . . .
⊗n
⊗m . . .
|0i
h0|
⊗
|1i
h1|
⊗ iα
|1i h1|
|0i h0|
+
⊗n
⊗m
⊗m
⊗n
⊗n
⊗m
⊗m
⊗n +e
|0i h0| . . . |1i
h1|
|0i h0| . . . |1i
h1|
⊗n
⊗m
⊗m
⊗n
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗ −iα |0i h0| . . . |1i
h1|
⊗
+
⊗n
⊗m
⊗m
⊗n +e
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
|1i h1| . . . |1i
h1|
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
⊗
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
⊗
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗m
⊗n
⊗n
⊗m . . .
|1i
h1|
⊗
|1i h1|
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |1i
h1|
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
⊗
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
2π
eikα dα = 0,
k = ±1, ±2,
0
we integrate over α on each side and obtain
1
2π
R
m ..
.
α
α
m ..
.
−α
...
...
.. n . . n
.
. . ..
...
...
.. n . . n
.
. . ..
..
.
−α
..
.
α
.. m
.
dα =
.. m
.
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗n
⊗m . . .
⊗m
⊗n
|1i h1|
|1i
h1|
⊗
+
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
m ..
.
...
...
... n . . . n ...
...
m ..
.
...
...
... n . . . n ...
...
.. m
.
=
Accepted in
+
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |0i
h0|
⊗n
⊗m . . .
⊗m
⊗n
|0i h0|
|1i
h1|
⊗
+
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |1i
h1|
m ..
.
...
...
... n . . . n ...
...
m ..
.
...
...
... n . . . n ...
...
+
.. m
.
+
m ..
.
.. m
.
+
π
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
⊗
⊗n
⊗m
⊗m
⊗n
|1i h1| . . . |1i
h1|
⊗n
⊗m . . .
⊗m
⊗n
|1i h1|
|1i
h1|
⊗
+
⊗n
⊗m
⊗m
⊗n
|0i h0| . . . |0i
h0|
...
...
.. n . . n ..
.
.
. . ..
.. m
.
π
.
.. m
.
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
m ..
.
...
...
.. n . . n ..
.
.
. . ..
.. m
.
31
E Proof of lemma 3
Lemma 3. The following equation holds.
...
1
(2π)2
...
...
...
...
Z Z
θj
θk
−θk
−θj
θj
−θj
−θk
θk
θj
...
...
...
...
θk
...
...
dθj dθk =
P
aj ,ak ∈{T1 ,T2 ,T3 }
...
Maj ,ak ·
...
...
aj
...
...
ak
...
...
...
...
column in the following 3 × 3 matrix
1
−1
1
Here Maj ,ak is the element on the aj -th row and ak -th
1 1
1
1 1
M=
4
1 −1
Proof. By Lemma 2, we have
...
1
(2π)2
...
...
...
...
Z Z
θj
θk
−θk
−θj
θj
−θj
−θk
θk
θj
...
...
...
...
θk
...
...
dθj dθk =
P
...
...
aj
aj ,ak ∈{T1 ,T2 ,T3 }
...
...
...
.
ak
...
...
...
...
Hence, it is sufficient to prove
...
...
...
aj
...
...
...
...
ak
...
...
...
...
= Maj ,ak
aj
...
...
...
...
...
...
ak
...
...
...
for aj , aj ∈ {T1 , T2 , T3 }.
For aj = ak = T1 , we have
...
...
...
...
...
(f )
=
(hopf )
1
=
4
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
(f )
=
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
(33)
1
4
.
...
...
...
...
...
For (aj , ak ) ∈
/ {(T2 , T3 ), (T3 , T2 )}, the proof is almost the same as that of Eq. (33).
Now, let us consider the case when (aj , ak ) = (T2 , T3 ). We can use the rules in Figure 4 as
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
32
follows.
...
...
...
...
π
...
...
(f )
=
π
...
...
π
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
...
(π), (f )
=
...
π
π
π
...
...
(h), (i2) (f ),
=
...
π
...
π
π
...
...
π
...
...
...
...
...
...
...
...
π
...
π
...
...
(hopf )
=
...
1
4
...
π
π
...
π
...
...
...
...
...
...
(π)
= − 14
...
π
...
π
...
π
...
...
π
π
...
...
...
...
π
...
(f )
=
...
...
(f )
=
...
− 41
...
...
π
...
...
...
π
.
π
...
...
...
...
...
...
...
...
F Proof of lemma 4
Lemma 4. The following equation holds.
θ2
1
(2π)3
Z
θ1
θ3
θ1 ,θ2 ,θ3 −θ1
−θ3
−θ2
...
...
...
...
...
...
...
...
−θ2
−θ3
−θ1
θ3
θ1
dθ1 dθ2 dθ3 =
P
a1 ,a2 ,a3 ∈{T1 ,T2 ,T3 }
θ2
Here ETa1 ,a2 ,a3 is an element in the following 3 × 3 × 3 tensor
1 0 0
0 1 0
1
1
0 1 0 , ET [2, ·, ·] = 1 0 0 ,
ET [1, ·, ·] =
8
8
0 0 1
0 0 0
Accepted in
ETa1 ,a2 ,a3 ·
...
...
...
...
a1
a2
...
...
...
...
0
1
0
ET [3, ·, ·] =
8
1
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
a3
0
0
0
1
0 .
0
33
Proof. By Lemma 2, it is sufficient to prove that
...
...
...
...
...
...
...
...
...
...
...
...
a1
a2
= ETa1 ,a2 ,a3 ·
a3
a1
a2
= 2ETa1 ,a2 ,a3 ·
a3
a2
a3
...
...
...
...
...
...
...
...
...
...
...
...
for a1 , a2 , a3 ∈ {T1 , T2 , T3 }.
We first consider the case when a1 = T1 . Since a1 = T1 , we have
...
...
...
...
...
...
...
...
a2
(h), (f )
=
(f )
=
a3
a2
...
...
...
...
...
...
...
...
...
...
...
...
...
a2
(b) 2
=
...
...
...
...
...
...
...
...
a3
...
(h), (f )
=
2
a3
...
a2
a3
...
...
...
...
...
a2
a3
...
...
...
...
.
Now, if a2 = T1 , then we have
...
...
...
...
...
...
...
...
...
...
...
...
2
Accepted in
a3
(f ), (hopf )
1
=
4
a3
(i1), (i2)
=
1
4
a3
...
...
...
...
...
...
...
...
...
...
...
...
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
.
34
Hence,
...
...
...
...
...
...
...
...
(f )
=
1
4
,
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
1
4
π
(f ), (h)
1
=
4
(hopf )
1
=
4
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
...
...
...
...
1
8
1
0
(f ), (h)
1
=
4
(hopf )
1
=
4
π
= 0,
π
...
1
4
That is ET [1, 1, ·] =
1
4
= 0.
π
...
...
...
...
...
...
...
...
0 .
If a2 = T2 , then
2
...
...
...
...
...
...
...
...
...
...
...
...
a3
π
...
...
...
...
...
...
...
...
(f ), (hopf )
=
1
2
...
(h), (f )
=
...
...
π
...
...
...
...
π
...
1
2
...
a3
π
Accepted in
a3
π
π
...
a3
(i1), (i2)
1
=
2
...
...
...
...
...
π
π
(π), (f )
1
=
2
a3
π
(f ), (hopf ), (π)
=
1
4
...
a3
π
π
...
...
...
...
...
...
...
...
...
...
...
...
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
35
Hence,
...
...
...
...
π
...
1
4
π
...
...
(f ), (hopf )
1
=
8
π
...
...
...
...
...
...
1
4
= 0,
π
...
...
...
(h)
=
π
1
4
...
π
(f ), (π)
1
=
4
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
...
π
...
...
π
π
1
4
...
...
...
...
...
π
...
...
...
π
...
(f ), (h)
=
π
1
4
π
...
π
...
...
...
...
...
π
...
...
(hopf )
=
π
1
4
...
π
...
...
...
...
...
...
...
...
...
...
...
1
8
= 0.
π
...
That is ET [1, 2, ·] =
,
π
1 0 .
0
If a2 = T3 , then
2
...
...
...
...
...
...
...
...
...
...
...
...
π
π
...
...
...
...
...
...
...
...
(π), (f )
=
Accepted in
(f ), (hopf )
=
a3
π
π
π
π
a3
(h), (f )
=
(i1), (i2)
=
a3
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
a3
π
a3
π
π
(f ), (hopf ), (π)
=
1
4
π
π
a3
...
...
...
...
...
...
...
...
...
...
...
...
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
π
36
Hence.
1
4
1
4
1
4
That is ET [1, 3, ·] =
1
8
0
π
...
...
...
...
...
...
...
...
π
π
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
(f ), (hopf )
1
=
4
π
π
π
π
...
...
...
...
...
...
...
...
...
...
π
0
π
...
π
π
(f ), (hopf )
1
=
4
π
π
(h), (f ), (π)
=
π
1
4
π
= 0,
π
= 0,
...
...
...
...
...
...
π
π
.
...
...
...
...
...
...
...
...
1 .
By now, we have proved that
1
1
ET [1, ·, ·] = 0
8
0
0
1
0
0
0 .
1
(34)
Now, let us consider the case when a1 = T2 . Since a1 = T2 , we have
...
...
...
...
...
...
...
...
a2
π
(h), (f )
=
(f )
=
a3
a2
π
a3
...
...
...
...
...
...
...
...
...
...
...
...
...
a2
...
...
(b) 2
=
a3
π
...
...
...
...
...
...
a2
...
a3
π
...
...
...
...
π
...
(h), (f )
=
2
Accepted in
...
a2
a3
...
...
...
...
.
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
37
Now, if a2 = T1 , then we have
...
...
...
π
...
...
...
...
π
...
2
π
...
a3
(f ), (hopf )
=
...
1
4
...
...
(i1), (i2)
1
=
4
a3
a3
...
...
...
...
...
...
...
...
...
...
...
...
Hence,
...
...
...
...
...
π
(f ), (hopf )
=
1
4
= 0,
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
1
4
(h)
=
π
1
4
(f ), (π)
=
π
...
...
...
...
...
...
...
...
1
4
...
...
...
π
,
π
...
...
...
...
...
π
...
...
...
...
...
...
0
...
(f ), (hopf )
=
π
That is ET [1, 1, ·] =
...
...
π
...
1
8
...
1
8
...
1
4
...
π
...
1
...
1
8
= 0.
π
...
...
...
...
0 .
If a2 = T2 , then
...
...
...
π
...
2
...
a3
...
...
...
...
...
...
π
...
(f ), (hopf )
=
1
2
π
...
...
...
a3
π
...
...
1
2
...
a3
(i1), (i2)
1
=
2
...
a3
π
...
...
...
...
...
...
...
π
...
...
(h), (f )
= 12
a3
...
...
π
(f ), (hopf )
=
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
a3
(f ), (π)
1
=
4
a3
...
...
...
...
π
...
...
(i1), (i2)
1
=
4
1
4
...
π
π
...
π
π
...
(π)
=
...
π
π
...
π
a3
π
...
...
...
...
...
...
...
...
π
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
38
Hence,
...
...
...
...
...
...
...
...
1
4
1
4
That is ET [1, 2, ·] =
,
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
(f ), (h)
1
=
4
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
1
1
4
...
π
1
4
1
8
(f )
=
π
π
(f ), (h)
1
=
4
π
...
...
...
...
...
...
...
...
π
(hopf )
= 0,
π
(hopf )
= 0.
0 .
0
If a2 = T3 , then
...
...
...
π
...
2
...
...
(f ), (hopf )
=
a3
π
Accepted in
...
...
...
...
...
...
...
...
...
...
...
...
...
...
(f ), (hopf )
=
a3
...
...
...
...
π
π
1
4
a3
π
π
...
...
...
...
...
...
π
π
π
π
...
a3
π
...
(π)
=
π
π
...
...
a3
π
π
π
...
π
...
...
(h), (f )
=
...
π
...
...
...
...
...
π
(f ), (π)
=
π
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
1
4
π
π
...
a3
...
...
...
...
π
39
Hence.
...
...
...
π
...
1
4
π
...
...
π
π
(f ), (hopf )
1
=
32
π
π
...
...
...
...
...
...
...
...
...
...
...
...
...
π
π
π
π
(f ), (hopf )
1
=
16
π
That is ET [1, 3, ·] =
1
8
0
0
= 0,
π
= 0,
π
= 0.
...
π
π
...
...
...
...
...
...
...
...
...
...
...
...
...
...
π
π
π
π
π
...
1
4
...
...
...
1
4
...
π
π
π
π
π
(f ), (hopf )
1
=
8
π
...
π
π
...
...
...
...
...
...
...
...
0 .
By now, we have proved that
0
1
ET [2, ·, ·] = 1
8
0
0
0 .
0
1
0
0
(35)
Let us consider the case when a1 = T3 .
When a1 = T3 , we have
...
...
...
...
...
...
...
...
a2
π
(h), (f )
=
(f )
=
a3
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
a2
π
(b)
=
a3
...
...
...
...
...
...
Accepted in
π
a3
...
...
(h), (f )
=
2
a2
π
2
a2
π
a3
...
...
...
...
...
a2
a3
...
...
...
...
.
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
40
According to the symmetry, we can use the result of the
0 0
1
0 0
ET [3, ·, ·] =
8
1 0
case when a1 = T2 . And we obtain
1
0 .
(36)
0
G Analysis of PQCs in section 4
G.1 Hardware-efficient ansatz
We will prove some properties of LT , which are used in the analysis in Section 4.1.
Theorem 8. Suppose that λ1 , . . . , λ3n are eigenvalues of LT . And
|λ1 | ≥ |λ2 | ≥ · · · ≥ |λ3n | .
Then we have
λ1 = λ2 = 1,
|λj | < 1 for j > 2.
Proof. By definition of EM , we can compute that
3
1
1
4
1
41
4
EM =
4
3
4
− 14
4
− 14
3
4
1
4
3
4
− 41
3
4
1
4
1
4
0
0
0
1
4
− 14
3
4
0
0
0
.
3
4
1
(37)
4
1
4
By computation, EM can be diagonalized. Four of its eigenvalues are 1 and other eigenvalues are
in the interval (−1, 1). Moreover, the eigenspace of the eigenvalue 1 is
span {v1 ⊗ v1,2 , v1 ⊗ v1,3 , v1,2 ⊗ v1,2 , v1,3 ⊗ v1,3 } ,
where
(38)
1
1
1
v1 = 0 , v1,2 = 1 , v1,3 = 0 .
0
0
1
LT is an operator on the tensor product of n R3 . We denote the operator EM on the i-th and
j-th R3 as EMi,j . Then the eigenspace of LT corresponding to the eigenvalue 1 is the intersection
of the eigenspaces corresponding to the eigenvalue 1 of
EM1,2 , EM2,3 , . . . , EMn−1,n , EMn,1 .
Hence, by Eq. (38), we have
E1 = span {v1,2 ⊗ · · · ⊗ v1,2 , v1,3 ⊗ · · · ⊗ v1,3 } .
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
41
G.2 Tree tensor network ansatz
In Section 4.2, we used Eq. (23). Here we will prove this equation.
Proof of Eq. (23). By Lemma 2, it suffices to prove that
...
...
...
a
b
...
...
...
...
...
...
...
...
a,b,c
TTTN
=
c
...
a
...
...
...
...
...
b
.
c
...
...
...
Similar to the proof of Lemma 4, we first consider the case when a = T1 . When a = T1 , we have
...
...
...
...
...
...
b
c
...
...
...
...
...
(f ), (hopf )
1
=
4
...
...
...
...
...
...
b
c
...
...
...
...
(i1), (i2)
1
=
4
...
...
...
...
...
...
...
b
.
c
...
...
Now, a is disconnected with b and c. Hence, we can consider b and c separately. If b = T1 , then
...
...
1
4
...
c
...
...
...
(f ), (hopf )
1
=
16
...
...
...
...
c
...
...
(i1), (i2)
1
=
16
...
...
...
...
c
...
...
Hence,
...
...
=
,
...
...
...
...
...
(f )
=
π
(hopf )
=
π
...
...
...
= 0,
π
...
...
(f )
=
π
π
...
.
...
That it
TTTN [1, 1, ·] =
1
1
16
1 .
0
If b = T2 , then
...
...
1
4
π
...
...
c
...
...
(π)
=
...
π
π
...
π
...
1
4
...
c
...
...
(h), (f )
1
=
4
...
...
π
π
...
π
π
...
...
c
...
π
...
(f ), (hopf )
1
=
16
...
π
π
...
...
c
π
π
...
...
π
...
(π), (f )
1
= 16
...
...
...
π
...
c
...
π
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
42
Hence,
π
π
...
...
(f ), (hopf )
=
= 0,
...
...
π
π
π
...
...
(f ), (h), (π)
=
π
,
π
...
...
π
π
π
...
...
(f ), (hopf )
=
π
= 0.
...
...
π
π
That it
TTTN [1, 2, ·] =
1
0
16
1
0 .
If b = T3 , then
...
1
4
...
...
...
c
π
...
...
(f ), (hopf )
1
=
16
...
...
c
π
...
...
...
(i1), (i2)
1
=
16
...
...
...
...
...
c
π
...
...
Hence,
...
...
=
...
...
π
...
(f )
=
...
...
...
(hopf )
=
π
π
...
...
π
,
...
= 0,
...
...
(f )
=
π
.
...
That it
1
1
16
0
1 .
1
1
0
TTTN [1, ·, ·] =
16
1
0
1
0
1
0 .
1
TTTN [1, 3, ·] =
By now, we have proved that
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
(39)
43
Now, let us consider the case when a = T2 . When a = T2 , we have
...
...
...
...
b
π
...
...
...
π
...
π
...
...
(π)
=
c
...
b
...
...
...
c
...
...
...
π
...
...
π
...
...
(f ), (hopf )
1
=
4
...
...
...
...
...
...
...
...
...
...
...
π
...
...
π
...
...
π
...
b
π
(π)
=
c
π
b
π
π
...
π
...
...
...
...
...
b
...
...
π
1
4
...
...
...
(h), (f )
=
π
.
c
...
...
π
c
Now, a is disconnected with b and c. Hence, we can consider b and c individually. If b = T1 , then
π
...
π
...
1
4
(h)
=
c
...
...
...
...
...
...
...
1
4
...
...
(f ), (hopf )
=
c
...
...
π
π
π
...
π
π
...
...
1
4
...
c
...
...
π
...
π
...
(π)
=
c
...
π
...
(i1), (f ), (h)
=
...
1
4
...
...
π
1
16
...
...
(i1), (i2)
=
c
...
...
π
...
π
...
π
...
...
1
16
c
...
...
Hence,
π
...
...
(f )
=
1
16
π
...
π
...
1
16
...
(f ), (h)
1
= 16
π
...
π
...
π
(hopf )
= 0,
...
...
π
(f ), (π)
1
= − 16
π
π
,
...
π
1
16
1
16
...
π
π
π
...
(f ), (π)
1
= − 16
π
...
That it
TTTN [2, 1, ·] =
.
...
1
1
16
0
−1 .
If b = T2 , then
π
...
...
1
4
c
π
...
...
...
...
(h), (π)
1
=
4
...
π
π
...
c
π
...
π
...
...
(f ), (π)
1
=
4
π
...
...
...
π
...
...
...
(π), (f )
=
π
π
π
...
...
c
π
π
π
π
...
...
...
π
π
...
(i1), (f ), (h)
=
...
π
π
π
...
1
4
π
c
π
π
...
...
...
(f ), (hopf )
=
...
...
π
π
1
16
π
c
π
π
...
...
...
1
16
...
c
π
π
...
...
π
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
44
Hence,
π
π
π
...
...
(f ), (hopf )
1
=
16
1
16
π
= 0,
...
...
π
π
π
...
π
1
16
...
(f ), (π)
=
π
1
16
...
π
,
π
...
π
π
π
...
π
1
16
(f ), (hopf )
1
=
16
π
...
π
...
π
= 0.
π
...
π
π
π
That it
1
0
16
TTTN [2, 2, ·] =
0 .ow
1
If b = T3 , then
π
...
π
...
1
4
...
(h)
=
c
π
...
...
...
...
...
1
4
...
π
1
4
...
...
π
1
4
π
...
π
...
...
c
π
...
π
...
π
...
...
...
(f ), (hopf )
=
c
π
π
...
(f ), (π)
1
=
− 16
...
π
...
(π)
=
c
π
...
π
...
(i1), (f ), (h)
=
...
π
...
...
π
...
...
...
π
...
π
1
16
c
π
π
...
...
(i1), (i2)
=
...
π
...
...
π
1
16
π
...
π
...
c
π
π
...
...
c
π
π
...
...
Hence,
π
...
1
− 16
π
...
π
...
1
− 16
π
...
π
...
π
,
...
...
(f ), (h)
1
= − 16
π
1
− 16
...
(f )
1
= − 16
(hopf )
= 0,
...
...
(f ), (π)
1
= 16
π
π
π
...
That it
TTTN [2, 3, ·] =
...
π
π
π
(f ), (π)
1
= 16
...
1
−1
16
π
.
...
0
1 .
By now, we have proved that
1
1
0
TTTN [2, ·, ·] =
16
−1
Accepted in
0 −1
1 0 .
0 1
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
(40)
45
Now, let us consider the case when a = T3 . When a = T3 , we have
...
...
...
...
π
...
b
...
...
...
...
(f ), (hopf )
1
=
4
c
...
...
...
...
...
...
...
π
b
...
...
(i1), (i2)
1
=
4
c
...
Now, a is disconnected with b and c. And the parts of b
Hence, we have
1 0
1
0 1
TTTN [3, ·, ·] =
16
1 0
...
...
...
...
...
...
...
π
b
...
.
c
...
...
...
and c are the same as that of a = T1 .
1
0 .
1
(41)
Now we are going to prove that there is a lower bound for the variance of gradients in the tree
tensor network ansatz.
Theorem 6. For tree tensor network ansatz shown in (22), if
H = k0 I + k1 X + k2 Y + k3 Z,
then we have
Var
∂ hHi
∂θ
≥
k12 + k32 ˜
k2 ˜
I(u1 , . . . , un ) + 22 I(w
1 , . . . , wn ),
2
n
n
(27)
−
˜ 1 , . . . , un ) is defined in Eq. (26). And I˜ is a 3n dimenfor some uj , wj ∈ {v1,3 , v2 , v1,3
}. Here I(u
sional tensor which only depends on the input state. If the input state is ρ, then I˜ is defined as
follows.
−π
2
π
2
ρ
π
2
Ta1
−π
2
π
2
Ta2
π
2
−π
2
..
.
−π
2
..
.
..
.
I˜a1 ,...,an =
π
2
π
2
..
.
ρ
..
.
−π
2
, where aj ∈ {1, 2, 3}.
Tan
−π
2
Proof. We first prove that
˜ 1 , . . . , un ) ≥ 0,
I(u
where
Accepted in
0
v2 = 1 ,
0
v1,3
−
uj ∈ v2 , v1,3 , v1,3
,
1
= 0 ,
1
−
v1,3
1
= 0 .
−1
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
46
−
Note that if u1 is v1,3 or v1,3
, then
−π
2
−π
2
π
2
..
.
ρ
..
.
−π
2
−π
2
π
2
T1 + T3
−π
2
π
2
...
˜ 1,3 , . . . ) =
I(v
π
2
π
2
π
2
..
.
−π
2
..
.
ρ
..
.
−π
2
π
2
ρ
π
2
T1 − T3
−π
2
π
2
...
π
2
−π
2
..
.
..
.
..
.
˜ − ,...) =
, I(v
1,3
π
2
...
−π
2
..
.
π
2
ρ
..
.
−π
2
.
...
−π
2
By
T1 + T3 =
+
= |00i h00| + |10i h10| + |01i h01| + |11i h11| ,
π
= (|0i h0| + |1i h1|) ⊗ (|0i h0| + |1i h1|) =
T1 − T3 =
+
,
= |00i h00| − |10i h10| − |01i h01| + |11i h11|
π
π
= (|0i h0| − |1i h1|) ⊗ (|0i h0| − |1i h1|) =
|0i h1|
T2 =
=
π
π
,
|1i h0|
+
|0i h1|
|1i h0|
,
˜ 1 , . . . , un ) as a sum of squares. Thus, we have proved that
we can expand I(u
˜ 1 , . . . , un ) ≥ 0.
I(u
Now let us consider the lower bound of Var ∂hHi
. By the graph-like ZX-diagram just ob∂θ
H̃1
tained, we have H̃ = H̃2 which is defined as follows.
H̃3
π
2
H̃j =
H
−π
2
, for j = 1, 2, 3.
Tj
−π
2
H
π
2
Suppose that H = k0 I + k1 X + k2 Y + k3 Z. Then we can obtain
−
H̃ = 2k02 v1,3 + 2(k12 + k32 )v2 + 2k22 v1,3
.
(42)
And by the definition of TTTN , we can obtain Eq. (25). Hence, we can expand the variance as
X
∂ hHi
˜ 1 , . . . , un ),
a(u1 , . . . , un ) · I(u
Var
=
∂θ
−
uj ∈{v2 ,v1,3 ,v1,3 }
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
47
where a(u1 , . . . , un ) is a non-negative number. We will prove that there exists one choise of
(u1 , . . . , un ) such that
1
a(u1 , . . . , un ) ∈ Ω(
).
poly(n)
When we use Eq. (25) to expand the variance, the only case that will cause a coefficient < 1 is
the case when we use the second equation in Eq. (25). Hence, the coefficients a(u1 , . . . , un ) only
depend on the number of times that we use the second equation. And it depends on the location
of θ. The worst case is that θ is the parameter of the first gate applying to the first qubit. In this
case, we need to use the second equation in Eq. (25) for 2 log(n) − 1 times. That means we have
a lower bound for the variance
k22 ˜
k2 + k2 ˜
∂ hHi
≥ 1 2 3 I(u
Var
1 , . . . , un ) + 2 I(w1 , . . . , wn ),
∂θ
n
n
−
for some uj , wj ∈ {v1,3 , v2 , v1,3
}.
Note that I(u1 , . . . , un ) only depends on the input state ρ. If
˜ 1 , . . . , un ) ∈ Ω(
I(u
1
1
˜ 1 , . . . , wn ) ∈ Ω(
) or I(w
),
poly(n)
poly(n)
then there exists no BP in the tree tensor network ansatz.
G.3 QCNN
Theorem 7. For the QCNN ansatz shown in (28), if
H = k0 I + k1 X + k2 Y + k3 Z,
then we have
k22 + k32 ˜
k2 ˜
I(u1 , . . . , un ) + 19 I(w
(30)
1 , . . . , wn ),
9
n
n
−
for some uj , wj ∈ {v1,3 , v2 , v1,3
}. Here I˜ is a 3n dimensional tensor which only depends on the
input state ρ.
Var
∂ hHi
∂θ
≥
..
.
ρ
..
.
Ta1
Ta2
I˜a1 ,...,an =
..
.
..
.
ρ
..
.
, where aj ∈ {1, 2, 3}.
Tan
Proof. The proof is similar to that of the tree tensor network ansatz (Theorem 6), so we will only
give a sketch of the proof. We also have
˜ 1 , . . . , un ) ≥ 0,
I(u
−
uj ∈ {v1,3 , v2 , v1,3
}.
From the graph-like ZX-diagram, we have
H
H̃j =
Tj
, for j = 1, 2, 3.
H
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
48
Hence,
−
H̃ = 2k02 v1,3 + 2(k12 + k22 )v2 + 2k32 v1,3
.
We will analyze each term of H̃ in the variance.
Using Eq. (29), the term 2k02 v1,3 will become 0 by P2 v1,3 = 0. The terms 2(k12 + k22 )v2 and
−
2k32 v1,3
will generate terms containing v2 after expanding using Eq. (29). And each time after
generating terms containing v2 , a coefficient ≥ 81 will be multiplied to the variance. Hence, if we
want to bring v2 to P2 , we need to generate terms containing v2 for l times, where l is a path from
the location of v2 to the location of P2 .
By the structure of the QCNN ansatz, we have
l ≥ 3 log(n).
It will generated a coefficient ≥
1
.
83 log(n)
Hence we have
Var
∂ hHi
∂θ
≥
k12 ˜
k22 + k32 ˜
I(u
,
.
.
.
,
u
)
+
I(w1 , . . . , wn ),
1
n
n9
n9
−
for some uj , wj ∈ {v1,3 , v2 , v1,3
}.
Accepted in
Quantum 2021-05-28, click title to verify. Published under CC-BY 4.0.
49
|
|
https://openalex.org/W2152010581
|
https://lirias.kuleuven.be/retrieve/534036
|
English
| null |
Delay and secrecy: does industry sponsorship jeopardize disclosure of academic research?
|
Industrial and corporate change
| 2,014
|
public-domain
| 7,589
|
Faculty of Business and Economics Delay and secrecy: Does industry sponsorship
jeopardize disclosure of academic research? Dirk Czarnitzki, Christophe Grimpe and Andrew A. Toole OR 1101 Non-technical summary It has almost become conventional wisdom that the viability of modern open science norms
and practices depends on public disclosure of new knowledge, methods, and materials. At
the same time, long-run trends suggest a broad shift is taking place in the institutional
financing structure that supports academic research. According to data compiled by the
OECD, industry sources are financing a growing share of academic research while “core”
public funding is generally shrinking. This ongoing shift from public to private sponsorship
is a cause for concern because these sponsorship relationships are fundamentally different. Available evidence suggests that industry financing does not simply replace dwindling public
money, but imposes additional restrictions on academic researchers. In particular, industry
sponsors frequently limit disclosure of research findings, methods, or materials by delaying
or banning public release. Hence, in this paper we examine the relationship between industry sponsorship and
restrictions on disclosure using individual-level data on German academic researchers. Our
results show a strong positive relationship between the degree of publication restrictions and
the share of industry sponsorship. The percentage of respondents who reported higher
secrecy (partial or full) is significantly larger for industry sponsored researchers than it is for
researchers with other extramural sponsors, 41% and 7% respectively. Holding other factors
constant, a 10% increase in a researcher’s share of industry sponsorship increases the
probability that he or she will experience publication delay or secrecy by 4.4 percentage
points. In this respect, our results shed light on an important challenge facing policymakers. Understanding the trade-off between public and private sponsorship of academic research
involves gauging the impact of disclosure restrictions on the quantity, quality, and evolution
of academic research to better understand how these restrictions may ultimately influence
innovation and economic growth. Delay and secrecy: Does industry sponsorship
jeopardize disclosure of academic research? Dirk Czarnitzkia,b,c, Christoph Grimped, and Andrew A. Toolec,e a) K.U.Leuven, Dept. of Managerial Economics Strategy and Innovation, Leuven (Belgium)
b) Centre for R&D Monitoring (ECOOM) at K.U.Leuven
c) Centre for European Economic Research (ZEW), Mannheim (Germany)
d) Copenhagen Business School, Copenhagen (Denmark)
e) U.S. Department of Agriculture, Economic Research Service, Washington DC (United States) a) K.U.Leuven, Dept. of Managerial Economics Strategy and Innovation, Leuven (Belgium)
b) Centre for R&D Monitoring (ECOOM) at K.U.Leuven
c) Centre for European Economic Research (ZEW), Mannheim (Germany)
d) Copenhagen Business School, Copenhagen (Denmark)
e) U.S. Department of Agriculture, Economic Research Service, Washington DC (United States) a) K.U.Leuven, Dept. of Managerial Economics Strategy and Innovation, Leuven (Belgium)
b) Centre for R&D Monitoring (ECOOM) at K.U.Leuven
c) Centre for European Economic Research (ZEW), Mannheim (Germany)
d) Copenhagen Business School, Copenhagen (Denmark)
e) U.S. Department of Agriculture, Economic Research Service, Washington DC (United States) January 2011 Abstract The viability of modern open science norms and practices depend on public
disclosure of new knowledge, methods, and materials. Aggregate data from the
OECD show a broad shift in the institutional financing structure that supports
academic research from public to private sponsorship. This paper examines the
relationship between industry sponsorship and restrictions on disclosure using
individual-level data on German academic researchers. Accounting for self-
selection into extramural sponsorship, our evidence strongly supports the
perspective that industry sponsorship jeopardizes public disclosure of academic
research. Keywords: open science, research funding, industry sponsorship, disclosure, secrecy
JEL-Classification: O31; O32; L33 Keywords: open science, research funding, industry sponsorship, disclosure, secrecy
JEL-Classification: O31; O32; L33 Contact details:
Dirk Czarnitzki, K.U.Leuven, Dept. of Managerial Economics, Strategy and Innovation
Naamsestraat 69, 3000 Leuven, Belgium
Phone: +32 16 326 906, Fax: +32 16 326 732, E-Mail: dirk.czarnitzki@econ.kuleuven.be Christoph Grimpe, Copenhagen Business School, Dept. of Innovation and Organizational
Economics, Kilevej 14A, 2000 Frederiksberg, Denmark
Phone: +45 3815 2530, Fax: +45 3815 2540, E-Mail: christoph@cbs.dk Andrew A. Toole, USDA, Economic Research Service
1800 M Street NW, Washington DC 20036, USA
Phone: +1 202 694 5208, Fax: +1 202 694 5776, E-Mail: atoole@ers.usda.gov Andrew A. Toole, USDA, Economic Research Service
1800 M Street NW, Washington DC 20036, USA
Phone: +1 202 694 5208, Fax: +1 202 694 5776, E-Mail: atoole@ers.usda.gov 1 OECD data show the share of industry sponsorship has grown in all countries since 1980, although this
share is still relatively small. General university funds (“core” funds) as a share of civilian government budget
appropriations fell from 26% in 1995 to 23% in 2007 (OECD, Main Science and Technology Indicators, 2010). Acknowledgements and disclaimer: g
Czarnitzki gratefully acknowledges funding from the Flemish Science Foundation (FWO
grant: G.0501.11). The views expressed in this article are the authors’ and do not necessarily
represent the views of the U.S. Department of Agriculture or the Economic Research Service. Czarnitzki gratefully acknowledges funding from the Flemish Science Foundation (FWO
grant: G.0501.11). The views expressed in this article are the authors’ and do not necessarily
represent the views of the U.S. Department of Agriculture or the Economic Research Service. 1
Introduction Long-run trends suggest a broad shift is taking place in the institutional financing structure
that supports academic research. According to data compiled by the OECD, industry sources
are financing a growing share of academic research while “core” public funding is generally
shrinking.1 This ongoing shift from public to private sponsorship is a cause for concern
because these sponsorship relationships are fundamentally different. Available evidence
suggests that industry financing does not simply replace dwindling public money, but
imposes additional restrictions on academic researchers. In particular, industry sponsors
frequently limit disclosure of research findings, methods, or materials by delaying or banning
public release (Blumenthal et al. 1996, Cohen et al. 1998, Thursby and Thursby 2007). Recent economic research highlights why public disclosure of academic research is
important. Disclosure permits the “stock of public knowledge” to be cumulative, accessible,
and reliable. It limits duplication of research efforts, allows new knowledge to be replicated
and verified by professional peers, and permits access and use by other researchers which
enhances opportunities for complementary research (Dasgupta and David 1994). In recent
work, Murray et al. (2009) found that greater access to ideas and materials in academic
research not only increased incentives for direct follow-on research, but led to an increase in
the diversity of research by increasing the number of experimental research lines. Mukherjee
and Stern (2009), who examined the theoretical conditions supporting “open science” versus
“secrecy”, stressed that maintaining and growing the stock of public knowledge requires a
limit on the private financial returns obtained through secrecy. 1 This paper examines the relationship between industry sponsorship and restrictions on
disclosure using individual-level data on German academic researchers. Germany is an apt
setting for examining this relationship. It has a strong tradition of public financial support for
academic research and, among advanced economies, Germany experienced the most dramatic
growth in its share of industry sponsorship, a 13.4 percentage point increase from 1995 to
2007 (OECD 2010). German academic researchers were surveyed about the degree of
disclosure restrictions on publications experienced during sponsored research projects. To
examine if industry sponsorship jeopardizes disclosure of academic research, we modeled the
degree of restrictiveness (i.e. delay, partial secrecy, and complete secrecy) as a function of the
researcher’s budget share financed by industry. 1
Introduction Using the share of industry sponsorship
mirrors the shift in institutional financing highlighted by the OECD data and advances the
literature beyond the use of simple indicator variable formulations. Our models also take into
account
non-industry
extramural
sponsorship,
personal
characteristics,
research
characteristics, institutional affiliations, and scientific fields of study. Both the descriptive and regression results show a strong positive relationship
between the degree of publication restrictions and the share of industry sponsorship. The
percentage of respondents who reported higher secrecy (partial or full) is significantly larger
for industry sponsored researchers than it is for researchers with other extramural sponsors,
41% and 7% respectively. Holding other factors constant, a 10% increase in a researcher’s
share of industry sponsorship increases the probability that he or she will experience
publication delay or secrecy by 4.4 percentage points, which is a 17.4% increase in the
predicted probability that an “average” researcher will experience publication delay or
secrecy. This result is robust to the possibility that researchers self-select into extramural
sponsorship and to the possibility that the share of industry sponsorship is endogenous due to
unobserved variables. Based on our analysis, the shift from public to private sponsorship 2 2 seen in the OECD aggregate data reflect changes in the microeconomic environment shaping
incentives for disclosure by academic researchers. On average, academic researchers are
willing to restrict disclosure in exchange for financial support by industry sponsors. Our
results shed light on an important challenge facing policymakers. Understanding the trade-off
between public and private sponsorship of academic research involves gauging the impact of
disclosure restrictions on the quantity, quality, and evolution of academic research to better
understand how these restrictions may ultimately influence innovation and economic growth. The rest of the paper is organized as follows. The next section summarizes the current
literature on sponsorship of academic research. The researcher-level data, estimation issues
and methods are discussed in section 3. The results and concluding remarks appear in
sections 4 and 5, respectively. p
y
p
practice the “priority” reward system and support the professional ethos associated with the community of
academic scientists as articulated by sociologist Robert K. Merton (see, for instance, Merton 1973, Dasgupta
and David 1994, Stephan 1996). David (2004) highlights the norms of “universalism” (open entry and
discourse) and “communism” (full and open disclosure) as particularly relevant to openness. 2 Open science is broadly associated with universities and other not-for-profit research institutions th y p
p
4 We did not find any studies that systematically analyze the contractual terms of scientific or military-
oriented contracts from state sponsors or private foundations. Cohen at al. (1998) reported that 53 percent of
university-industry research centers allowed firms to impose publication delays and 35 percent allowed firms to
impose secrecy through the deletion of information before publishing. For a sample of 130 French public labs
that have 875 industrial partners, Goddard and Isabelle (2006) reported that 55% allowed contract provisions to
delay publication and 53% allowed contract provisions to suppress information from publication. 3 Gans et al. (2010) use a theoretical framework to examine the “regimes” of disclosure under private
industry sponsorship. 2 Sponsorship of Academic Research More than a simple transfer of funds, sponsorship of academic research involves contractual
relationships that often specify the nature, ownership, and control rights for research findings,
methods, or materials. While these contracts are necessarily “incomplete” due to a number of
informational problems, they reflect negotiated outcomes between sponsors and researchers
that can have far reaching implications for the organization and conduct of academic
research. Historically, as argued by David (2004), sponsorship relationships helped to
transform the norms, incentives, and organizational structures of scientific inquiry from a
system dominated by secrecy to a modern “open science” system characterized by rapid
public disclosure of new knowledge.2 Relative to a secrecy system, open science is 3 3 considered to be an efficient and welfare enhancing system for the production of a
cumulative, accessible, and reliable stock of public scientific and technical knowledge
(Dasgupta and David 1994, Mukherjee and Stern 2008). As history suggests, the objectives and institutional reward systems practiced by
different sponsors may influence the norms, incentives, and organizational structures of
academic research differently. “Public” sponsors such as science-oriented state agencies or
private foundations focus on advancing public knowledge. These institutions expect
sponsored research to result in new knowledge that is publicly disclosed through various
channels including publication. In fact, public support often depends on a satisfactory
performance as indicated by a researcher’s publication output. Advancing public knowledge
through disclosure is consistent with the “priority” reward system and reinforces open science
norms and behaviours. In contrast, “private” sponsors such as military-oriented state
agencies or private industry focus on extracting rents from new knowledge by restricting
public disclosure.3 Advocating restrictions on disclosure is likely to have a corrosive effect
on open science. One approach to learning about sponsorship relationships is to ask the sponsors. We
found two published studies that surveyed private firms about the characteristics of sponsored
research contracts.4 Based on survey responses from 210 life science companies, Blumenthal
et al. (1996) found evidence of both publication delay and secrecy (nondisclosure)
restrictions on information resulting from academic research. For instance, fifty-eight
percent of the companies typically required researchers to keep information confidential for 4 more than six months. Using survey responses from 112 firms engaged in university
licensing, Thursby and Thursby (2007) reported that ninety percent of the university contracts
included publication delay clauses. 5 Using an industry funding indicator, Walsh et al. (2007) found no relationship between industry funding
and compliance with requests for research inputs among biomedical researchers performing genomic and
proteomic-related research. 6 Major research institutions in Germany are not only universities but other public research institutions
that have many branches in a variety of different scientific disciplines. For instance, the Fraunhofer Society has
59 institutes in Germany with about 17,000 employees, the Max-Planck Society has 76 institutes with about
12,000 employees. The Leibniz Association employs 16,100 people in 86 research centres.The Helmholtz
Association has about 30,000 employees in 16 research centres. University professors are frequently heads of
research groups at these institutions, i.e. they have a university affiliation but are typically on leave full-time
when working with the research institutes. 2 Sponsorship of Academic Research A more direct approach, which is followed in this paper, is to ask academic
researchers about any disclosure restrictions they experienced when undertaking extramurally
sponsored research. We found six studies that used researcher-level survey data to shed light
on the relationship between industry sponsorship and disclosure. In five of these studies,
Blumenthal and colleagues described the results of three separate life science faculty surveys
conducted between 1985 and 2000 (Blumenthal et al.1986, 1996a,b , 1997, 2006; Campbell
et al. 2002). Their findings show that researchers with at least one industry sponsored project
are more likely to report industry ownership of research results, pre-publication review,
publication delays, and secrecy to protect proprietary information.5 Taking a slightly
different perspective, Hong and Walsh (2009) ask researchers how “safe” they feel about
discussing their current work with non-collaborating colleagues. For their full sample,
academic researchers with at least one industry sponsored project were more likely to feel
“unsafe” (interpreted as being more secretive). Our analysis extends this mostly descriptive literature in three ways. First, we expand
the scope of evidence by analyzing academic researchers who work outside the United States
in a broader set of scientific fields and institutional settings. All of the prior work analyzing
how industry sponsorship influences disclosure looked at U.S. researchers working in a
handful of scientific fields at American universities. Dasgupta and David (1994) highlighted
how alternative institutional settings may influence a researcher’s choice about disclosure. Second, to account for heterogeneity in the degree of industry sponsorship, our analysis uses
the budget share of industry support instead of a simple indicator variable formulation. 5 5 Third, our empirical analysis is the first to address potential self-selection by academic
researchers into extramural sponsorship and to use an instrumental variables method to
account for unobserved factors. Third, our empirical analysis is the first to address potential self-selection by academic
researchers into extramural sponsorship and to use an instrumental variables method to
account for unobserved factors. Major research institutions in Germany are not only universities but other public research institutions Major research institutions in Germany are not only universities but other public research institution
ave many branches in a variety of different scientific disciplines. For instance, the Fraunhofer Society ha
i
i
G
i h
b
17 000
l
h
M
Pl
k S
i
h
76 i
i
i h
b 3.1
Data To analyze the relationship between industry sponsorship and disclosure restrictions on
publications we used a researcher-level database. In 2008, the Centre for European
Economic Research (ZEW) undertook an online survey of German academic researchers. The survey population was defined to include German researchers who held a Ph.D. degree
and worked at either a university or a not-for-profit research institution. Information on
university affiliated researchers was collected from a register of German professors
(“Hochschullehrerverzeichnis”) which excludes universities of applied sciences that focus on
teaching. For Germany’s largest not-for-profit research institutions (Fraunhofer Society, Max
Planck Society, Helmholtz Association, Leibniz Association), information on affiliated
researchers was collected using internet searches.6 In total, the survey led to 1,404 valid responses. After dropping observations with
missing values in the variables of interest for this study, we end up with a final sample of
1,060 observations. The dependent variable is drawn from a question that asked respondents to indicate
the degree of disclosure restrictions on publications resulting from extramural sponsorship. It 6 6 asked: “Has the funding of your research by public or private extramural sponsors resulted in:
(a) a complete ban on publishing research; (b) a partial ban on publishing research; or (c) a
delay in publishing research due to contractual agreements.” Respondents could check one of
three boxes for each outcome indicating “yes”, “no”, or “not relevant”. For the empirical
analysis, we coded two alternative dependent variables based on this question. The first is a
dummy variable indicating the respondent experienced any delay or secrecy due to
extramural funding. This binary variable takes the value of one if the respondent indicated
“yes” to any of the outcomes. The second is an ordered variable with four categories
indicating higher levels of secrecy: no delay or ban, delay of publications, partial ban on
publication, and total ban on publication. The main explanatory variable in the analysis is the share of the researcher’s
extramural budget funded by private industry sponsors. This variable was constructed using
two survey questions. The first question asked the researcher to report his or her total
extramural budget over the five year period from 2002 to 2006. Conditional on having
extramural funding, the second question asked the researcher to provide the source (as a
percentage) of his or her total extramural budget over the five year period. The share of
industry sponsorship is the proportion of researcher’s budget funded by private sector
organizations. 7 Define Y0i as the non-disclosure (or secrecy) outcome for academic researcher i in the state of not
receiving extramural funding and define Di as the funding indicator: Di=1 when funded and Di=0 when not
funded. Selection bias is positive when those who actually received funding value non-disclosure more in the
unfunded state:
0
0
[
|
1]
[
|
0
]0
i
i
i
i
E Y
D
E Y
D
=
−
=
> . 3.1
Data We used a number of other variables collected through the survey as controls or
instrumental variables in the empirical analysis. These variables are grouped into four
categories: research characteristics, personal characteristics, institutional affiliations, and
scientific fields of study. Research characteristics relate to the individual’s position at the
research institution, his or her total extramural funding, publications, patent applications, and
his or her opinion about the peer review process. Personal characteristics include the
individual’s age and gender, and whether he or she is tenured. Institutional affiliations cover 7 7 universities, the four major not-for-profit public research institutions mentioned above, and a
catchall group for all other affiliations. Further, the researchers were grouped into four broad
scientific fields specified as life sciences, natural sciences, engineering, and social sciences. 8 In addition to being statistically valid, other research on academic sharing behaviors and attitudes
toward cooperation with private firms do not find gender to be significant (Haeussler 2011, Audretsch et al.
2010). Haeussler (2011) finds that a researcher’s age decreases the percent of requested information that is
shared. 3.2
Methods In the ideal case, we would use an experimental design to identify the causal effect of
industry sponsorship on disclosure choices by academic researchers. For instance, one might
randomly assign industry sponsorship to academic researchers, allow for negotiation and
research, and observe changes in disclosure. This type of experiment would eliminate any
bias due to self-section by academic researchers into funding. Our survey data, however,
were not collected using a randomized experimental design. With our data, we do not
observe the choice by an academic researcher to seek or accept extramural sponsorship and
this suggests simple Probit and ordered Probit estimators could be biased by self-section. Academic researchers who received extramural funding are probably different from those
who did not receive funding. For instance, researchers who are less concerned about
disclosure or perform more “applied” research may be more willing to accept extramural
sponsorship that imposes disclosure restrictions.7 This would lead to an upward bias. To
address this possibility, our empirical analysis includes Probit and ordered Probit models
accounting for selection into funding. In these models, the academic researcher’s age and
gender serve as exclusion restrictions that predict the receipt of extramural funding, but do
not influence the researcher’s disclosure outcome. These exclusion restrictions are supported 8 8 statistically. Neither gender nor age significantly influence disclosure restrictions on
publications once other factors are held constant.8 While our survey instrument provides fairly rich researcher-level information, we do
not observe the researcher’s perception of scientific competition within his or her field. Current studies find that greater scientific competition is associated with greater secrecy
(Hong and Walsh 2009, Haeussler 2011). Relevant for this analysis, however, is the
relationship between scientific competition and extramural sponsorship. Scientific
competition may either increase or decrease the attractiveness of extramural sponsorship. On
the one hand, researchers feeling intense competition for priority may be less willing to
accept third party disclosure restrictions. On the other hand, extramural sponsorship may
provide financial resources that help the researcher get work done faster. The direction of
potential bias could go either way. In our analysis, we included scientific field dummy
variables to capture differences in the level of scientific competition across fields. Standard descriptive statistics for the variables used in the regression models are
reported in Table 1. 9 Table 1: Regression descriptive statistics Table 1: Regression descriptive statistics
Data used in selection equation (N = 1,060)
Dependent variable
Mean
Std. Dev. 3.2
Methods Min
Max
Any extramural sponsorship
0.808
0.394
0
1
Research Characteristics
Research group leader
0.722
0.448
0
1
Journal publications
21.420
26.920
0
178
Patent applications
0.749
2.101
0
24
Personal Characteristics
Tenure
0.842
0.364
0
1
Female
0.148
0.355
0
1
Age
49.531
8.225
28
74
Institutions
University
0.586
0.493
0
1
Fraunhofer Society
0.051
0.220
0
1
Max Planck Society
0.085
0.279
0
1
Helmholtz Association
0.165
0.371
0
1
Leibniz Association
0.070
0.255
0
1
Other Institution
0.087
0.282
0
1
Science Fields
Life sciences
0.305
0.461
0
1
Natural sciences
0.292
0.455
0
1
Engineering
0.192
0.394
0
1
Social sciences
0.211
0.408
0
1
Data used in withholding regressions (N = 856)
Dependent variable
Mean
Std. Dev. Min
Max
Delay or ban (ordered variable)
0.560
0.957
0
3
Delay or ban (dummy variable)
0.289
0.453
0
1
Research Characteristics
Industry share
0.111
0.212
0
1
Total budget (million Euro)
1.695
3.738
0.001
75
Research group leader
0.792
0.406
0
1
Journal publications
23.557
28.125
0
176
Patent applications
0.836
2.215
0
24
Personal Characteristics
Tenure
0.864
0.342
0
1
Institutions
University
0.613
0.487
0
1
Fraunhofer Society
0.051
0.221
0
1
Max Planck Society
0.074
0.261
0
1
Helmholtz Association
0.152
0.359
0
1
Leibniz Association
0.065
0.247
0
1
Other Institution
0.084
0.278
0
1
Science Fields
Life sciences
0.299
0.458
0
1
Natural sciences
0.292
0.455
0
1
Engineering
0.210
0.408
0
1
Social sciences
0.199
0.399
0
1 10 4.1
Main results Table 2 presents descriptive statistics for the full sample of German researchers and for
subsamples broken out by extramural funding. Most respondents indicated some extramural
sponsorship (81%) with nearly one third having industry sponsorship. On average,
researchers with industry sponsorship had larger research budgets, published more in
journals, and applied for more patents. Personal characteristics of researchers were similar
except for a significant drop in the proportion of females for the group of industry sponsored
researchers. A greater proportion of university and Fraunhofer affiliated researchers reported
industry sponsorship while the proportion of industry sponsored researchers is quite small for
affiliates of the Max Planck Society, which is strongly oriented toward basic research. Among the science fields, industry sponsorship was greatest in engineering. Next we examined the average values of the covariates for different levels of
restriction (no delay or secrecy, delay, partial or full secrecy) grouped by extramural,
industry, and non-industry sponsorship as shown in Table 3. Out of the 341 respondents that
reported some industry sponsorship, 50% reported no delay or secrecy on publications, 9%
reported a delay, and 41% reported a partial or full secrecy on publications. The percentage
of respondents who reported the higher secrecy (partial or full) is significantly (at the 1%
level) larger for industry sponsored researchers than it is for researchers with non-industry
sponsorship, 41% and 7% respectively. The positive association between industry share and
level of secrecy is already evident in Table 3. As one looks across the columns from no
restrictions (no delay/ban) to higher secrecy (partial/full), researchers reported larger industry
sponsorship shares. Higher secrecy was reported more frequently by researchers affiliated
with applied public research organizations such as the Fraunhofer Society and Helmholtz 11 11 Association. Among the science fields, the proportion who reported partial or total secrecy
on publishing is greatest in engineering. 4.1
Main results Table 2: Sample averages for all covariates by extramural sponsorship
All
No External
Any External
Industry
Respondents
Funding
Funding
Funding
Total Observations (% of all obs)
1060
204 (19%)
856 (81%)
341 (32%)
Report a delay or ban of research
-
0.289
0.504
Research Characteristics
Industry share
-
-
0.111
0.279
Total budget (million Euro)
-
-
1.695
2.163
Research group leader
0.722
0.426
0.792
0.862
Journal publications
21.42
12.451
23.557
26.595
Patent applications
0.749
0.382
0.836
1.537
Personal Characteristics
Tenure
0.842
0.75
0.864
0.918
Female
0.148
0.176
0.141
0.088
Age
49.5
50.4
49.3
50.2
Institutions
University
0.586
0.471
0.613
0.642
Fraunhofer Society
0.051
0.049
0.051
0.117
Max Planck Society
0.085
0.132
0.074
0.035
Helmholtz Association
0.165
0.221
0.152
0.106
Leibniz Association
0.07
0.088
0.065
0.053
Other Institution
0.087
0.098
0.084
0.073
Science Fields
Life sciences
0.305
0.328
0.299
0.279
Natural sciences
0.292
0.294
0.292
0.214
Engineering
0.192
0.113
0.21
0.378
Social sciences
0.211
0.265
0.199
0.129 Table 2: Sample averages for all covariates by extramural sponsorship
All
No External
Any Table 2: Sample averages for all covariates by extramural sponsorship 12 Table 3: Sample averages by level of publication restriction and type of extramural sponsorship
Any External Funding (N=856)
Industry Funding (N=341)
Non-Industry Funding (N=515)
No Delay or
Ban
Delay
Partial or
Full Ban
No Delay or
Ban
Delay
Partial or
Full Ban
No Delay or
Ban
Delay
Partial or
Full Ban
Total Observations (%)
609 (71%)
69 (8%)
178 (21%)
169 (50%)
32 (9%)
140 (41%)
440 (85%)
37 (7%)
38 (7%)
Research Characteristics
Industry share
0.067
0.116
0.26
0.241
0.25
0.331
-
-
-
Total budget (million Euro)
1.517
1.633
2.327
1.993
1.938
2.42
1.334
1.370
1.982
Research group leader
0.788
0.841
0.787
0.882
0.938
0.821
0.752
0.757
0.658
Journal publications
25.504
27.507
15.365
34.64
34.906
14.979
21.993
21.108
16.789
Patent applications
0.473
1.551
1.803
0.941
2.031
2.143
0.293
1.135
0.553
Personal Characteristics
Tenure
0.856
0.884
0.888
0.911
0.969
0.914
0.834
0.811
0.789
Female
0.151
0.159
0.101
0.089
0.1875
0.064
0.175
0.135
0.237
Age
49.2
50
49.2
50.4
51.2
49.7
48.9
48.9
47.3
Institutions
University
0.65
0.609
0.489
0.769
0.688
0.479
0.605
0.541
0.526
Fraunhofer Society
0.016
0.058
0.169
0.041
0.094
0.214
0.007
0.027
0
Max Planck Society
0.094
0.029
0.022
0.053
0.031
0.014
0.109
0.027
0.053
Helmholtz Association
0.146
0.13
0.180
0.065
0.063
0.164
0.177
0.189
0.237
Leibniz Association
0.062
0.072
0.073
0.036
0.094
0.064
0.073
0.054
0.105
Other Institution
0.076
0.116
0.101
0.059
0.063
0.093
0.082
0.162
0.132
Science Fields
Life sciences
0.332
0.333
0.174
0.385
0.344
0.136
0.311
0.324
0.316
Natural sciences
0.322
0.304
0.185
0.213
0.25
0.207
0.364
0.351
0.105
Engineering
0.13
0.116
0.522
0.266
0.219
0.55
0.077
0.027
0.421
Social sciences
0.217
0.246
0.118
0.136
0.397
0.107
0.248
0.297
0.158 ages by level of publication restriction and type of extramural sponsorship Non-Industry Funding (N=515) 13 Our regression analysis begins by considering a binary outcome that indicates whether a
researcher who was supported by an extramural sponsor experienced any type of publication
delay or secrecy. 4.1
Main results Model A in Table 4 shows the results of a basic Probit regression that ignores
selection into extramural funding. Model B controls for self-selection into extramural funding
(see e.g. Wooldridge, 2002: 570, for technical details). Holding the size of the researcher’s
extramural budget constant (as well as other factors), the share of industry sponsorship
significantly increases the probability of publication delay or secrecy in both models. The
correlation across equations in Model B, reported at the bottom of the table as rho, is negative
and highly significant which indicates self-selection into extramural funding is important. Controlling for self-selection, the coefficient estimate on industry share is 18% smaller, but still
highly significant. From Model B, a 10% increase in the industry share increases the probability
that he or she will experience publication delay or secrecy by 4.4 percentage points. At the mean
values of the covariates, the predicted probability of experiencing delay or secrecy increases by
17.4% from 0.253 to 0.297. This result supports concerns that industry sponsorship undermines
the norms and practices of open science and jeopardizes the cumulative nature and reliability of
public scientific and technical knowledge. A larger total extramural budget is also associated
with greater publication restrictions. It is also informative to examine how other covariates influence publication delay or
secrecy when the effects of industry share and extramural budget size are held constant. From
Model B, research characteristics and institutional affiliations matter even after controlling for
selection. A researcher who is a group leader or had more journal publications is less likely to
experience delay or secrecy restrictions. Group leaders and productive researchers are likely to
value disclosure more and possess more bargaining power with extramural sponsors. This is 14 consistent with Audretsch et al. (2010) who found group leadership to be associated with more
cooperation experience and planned cooperation with private companies. consistent with Audretsch et al. (2010) who found group leadership to be associated with more
cooperation experience and planned cooperation with private companies. Researchers who submit more patent applications are more likely to restrict publications
either through delay or secrecy. Relative to university researchers, those affiliated with the
Fraunhofer Society, Helmholtz and Leibniz Associations are more likely to experience
publication delay or secrecy. 4.1
Main results Given our data, we cannot distinguish between an institutional
“management” effect, reflecting the strength of the technology transfer capabilities at these
institutions, versus an institutional “focus” effect, reflecting the relatively applied orientation of
research at these institutions. As described in Section 2, most of the literature has focused on
researchers in the life sciences and its subfields. Looking at Model A, our results indicate that
the life sciences are not significantly more likely to experience delays or secrecy on publications
relative to the base group of social scientists. Only engineering researchers are more likely to
experience these publication restrictions. Interestingly, after controlling for selection into
extramural sponsorship in Model B, engineering researchers are no longer significantly different
from social scientists. 15 Table 4: Probit of Withholding Research (binary outcome)
Model A
Model B
Variable
Probit (no selection)
Probit with Selection
Second stage
Probit with Selection
First stage
Industry share
1.427 ***
1.168 ***
(0.235)
(0.210)
Total external funding
0.152 ***
0.111 ***
(0.039)
(0.033)
Female
0.011
(0.116)
Age
0.119 **
(0.053)
Age-squared
-0.001 ***
(0.0005)
Research group leader
0.077
-0.352 ***
0.736 ***
(0.137)
(0.127)
(0.106)
Tenure
-0.036
-0.091
0.209
(0.153)
(0.126)
(0.148)
Journal publications
-0.006 ***
-0.007 ***
0.007 ***
(0.002)
(0.002)
(0.003)
Patent applications
0.098 ***
0.090 ***
0.057 *
(0.023)
(0.022)
(0.031)
Fraunhofer Society
0.595 **
0.542 **
-0.284
(0.247)
(0.224)
(0.233)
Max Planck Society
-0.380
-0.089
-0.334 **
(0.245)
(0.202)
(0.169)
Helmholtz Association
0.221
0.238 *
-0.236 *
(0.151)
(0.131)
(0.140)
Leibniz Association
0.423 **
0.368 **
-0.201
(0.200)
(0.173)
(0.185)
Other institution
0.301 *
0.227
-0.006
(0.177)
(0.157)
(0.173)
Life sciences
-0.175
-0.130
-0.038
(0.155)
(0.131)
(0.139)
Natural sciences
-0.158
-0.201
0.146
(0.162)
(0.137)
(0.144)
Engineering
0.390 **
0.181
0.448 ***
(0.161)
(0.144)
(0.164)
Intercept
-0.795 ***
0.042
-2.354 *
(0.206)
(0.190)
(1.284)
Log-Likelihood
-415.788
-854.607
Equation corr (rho)
-
-0.916***
# Observations
856
1060
Note: Standard errors in parentheses. *** (**,*) indicate a significance level of 1% (5%, 10%)
Reference: male, non group leader, untenured, university, social scientist. Table 4: Probit of Withholding Research (binary outcome)
Model A 16 Given the structure of the survey question, it is perhaps more natural to specify an
ordered dependent variable with four categories (no delay or secrecy, delay of publications,
partial secrecy on publication, and total secrecy on publication) indicating increasing levels of
secrecy. 4.1
Main results Model A in Table 5 reports the ordered Probit results without accounting for selection. The signs and statistical significance of the explanatory variables are nearly identical to those
presented in Table 4 Model A. When self-selection is taken into account (see Miranda and
Rabe-Hesketh, 2006, for econometric details of the ordered Probit model with selection), as
shown in Model B of Table 5, the results from the binary Probit analysis continue to hold. Once
again, controlling for self-selection reduces the coefficient estimate on industry share, but it
remains highly significant. 17 17 Table 5: Ordered Probit of Withholding Research
Model A
Model B
Variable
Ordered Probit (no
selection)
Ordered Probit with
Selection Second stage
Ordered Probit with
Selection First stage
Industry share
1.567 ***
1.342 ***
(0.209)
(0.189)
Total external funding
0.153 ***
0.129 ***
(0.037)
(0.030)
Female
0.006
(0.118)
Age
0.134 **
(0.054)
Age-squared
-0.002 ***
(0.0005)
Research group leader
0.030
-0.348 ***
0.718 ***
(0.127)
(0.126)
(0.107)
Tenure
-0.069
-0.126
0.205
(0.144)
(0.125)
(0.147)
Journal publications
-0.006 ***
-0.007 ***
0.008 ***
(0.002)
(0.002)
(0.003)
Patent applications
0.065 ***
0.053 ***
0.043
(0.019)
(0.018)
(0.032)
Fraunhofer Society
0.678 ***
0.589 ***
-0.273
(0.202)
(0.191)
(0.230)
Max Planck Society
-0.380
-0.147
-0.354 **
(0.239)
(0.205)
(0.169)
Helmholtz Association
0.251 *
0.261 **
-0.264 *
(0.140)
(0.126)
(0.141)
Leibniz Association
0.393 **
0.350 **
-0.221
(0.186)
(0.168)
(0.186)
Other institution
0.287 *
0.210
-0.051
(0.164)
(0.151)
(0.171)
Life sciences
-0.131
-0.103
-0.034
(0.147)
(0.130)
(0.138)
Natural sciences
-0.169
-0.209
0.154
(0.154)
(0.136)
(0.144)
Engineering
0.538 ***
0.305
0.482 ***
(0.149)
(0.143)
(0.163)
Intercept
-2.665 **
(1.311)
Log-Likelihood
-642.906
-1,082.116
Equation corr (rho)
-
-0.834***
# Observations
856
1060
Note: Standard errors in parentheses. *** (**,*) indicate a significance level of 1% (5%, 10%). Reference: male, non group leader, untenured, university, social scientist Table 5: Ordered Probit of Withholding Research 18 4.2
Robustness test 4.2
Robustness test As a further check on the robustness of our main results, we implemented an instrumental
variables (IV) approach to account for any endogeneity of industry budget share using an IV
Probit model. A valid IV for industry share must be relevant (highly correlated with industry
share) and exogenous (independent of unobserved factors influencing the degree of disclosure
restrictions on publications). One survey question asked respondents “How do you evaluate the
transparency of the referees’ decisions regarding your proposal to the 6th European Union
Framework program?” Respondents had five choices on a Likert scale ranging from 1 for “very
low” to 5 for “very high”. This question provides a relevant IV because those researchers who
indicated a poor opinion of the EU proposal review process are more likely to consider industry
as an alternative extramural sponsor. At the same time, a researcher’s opinion about referee
reports is arguably independent of factors that influence his or her choice about disclosure. As a
second IV, we used the researcher’s gender. These IVs were correlated with industry share in
the first stage regression with an F-statistic of 5.3 and passed the over-identification test for
exogeneity. The models used fewer observations (542) than the models reported above because
responses about the refereeing outcomes were conditional on having applied to the 6th EU
Framework program. The first regression reported in Table 6 is a standard binary Probit. The
results are quite similar to earlier results except for the science fields. Researchers in the natural
sciences are now significantly less likely to report publication restrictions than the base group of
social scientists and engineers are no longer significantly different. When an IV Probit method is
used as shown in Model B, the coefficient on industry share remains positive and significant. At
the same time most of the research characteristics and institutional affiliations are no longer 19 significantly related to experiencing publication restrictions. This suggests the effect of industry
sponsorship was partially absorbed by research characteristics and institutional affiliation
covariates in earlier models. The IV Probit model also reveals more heterogeneity across science
fields with researchers in both life sciences and natural sciences being significantly less likely to
experience publication restrictions relative to social scientists. 4.2
Robustness test 20 20 Table 6: Probit of Withholding Research (binary outcome, all sponsors) Table 6: Probit of Withholding Research (binary outcome, all sponsors)
Model A
Model B
Variable
Probit
IV Probit
Industry share
1.815 ***
4.620 **
(0.393)
(2.182)
Total external funding
0.137 ***
0.152 ***
(0.050)
(0.047)
Research group leader
0.031
-0.094
(0.172)
(0.196)
Tenure
0.020
-0.081
(0.198)
(0.206)
Journal publications
-0.005 **
-0.005 *
(0.002)
(0.002)
Patent applications
0.081 ***
0.044
(0.026)
(0.047)
Fraunhofer Society
0.671 **
0.036
(0.282)
(0.661)
Max Planck Society
-0.396
-0.373
(0.307)
(0.291)
Helmholtz Association
0.309 *
0.290
(0.181)
(0.178)
Leibniz Association
0.670 ***
0.556 *
(0.242)
(0.285)
Other institution
0.320
0.212
(0.211)
(0.236)
Life sciences
-0.299
-0.359 *
(0.205)
(0.195)
Natural sciences
-0.447 **
-0.458 **
(0.213)
(0.205)
Engineering
0.027
0.430
(0.212)
(0.435)
Intercept
-0.570 **
-0.388
(0.268)
(0.333)
Log-Likelihood
-285.914
-35.757
# Observations
542
542
Note: Standard errors in parentheses. *** (**,*) indicate a significance level of 1% (5%, 10%
Reference: male, non group leader, untenured, university, social scientist 5 Conclusion Using data obtained from individual academic researchers, our evidence strongly supports the
perspective that industry sponsorship jeopardizes public disclosure of academic research. Firms
expect proprietary benefits from their sponsorship relationships and realizing these benefits often 21 requires disclosure restrictions that academic researchers would not otherwise impose. Academic researchers who accepted industry sponsorship reported significantly more disclosure
delays and greater secrecy. Importantly, both the descriptive statistics and the regression models
indicate these delay and secrecy outcomes increase as the share of industry sponsorship grows. While we cannot unequivocally state that this association is causal, our empirical analysis
offered significant advances in this direction. Selection models accounted for self-selection by
academic researchers into extramural research funding and IV regression methods addressed
concerns about confounding omitted characteristics or potential measurement error. Our microeconomic evidence provides a lens for interpreting the on-going aggregate shift
in institutional financing that supports academic research. As revealed in Figure 1, country-level
OECD data show the share of industry sponsorship is generally rising, although not universally
or monotonically. Among OECD countries, Germany has the largest share of industry
sponsorship, about 25% in 2007. Our researcher-level evidence from Germany suggests the
aggregate shift does not simply represent the substitution of private money for public, but
involves a real change in when or if academic research findings, methods, and materials are
publicly disclosed. This interpretation is consistent with prior research that examined
researchers working in a handful of science fields at American universities. It appears the
adverse effect of industry sponsorship on disclosure of academic research is not country specific
or university specific, although more research is clearly needed to understand how country-level
and institution-level characteristics influence the relationship between sponsorship and
disclosure. 22 Figure 1: Percentage of higher education and government R&D financed by industry 1981,
1995, 2007
Source: OECD, Main Science and Technology Indicators 2010
0
5
10
15
20
25
30
Germany France
United
Kingdom
Italy
Spain
EU-27
EU-15 Australia Canada
United
States
Total
OECD
1981
1995
2007 Source: OECD, Main Science and Technology Indicators 2010 23
The challenge facing policymakers is to gauge the impact of disclosure restrictions on the
quantity, quality, and evolution of academic research to better understand how these restrictions
may ultimately influence innovation and economic growth. This is a significant challenge and
our study only lays the groundwork for more research. Before policy recommendations can be
made numerous follow-on questions must be answered. 5 Conclusion For instance: What is the quantity and
nature of information delayed or withheld? How do these disclosure restrictions affect the access
costs, fidelity, and use of ideas that compose the stock of public scientific and technical
knowledge? How important is the information delayed or withheld for private returns? What
are the net social costs or benefits of disclosure restrictions? At this stage of the research,
policymakers should at least be aware that academic researchers are accepting disclosure
restrictions in exchange for financial support by industrial sponsors. If, as David (1994) argued,
sponsorship relationships played an important role in the emergence of open science, it is only 23 logical that sponsorship relationships are influential enough to undermine open science norms
and practices. logical that sponsorship relationships are influential enough to undermine open science norms
and practices. References Audretsch, D.B., W. Bönte, and S. Krabel (2010), Why do scientists in public research
institutions cooperate with private firms?, DRUID Working Paper No. 10-27, Copenhagen. Blumenthal, D., E.G. Campbell, M.S. Anderson, N. Causino, and K. Seashore-Louis (1997),
Withholding research results in academic life science, Journal of the American Medical
Association 277(15), 1224-1228. Blumenthal, D., E.G. Campbell, N. Causino, and K. Seashore-Louis (1996), Participation of life-
science faculty in research relationships with industry, The New England Journal of Medicine
335(23), 1734-1739. Blumenthal, D., E.G. Campbell, M. Gokhale, R. Yucel, B. Clarridge, S. Hilgartner, and N.A. Holtzman (2006), Data withholding in genetics and other life sciences: Prevalences and
practices, Academic Medicine 81(2), 137-145. Blumenthal, D., N. Causino, E.G. Campbell, and K. Seashore-Louis (1996), Relationships
between academic institutions and industry in the life sciences – an industry survey, The New
England Journal of Medicine 334(6), 368-373. Blumenthal, D., M. Gluck, K. Seashore-Louis, M.A. Stoto, and D. Wise (1986), University-
industry research relationships in biotechnology: Implications for the university, Science
Magazine 232(4756), 1361-1366. 24 Campbell, E.G., J.S. Weissman, N. Causino, and D. Blumenthal (2000), Data withholding in
academic medicine: characteristics of faculty denied access to research results and
biomaterials, Research Policy 29(2) 303-312. Dasgupta, P., and P.A. David (1994), Toward a new economics of science, Research Policy
23(5), 487-521. David, P.A. (2004), Understanding the emergence of ‘open science’ institutions: functionalist
economics in historical context, Industrial and Corporate Change 13(4), 571-589. Cohen, W.M., R. Florida, L. Randazzese, and J. Walsh (1998), Industry and the academy:
Uneasy partners in the cause of technical advance, in: R.G. Noll (ed.), Challenges to Research
Universities, Washington, DC: Brookings Institution Press. Gans, J.A., F.E. Murray, and S. Stern (2010), Contracting over disclosure of scientific
knowledge: Intellectual property and academic freedom, mimeo, Cambridge. Geuna, A. (2001), The changing rationale for European university research funding: Are there
negative unintended consequences?, Journal of Economic Issues 35(3), 607-630. Goddard, J.G., and M. Isabelle (2006), Managing intellectual assets within knowledge-based
partnerships: Insights from a survey of public laboratories collaborating with industry, IMRT
Working
paper
2006/03,
downloaded
on
12/05/2010
from
http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1340209. Haeussler, C. (2011), Information-sharing in academia and the industry: A comparative study,
Research Policy 40(1), 105-122. Hong, W., and J.P. Walsh (2009), For money or glory?: Commercialization, competition and
secrecy in the entrepreneurial university, Sociological Quarterly 50(1), 145-171. 25 Merton, R.K. References (1973), The sociology of science: theoretical and empirical investigations,
Chicago: University of Chicago Press.,
Miranda, A., and S. Rabe-Hesketh (2006), Maximum likelihood estimation of endogenous
switching and sample selection models for binary, ordinal, and count variables, The Stata
Journal 6(3), 285–308. Mukherjee, A., and S. Stern (2009), Disclosure or secrecy? The dynamics of open science,
International Journal of Industrial Organization 27(3), 449-462. Murray, F., P. Aghion, M. Dewatripont, J. Kolev, and S. Stern, (2009), Of mice and academics:
Examining the effect of openness on innovation, NBER Working paper No. 14819,
Cambridge. Stephan, P.E. (1996), The economics of science, Journal of Economic Literature 34(3), 1199-
1235. Thursby, J.G., and M.C. Thursby (2007), University licensing, Oxford Review of Economic
Policy 23(4), 620-639. Walsh. J.P., W.M. Cohen, and C. Cho (2007), Where excludability matters: Material versus
intellectual property in academic biomedical research, Research Policy 36, 1184-1203. Wooldridge, J.M. (2002), Econometric analysis of cross section and panel data, Cambridge:
MIT Press. Merton, R.K. (1973), The sociology of science: theoretical and empirical investigations,
Chicago: University of Chicago Press., Merton, R.K. (1973), The sociology of science: theoretical and empirical investigations,
Chicago: University of Chicago Press., Miranda, A., and S. Rabe-Hesketh (2006), Maximum likelihood estimation of endogenous
switching and sample selection models for binary, ordinal, and count variables, The Stata
Journal 6(3), 285–308. Mukherjee, A., and S. Stern (2009), Disclosure or secrecy? The dynamics of open science,
International Journal of Industrial Organization 27(3), 449-462. Murray, F., P. Aghion, M. Dewatripont, J. Kolev, and S. Stern, (2009), Of mice and academics:
Examining the effect of openness on innovation, NBER Working paper No. 14819,
Cambridge. Stephan, P.E. (1996), The economics of science, Journal of Economic Literature 34(3), 1199-
1235. Wooldridge, J.M. (2002), Econometric analysis of cross section and panel data, Cambridge:
MIT Press. 26
|
https://openalex.org/W4299960375
|
https://zenodo.org/record/6116562/files/54-55.pdf
|
English
| null |
Precipitate based Selective lon Sensitive Membrane Electrodes for Tripositive Chromium and Aluminium
|
Zenodo (CERN European Organization for Nuclear Research)
| 1,989
|
cc-by
| 1,890
|
References Green coloured chromium(m) dithiozonate and
ash coloured aluminium(m) dithiozenate precipitates
were obtained by adding in dilute solutions of the
salts of the respective metal ions, an ammonical
solution of dithiozone 1 •
After washing and drying
the precipitate, the master membrane with each
precipitate was prepared by mixing the precipitate
(100 mg) with epoxy resin (400 mg} 8 • 1. 1. SJCI.BIN, Ohsm. Bev., 1965, 65, 153. ~. 0 S
C
A
d A
S J ,
~. P. 0. STJCWART and A. L. PoRTS, J, Oh~~m. Soc., Dalton
Tf"aAS., 19'12, 1661. B
0 B. fl[, PASQUAI.Io F. MARCHJI:"l'TJ, 0. FLOR.IANI and 8. MSB.I.IJfO,J. Chem. Soc., Dal~on Trans., 19'17,139. J l
l
Oh~~m., 4, C. E. 1\IANNIX and A. P, ZrPP, J, lnMg. Nucl. Oh~~m., 19'19,
•U,69. ,
6. T. G. F. HUDSON, "Vanadium Toxicology and Biological
Slgnlflcance", Elsevier, New York, 196,. g
6. K. M. PUllOBIT and D. V. R. RAo,J.Indtan Ohem. Soc.,
1980,57, 863. Tl'I
O
d
A
dl
J Oh
S Preparation of electrode8 :
A small portion
from each membrane was cut out and fixed at one
end of the glass tube (o.d. 0.8 em and i.d. 0.5 em}
with the help of Araldite. These tubes were filled
with 0.1 M solution of CrCI 8 and Al(N08 ) 8 , respec·
tively. A saturated calomel electrode was inserted
for electrical contact. A separate saturated calomel
electrode was used as external reference electrode. The electrode systems can be represented as '1. K. Tl'I. PUROHIT and D. V. R. RAo, Indlan J. Ohem., Sect. .-1,1988, :u, 620. India1~
S~t. ,
,
,
B. S.liiSHRA and K. M. PUROHIT, India1~ J, Ohsm., S~t. A,
1988, 27. '18. ,
9. T. MOEI.LKB., lnorg. 8-ynth., 196'7, 5, 118. J ,
9. T. MOEI.LKB., lnorg. 8-ynth., 196'7, 5, 118. 10
l
d g
10. R. 0. AGGARWAl., R. BAI.A and R. L. PRASAD, Indian J,
Okem., S~t • .A, 1983, 22, 668. ,
,
11. A. I. VoGIUn .. A Text Book of Quantitative Inorganic
Analysis", 8rd. ed., Longmans, London, 1962. 12
J G CA
C
d Ch1
1911
81 12. W. J. GJCARY, Coord. Ch1m. Rev., 1911,7, 81. 18
B
N
FIGGIS
d
LBWIS
"M d
C
di 12. W. J. GJCARY, Coord. Ch1m. Rev., 1911,7, 81. ••Present address:
Oooservatlon Laboratory,
Allahabad
Maseum, Allahabad. Aeknowledgement The authors are thankful to Prof. D. V. Ramana
Rao for his keen interest in this work and to Prof. Somnath Misra, Principal, Regional Engineering
College, Rourkela for facilities. The authors extend
their thanks to the Director, C.D.R.I, Lucknow,
for recording ir spectra. References 18
B
N
FIGGIS
d
J
LBWIS
"M d
C
di
ti SCE I 0.1 M MB+ I membrane I sample 1 SCE
where, M=Crs-t- or Al 8 +. Before taking measure-
ment the membrane of each electrode system was
kept immersed for 6 days in 0.1 M solution of the
respective ions. 18. B. N. FIGGIS and ;J, LBWIS, "Modern Coordination
Ohem1sU,.". Intersoienoe, New York, 196'1, p. 406. 18. B. N. FIGGIS and ;J, LBWIS, "Modern Coordination
Oh
1 U " I t
i
N
Y
k 196'1 p 406 8. B. N. FIGGIS and ;J, LBWIS, "Modern C
Oh
1 U " I
i
N
Y
k 196'1 14. K. NAKAMOTO, "Infrared and Raman Spectra of Inorganlo
and Coordination Compounds", Srd. ed,, Wiley, New
York,19'18, p. 24'7. ,
, p
16. R. o. OBAB.I.BS, M:. FRJCISKR, R. FRI!CDJIL, L. E. HILLAND and W. D. :JOHNSTON, BpectNoh-im • .Acta,
1966,8, 1. an~ Ohemlcal Laboratories, Allahabad University, Allahabad-211 002
Manuscr-ipt received 8 .l.ugUBt 1988, accepted 20 S1ptembsr 1988 The observed data are in conformity with a
distorted
octahedral
structureu-u for
vana-
dium(tv). NO commercial ion selective electrode for Criii and
Al111 ions is available. Both the ions are usually
determined by indirect potentiometry in which
a different electrode is used, e.g. copper(n) ISEs
are being used 1 for the determination of AIIII. In
this paper we report the electrodes for these tri·
posrtive ions which are based on the dithiozone
precipitate of the respective ion as an electroactive
material. N J. INDIAN CHBM. SOC., VOL, 66, JANUARY 1989 20. 1. J. R. FRANSTO DA SIX. VA and R. WOOTON, 0hB111·
Oommuft., 1969, 421. hcs modes, respectively, suggesting N-bonded
thiocyanate ion u. The intense band at -
2 000
cm-1 and a weaker band at -
1 280 cm-1 due to
asymmetric and symmetric stretching respectively of
azide ion were observed, indicating its terminal
coordination18•
The 950 cm-1 band was attributed
to vv. 0 18• The coordination of thiocyanate and
azide ion in the sixth coordination position lowers
vv-o from -
990 cm-1 in VO(acac) 1 , VO(ox) 1 and
VO(pyca) 1 to ,.... 950 cm-1 in the present complexes. Lowering of the vv-o suggests coordination of thio-
cyanate and azide ion trans to V =0 group in the
compJex.es10• f ,
,
22
21. H. 1. 8TOKI.OSA, 1. R WASOON and B. J. Ma00B.:YIC,
Inorg. Oh~~m., 1974, 13, 59\l,
J 22. g
R. K. AGARWAl. and G. BINGB, J, Indian Ohem. Soo.,
1986, 63,926. ,
,
\13,
B. SINGH, Indian J. Ohsm., Beet. A, 1987, 26, 960. ,
,
\13,
B. SINGH, Indian J. Ohsm., Beet. A, 1987, 26, 960. Membrane Electrodes for Tripositive
Chromium and Aluminium
RAJBSH CHANDRA MISRA**
and
M.C.CHATTOPADHYAYA* Electronic spectra of the complexes showed two
bands, one transition is around 12 000 cm-1 due to
d"7~d""' dn. (v1 ) and the other around 16 000 cm-1
due to d".,-d .... _.,, (v1 ). and
M.C.CHATTOPADHYAYA* Ohemlcal Laboratories, Allahabad University, Allahabad-211 002
Manuscr-ipt received 8 .l.ugUBt 1988, accepted 20 S1ptembsr 1988 J. INDIAN CHBM. SOC., VOL, 66, JANUARY 1989 J. INDIAN CHBM. SOC., VOL, 66, JANUARY 1989 Results and Discussion A sharp
rise in the titration curve was observed to occur
near the end-point (Fig. 1). solution and after every addition of 0 1 ml Na 11HPO.,
solution, the electrode potential was noted. The
potential values were plotted against the volume
of Na 11HPO., solution consumed in titration. A sharp
rise in the titration curve was observed to occur
near the end-point (Fig. 1). was varied in the range from l x I0-1 to 1 x IO-' M
and the potential was recorded with respective
ion-selective electrode with the help of a Philips
PR 9405 M pH meter at room temperature (23 ± t•). The response of each electrode was plotted against
the concentration of the respective ion in a semilog
graph paper. In case of Criii electrode a linear
response was observed down to the concentration
of 1 x w-e M and for the AJIII electrode the value
was 5 x to-or M. Other properties like response
time, pH range, age of the membrane of all the
three electrodes w.as determined (Table I). The
selectivity coefficients were determined by the mixed
solution method .. (Table 2). Acknowledgement Authors are thankful to State Council of Science
and Technology, Lucknow, for financial assistance. Results and Discussion , ,
16. G. W. A. FowUS, B. W. MATBJCWS an~ R. A. WAJ'/l'ON,
J, Ohem. Soc. (d), 1968, 1108. 1 L
O
J
Oh~m. J 1105 17. 1. L. BURloUUS'UR, OoorcJ. Oh~m. Rev., 1966, J, 1105; 1966,
3, 8115. K
0
J
I di
Oh~m. Two separate sets of solution of CrCI 8 and
Al(N08 ) 8 were prepared in which the concentration 18. K. 0. D.&SB and Oa. K. 0. MOBAPATRA, J, Indiata Oh~m. Soc., 1979, 56, 84. A
L ,
19. A, N. 8PKCA, N, M. KARAYANIS and L, L. PY'tJ.JCWSKI,
Inorg. Ohtm. AcltZ, 1914, t, 8'7. S4 NOTBS Lower
detecti
limit
Bl. Electrode
no. M
1. Oriii IBE
1 x to-
ll·
Ailii ISE
li X 1(1
81. ,Electrode
no,
Oe•+
La I+
1. Oriii ISE
0.010
0.005
2. -Aliii ISE
o.ooli
0.001
was varied in the range from l x I0
and the potential was recorded
ion-selective electrode with the h
PR 9405 M pH meter at room temp
The response of each electrode wa
the concentration of the respective
graph paper. In case of Criii el
response was observed down to t
of 1 x w-e M and for the AJIII ele
was 5 x to-or M. Other properties
time, pH range, age of the mem
three electrodes w.as determined
selectivity coefficients were determin
solution method .. (Table 2). Titration of crm. Aim ion agains
Both Crill and Al111 give precipit
phosphate ion and precipitation
these species can be monitered
sensor•· 11 •
For the titration of th
ions against phosphate ion, stand
the salts of Criii and AJill (0.01 M)
(0.01 M) were prepared. The sol
diluted to 20 ml by double-distille
electrode potential measured with
ISE. The solution was then titrated a
1
0
_/,... __
.~._.___....t __ _,__ ...!--
I
I
J
4
~
IK>I.UME OF "";P04 SOlUTION f m ml I -
l'ls. 1. Plots of potential asalnst volume of N TABI,. 1
Lower
Slope of
detection
response
limit
ourve
Bl. Electrode
no. M
mV
1. Oriii IBE
1 x to-•
20
ll·
Ailii ISE
li X 1(17
20
Response
Working
Life of
time
pH range
electrode
8
month
15
2.8-7.6
8
10
8.2-10.8
10 81
Electrode
Ions solution and after every addition of 0 1 ml Na 11HPO.,
solution, the electrode potential was noted. The
potential values were plotted against the volume
of Na 11HPO., solution consumed in titration. Refereaces 1. L. BUC'IlA and M. BUCBAR:ItJt. Anal. Lilt., 1978, 3, 618. 51. A. I. VoG:ItL. "Quantitative Inorganic Analysis", E.L.B.S.,
London, 1969. 8. R. 0. MrSRA and ll!. 0. OSA'l''l'OPADHVAYA, IndiafiJ,
Ohem •• Beet. A, 1988, 17, 1011. 4.. G 'J. MOODY and 'J. D. R. THOMAS, Talanta. 1971, 18,
1261. IS. R. P. Bucx:, Aflal. Okem.,1966, 38, 978. 6. W. 8. BALIG, Int. Laboratorr, 1984, 14, llO. Titration of crm. Aim ion against phosphate ion :
Both Crill and Al111 give precipitate wtth ortho-
phosphate ion and precipitation titration between
these species can be monitered with a suitable
sensor•· 11 •
For the titration of the above metal
ions against phosphate ion, standard solutions of
the salts of Criii and AJill (0.01 M) and Na 11HPO., •
(0.01 M) were prepared. The solution (5 ml} was
diluted to 20 ml by double-distilled water and tts
electrode potential measured with the respective
ISE. The solution was then titrated against NasHPO., ,
,
,
4.. G 'J. MOODY and 'J. D. R. THOMAS, Talanta. 1971, 18,
1261. 1
0
_/,... __
.~._.___....t __ _,__ ...!--~-.....______,
I
I
J
4
~
6
18
IK>I.UME OF "";P04 SOlUTION f m ml I -
l'ls. 1. Plots of potential asalnst volume of Na8HP04 solution. 1
0
_/,... __
.~._.___....t __ _,__ ...!--~-.....______,
I
I
J
4
~
6
18
IK>I.UME OF "";P04 SOlUTION f m ml I - Photocycllsatlon of trans-Stilbene
N. SAHOo• and R. J, GALAGALI
Department of Ohemlstry, Banaraa Hindu University,
Varanasi.Siln 005
Manuscri.l't rec11Ved l7March 1988, revssed Htl August 1988,
acc'.l't•d sa B•ptrmber 1988 THE tran~cis isomerisation of stilbene with photo-
sensitisers take place by the transfer of energy of
sensitisers to stilbene during excitation under the
uv irradiation1 • The photocyclisation and photoiso-
merisation of trans-stilbene has been discussed under
nitrogen laser. The laser irradiation diminishes
the time period of irradiation and gives maximum
yield than that of the normal uv irradiation. l'ls. 1. Plots of potential asalnst volume of Na8HP04 solution. l'ls.
|
https://openalex.org/W2918562721
|
https://upcommons.upc.edu/bitstream/2117/172848/1/Energy%20conv%202019.pdf
|
English
| null |
Techno-economic and exergy analysis of polygeneration plant for power and DME production with the integration of chemical looping CO2/H2O splitting
|
Energy conversion and management
| 2,019
|
public-domain
| 21,395
|
Abstract: In the present study we propose a novel gas feed polygeneration process for the dimethyl ether (DME)
and power production and carbon capture (CCS). The process consists of chemical looping CO2/H2O
dissociation (CL) unit to produce syngas (CO and H2 with methane reduction step in redox cycle)
from exhaust gases for DME production in a packed bed reactor. Except for the chemical looping
CO2/H2O dissociation unit (consist of two interconnected reactors) which is under development stage,
the process is considered based on already existing industrial components. The aim of the present
work is to assess the process based on energy efficiency and the economic performance of the
integrated chemical looping unit for industrial scale DME production plant. It was found that the price
of the DME produced was 34 $/GJ (DME LHV). The beneficial integration proposed resulted in a
production of 103 MWe and 2.14 kg/s of DME with an energy and exergetic efficiency of about 50%
and 44%, respectively. A discounted cash flow analysis was performed to evaluate the profitability
of the process. In order to have a positive NPV, a selling price of electricity and DME higher than the
current market was required. Finally, an exergo-economic analysis was executed to detect which are
the main causes of the low economic performance. An exergo economic factor of 0.37 of the overall
plant was found, suggesting that an improvement in the efficiency of the equipment is needed. The
potential of CO2/H2O dissociation unleashes in liquid hydrocarbon and fuel production strategies,
which are hindered by only-thermal reduction step in the existing approach for solar thermochemical
syngas production. The analysis also provides information on the main economic drives associated
with high capital investment in the process plant with individual sub-systems. The energy, exergy
and economic analysis have proved to show the scope of improvements over the conventional method
of manufacturing DME considered 100% carbon capture. The analysis also reflects the strong potential of chemical looping syngas production pathways to integrate with polygeneration system to
increase the overall efficiency with reduced cost of carbon capture. The baseline simulation of the
polygeneration plant proposes a methodology for assessment of the impact on the overall efficiency,
economic performance and water for advances system designs. Keywords: DME production, CO2/H2O splitting, Chemical looping, Polygeneration, Oxyfuel
combustion cycle, Exergo-economic, Carbon Capture and Utilization, Exergy analysis. 1. Introduction Climate change presents a global risk to society. Among the probable causes of climate change, the
emission of greenhouse gases (GHG), primarily from anthropogenic activities, is the primary attribute
[1]. Of the several GHGs that are emitted, carbon dioxide is of the highest concern due to its highest
volume rate of emission and persistence in the atmosphere [1,2]. With this focus, the 21st Conference
on the Climate Change in Paris, resulting in the so-called Paris Agreement of December 2015, has
achieved significant milestones, with 195 of 197 participants agreeing “to strengthen the global
response to the threat of climate change, […]. The largest part of the 49 Gt of CO2 emitted in 2010
comes from the combustion of fossil fuel (31 Gt). The 65% of this 31 Gt of CO2 accounts for energy
production [1]. However, without drastic measures, proceeding with the current pace of emissions, it
is expected that the limits of the Paris agreement will be overshoot by 2050 [4]. Among the multiple pathways proposed for reduction in the anthropogenic emissions of CO2, the
following are the most discussed: i) reduction in global energy consumption, ii) increase in efficiency
in industrial and domestic sector iii) increase in the use of renewable energy sources, iv) increase in
the use of nuclear power, v) switching to less carbon-intensive fuels, vi) enhance CO2 uptake in
biomass, vii) CO2 capture and storage (CCS), and viii) CO2 capture and utilization (CCU) among
others. Of the several possible alternatives, Carbon capture and storage (CCS) technologies have been
studied to provide considerable benefits towards decreasing the anthropogenic emissions [5–7]. Indeed the significance of CCS in a low carbon economy has been predicted to be a solution by the scientific community [8]. Nevertheless, unlike all other pathways, CCS suffers from its own
drawbacks including the need for compression of CO2 to high pressures of usually 110 bars, complex
transportation mechanism of the compressed CO2, large storage space requirement, a high-efficiency
penalty on the power plant among others [9–11]. Therefore, an alternate pathway, to recycle and reuse
the captured CO2 is via innovative processes integrated in chemical formation for subsequent use,
which has received much attention [12–14]. In this regard, polygeneration systems, combining a number of utilities in a single system in an
efficient way, to produce multiple products (power, chemical, fuel etc.) has received particular
interest in recent years [15]. 1. Introduction This not only results in a significant gain in efficiency due to a tight
integration and synergy between different processes but also, it allows the system to achieve a higher
flexibility in operation, varying proportionally the products according to the fluctuating market price
[16]. Multiple configurations of polygeneration systems have been reported in the literature. Farhat
et al. [17] proposed a coal-fed polygeneration plant for power and fertilizer production, and further
studied different flexible operations to evaluate the economic competitiveness of the plant. Li et al. [18] modelled a polygeneration plant with CO2 capture for production of power and synthetic natural
gas, the proposed arrangement achieved a lower life cycle and GHG emission with respect to the
starting ultra-supercritical coal power plant. Bose et al. [12] introduce a cost-effective production of
urea and power combined with CCS using coal gasification. One intriguing approach to recycle exhaust gas within the power plant and hence produce chemicals
in addition to power is through the chemical looping (CL) technology [19,20]. Chemical looping
technology for CO2/H2O splitting usually utilizes metallic oxygen carriers to convert the thermo-
chemical energy into chemical energy [21]. Both thermally driven cycles (by concentrated solar
power) or by fuel reduction (by methane) are feasible alternatives [22]. Methane-driven cycles,
however, besides being able to operate at low-temperature, [22,23] are also able to operate round the
clock, unlike solar driven cycles. A basic schematic of the methane driven chemical looping CO2/H2O
splitting cycle is shown in Figure 1. MeO
MeO2-δ
δCO2
δCO
Methane
Reduction (MR)
Oxidation
(WS and CDS)
TRED
TOXD
δH2O
δH2
δCH4
δCO
2δH2
Figure 1 Conceptual scheme of the chemical looping syngas production through methane reduction
and corresponding splitting of water and carbon dioxide, usually present in waste gas (CO2 and
H2O) from industrial applications Figure 1 Conceptual scheme of the chemical looping syngas production through methane reduction
and corresponding splitting of water and carbon dioxide, usually present in waste gas (CO2 and
H2O) from industrial applications Of the multiple metal oxide redox pairs studied in this regard [23–25], cerium (IV) oxide (CeO2) has
been considered to be one of the most promising for the present application due to its strong ability
to undergo cyclic redox reactions while retaining its chemical and structural properties together with
high resilience to mechanical stress and agglomeration [26]. 1. Introduction Ceria reduction, even though non-
stoichiometric, tends towards stoichiometry with methane reduction at temperatures beyond 1400oC. Accordingly, the CeO2/Ce2O3 redox pair with reduction of CeO2 in the presence of methane, and
subsequent oxidation with CO2/H2O can be described by the equations (1-3). 2
4
2
3
2
Methane reduction: 2CeO + CH
Ce O + CO + 2H
(1)
2
3
2
2
2
Water-splitting(WS): Ce O + H O
2CeO + H
(2)
2
2
3
2
2
CO -splitting (CDS): Ce O + CO
2CeO + CO
(3) (1) (2) 2
3
2
2
g (CDS): Ce O + CO
2CeO + CO
(3) (3) By optimally combining the composition of the exhaust gas (a mixture of water and CO2), and by
controlling the temperature of reaction, the desired composition of syngas can be obtained, which can
subsequently be utilized to produce multiple products through industrial processes [27–29]. Of the
most interesting options, the production of synthetic fuels, able to generate electrical power in high
efficient devices such as fuel cells or direct implementation in automotive applications is an
interesting alternative [30,31]. Dimethyl Ether (DME) is one of the strongest candidates as a synthetic By optimally combining the composition of the exhaust gas (a mixture of water and CO2), and by
controlling the temperature of reaction, the desired composition of syngas can be obtained, which can
subsequently be utilized to produce multiple products through industrial processes [27–29]. Of the
most interesting options, the production of synthetic fuels, able to generate electrical power in high
efficient devices such as fuel cells or direct implementation in automotive applications is an
interesting alternative [30,31]. Dimethyl Ether (DME) is one of the strongest candidates as a synthetic fuel due to its similarity with diesel, while thanks to its physical properties and chemical structure –
produces low NOx, limited HC and almost no SOx and particulate subject to combustion [30]. However, a lower LHV than conventional diesel and requirement of pressurization to maintain liquid
state like LPG are some drawbacks. Nevertheless, considering the future potential for synthetic fuels, especially in relation to closing the
carbon loop, a polygeneration system, aiming to produce power and DME through the integration of
chemical looping syngas production is here proposed and thoroughly investigated. 1. Introduction In this prospect, a
natural gas (NG) driven cycle has been selected due to the possible integration with the metal
reduction by methane, which can be easily replaced by biomethane in future, thereby increasing the
sustainability of such a plant in future. A detailed energy analysis, techno-economic and exergo-
economic studies have been carried out on the proposed scheme and are reported subsequently in the
paper. 2. Process and plant description: The proposed plant is an oxyfuel natural gas feed combined cycle power plant integrated with a
chemical looping CO2/H2O splitting (CL) unit for power and fuel generation with carbon capture
(OXYF-CL-PFG). Figure 2Error! No s'ha trobat l'origen de la referència. describes the process
flow concept. The natural gas supplied from the gas grid is sent to the chemical looping splitting unit
(CL) where it is converted into a hydrogen-rich syngas by the simultaneous reduction of ceria. The
produced syngas is sent to an oxyfuel unit where it is burnt with a pure stream of oxygen coming
from an air separation unit (ASU). The hot exhaust gases composed mainly by H2O and CO2 are
firstly expanded in a gas turbine and then sent in a heat recovery steam generation unit (HRSG). Here,
the surplus heat is exploited to produce superheated steam for power production. Finally, the water
and carbon monoxide are separated by a water condenser. The large part of the separated CO2 is
sequestrated for storage, while another fraction together with steam is sent to the CL unit. In the CL
unit, both H2O and CO2 are dissociated in oxidation reactor by the reduced ceria coming from the reduction reactor. The produced syngas from the oxidation reactor is sent for the DME production
process. Finally, the produced fuel is separated from the other diluted product in a distillation unit (or
clean up unit). In the following sub-section, the methodology adopted for the presented work and
more details on each unit and their integration are described. Figure 2: General plant concept Figure 2: General plant concept Figure 2: General plant concept 2.1 Simulation Methodology The polygeneration gas to power and fuel plant integrated with a chemical looping CO2/H2O
dissociation unit has been modelled by combining mass and energy balance equations. The hypothesis
of chemical equilibrium has been applied to all the components of the layout with exception of the
DME reactor, for which a kinetic approach has been used. Simulations were performed using the
commercial software Aspen Plus v8.8. The material streams used in the model involve conventional
and solid components. The Peng-Robinson-Boston-Mathias (PR-BM) property method was used for
the conventional components [32][33]. This method uses the Peng-Robinson cubic equation of state
combined with the Boston-Mathias alpha function for all the thermodynamic properties [32] as this
approach was recommended for hydrocarbon processing applications such as gas processing, refinery, and petrochemical processes [34]. The oxygen carrier (CeO2/Ce3O4) used for the chemical
looping simulation were entered as conventional solid components. For this type of streams, the Barin
equation was used [35] [36]. The RGibbs reactor blocks were used for modelling the oxidation
reactor, the reduction reactor and the combustor of the oxyfuel unit. The distillation unit and the air
separation unit were modelled using the RadFrac column. The DME reactor was simulated with an
RPlug reactor combined with a Langmuir-Hinshelwood Hougen-Watson (LHHW) kinetic model. During the simulation of this component, the Soave-Redlich-Kwong (SRK) EOS was utilized. The
Redlich Kwong (RK) EOS is usually applied to binary components [37]. Graaf et al. [38]
demonstrated that the chemical equilibrium of the methanol reaction and WGS reaction can be well
described at high-pressure by using the SRK-EOS. The main hypotheses used in the modelling phase
are reported in Table 1. Figure 3 shows the detailed layout of the plant. Table 1: main assumptions and hypothesis used in the process simulation. Natural gas
Composition (std.vol%): 93.1% CH4, 3.2% C2H6, 1.6% N2, 1.1%
C3H8, 1.0% CO2
LHV=47.1 MJ/kg
Oxidation and reduction
reactors
Model: RGIBBS, no heat losses
Combustor
Model: RGIBBS
ΔP=0.2 bar, no heat losses
Compressors, pumps and
turbines
ηis,comp=0.9, ηmech,comp=0.98, ηis,pump=0.9, ηdriver,pump=0.90, ηis,turb=0.9,
ηmech,turb=0.98
Oxygen carrier
Solid ceria: CeO2/Ce2O3, diameter=100 μm
Temperature drop of 20°C during ceria recycling from OXI to RED
DME reactor
Model: RPlug multitube reactor, Operation: T=250°C P=50 bar
Heat exchangers
ΔTmin=10°C
Distillation unit
Model: RadFrac, Reboiler type: Kettle
CLN-CO2
CLN-DME
CLN-MeOH
P=10 bar
P=9 bar
P=2 bar Table 1: main assumptions and hypothesis used in the process simulation. 2.1 Simulation Methodology Table 1: main assumptions and hypothesis used in the process simulation. Figure 3: Detailed plant layout for power and DME production from natural gas utilizing the CL
unit Figure 3: Detailed plant layout for power and DME production from natural gas utilizing the CL
unit 2.2 Chemical looping syngas production unit (CL unit) The chemical looping unit consist of two interconnected reactors operating at 2 bar: the reduction
reactor (RED) and oxidation reactor (OXI). The circulating oxygen carrier is ceria oxide
(CeO2/Ce2O3). The natural gas taken from the grid at 70 bars (stream 2) [39], is heated up at 290°C
and expanded to 2 bar via the turbo-expander (TURBOEXP). The preheating is necessary to prevent
an outlet temperature (stream 4) from the turbo-expander lower than 0°C. After the expansion, the
natural gas is heated to 890°C (stream 5) and fed to the reduction reactor (RED). Here the ceria oxide
CeO2 (stream 9), whit an inlet ratio CeO2:NG=1:0.7, is completely reduced with natural gas,
producing a syngas composed by H2 and CO in a 2:1 ratio (reaction 1). The reaction is endothermic
and so requires an external heat source. The high temperature from oxyfuel combustion is usually
controlled by CO2 recycling. A part of this heat has been proposed to be used for the endothermic
reduction in RED. For this scope, a heat integrated combustion was proposed utilizing an annular combustion chamber [40]. The hot syngas (stream 6) exits the reduction reactor at 900°C and it is
separated from the solid (stream 7) by a cyclone (CYC-1), cooled and sent to the oxyfuel unit. The
reduced ceria is fed into oxidation reactor where it is then oxidized (reactions 2 and 3) by a mixture
coming from the oxyfuel unit of 60% H2O-40% CO2 (stream 40 and 46) to have at the outlet the ideal
H2:CO (1:1) for DME production as described in section 3. In order to achieve a full oxidation of
Ce2O3 a 60% excess of water and carbon dioxide mixture is required. Before the oxidation, both water and carbon monoxide are compressed at the 2 bar chemical unit
operation with a pump (PUMP-1) and a compressor (COMP-4) and heated up at 500°C. Since the
reactions in the oxidation reactor are exothermic, the outlet temperature of the reactor goes to
1322°C. The hot syngas ( Table 5 Plant results with selected parameters. Table 5 Plant results with selected parameters. 2.2 Chemical looping syngas production unit (CL unit) NG feed
25.2 ton/h
WGROSS
167.61 MW
WNET
102.90 MW
ηTOT
50.21%
WCOMP-1
3.76 MW
WCOMP-2
10.67 MW
WCOMP-3
28.29 MW
WASU
19.34 MW
WGT
114.42 MW
WST1
44.30 MW
WST2
2.96 MW
WTURBEXP
4.37 MW
ṁDME
2.14 kg/s
ṁMeOH
0.03 kg/s
CO2,REC
0.85
CO2,DME
0.034 Table 6: Thermodynamics properties and composition of selected streams. Table 6: Thermodynamics properties and composition of selected streams. stream
28
10
15
16
17
20
31
37
38
43
47
7
9
T (°C)
900
1322
200
250
46
40
1377
80
40
40
46
900
1322
P (bar)
2
2
5
5
1
9
26
2
1
10
2
2
Mole flow (kmol/h)
1
0.47
0.34
0.15
0.05
0.04
3.7
2.44
0.19
0.28
0.09
0.59
0.29
Molar fraction O2
0
0
0
0
0
0
0
0
0
0
0
0
0
H2
0.57
0.32
0.44
0.06
0
0
0
0
0
0
0.01
0
0
H2O
0
0.28
0
0.01
0.03
0
0.22
0
0
0.99
0
0
0
CO2
0
0.09
0.13
0.57
0
0
0.77
0.99
0.99
0
0.93
0
0
CO
0.3
0.31
0.43
0.05
0
0
0
0.01
0
0
0.03
0
0
CH4
0.12
0
0
0
0
0
0
0
0
0
0
0
0
MeOH
0
0
0
0.01
0.02
0
0
0
0
0
0
0
0
DME
0
0
0
0.3
0.94
1
0
0
0
0
0.02
0
0
CeO2
0
0
0
0
0
0
0
0
0
0
0
1
0
Ce2O3
0
0
0
0
0
0
0
0
0
0
0
0
1
for the final composition) is separated from the oxidized ceria by the cyclone separator (CYC-2),
cooled down (stream 10, 10a, 10b, 11) and sent to the DME unit, while the solid stream is re-circulated
back for a new reduction cycle (stream 9). cooled down (stream 10, 10a, 10b, 11) and sent to the DME unit, while the solid stream is re-circulated
back for a new reduction cycle (stream 9). 2.3 Air separation unit (ASU): The air separation unit consists of a cryogenic distillation unit able to produce 99.99% pure O2. The
air is separated in two thermally interconnected distillation columns, HP-COL and LP-COL, which
work at 5 and 1.2 bar respectively. The overall refrigeration is driven by the expansion from high
pressure (30 bar) of the compressed air (stream 6-C and 7-C) through the VALVE-2 and the
TURBOEXP-2C. The inlet air (1-C) is compressed at 6.3 bar by the compressor COMP-1C and
separated in two streams (4-C and 8-C) by the splitter SPLIT-1C. The stream 8-C is cooled down in
the exchanger HX-2C by the cold products of the LP-COL and is sent to the HP-COL. The HP-COL
is a 40 stages distillation column which produce as top product a gaseous rich-in N2 (stream 12-C)
and as a bottom product a liquid rich-in O2 stream (stream 10-C). The latest stream is further cooled
down through Joule-Thomson effect in the valve VALVE 1-C and fed in the 56 stages low pressure
column. The low temperature air streams 15-C and 17-C, together with the rich-in O2 liquid stream
provides the necessary refrigeration in the LP-COL to obtain as a top product a pure N2 stream (20-
C) while as product from the bottom condenser the pure O2 stream (18-C). The latest stream is
pumped by the PUMP-1C at the operational condition of the combustor in the oxyfuel unit and heated in the HX-2C. The ASU block can be seen in Figure 4 in supplementary file and stream data is listed
in table S1. Figure 4: Detailed layout of the air separation unit Figure 4: Detailed layout of the air separation unit 2.4 Dimethyl ether production (DME) unit: The syngas produced in the oxidation reactor (OXI) is used for DME synthesis within a catalytic
reactor. Before the syngas is fed to the DME reactor, it undergoes water condensation (COND-1) and
is compressed by a three-stage compressor at 50 bar (COMP-1). The DME reactor is a fixed bed
reactor which is kept at the constant temperature of 250°C by a water-jacket cooler used for saturated
steam generation at 2 bar (stream 44) for the oxidation (OXI) reactor. 2.4 Oxyfuel combustion unit (COMB) In this unit, combustion is performed with oxygen instead of air. This eliminates the presence of
nitrogen in the exhaust gases that affect the subsequent separation process. Another advantage is a
substantial reduction in thermal NOx since the absence of nitrogen [41]. Therefore, a highly pure
stream of CO2 can be obtained after water condensation from the flue gas. The oxyfuel unit consists of a combustor (COMB), where the syngas from the reduction (stream 30)
and the non-condensable gases from the clean-up unit (stream 49) are burnt with a 5% excess oxygen
stream derived from the air separation unit (ASU) (stream 1). Stream 36 represents the part of the
captured CO2 which is re-circulated to the combustor. The recirculation ratio was set such as the total
combustion heat was sufficient to have a combustor outlet syngas temperature of 1377°C and the
required heat to carry on the reduction of the ceria in the reduction (RED) reactor. The CO2 and
syngas streams are compressed to 26 bar with two two-stage compressors (COMP-2 and COMP-3). The flue gas is firstly expanded in a two-stage gas turbine GT (26 bar to 5 bar and 5 bar to 1.05 bar)
and then sent to heat recovery steam generator (HRSG1). Finally, the CO2 is separated from the water
in a condenser (COND-2) and split into three parts. One part is recirculated to the combustor (stream
36), one is sent for sequestration (stream 35) and the last part (stream 38) is sent to the oxidation
reactor for dissociation (OXI). Table 2 Distillation unit operation parameters. Table 2 Distillation unit operation parameters. Column
Treb
[°C]
Qreb
[MW]
Tcond [°C]
Qcond
[MW]
Stages
Feed-in
stage
Purity of the
product [%]
CO2-CLN
45.87
1.12
-40.83
-0.64
25
10
-
DME-CLN
150.99
0.93
42.57
-0.55
30
24
99.1
MeOH-CLN
101.53
0.03
66.36
-0.05
24
18
94.1 2.6 Steam cycle A heat recovery steam generator unit has been utilized to recover the extra heat generated within the
polygeneration system. The turbines and the HSRG were modelled as simple units, without reheating
or multi-pressure systems. The primary objective of the present study being to understand the
potential of the net benefits from polygeneration by the integration of a chemical looping unit in a
conventional oxyfuel plant, the optimization of the system was not further considered. The presented
layout is composed of two different HRSG units: HRSG1 and HRSG2. The HRSG1 uses the heat of
the flue gases from the oxyfuel unit (stream 32) to produce 125582 kg/h of super-heated steam at 150
bar and 550°C (stream 5A). While the HRSG2 uses the extra heat from the chemical looping unit to
produce 8305 kg/h of steam at the same condition of stream 5A (stream 5B). Each steam stream is
respectively expanded in steam turbine ST and ST2. The reason for the choice of two HRSG
connected to two different steam cycle is to ensure flexible operation by minimizing the impact of
DME and power over each other. 2.5 DME distillation unit Since a not pure DME stream is generated at the outlet of the DME reactor, a separation unit is hence
necessary to obtain pure dimethyl ether. The separation unit is composed of a cooling unit and a gas-
liquid separation unit. A cooling unit, represented in the layout by a vapour-liquid separator is used
to produce a chilled syngas at -40°C resulting in a liquid stream of DME with dissolved CO2 and
MeOH (stream 17) and a gas stream of incondensable gases, namely, H2, CO, undissolved CO2 and
traces of other diluents (steam 47). The gas stream is re-circulated into the oxyfuel unit and burnt,
while the liquid stream is further processed in the gas-liquid separation unit. The gas separation unit
is composed of three different distillation columns: CO2-CLN, DME-CLN and MEOH-CLN (Table
2). The first one is used to separate the dissolved CO2, the second to produce a pure 99.99% DME
and the last one to separate the methanol from the water. Before each column it is placed a valve to
adjust the pressure to the optimal value and a heat exchanger in order to have at the inlet a 50% vapour
inlet stream [157]. The number of stages used in the distillation columns was estimated increasing
them until a certain change in composition was detected [158]. 3 Synthesis of DME There are two overall reactions to synthesize the syngas to DME route,
represented by equation (8) and (9): 2
3
3
2
298
;0:1
3
3
-
246.0
/
K
MPa
H
CO
CH OCH
CO
H
kJ mol
(8) 2
3
3
2
298
;0:1
3
3
-
246.0
/
K
MPa
H
CO
CH OCH
CO
H
kJ mol
(8)
2
3
3
2
298 ;0:1
2
4
-
205.0
/
K
MPa
CO
H
CH OCH
H O
H
kJ mol
(9) (8) 2
3
3
2
298 ;0:1
2
4
-
205.0
/
K
MPa
CO
H
CH OCH
H O
H
kJ mol
(9) 2
3
3
2
298 ;0:1
2
4
-
205.0
/
K
MPa
CO
H
CH OCH
H O
H
kJ mol
(9) (9) The reaction (8) synthesizes the DME production in three steps (equation 4,6,7), while when WGS
reaction does not take place, the overall DME formation is described by reaction (9) (reaction 4 plus
reaction 7) [46]. Since both overall reactions are exothermic and generate two molecules of products
from six molecules of reactants, according to the Le Châtelier principle [47], conversion is favoured
working at high pressure and low temperature. 3 Synthesis of DME 2
3
298
;0:1
2
-
90.4
/
K
MPa
CO
H
CH OH
H
kJ mol
(4)
2
2
3
2
298
;0:1
3
-
49.2
/
K
MPa
CO
H
CH OH
H O
H
kJ mol
(5)
2
2
2
298
;0:1
-
41.2
/
K
MPa
CO
H O
CO
H
H
kJ mol
(6)
3
3
3
2
298
;0:1
2
-
24.0
/
K
MPa
CH OH
CH OCH
H O
H
kJ mol
(7) 2
3
298
;0:1
2
-
90.4
/
K
MPa
CO
H
CH OH
H
kJ mol
(4)
2
2
3
2
298
;0:1
3
-
49.2
/
K
MPa
CO
H
CH OH
H O
H
kJ mol
(5)
2
2
2
298
;0:1
-
41.2
/
K
MPa
CO
H O
CO
H
H
kJ mol
(6)
3
3
3
2
298
;0:1
2
-
24.0
/
K
MPa
CH OH
CH OCH
H O
H
kJ mol
(7) 3
298
;0:1
-
90.4
/
K
MPa
CH OH
H
kJ mol
(4) (4) 2
3
2
298
;0:1
-
49.2
/
K
MPa
CH OH
H O
H
kJ mol
(5) (5) (6) 3
3
2
298
;0:1
-
24.0
/
K
MPa
CH OCH
H O
H
kJ mol
(7) (7) A combination of either reaction (4), (6) and (7) or (5), (6) and (7) permits to fully describe the process
thermodynamically. 3 Synthesis of DME Dimethyl ether (DME) is produced from methanol dehydration using a specific catalyst. The process
can be realized in two steps (methanol and DME are produced in two different reactors) or in a single
step adopting a dual catalyst. The disadvantage of the two-step process is that syngas conversion to
methanol is significantly limited by equilibrium and thermodynamic constraints [42]. Consequently,
the further conversion of methanol to DME in the single step process shifts the equilibrium toward
more methanol production. For that reason, the direct DME synthesis is thermodynamically and economically preferable than the two steps process [43–45]. The overall process can be described by
three main reactions: i) syngas conversion to methanol, ii) water gas shift and, iii) methanol
dehydration. economically preferable than the two steps process [43–45]. The overall process can be described by
three main reactions: i) syngas conversion to methanol, ii) water gas shift and, iii) methanol
dehydration. 3.1 Kinetic Model:
3
2
2
2
2
2
2
2
2
2
2
1
3
,1
3
2
3
4
1
1
1
CH OH
H O
H
CO
eq
CO
H
CO hydrogenation
H O
H
H O
H
p
p
k
p
p
K
p
p
r
p
k
k
p
k
p
p
(10)
2
2
2
2
2
2
2
2
5
,2
2
3
4
1
1
1
CO
H O
CO
eq
CO
H
RWGS
H O
H
H O
H
p
p
k
p
K
p
p
r
p
k
k
p
k
p
p
(11)
3
3
2
3
3
2
2
2
2
6
,3
4
1 2
DME
CH OH
CH OH
H O
eq
MeOH dehydration
CH OH
CH OH
H O
H O
C
k
K
c
C
K
r
K
C
K
C
(12)
3
2
2
2
2
2
2
2
2
2
2
1
3
,1
3
2
3
4
1
1
1
CH OH
H O
H
CO
eq
CO
H
CO hydrogenation
H O
H
H O
H
p
p
k
p
p
K
p
p
r
p
k
k
p
k
p
p
2
2
2
2
2
2
2
2
5
,2
2
3
4
1
1
1
CO
H O
CO
eq
CO
H
RWGS
H O
H
H O
H
p
p
k
p
K
p
p
r
p
k
k
p
k
p
p
3
3
2
3
3
2
2
2
2
6
,3
4
1 2
DME
CH OH
CH OH
H O
eq
MeOH dehydration
CH OH
CH OH
H O
H O
C
k
K
c
C
K
r
K
C
K
C
(10) 2
CO hydrogenation
r (11) (12) MeOH dehydration
r Reaction rates of equation (10), (11), (12) are expressed in kmol/kgcat s, p is the partial pressure of
the gases in Pa and C the concentration expressed in kmol/m3. 3.1 Kinetic Model: A kinetic model was implemented in order to simulate catalyst operation in Aspen Plus. The model
well simulates the presence of the dual catalyst: Cu/ZnO/Al2O3 operates for the methanol synthesis
while the acidic component γ-Al2O3 catalyse the methanol dehydration. It is reported [42] that the
best loading catalyst ratio is 1:2 (Cu/ZnO/Al2O3: γ-Al2O3). Because DME synthesis is governed by
catalytic reactions of syngas on the surface of the catalyst, Langmuir-Hinshelwood-Hougen-Watson (LHHW) kinetic model was used based on three simultaneous reactions (Eqs.5,6,7). It was assumed
that each CO, CO2, H2 and H2O compounds are adsorbed at an active site on the catalyst surface [37]. The rate for each reaction is given by equations(10-12) [42,48,49]. 3.1 Kinetic Model: The equilibrium constant (Ki) and
constant rate (ki) values used to determine the reaction rates are shown in table 3. Table 3: kinetic parameters. A
unit
B
unit
k1
1.07×10-13
(kmol/(kg-sPa2))
36,696
(J/mol)
k2
3450
-
0
(J/mol)
k30.5
1.578×10-3 Pa-0.5
17,197
(J/mol)
k4
6.62×10-16
Pa-1
124,119
(J/mol)
k5
122
(kmol/(kg s Pa))
-94,765
(J/mol)
k6
1.486×1011 (kmol/(kg s))
-143,666
(J/mol)
KCH3OH 5.39×10-4
m3/kmol
70,560.92 (J/mol)
KH2O
8.47×10-2
m3/kmol
42,151.98 (J/mol) Table 3: kinetic parameters. These parameters refer to the Arrhenius equation shown by equation (13): These parameters refer to the Arrhenius equation shown by equation (13): exp
i
i
i
B
k
A
RT
exp
i
i
i
B
k
A
RT
(13) (13) Where B represents either the activation energy or the reaction enthalpy or a combination of both
[48]. This is because rate constant in LHHW kinetic mechanism is a combination of rate constants
and equilibrium constants. Other equilibrium constant were obtained by the following equations
[38,48,50]: ,
0
1
1
3066
log
10.592
eq
K
T
(14)
2
10
2073
log
2.029
(1/
)
eq
K
T
(15)
,3
3220
ln
1.7
eq
K
T
(16) ,
0
1
1
3066
log
10.592
eq
K
T
(14) ,
0
1
1
3066
log
10.592
eq
K
T
(14) 2
10
2073
log
2.029
(1/
)
eq
K
T
(15)
,3
3220
ln
1.7
eq
K
T
(16) 2
10
2073
log
2.029
(1/
)
eq
K
T
(15) (15) ,3
3220
ln
1.7
eq
K
T
(16) (16) The described model was used to perform a sensitivity analysis of methanol and DME yield using the
equations (17) and (18) varying the composition of the inlet stream, H2:CO ratio, and the amount of
the diluent H2O and CO2. The described model was used to perform a sensitivity analysis of methanol and DME yield using the
equations (17) and (18) varying the composition of the inlet stream, H2:CO ratio, and the amount of
the diluent H2O and CO2. These parameters refer to the Arrhenius equation shown by equation (13): 3.1 Kinetic Model:
2
out
yield
in
DME
DME
CO
CO
(17)
2
out
yield
in
MeOH
MeOH
CO
CO
(18)
2
out
yield
in
DME
DME
CO
CO
2
out
yield
in
MeOH
MeOH
CO
CO
(17) (18)
2
out
in
MeOH
CO
CO
(18 Where DMEout and MeOHout are the DME and methanol molar flow at the outlet of the reactor (stream
15) and CO and CO2 the molar flow at the inlet (stream 14). Where DMEout and MeOHout are the DME and methanol molar flow at the outlet of the reactor (stream
15) and CO and CO2 the molar flow at the inlet (stream 14). Where DMEout and MeOHout are the DME and methanol molar flow at the outlet of the reactor (stream
15) and CO and CO2 the molar flow at the inlet (stream 14). As shown in Figure 5 the highest DME yield is obtained sending a syngas with an H2:CO ratio equal
to 1:1, this means that the overall reaction is the reaction (8). The main advantage of reaction 8 is that
all the hydrogen is consumed in the DME production, while in reaction 9 one third is wasted in water production. Another positive effect of feeding an equimolar H2:CO is that the main byproduct of the
reaction is the CO2 which can be easily separated from the DME and MeOH in the separation unit. With increasing the CO2 content at the inlet feed, the DME yield decreases. This is attributed mainly
due to two factors. As reported by [51], the methanol synthesis is retarded with the increase of CO2
content. CO2 molecules are absorbed by the methanol catalyst and occupy quicker than CO and H2
the active sites, affecting the MeOH production and consequently also the DME synthesis as shown
in Figure 6a [52]. Moreover, with a high CO2 the beneficial effect of the WGS is neglected. The water
formed in reaction (5) and (7) is removed by WGS producing hydrogen which kinetically advances
the methanol production. Therefore, the higher CO2 favours the reverse-water gas shift that reduces
the hydrogen content and produces more water. The effect of higher water content at the inlet is even
worse than CO2 and it can be seen in Figure 6.b. 3.1 Kinetic Model: The high water percentage shifts towards the
reactants the methanol dehydration, increasing the MeOH yield and reducing at the same time the
DME yield. With a water percentage higher than 20, also methanol production is penalized. In
addition, it is important to reduce the water content, since it tends to deposit near the catalyst
enhancing the catalyst degradation [46]. Therefore, to increase the DME production it is necessary to
have at the inlet of the DME reactor a syngas composed by an equimolar H2-CO mixture, reduce the
CO2 percentage (molar fraction) in the 0-5% range and remove as much as possible the water content. Figure 5: Influence of the H2/CO ratio on the equilibrium synthesis of DME at T=250°C and p=50
bar. Figure 5: Influence of the H2/CO ratio on the equilibrium synthesis of DME at T=250°C and p=50
bar. Figure 5: Influence of the H2/CO ratio on the equilibrium synthesis of DME at T=250°C and p=50
bar Figure 6: a) Influence of the CO2 and b) H2O on the equilibrium synthesis of DME at T=250°C and
p=50 bar. Figure 6: a) Influence of the CO2 and b) H2O on the equilibrium synthesis of DME at T=250°C and
p=50 bar. 3.2 DME reactor design: The DME reactor was considered as a multitube fixed bed reactor. Each tube contains the double
catalyst (physically mixed) with a bed voidage of 0.45. The total density of the catalyst particles is an
average of the density of the two catalyst, Cu/ZnO/Al2O3 and γ-Al2O3, used in the 1:2 optimal ratio. The number of tubes and their diameter was fixed while the length was varied in order to maximize
the DME yield. As shown in Figure 7 the maximum yield can be achieved with a reactor length of
minimum 10 m, for this reason this value was selected in the design phase. The parameters used for
the DME reactor are listed in table 4. Figure 7 DME yield from DME reactor varying reactor length (L). Figure 7 DME yield from DME reactor varying reactor length (L). Table 4 Fixed parameters for DME reactor design. Table 4 Fixed parameters for DME reactor design. N° tubes
Diamater
[m]
Bed voidage
ρ Cu/ZnO/Al2O3
[kg/m3]
ρ γ-Al2O3
[kg/m3]
ρ average
[kg/m3]
5000
0.02
0.45
1200
1470
1380 4. Performance results
4.1 Effect of operating conditions 4.1 Effect of operating conditions A sensitivity analysis of the most affecting parameters (such as operating pressure of chemical
looping CO2/H2O splitting unit, outlet temperature of reduction reactor, CO2/H2O composition in the
oxidation reactor of the CL unit, turbine in temperature) was performed to maximize the global
efficiency of the plant (Eq. 19) and the DME production. DME
DME
MEOH
MEOH
NE
c
N
NG
T
G
m
LHV
m
LHV
W
m
LHV
(19) (19) N
NG
G
m
LHV
(19) where: mDME ,mMeOH represent the DME and MeOH produced (kg/s), LHVDME and LHVMeOH the
lower heat value of DME, MeOH and natural gas (MJ/kg), WNET the net power produced inside the
plant (MW) and mNG the natural gas feed into the plant (kg/s) Figure 8 shows the effect of varying the pressure of the chemical looping unit where both oxidation
and reduction reactor works at the same pressure. An efficiency gain is obtained by increasing the
pressure operation of the CL unit, from 49.4% at 1 bar to 51.1% at 5 bar. This can be attributed to the
fact that a significant saving of the auxiliary power compression (WCOMP,tot) can be obtained by
reducing the pressure ratio of syngas compression. However, with a further increment of the pressure,
the efficiency drops down to 43.6%. Based on the Le Châtelier principle, it can be understood that
the reaction in the RED reactor is not thermodynamically favoured at high pressure since the
reduction reaction has three moles of reactants and four of products.It can be seen that after 6 bar the
amount of reduced ceria at the outlet of the reactor decreases. This results in a drop in power
production and overall efficiency. Figure 8: Influence of chemical looping unit pressure on efficiency η, WNET, Ce2O3 outlet from
RED and WCOMP,tot (=WCOMP-1+ WCOMP-2+ WCOMP-3). Figure 8: Influence of chemical looping unit pressure on efficiency η, WNET, Ce2O3 outlet from
RED and WCOMP,tot (=WCOMP-1+ WCOMP-2+ WCOMP-3). Figure 8: Influence of chemical looping unit pressure on efficiency η, WNET, Ce2O3 outlet from
RED and WCOMP,tot (=WCOMP-1+ WCOMP-2+ WCOMP-3). Another fundamental parameter is the metal oxide outlet temperature from the reduction reactor. It is
found that below 900°C there is no complete metal oxide conversion. Since the analysis was
performed considering the complete reduction of ceria, all the analysis was conducted above a
reduction temperature of 900°C. 4.1 Effect of operating conditions A higher metal oxide temperature at the outlet of the reactor,
inherently demands more heat supply. Since this heat is derived from the heat of combustion, to have
more reduced metal oxide temperature, less CO2 needs to be recirculated. This, even though results
in a corresponding drop in the power spent for recycling CO2 (WCOMP-3), also implies a lower mass
flow through GT producing less power as shown in Figure 9. This is nevertheless partially
counterbalanced by the increase in the power produced by the ST due to the higher temperature of
the GT outlet. However, since the gas turbine generates more power than the steam turbine (about
2.5 times), the net power decreases. Eventually this also restricts the effective operation of the OXI. Since both the splitting reactions are exothermic, by principle this requires the reactions to takes place
at lower temperature. More so, for the water splitting reaction which shows a higher exothermicity
than CO2 with Ce2O3, this would result in an even slower reaction. The effect of this is evident in
Figure 9, in which a significant drop in the DME production can be seen beyond 1000°C (from 2.14 kg/s for 900°C to 2.13 kg/s at 1000°C and to 1.99 Kg/s at 1100°C) due to a deviation from the ideal
H2-CO ratio and an increase in CO2 in the produced syngas (Figure 10). Being a polygeneration power plant, the production of DME place a key role in the overall plant
effectiveness as well as significantly its efficiency. This is observed in Figure 9, where the higher
drop in the DME production than the corresponding drop in the GT power output influences a sharp
drop in the efficiency. To be more specific a relative 10.5% of efficiency drop is observed between
1000°C and 1300°C, corresponding to a relative drop in DME production of 24% and a relative net
power output drop of 2%. Figure 9: influence of the metal oxide outlet temperature of RED on efficiency η, WNET, WST1,
WGT and WST2, QRED, WCOMP-3. Figure 9: influence of the metal oxide outlet temperature of RED on efficiency η, WNET, WST1,
WGT and WST2, QRED, WCOMP-3. Figure 10 shown the effect of the metal inlet temperature of the OXI. Due to the higher exothermicity,
water splitting is favoured at lower temperature with respect of CO2 splitting. 4.1 Effect of operating conditions Hence, in order to have
the ideal 1:1 H2/CO ratio for DME production is necessary to send as inlet of the oxidation reactor a
rich-in H2O mixture. With the increase of the metal oxide temperature, the water splitting is further
penalized and consequently an higher H2O content is necessary at the inlet. As shown in Figure 10a
the amount of water needed ranged from 60% to 74% with a metal oxide temperature inlet from
900°C to 1300°C. In addition, as already explained in section Error! No s'ha trobat l'origen de la referència., in order to enhance DME production dilution product as to be avoided. As shown in
Figure 10.b, even if it might be possible to produce the ideal composition of syngas for whatever
metal oxide temperature inlet, at higher temperatures the CO2 content increases. For this reason is
suitable to work with low ceria inlet temperature (900-1000°C). Figure 10: Effect of the initial gas mixture composition fed into OXI on a) final syngas H2/CO
ratio, b) CO2 content in the syngas after water removal Figure 10: Effect of the initial gas mixture composition fed into OXI on a) final syngas H2/CO
ratio, b) CO2 content in the syngas after water removal Figure 11 describes the effect of the variation on the gas mixture composition at the inlet of the OXI
on plant performance. The maximum efficiency of 50% is achieved with an OXI inlet mixture of 60%
of H2O, following the above discussion. It can be seen at that point H2 and CO curve coincides gives
H2/CO ratio of 1. Figure 11: Influence of the as mixture composition into the inlet of OXI on the plant performance b
considering a metal outlet temperature from the RED equal to 900°C. Figure 11: Influence of the as mixture composition into the inlet of OXI on the plant performance b
considering a metal outlet temperature from the RED equal to 900°C. Following the above discussions, increasing the water content of the gas mixture feed into OXI,
increases the temperature of the outlet metal oxide from the oxidation reactor (Figure 12.a). In the
proposed OXYF-CL-PFG plant layout, the oxidized ceria is recirculated back to RED without
intermediate heat recuperation. Hence, a higher ceria outlet temperature from OXI results in a higher
metal oxide inlet temperature into the RED. This reduces the heat requirement for the reduction
reaction. 4.1 Effect of operating conditions This, in term, increases the CO2 recirculation into the GT and hence, the power output from
the same. Thus, an increment in the net power production is achieved (Figure 12.d). However, in
order to have a higher temperature, the inlet mixture to OXI has to diverge from the ideal to obtain
the 1:1 ratio of H2/CO. The drop in DME production due to the non-optimal syngas composition leads
to an overall efficiency decrement (Figure 12.b-c). Furthermore, as can be seen from Figure 12.d
working with the ideal gas mixture for DME production, the net power is reduced. As described in
section 3.2, to an inlet syngas to the DME reactor which diverges from the 1:1 H2-CO ratio,
correspond unreacted hydrogen and carbon monoxide. Since after distillation the unreacted species
are recirculated in the combustor, more power is generated. Figure 12: effect of the gas mixture inlet composition and metal oxide inlet temperature (TOC,OXI
inlet) on the temperature of the metal oxide outlet Figure 12: effect of the gas mixture inlet composition and metal oxide inlet temperature (TOC,OXI
inlet) on the temperature of the metal oxide outlet Finally, the impact of the gas turbine inlet temperature (TIT) was analysed. Efficiency and net power
produced are positively influenced by TIT (Figure 13). Nevertheless, the output from the GT drops. This is due to the lower recirculation of CO2 inside the combustor and so a lower gas volume being
expanded within the GT. This loss is partially recovered by the lower compression work for the
recirculated CO2 in COMP-2. Also, the produced by the steam turbine ST1 increases due to a higher
exhaust temperature from the GT. Hence, corresponding to a TIT of 1100°C and efficiency of 47.6%
was obtained, which increases to 50.7% for a TIT of 1450°C. 4.1 Effect of operating conditions Figure 13 Effect of the gas turbine inlet temperature TIT on the efficiency of the plant (η), power
produced by the steam turbine (WST), by the gas turbine GT (WGT) and the power absorbed by the
COMP-3 (WCOMP-3) Figure 13 Effect of the gas turbine inlet temperature TIT on the efficiency of the plant (η), power
produced by the steam turbine (WST), by the gas turbine GT (WGT) and the power absorbed by the
COMP-3 (WCOMP-3) Based on the sensitivity analysis the following operation parameters were chosen: chemical looping operation pressure of 2 bar; chemical looping operation pressure of 2 bar; 40% CO2 and 60% H2O feed in the oxidation reactor with an excess of 60% with respect to
the stochiometric value based on the Ce2O3 inlet to OXI; reduction reactor temperature outlet equal to 900°C; reduction reactor temperature outlet equal to 900°C; TIT of 1377oC. TIT of 1377oC. The plant performance based on the listed parameters are summarized in table 5. Table 6 gives the
composition and main thermodynamics parameters of selected streams. The plant produces 102.90
MWe, 2.15 kg/s of DME and 0.03 kg/s of methanol with a total efficiency of 50.21% and a DME
yield of 24.9% (as per eq.19. The highest power consumption is represented by the COMP-3 for the
recycle of the CO2 followed by the compression work in the ASU, which account, respectively, for
the 17% and 11.5% of the gross power generated. The inlet stream to the DME reactor (stream 14) has the ideal CO:H2 ratio, while the CO2 content is
13%. However, it can be seen in Figure 10b, that minimum CO2 percentage which can be achieved
from the oxidation reactor is near 6%, even though not producing the equimolar mixture of H2/CO. So the actual plant configuration allows producing a syngas with a composition which diverges from
the ideal one. A solution might be to propose two distinct oxidation reactors, one for the CO2
dissociation and one for the water dissociation. However, this might lead to two different oxidized
metal temperatures, complicating the system design and operations. An encouraging result is that the proposed Oxyfuel-NGCC cycle with the chemical looping and DME
units permits to cut the efficiency penalty of CCS. 1 considering 0.09 kWh/Nm3 energy requirement for CO2 compression [85]. 4.1 Effect of operating conditions In particular, compared with results from literature
[53], it is possible to achieve a gain of 4 percentage points with respect to a stand-alone Oxyfuel-
NGCC process1. The total CO2 produced and captured is equal to 3.34 million tons per year out of which 3.4% is
embedded in the DME (CO2,DME). The recirculation streams of CO2 (CO2,REC) in the combustor
accounts for the 85% of the mole per second produced of CO2. while the one sent into OXI for
dissociation is 7%. Table 5 Plant results with selected parameters. Table 5 Plant results with selected parameters. NG feed
25.2 ton/h
WGROSS
167.61 MW
WNET
102.90 MW
ηTOT
50.21%
WCOMP-1
3.76 MW
WCOMP-2
10.67 MW
WCOMP-3
28.29 MW
WASU
19.34 MW
WGT
114.42 MW
WST1
44.30 MW
WST2
2.96 MW
WTURBEXP
4.37 MW
1 considering 0.09 kWh/Nm3 energy requirement for CO2 compression [85]. 1 considering 0.09 kWh/Nm3 energy requirement for CO2 compression [85]. 1 considering 0.09 kWh/Nm3 energy requirement for CO2 compression [85]. ṁDME
2.14 kg/s
ṁMeOH
0.03 kg/s
CO2,REC
0.85
CO2,DME
0.034 Table 6: Thermodynamics properties and composition of selected streams. stream
28
10
15
16
17
20
31
37
38
43
47
7
9
T (°C)
900
1322
200
250
46
40
1377
80
40
40
46
900
1322
P (bar)
2
2
5
5
1
9
26
2
1
10
2
2
Mole flow (kmol/h)
1
0.47
0.34
0.15
0.05
0.04
3.7
2.44
0.19
0.28
0.09
0.59
0.29
Molar fraction
O2
0
0
0
0
0
0
0
0
0
0
0
0
0
H2
0.57
0.32
0.44
0.06
0
0
0
0
0
0
0.01
0
0
H2O
0
0.28
0
0.01
0.03
0
0.22
0
0
0.99
0
0
0
CO2
0
0.09
0.13
0.57
0
0
0.77
0.99
0.99
0
0.93
0
0
CO
0.3
0.31
0.43
0.05
0
0
0
0.01
0
0
0.03
0
0
CH4
0.12
0
0
0
0
0
0
0
0
0
0
0
0
MeOH
0
0
0
0.01
0.02
0
0
0
0
0
0
0
0
DME
0
0
0
0.3
0.94
1
0
0
0
0
0.02
0
0
CeO2
0
0
0
0
0
0
0
0
0
0
0
1
0
Ce2O3
0
0
0
0
0
0
0
0
0
0
0
0
1
5. Heat integration in the plant Table 6: Thermodynamics properties and composition of selected streams. 4.1 Effect of operating conditions The pinch point analysis was performed to evaluate the thermal integration of the whole plant [54]. The highest temperature found is 1322°C and correspond to the oxidation reactor outlet, while the
lowest is -40°C and correspond to the DME condensation temperature. The Figure 15of the hot and
cold composite curve shows that a good thermal integration can be obtained between cold and hot
utilities, without the use of an external heat source. Starting from the hotter utilities, the profile can
be interpreted as follow: The steep section , from 550° to 900°C for the cold utilities curve represents the last part of
natural gas preheating before the reduction in RED (stream 5) driven by the NGPHX1 (HX-1
and HX-8) and NGPHX1 (HX-2 and HX-8b); The cold utilities curve from 50°C to 550°C represents the steam generation ( stream 1A-7A
and 2B-7B) driven by the exhaust gas (stream 32) and the hot syngas from the oxidation (stream 10). It also represents the CO2-H2O preheating before the dissociation (stream 39 and
45) driven by stream 10a and 10b in the CO2,PHX (HX-5 and HX-19) and H2OPHX (HX-4 and
HX-12); (stream 10). It also represents the CO2-H2O preheating before the dissociation (stream 39 and
45) driven by stream 10a and 10b in the CO2,PHX (HX-5 and HX-19) and H2OPHX (HX-4 and
HX-12); The last part is mostly related to the distillation unit and the condensation up to a temperature
of -40°C of the DME; The last part of the hot utilities corresponds to the distillation of DME. As can be observed a good heat integration among hot and cold utilities has been achieved as per the
current model. Therefore, the scope for a further increment in the efficiency of the power plant
through optimized heat integration is limited. As can be observed a good heat integration among hot and cold utilities has been achieved as per the
current model. Therefore, the scope for a further increment in the efficiency of the power plant
through optimized heat integration is limited. Hot utilities
Cold utilities
Figure 14: Pinch point analysis, hot and cold composite curve Figure 14: Pinch point analysis, hot and cold composite curve 6. Exergy analysis Exergy of a steady stream of matter is defined as the maximum amount of work obtainable when the
stream is brought from its initial state to the dead state by processing during in which the stream may interact only with the environment [55]. Exergy can be divided into different components: kinetic
exergy Ek, potential exergy Ep, physical exergy Eph and chemical exergy Ech. k
p
ph
ch
E
E
E
E
E
(20) (20) k
p
ph
ch
E
E
E
E
E
In the presented exergy analysis the physical and chemical exergy are considered. The physical
exergy is defined as the maximum work achievable from a system that from its initial state is brought
to the environmental state with only thermal and mechanical interaction with the environment. While
the chemical exergy is the maximum work obtainable from a system that is brought from the
environmental state to the dead state involving heat transfer and exchange of substances only with
the environment. The two types of exergy are given by equation (21) and (22) [56]. In particular, for
a mixture, the total chemical exergy Ech,tot is made by two contributes: the chemical exergy of the
single i-th component E0,i and the work obtainable from a reversible isothermal expansion at T0 from
the partial pressure p00 of the i-th component and environment pressure p0. 6. Exergy analysis
0,
0
0,
ph
i
i
i
i
i
i
x
h
h
T
E
s
s
(21)
0
,
0,
0
00
ln
ch tot
i
i
i
E
p
E
x
R T
p
(22)
0,
0
0,
ph
i
i
i
i
i
i
x
h
h
T
E
s
s
0
,
0,
0
00
ln
ch tot
i
i
i
E
p
E
x
R T
p
(21) (22) where: i) xi is the mass fraction of the i-th component in the mixture, ii) hi is the mass enthalpy of
the i-th component, iii) h0,i is the mass enthalpy of the i-th component at the environment state, iv) is
the temperature of the environment state, v) si is the mass entropy of the i-th component, vi) s0,i is the
mass entropy of the i-th component at the environment state, vii) γ activity coefficient for the i-th
component and viii) R is the ideal gas constant. The advantage of an exergy analysis is that it is based on the second principle of thermodynamics,
thus permits to evaluate the so-called ‘‘destroyed’’ exergy Idest.. Destroyed exergy represents the real
loss in the quality of energy that cannot be identified by means of a simple energy balance because the conservation of energy will always apply. The following equation represents an exergy balance
of a general device in steady state condition: the conservation of energy will always apply. 6. Exergy analysis The following equation represents an exergy balance
of a general device in steady state condition: 0
,
, )
(
1
out i
in i
i
i
dest
i
i
i
i
T
E
E
W
Q
I
T
(23) (23) Where: i) the members at the left side represents the exergy contribution of the
,
in i
E
inlet and
,
out i
E
outlet mass flows, ii)
i
W the first member at right side represents the absorbed/produced work by the
device, iii) the second member is the heat exchanged contribution, it represents the work obtainable
from the heat flux Q operating with a Carnot machine and iv) Idest is the irreversibility generated. In
order to estimate the exergy efficiency (or efficiency of the second principle) of a system is necessary
to define which are the material consumed during the process (Fuel) and which are the final products
of the process (Products). The exergy efficiency is shown by the following equation: p
ex
f
E
E
(24) (24) Where Ep represents the exergy of the product streams and Ef the exergy of the resource streams. However, the only exergy efficiency does not give a complete framework of the plant or subsystem. For this reason, additional exergetic factor was adopted [57]: Relative irreversibilities:
,
,
i destroyed
i
tot destroyed
I
I
(25)
Fuel depletion rate:
,
,
i destroyed
i
f plant
E
I
(26)
Productivity lack:
,
,
i destroyed
i
p plant
E
I
(27)
-
Exergetic factor:
,
,
f i
i
f plant
E
E
(28) Relative irreversibilities:
,
,
i destroyed
i
tot destroyed
I
I
(25)
Fuel depletion rate:
,
,
i destroyed
i
f plant
E
I
(26) Relative irreversibilities:
,
,
i destroyed
i
tot destroyed
I
I
(25) (25) Fuel depletion rate:
,
,
i destroyed
i
f plant
E
I
(26) (27) (28) Before a reference state was selected (Table 7). For the environmental state, a pressure (P0) of 1 atm
and a temperature (T0) of 20°C were selected, while for the dead state the reference environment of Szargut [58] was chosen. 6. Exergy analysis Regarding Ce2O3, there are no works in literature where it is a reference
substance and so there are no data about its chemical energy. In fact, in most of the works, Ce and
CeO2 are used as a reference substance, since they are the most abundant form of ceria in the heart. However, Ce2O3 chemical exergy can be calculated starting from the known exergy of Ce and O2
(Eq.29 and Eq.30): (29) 2
3
2
Ce O
2 3
0
0
0
0
Ce O
Ce
O
Ex
2Ex
1.5Ex
G
(30) 0
0
0
2Ex
1 5Ex
G
(30) 2
Ce O
2 3
0
0
0
Ce
O
2Ex
1.5Ex
G
(30 where: i)E0Ce, E0Ce2O3 and E0O2 are the standard chemical exergy of Ce, Ce2O3 and O2, respectively,
ii) ΔG0Ce2O3 represents the Gibbs free energy for the formation of Ce2O3 from the Ce-O2 reaction
(Eq.30) where: i)E0Ce, E0Ce2O3 and E0O2 are the standard chemical exergy of Ce, Ce2O3 and O2, respectively,
ii) ΔG0Ce2O3 represents the Gibbs free energy for the formation of Ce2O3 from the Ce-O2 reaction
(Eq.30) Table 7: environment state and dead state data and assumptions. Environmental state: P0=1 atm T0=20°C
Dead State
Chemical exergy Ech (j/mol)
H2
CO
CO2
H2Ovap
H2Oliq
N2
CH4
O2
CeO2
Ce2O3
DME [30]
MeOH [30]
236090
275100
19203
9181
870
696
853356
3837
33800
384702
1414500
715520
Since in the proposed layout there are several chemical reactions, which change the composition of
the gaseous streams, the first step was to evaluate the reference chemical exergy of the multiple
mixture streams using the dead state of the reference elements (eq.30). The results are shown in Table 8. Table 8 specific chemical exergy of the gas mixture streams. Stream
31
28
10
15
13
47
ech,i
[kJ/kg]
388.68
27,109.72
7,391.26
11,287.08
11,919.06
6,225.07 Table 8 specific chemical exergy of the gas mixture streams. A similar sensitivity analysis to the one previously reported has been performed to assess the exergetic
performance of the plant (eq 31) and the irreversibilities generated during the process (eq 32). As can A similar sensitivity analysis to the one previously reported has been performed to assess the exergetic
performance of the plant (eq 31) and the irreversibilities generated during the process (eq 32). 6. Exergy analysis Figure 15: exergetic efficiency and total irreversibilities generated varying a) the operating pressure
of the CL unit, b)the temperature of the inlet metal into the reduction reactor (TMET,in) c) the
temperature inlet into the gas turbine (TIT) Figure 15: exergetic efficiency and total irreversibilities generated varying a) the operating pressure
of the CL unit, b)the temperature of the inlet metal into the reduction reactor (TMET,in) c) the
temperature inlet into the gas turbine (TIT) Figure 16: Effect of the gas mixture composition feed into the OXI on the exergetic efficiency ηex
and irreversibilities Idest Figure 16: Effect of the gas mixture composition feed into the OXI on the exergetic efficiency ηex
and irreversibilities Idest Finally, a detailed exergy analysis of the main components of the layout operating at the conditions
described was performed. Table 9 reports the exergy values of the main streams. Finally, a detailed exergy analysis of the main components of the layout operating at the conditions
described was performed. Table 9 reports the exergy values of the main streams. Finally, a detailed exergy analysis of the main components of the layout operating at the conditions
described was performed. Table 9 reports the exergy values of the main streams. 6. Exergy analysis As can be clearly observed, due to both electricity and heat self-sufficiency of the system, the input fuel,
namely natural gas contributes entirely (100% of the total exergy input) to the net exergy input to the
system. The product instead is the total DME, MeOH and the net power produced by the plant. be clearly observed, due to both electricity and heat self-sufficiency of the system, the input fuel,
namely natural gas contributes entirely (100% of the total exergy input) to the net exergy input to the
system. The product instead is the total DME, MeOH and the net power produced by the plant. 4
DME
DME
MEOH
MEOH
NET
ex
CH
NG
E
m
W
E
m
E
m
(31)
4
,
tot dest
CH
DME
DME
MEOH
M
G
EOH
NET
N
E
E
I
m
m
E
m
W
(32) DME
MEOH
MEOH
NET
E
W
E
m
E
(3 (31) 4
CH
NG
m
E
(
)
4
,
tot dest
CH
DME
DME
MEOH
M
G
EOH
NET
N
E
E
I
m
m
E
m
W
(32) 4
CH
NG
m
E
( 4
CH
DME
DME
MEOH
M
G
EOH
NET
N
E
E
m
E
m
W
(32 4
,
tot dest
CH
DME
DME
MEOH
M
G
EOH
NET
N
E
E
I
m
m
E
m
W
(32) As expected, since the efficiency is related to only natural gas, DME, MeOH and net power
production, the exergy efficiency trend is specular to the thermodynamics efficiency previously
described. For this reasons, the same explanation of the plot in section 4.1 can be adopted for the
following figure 15 and 16. 6. Exergy analysis Table 9 Chemical, physical and total exergry of the plant streams
State
Specific
Physical
Exergy
[kJ/kg]
Specific
Chemical
Exergy
[kJ/kg]
Specific
Exergy
[kJ/kg]
Exergy
Flow
[MW]
State
Specific
Physical
Exergy
[kJ/kg]
Specific
Chemical
Exergy
[kJ/kg]
Specific
Exergy
[kJ/kg]
Exergy
Flow
[MW]
0
-
-
-
-
31
1.375,23
387,84
1.763,06
246,88
1
247,15
119,91
367,05
7,98
32
515,30
387,84
903,14
126,47
1a
14,72
24,86
39,58
2,83
33
37,04
387,84
424,87
59,50
2
584,21
53.201,75
53.785,96
376,50
34
49,60
436,43
486,04
57,23
3
806,40
53.201,75
54.008,14
378,06
35
49,60
436,43
486,04
4,84
4
97,86
53.201,75
53.299,61
373,10
36
40,96
436,43
477,40
47,78
5
1.851,99
53.201,75
55.053,73
385,38
37
218,95
436,43
655,38
69,78
6
1.542,39
27.109,67
28.652,06
335,37
38
49,60
436,43
486,04
4,02
7
718,95
1.172,02
1.890,97
182,52
39
94,68
436,43
531,11
4,39
9
599,54
195,24
794,78
80,45
40
294,88
436,43
731,31
6,04
10
1.772,70
7.416,35
9.189,05
79,42
41
3,18
48,33
51,52
0,76
10a
1.063,98
7.416,35
8.480,33
73,29
42
3,18
48,33
51,52
0,50
10b
546,08
7.416,35
7.962,43
68,81
43
3,18
48,33
51,52
0,12
11
313,68
7.416,35
7.730,03
66,81
44
3,11
48,33
51,44
0,12
12
3,21
48,33
51,54
0,12
45
497,88
48,33
546,21
1,27
13
90,35
11.914,03
12.004,38
74,87
46
1.022,64
48,33
1.070,97
2,48 Table 9 Chemical, physical and total exergry of the plant streams 14
579,24
11.914,03
12.493,27
77,92
47
621,44
6.044,21
6.665,65
0,75
15
291,85
11.273,25
11.565,10
72,13
48
607,94
6.044,21
6.652,15
0,75
16
198,40
11.273,25
11.471,65
71,55
49
505,90
6.044,21
6.550,11
0,74
17
171,76
11.246,12
11.417,87
69,93
1-A
19,82
48,33
68,15
2,36
18
164,88
11.246,12
11.411,00
69,89
2-A
19,45
48,33
67,78
2,35
19
127,61
11.246,12
11.373,73
69,66
3-A
630,56
48,33
678,89
23,51
20
133,68
436,43
570,11
2,23
4-A
1.161,85
48,33
1.210,18
41,90
21
81,93
30.292,33
30.374,25
67,05
5-A
1.552,72
48,33
1.601,06
55,43
22
95,62
30.292,33
30.387,95
67,08
6-A
109,18
48,33
157,51
5,45
23
109,35
30.750,00
30.859,35
66,67
7-A
2,06
48,33
50,40
1,74
24
100,82
9.216,04
9.316,86
0,44
1-B
19,82
48,33
68,15
0,16
25
66,65
9.216,04
9.282,69
0,44
2-B
20,74
48,33
69,07
0,16
26
4.638,21
21.603,97
26.242,18
0,53
3-B
630,56
48,33
678,89
1,57
27
43,82
48,33
92,15
0,00
4-B
1.161,85
48,33
1.210,18
2,80
28
357,80
27.109,67
27.467,47
321,51
5-B
1.552,72
48,33
1.601,06
3,71
28b
189,96
27.109,67
27.299,62
319,54
6-B
109,18
48,33
157,51
0,36
29
145,98
27.109,67
27.255,65
319,03
7-B
2,06
48,33
50,40
0,12
30
868,38
27.109,67
27.978,05
327,48
Figure 17: Total irreversibilities distribution. 6. Exergy analysis 3,9% 4,2%
46,3%
14,3%
1,7%
0,2%
0,1%
2,9%
1,0%
2,7%
6,3%
2,6% 2,2%
1,7%
0,3%
2,1%
0,3%
1,7% 0,1%
0,0%
5,5%
ASU
TURBOEXP
RED + COMB
OXI
HRSG2
ST2
STEAM-COND2
COMP-3
COMP-2
GT
HRSG
ST
COND-2
STEAM-COND1
COMP-1
DME Reactor
VLS
CLN-CO2
CLN-DME
CLN-MeOH
others 14
579,24
11.914,03
12.493,27
77,92
47
621,44
6.044,21
6.665,65
0,75
15
291,85
11.273,25
11.565,10
72,13
48
607,94
6.044,21
6.652,15
0,75
16
198,40
11.273,25
11.471,65
71,55
49
505,90
6.044,21
6.550,11
0,74
17
171,76
11.246,12
11.417,87
69,93
1-A
19,82
48,33
68,15
2,36
18
164,88
11.246,12
11.411,00
69,89
2-A
19,45
48,33
67,78
2,35
19
127,61
11.246,12
11.373,73
69,66
3-A
630,56
48,33
678,89
23,51
20
133,68
436,43
570,11
2,23
4-A
1.161,85
48,33
1.210,18
41,90
21
81,93
30.292,33
30.374,25
67,05
5-A
1.552,72
48,33
1.601,06
55,43
22
95,62
30.292,33
30.387,95
67,08
6-A
109,18
48,33
157,51
5,45
23
109,35
30.750,00
30.859,35
66,67
7-A
2,06
48,33
50,40
1,74
24
100,82
9.216,04
9.316,86
0,44
1-B
19,82
48,33
68,15
0,16
25
66,65
9.216,04
9.282,69
0,44
2-B
20,74
48,33
69,07
0,16
26
4.638,21
21.603,97
26.242,18
0,53
3-B
630,56
48,33
678,89
1,57
27
43,82
48,33
92,15
0,00
4-B
1.161,85
48,33
1.210,18
2,80
28
357,80
27.109,67
27.467,47
321,51
5-B
1.552,72
48,33
1.601,06
3,71
28b
189,96
27.109,67
27.299,62
319,54
6-B
109,18
48,33
157,51
0,36
29
145,98
27.109,67
27.255,65
319,03
7-B
2,06
48,33
50,40
0,12
30
868,38
27.109,67
27.978,05
327,48 3,9% 4,2%
46,3%
14,3%
1,7%
0,2%
0,1%
2,9%
1,0%
2,7%
6,3%
2,6% 2,2%
1,7%
0,3%
2,1%
0,3%
1,7% 0,1%
0,0%
5,5% ASU
TURBOEXP
RED + COMB
OXI
HRSG2
ST2
STEAM-COND2
COMP-3
COMP-2
GT
HRSG
ST
COND-2
STEAM-COND1
COMP-1
DME Reactor
VLS
CLN-CO2
CLN-DME
CLN-MeOH
others Figure 17: Total irreversibilities distribution. Figure 17: Total irreversibilities distribution. The global exergy efficiency of the plant is 45.0%, five points lower than the calculated thermal
efficiency. The total irreversibilities generated are 202.72 MW with an overall fuel depletion rate (θ) of 53.84%.All the components present an exergetic efficiency over the 80%, with the exception of
the air separation unit (55.9%) and the two condensers for the steam cycle (32%). However, the
contribution of COND-A, COND-B and ASU to the overall efficiency is marginal since their relative
irreversibilities χi don’t exceed the 3.9% (Tabe 10). The exergy efficiency of the RED+COMB results in 88.1%. Although this value is not extremely
low, more than half of the 202.72 MW total irreversibities are located in this component. 6. Exergy analysis As shown
in Table 10, the COMB+RED exergetic factor ψ results in 231.3%, so the irreversibilities are not due
to the efficiency but are mainly proportionally correlated to the high exergy of the inlet streams. In
fact, the exergy inlet of the COMB+RED ranks first among the components (870 MW), the second
is the turbo-expander inlet (378 MW). Moreover it is worth mentioning that, thanks to the hypothesis
of not heat losses inside the combustor and reduction reactor, the main contributor to the exergy losses
are of chemical form. In fact the exergy efficiency of the COMB+RED, considering only the chemical
exergy of the inlet and outlet streams, results in 70%. The oxidation reactor is the second ranked component for the relative irreversibilities parameter
(14.4%) even if the exergy efficiency (83.4%) results in to be lower than the one of the RED+COMB. This is due to the lower exergy factor (50.7%). The other irreversibilities are mostly located in the HRSG1 (13.99 MW) and in the compression
process (9.3 MW). The DME reactor jacketing for saturated steam production allows to increase the
exergy efficiency of the component of 2.2%. Table 10 Results from the exergetic analysis of the main components. Componet
Exergy balance eq.1
Irr
[MW]
ηex,i
[%]
θi
[%]
ψi
[%]
ξi
[%]
ASU
𝐸0 + 𝑊𝐴𝑆𝑈= 𝐸1 + 𝐸1𝑏+ 𝐼𝐴𝑆𝑈
8,53
55,91
2,26
5,14
5,03
TURBOEXP
𝐸3 = 𝑊𝑇𝑈𝑅𝐵𝑂𝐸𝑋𝑃+ 𝐼𝑇𝑈𝑅𝐵𝑂𝐸𝑋𝑃
0,59
99,84
0,16
100,41
0,35 Table 10 Results from the exergetic analysis of the main components. Componet
Exergy balance eq.1
Irr
[MW]
ηex,i
[%]
θi
[%]
ψi
[%]
ξi
[%]
ASU
𝐸0 + 𝑊𝐴𝑆𝑈= 𝐸1 + 𝐸1𝑏+ 𝐼𝐴𝑆𝑈
8,53
55,91
2,26
5,14
5,03
TURBOEXP
𝐸3 = 𝑊𝑇𝑈𝑅𝐵𝑂𝐸𝑋𝑃+ 𝐼𝑇𝑈𝑅𝐵𝑂𝐸𝑋𝑃
0,59
99,84
0,16
100,41
0,35 Table 10 Results from the exergetic analysis of the main components. 6. Exergy analysis 1 The left-side of the equation represents the fuel of the component, while the right-side represent the product and the
irreversibilities of the component. 2 Q* represents the exergy obtainable using the heat of the selected stream 2 Q* represents the exergy obtainable using the heat of the selected stream 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2=
∗
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2 × (1 −
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2
𝑇0
) , 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2 × (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2)
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸=
∗
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸× (1 −
𝑇0
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸) , 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸× (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸)
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
= 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻× (1 −
𝑇0
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻),
𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻× (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻)
8 2 Economic anal sis 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2=
∗
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2 × (1 −
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2
𝑇0
) , 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2 × (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2)
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸=
∗
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸× (1 −
𝑇0
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐷𝑀𝐸) , 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸× (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸)
𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
= 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻× (1 −
𝑇0
𝑇𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻),
𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
= 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻× (1 −
𝑇0
𝑇𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻) 6. Exergy analysis RED +
COMB
𝐸9𝑎+ 𝐸5 + 𝐸30 + 𝐸1 + 𝐸49 + 𝐸37 = 𝐸31 +
𝐸28 + 𝐸7 + 𝐼𝑅𝐸𝐷+𝐶𝑂𝑀𝐵
103,83
88,08
27,58 231,29 61,23
OXI
𝐸7 + 𝐸46 + 𝐸40 = 𝐸10 + 𝐸9𝑏+ 𝐼𝑂𝑋𝐼
29,47
84,57
7,83
50,74
17,38
HRSG2
𝐸10 + 𝐸2−𝐵= 𝐸10𝑎+ 𝐸5−𝐵+ 𝐼𝐻𝑅𝑆𝐺−2
3,68
97,49
0,98
38,88
2,17
ST2
𝐸5−𝐵= 𝐸6−𝐵+ 𝑊𝑆𝑇2 + 𝐼𝑆𝑇2
0,38
89,77
0,10
0,99
0,22
COND-B
𝐸6−𝐵= 𝐸7−𝐵+ 𝐼𝐶𝑂𝑁𝐷−𝐵
0,25
32,00
0,07
0,10
0,15
COMP-4
𝐸38 + 𝑊𝐶𝑂𝑀𝑃−4 = 𝐸39 + 𝐼𝐶𝑂𝑀𝑃−4
0,08
98,262 0,021
1,186
0,046
COMP-3
𝐸49 + 𝑊𝐶𝑂𝑀𝑃−3 = 𝐸37 + 𝐼𝐶𝑂𝑀𝑃−3
6,29
91,73
1,67
20,21
3,71
COMP-2
𝐸29 + 𝑊𝐶𝑂𝑀𝑃−2 = 𝐸30 + 𝐼𝐶𝑂𝑀𝑃−2
2,21
99,33
0,59
87,57
1,30
GT
𝐸31 = 𝑊𝐺𝑇+ 𝐸32 + 𝐼𝐺𝑇
6,00
97,57
1,59
65,57
3,54
HRSG1
𝐸32 + 𝐸2−𝐴= 𝐸33 + 𝐸5−𝐴+ 𝐼𝐻𝑅𝑆𝐺−1
12,88
90,00
3,42
34,21
7,60
ST
𝐸5−𝐴= 𝐸6−𝐴+ 𝑊𝑆𝑇+ 𝐼𝑆𝑇
5,68
89,75
1,51
14,72
3,35
COND-2
𝐸33 = 𝐸34 + 𝐸41 + 𝐼𝐶𝑂𝑁𝐷−2
0,88
98,51
0,23
15,80
0,52
COND-A
𝐸6−𝐴= 𝐸7−𝐴+ 𝐼𝐶𝑂𝑁𝐷−𝐴
3,71
32,00
0,99
1,45
2,19
COMP-1
𝐸13 + 𝑊𝐶𝑂𝑀𝑃−1 = 𝐸14 + 𝐼𝐶𝑂𝑀𝑃−1
0,71
99,10
0,19
20,88
0,42
DME Reactor
𝐸14 + 𝐸44 = 𝐸15 + 𝐸45 + 𝐼𝐷𝑀𝐸 𝑟𝑒𝑎𝑐𝑡𝑜𝑟
4,64
94,05
1,23
20,73
2,74
VLS
𝐸15 = 𝐸47 + 𝐸17 + 𝐼𝑉𝐿𝑆
1,45
97,99
0,39
19,16
0,86
CLN-CO2
𝐸19 + 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2
∗
2
= 𝐸20 + 𝐸21 + 𝐼𝐶𝐿𝑁−𝐶𝑂2
0,60
99,15
0,16
18,56
0,35
CLN-DME
𝐸22 + 𝑄𝐶𝑂𝑁,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
2
= 𝐸22 + 𝐸23 + 𝐼𝑅𝐸𝐵−𝐷𝑀𝐸
0,30
99,56
0,08
17,90
0,18
CLN-MeOH
𝐸25 + 𝑄𝐶𝑂𝑁,𝐶𝐿𝑁−𝑀𝑒𝑂
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
=
𝐸22 + 𝐸23 + 𝐼𝑅𝐸𝐵−𝑀𝑒𝑂𝐻 2
0,15
77,39
0,04
0,18
0,09 RED +
COMB
𝐸9𝑎+ 𝐸5 + 𝐸30 + 𝐸1 + 𝐸49 + 𝐸37 = 𝐸31
𝐸28 + 𝐸7 + 𝐼𝑅𝐸𝐷+𝐶𝑂𝑀𝐵
OXI
𝐸7 + 𝐸46 + 𝐸40 = 𝐸10 + 𝐸9𝑏+ 𝐼𝑂𝑋𝐼
HRSG2
𝐸10 + 𝐸2−𝐵= 𝐸10𝑎+ 𝐸5−𝐵+ 𝐼𝐻𝑅𝑆𝐺−2
ST2
𝐸5−𝐵= 𝐸6−𝐵+ 𝑊𝑆𝑇2 + 𝐼𝑆𝑇2
COND-B
𝐸6−𝐵= 𝐸7−𝐵+ 𝐼𝐶𝑂𝑁𝐷−𝐵
COMP-4
𝐸38 + 𝑊𝐶𝑂𝑀𝑃−4 = 𝐸39 + 𝐼𝐶𝑂𝑀𝑃−4
COMP-3
𝐸49 + 𝑊𝐶𝑂𝑀𝑃−3 = 𝐸37 + 𝐼𝐶𝑂𝑀𝑃−3
COMP-2
𝐸29 + 𝑊𝐶𝑂𝑀𝑃−2 = 𝐸30 + 𝐼𝐶𝑂𝑀𝑃−2
GT
𝐸31 = 𝑊𝐺𝑇+ 𝐸32 + 𝐼𝐺𝑇
HRSG1
𝐸32 + 𝐸2−𝐴= 𝐸33 + 𝐸5−𝐴+ 𝐼𝐻𝑅𝑆𝐺−1
ST
𝐸5−𝐴= 𝐸6−𝐴+ 𝑊𝑆𝑇+ 𝐼𝑆𝑇
COND-2
𝐸33 = 𝐸34 + 𝐸41 + 𝐼𝐶𝑂𝑁𝐷−2
COND-A
𝐸6−𝐴= 𝐸7−𝐴+ 𝐼𝐶𝑂𝑁𝐷−𝐴
COMP-1
𝐸13 + 𝑊𝐶𝑂𝑀𝑃−1 = 𝐸14 + 𝐼𝐶𝑂𝑀𝑃−1
DME Reactor
𝐸14 + 𝐸44 = 𝐸15 + 𝐸45 + 𝐼𝐷𝑀𝐸 𝑟𝑒𝑎𝑐𝑡𝑜𝑟
VLS
𝐸15 = 𝐸47 + 𝐸17 + 𝐼𝑉𝐿𝑆
CLN-CO2
𝐸19 + 𝑄𝐶𝑂𝑁𝐷,𝐶𝐿𝑁−𝐶𝑂2
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐶𝑂2
∗
2
= 𝐸20 + 𝐸21 + 𝐼𝐶𝐿𝑁−𝐶𝑂2
CLN-DME
𝐸22 + 𝑄𝐶𝑂𝑁,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝐷𝑀𝐸
∗
2
= 𝐸22 + 𝐸23 + 𝐼𝑅𝐸𝐵−𝐷𝑀𝐸
CLN-MeOH
𝐸25 + 𝑄𝐶𝑂𝑁,𝐶𝐿𝑁−𝑀𝑒𝑂
∗
+ 𝑄𝑅𝐸𝐵,𝐶𝐿𝑁−𝑀𝑒𝑂𝐻
∗
=
𝐸22 + 𝐸23 + 𝐼𝑅𝐸𝐵−𝑀𝑒𝑂𝐻 2 NGPHX1
𝐸2 + 𝐸28 = 𝐸3 + 𝐸28𝑏+ 𝐼𝑁𝐺𝑃𝐻𝑋1
0,41
99,94
0,11
185,39
0,24
NGPHX2
𝐸4 + 𝐸28𝑏= 𝐸5 + 𝐸29 + 𝐼𝑁𝐺𝑃𝐻𝑋2
1,59
99,78
0,42
188,17
0,94
CO2PHX
𝐸10𝑎+ 𝐸39 = 𝐸10𝑏+ 𝐸40 + 𝐼𝐶𝑂2𝑃𝐻𝑋
0,38
99,48
0,10
19,34
0,23
H2OPHX
𝐸10𝑏+ 𝐸45 = 𝐸11 + 𝐸46 + 𝐼𝐻2𝑂𝑃𝐻𝑋
3,26
95,63
0,87
19,80
1,92 1 The left-side of the equation represents the fuel of the component, while the right-side represent the product and the
irreversibilities of the component. 8.2 Economic analysis An economic assessment was performed to calculate the capital cost of investment for the
construction of the proposed plant. The National Energy Technology Laboratory (NETL) guidelines
for techno-economic analysis for power plants was adopted [59,60]. This methodology defines capital
cost at five levels: bare erected cost (BEC), engineering, Procurement and Construction Cost (EPCC),
total project cost (TPC), total overnight cost (TOC) and total as-spent cost (TASC). In the current
study, the TOC was considered for the capital investment expenditure. The first four items are
“overnight cost” and are expressed in base year dollar that is the first year of capital expenditure. While, TASC is specified in mixed, current-year dollar over the all capital expenditure period. The
Bare Erected Cost (BEC) comprises the cost of the equipment, facilities and infrastructure, and labour
required for its installation. The equipment cost estimation was done using the scaling factor exponent
n, equation 29 [61]: (33) n
equ
equ,0
0
C
=C
(A/A ) All the estimated equipment costs were converted to year 2017 dollar using the chemical engineering
plant cost index (CEPCI, Table 12Error! No s'ha trobat l'origen de la referència.): equ,actual
equ
CEPCI 2017
C
= C
CEPCI at the time of original cost (34) The cost of the cooling tower system was included in the cost of the four condensers (COND-1,
COND-2, HRSG1 and HRSG2 condenser). The overall cost was subdivided between the four
components proportionally to the calculated rejected heat. The cost of the two condensers (COND-A
and COND-B) of the two HRSG were included in the HRSG investment cost.The most expensive
equipment is the ASU, followed by the GT. The RED+COMB unit accounts for 5.2% of the total
expenditure. The individual contribution of the respective equipment to the total overnight cost is
shown in Figure 18. Table 11 Equipment cost
Equipment
Scaling Parameter A
Cost
Year
Cequ,0 [M$]
Cequ,actual [M$]
GT [39]
GT Net Power [MW]
2008
$60.99
$25.70
HRSG, ducting
and stack [62]
ST Net Power [MW]
2003
$6.10
$4.55
ST and ST2,
generator and
auxiliaries [39]
ST Gross Power [MW]
2008
$41.60
$15.82
Cooling Water
System and
Balance of Plant
[39]
Q rejected [MW]
2008
$61.23
$24.84
COMP-3 [39]
Compressor Power
[MW]
2008
$9.95
$16.77
COMP-2 [63]
Compressor Power
[MW]
2003
$4.83
$5.02
COMP-1 [63]
Compressor Power
[MW]
2003
$4.83
$2.50
ASU [64]
Oxygen Production
[ktO2/day]
2008
$62.96
$117.65
CLC and Oxy
Reactor [65]
Sized According to CLC
Plant,
150MW
2016
$48.72
$14.55 TURBEXP [66]
MW Power Produced
2008
$0.73
$1.32
DME reactor and
BOP [63]
Inlet gas [kmol/s]
2007
$21.00
$5.16
DME cooling
system [63]
Electrical power [MW]
2007
$1.70
$0.73
Clean-Up unit [63] inlet DME [kg/s]
2007
$28.40
$13.33
HRSG2, ducting
and stack [62]
ST Net Power [MW]
2003
$6.10
$13.23
COMP-4 [39]
Compressor Power
[MW]
2008
$9.95
$0.74
Exchangers [63]
Heat exchanged [MWth]
2007
$52.00
$1.32 The bare erected cost (BEC) of each equipment was given summing to the equipment cost all the
installation costs shown in Table 13: The bare erected cost (BEC) of each equipment was given summing to the equipment cost all the
installation costs shown in Table 13: equ,actual
BEC = C
+ Installation Cost
(35) (35) The engineering, Procurement and Construction Cost (EPCC) comprises the BEC plus all the cost of
all services provided by the engineering, procurement and construction contractor (eq. 36). These
items include detailed design, contractor permitting and project management costs. EPCC = BEC + INDIRECT COST
(36) (36) The total project cost (TPC) takes into account the EPCC plus the contingencies cost (eq. 37). equ,actual
equ
CEPCI 2017
C
= C
CEPCI at the time of original cost Contingencies are added to account for unknown costs that are omitted or unheralded due to lack of
complete project definition or uncertainties with the development status of a technology. In the
present case, since the proposed plant is based on a novel technologies arrangement a high
contingency cost was selected (table 11). TPC = EPCC + CONTINGENCIES
(37) TPC = EPCC + CONTINGENCIES (37) The total overnight cost (TOC) comprises the TPC plus other overnight costs (table 11), owner's cost
included (i.e pre-production, inventory capital, land, financing), it was calculated as:
TOC=TPC + OWNER'S COST
(38) The total overnight cost (TOC) comprises the TPC plus other overnight costs (table 11), owner's cost
included (i.e pre-production, inventory capital, land, financing), it was calculated as: The total overnight cost (TOC) comprises the TPC plus other overnight costs (table 11), owner's cost
included (i.e pre-production, inventory capital, land, financing), it was calculated as: included (i.e pre production, inventory capital, land, financing), it was calculated as:
TOC=TPC + OWNER'S COST
(38) TOC=TPC + OWNER'S COST
(38) TOC=TPC + OWNER'S COST
(38) (38) The total overnight cost (TOC) of the plant resulted in 537.45 M$. In Figure 18 are shown the
contribution to the total overnight cost of the different equipment. The most expensive equipment
resulted in the ASU, followed by the GT. The RED+COMB unit accounts for 5.2% of the total expenditure. For evaluation of the economic analysis listed assumption in table 13, 14 and 15 for
CAPEX estimation, OPEX estimation and economic assumption. expenditure. For evaluation of the economic analysis listed assumption in table 13, 14 and 15 for
CAPEX estimation, OPEX estimation and economic assumption. Table 12 CEPCI Index
Year CEPCI index
2017 572.7
2016 585.7
2008 575.4
2007 525
2006 499.6
2003 402 Table 13: main assumption in CAPEX estimation. Installation Cost [36]
Accessory Electrical Plant
16,93 M$
FO Supply System and Natural Gas Supply System
10,04 M$
Erection, Steel Structures and Painting
49% of equipment cost
Piping
9% of equipment cost
Indirect cost [36]
Yard improvement
2% BEC
Services facilities
2% BEC
Engineering/consulting costs
5% BEC
Building
4% BEC
Miscellaneous
2% BEC
Owner’s cost
5% EPC
Contingency [60]
30% EPC Table 13: main assumption in CAPEX estimation. Table 14: main assumption in OPEX estimation. Variable costs [36]
Process Water
7.41 $/m3
Make-up water
0.41 $/m3
Fuel cost [67]
0.04 $/kWh
Ceria oxide cost ([68])
49 $/kg
Yearly Ceria oxide make-up
30% of the total
Fixed costs [36]
Property, Taxes and insurance
2% TOC
Maintenance cost
2.5% TOC
Labour cost
1% TOC Figure 18: contribution of the components to the TOC. 22,7%
2,9%
9,7%
14,8%
4,6%
0,8%
5,2%
3,4%
0,6%
0,6%
1,4%
3,0%
0,4%
7,6%
8,6%
11,0%
0,6%
1,2%
0,9%
ASU
COMP-2
COMP-3
GT
COND-2
TURBEXP
RED+COMB
OXI
COMP-4
COND-1
COMP-1
DME reactor
Vapour-Liquid Separator
CLEAN-UP
ST
HRSG
ST2
HRSG2
Exchangers 22,7%
2,9%
9,7%
14,8%
4,6%
0,8%
5,2%
3,4%
0,6%
0,6%
1,4%
3,0%
0,4%
7,6%
8,6%
11,0%
0,6%
1,2%
0,9% Figure 18: contribution of the components to the TOC. Table 15: economic assumptions. Life of the system (t)
30 years
Discount rate (i) [41]
10%
Capacity factor (CF)
85%
Debt
60%
Equity
40 %
Cost of debt
2.4 %
Inflation
1.5%
Project financing
10 years
TASC
7.8% TOC
Construction
3 years Table 15: economic assumptions. Table 15: economic assumptions. Finally, to evaluate the profitability of the plant during its lifetime a discounted cash flow analysis
(DCF) was adopted. DCF is based on the concept of the time value of money, all the future cash flows
are estimated and discounted by a discounted factor (i) (Table 15), obtaining their present value [69]. The sum of the all discounted cash flows, both positive (revenues) and negative (operation cost, Table
14), gives the net present values (NPV). Finally, to evaluate the profitability of the plant during its lifetime a discounted cash flow analysis
(DCF) was adopted. expenditure. For evaluation of the economic analysis listed assumption in table 13, 14 and 15 for
CAPEX estimation, OPEX estimation and economic assumption. Therefore, with the adoption of the ion transport
membrane technology plant costs would be 31% less compared to the ASU plant which would
decrease the cost of DME and power production by tremendously and improve the overall efficiency
of the plant by 2-4% [72]. expenditure. For evaluation of the economic analysis listed assumption in table 13, 14 and 15 for
CAPEX estimation, OPEX estimation and economic assumption. DCF is based on the concept of the time value of money, all the future cash flows
are estimated and discounted by a discounted factor (i) (Table 15), obtaining their present value [69]. The sum of the all discounted cash flows, both positive (revenues) and negative (operation cost, Table
14), gives the net present values (NPV). 𝑁𝑃𝑉= −𝑇𝐴𝑆𝐶+ ∑
(𝑛𝑒𝑡 𝑐𝑎𝑠ℎ 𝑓𝑙𝑜𝑤𝑠)𝑛
(1+𝑖)𝑛
𝑡
𝑛=1
(39) 𝑁𝑃𝑉= −𝑇𝐴𝑆𝐶+ ∑
(𝑛𝑒𝑡 𝑐𝑎𝑠ℎ 𝑓𝑙𝑜𝑤𝑠)𝑛
(1+𝑖)𝑛
𝑡
𝑛=1
(39) (39) A project is acceptable only if the NPV is at least positive. In this particular case, TASC is used to
evaluate the total project cost instead of TOC, in order to asses both escalation and interest during
construction (Table 13) [59,60]. A sensitivity analysis was performed to evaluate the effect of the
selling price of power and DME on the economic performance of the plant. A sensitivity analysis was
performed to evaluate the effect of the selling price of power and DME on the economic performance
of the plant. The results are shown in Figure 19.a-b. Figure 19: (a) Economic performance varying DME and electricity price. (b) Payback period (PBP) varying
DME and electricity price Figure 19: (a) Economic performance varying DME and electricity price. (b) Payback period (PBP) varying
DME and electricity price A positive NVP corresponds to a high selling cost of the products. The breakeven point was obtained
for an electricity and DME price of at least 190 $/MWh and 72 $/MWh respectively (Figure 19.a),
which are higher than the current market price [70,71]. Moreover, a payback period of 20 years was
obtained with a selling price of DME and electricity equal to 72 $/MWh and 220 $/MWh (Figure 19.b). However, a more lenient carbon credits and a further development of technologies such as
Oxyfuel combustion, air separation and chemical looping will make the proposed polygeneration
plant more competitive. By considering oxygen transport reactors system which uses ion transport
membranes such as perovskites for oxygen seperation at high temperatures above 700oC producing
high purity oxygen relatively a very lower price compare to ASUs and thereby increasing the
efficiency and equipment cost. At present with technology it is possible to proudce 2000 tpd which
is sufficient for a oxyfuel plant of 110 MW capacity. 7 Exergo-economic analysis Since to obtain a positive NVP a high selling cost of the products are required, an exergo-economic
analysis was performed to understand which components are the main contributors to the high costs. Exergo-economic rests on the concept that exergy is the only rational basis for assigning monetary
costs to the interactions which a system experiences with the environment and to the sources of
thermodynamic inefficiencies within it [73]. The exergo-economic analysis method was first
introduced in 1990 by Tsatsaronis and Lin ([74]) and named SPECO (Specified Exergy Costing) in
1995 by Lazzaretto and Andreatta [75]. For analyzing energy plant, this method provides an easy
and straightforward scheme and it helps in time-saving by employing a compact matrix formulation
[76]. So, the SPECO method was adopted in this work. The starting point of this methodology is the
exergy analysis of the plant with all the exergy streams and irreversibilities produced during the
process ( Exergy analysis). Secondly, the productive structure has to be the defined i.e. which are the fuel (F), product (P) and
loss (L) for each subsystem. Fuel is defined to be equal as i) all the exergy values to be considered at the inlet plus ii) all the exergy decreases between inlet and outlet (i.e. the exergy removals from the
respective material streams) minus iii) all the exergy increases (between inlet and outlet) that are not
in accord with the purpose of the component. The product is defined to be equal to the sum of i) all
the exergy values to be considered at the outlet (including the exergy of energy streams generated in
the component) plus ii) all the exergy increases between inlet and outlet that are in accord with the
purpose of the component [77]. While flows that leave the unit and the plant, are not subsequently
used and do not require a special treatment are denominated as losses [78]. Based on the results of
the exergy balance of the plant, an exergy cost E* and unit exergy cost k*=E*/E is assigned to each
stream. The exergy cost of a physical flow is the exergy spent to produce it, irreversibilities
comprised. Therefore, is completely connected to the production procedure efficiency, the highest
the efficiency is the lowest are the irrevesibilities produced, and the lowest the exergy cost of the
stream is. In order to evaluate the exergy cost of each of the ‘m’ flows of a certain plant, it will be
necessary to write ‘m’ independent equations. If the plant is sequential, that is all the subsystems are
characterized by a single output, since the exergy cost is conservative, it is possible to write as many
equations of exergy cost balance as the number of subsystems. Vice versa, if the subsystems are
characterized by multiple outlets (bifurcations), additional equations must be written for each unit
equations, equal in number to the outlet streams ‘m’ minus the fuel F and losses streams L (x=m-F-
L). Valero et al. Exergy analysis). [79] have formulated a rational procedure of exergy cost estimation based on four
propositions: P1 rule: in the absence of an external assessment, the cost of the inlet flow to the plant is equal
to the exergy of the stream: P2 rule: in absence of external assessment, the exergy cost of losses is null: P2 rule: in absence of external assessment, the exergy cost of losses is null:
E*i=0 P3 rule: if an output flow of a device is a part of the fuel, its exergy unit cost is the same of
the input flow from which it comes. e: if an output flow of a device is a part of the fuel, its exergy unit cost is the same of input flow from which it comes. P4 rule: if a unit has as a product a multiple outlet flows, since the formation process is the
same, an equal exergy cost is assigned to all the streams. The exergy cost assessment can be formulated in a compacted matrix form as: *
*
[
]×
c
e
A
E
Y
(40)
*
×
0
0
e
e
x
E
A
(41)
*
1
[
]
c
e
E
A
Y
(42) (40) *
×
0
0
e
e
x
E
A
(41) (42) Where: Ac is the cost matrix (m × m); Ac is the cost matrix (m × m); A (n × m) the incident matrix with as many rows, ‘m’, as the number of exchanged flows
between the components and the environment and as many columns, ‘n’, as the number of
components. It relates to the i-th component with the j-th flow. If the i-j element of the matrix
is null, it means there is no correlation between the two elements, if it is equal to –1, the j-th
stream is an outlet for the i-th component and, vice versa, if it is equal to 1, the stream is an
inlet stream. αe (e × m) is the external and losses assessment matrix. Exergy analysis). Composed of ‘m’ columns as the
number of components and ‘e’ rows as the number of the streams coming from the extern plus
the plant losses, Alphae is the matrix representation of the equations coming from the P1 and
P2 rules. αe (e × m) is the external and losses assessment matrix. Composed of ‘m’ columns as the
number of components and ‘e’ rows as the number of the streams coming from the extern plus
the plant losses, Alphae is the matrix representation of the equations coming from the P1 and
P2 rules. αx (x × m) is the bifurcation matrix. Composed of ‘m’ columns as the number of components
and ‘x’ rows as the number of bifurcations, it is the matrix representation of the equations
coming from the P4a, P4b rules. Ye* (m × 1) is the vector of external assessment, composed of ‘n’ elements as a result of
proposition P1, e elements with the values of the exergies (ωe) corresponding to the resources of the plant (P1 rule), and m-n-e null elements corresponding to the losses and product
bifurcations ( P3 –P4 rule). E* is the vector containing the exergy cost of all the streams. E* is the vector containing the exergy cost of all the streams. After the calculation of the exergetic cost, it is possible to evaluate the monetary cost (C) of the fuel
and products of the plant. The formation of the economic cost of the internal flows and final products
is related to both the thermodynamic efficiency of the process and to the equipment and maintenance
cost of the plant. Therefore, the exergo-economic cost of a flow, (Cprod), can be defined as the
combination of two contributions: the first comes from the monetary cost of the exergy entering the
plant needed to produce this flow (Cfuel), that is its exergy cost, and the second covers the rest of the
cost concurred in the production process (Z) (capital cost of equipment, maintenance operating costs,
etc.). For a generic component, the cost balance equation can be expressed as: (43) fuel
prod
C
+ Z = C The cost assessing procedure is based on the same principles of the exergy cost estimation and can
be carried on with same listed rules, replacing the exergy with the monetary cost. Exergy analysis). Considering the
whole plant, the cost accounting equations can be described in a matrix form: [
]
c
e
A
C
Z
(44)
0
e
e
x
A
Z
C
C
(45)
1
[
]
c
e
C
A
Z
(46) (44) (45) (46) Where Ce is the cost of the external assessment. Where Ce is the cost of the external assessment. After obtaining the cost C and relative specific cost (c=C/E), the exergo economic variables, such as
the exergo economic factor (fk) (equation 47) and relative cost difference (rk) (equation 48), can be
calculated. The exergo economic variable permits to evaluate the contribution of the investment cost
on the product streams, the highest it is the bigger is the component investment cost contribution. While the relative cost difference allows locating the component with the highest difference between
product and fuel. While the relative cost difference allows locating the component with the highest difference between
product and fuel. k
k
k
D
Z
f = Z
C
(47)
P,k
F,k
k
F,k
c
- c
r =
c
(48) k
k
k
D
Z
f = Z
C
(47)
P,k
F,k
k
F,k
c
- c
r =
c
(48) k
k
k
D
Z
f = Z
C
P,k
F,k
k
F,k
c
- c
r =
c (47) (48) P,k
F,k
F,k
c
- c
c where cF,k and cP,k represent the specific cost of the fuel and product of the the k-th component, while
cD is the cost of the destroyed exergy in the k-th component (equation 49): where cF,k and cP,k represent the specific cost of the fuel and product of the the k-th component, while
cD is the cost of the destroyed exergy in the k-th component (equation 49): (49) D,k
D,k
dest,k
c
= c
I In the current study, the cost rate (Z) was calculated using the annual capital cost ACC [80]:
ACC=TOC CRF
(50) In the current study, the cost rate (Z) was calculated using the annual capital cost ACC [80]:
ACC=TOC CRF
(50) (50) The annual capital cost is a combination of the total overnight cost and the recovery factor (CRF). Exergy analysis). CRF is defined as a ratio of constant annuity to the present value at a time (t) with a specified discount
rate i (Error! No s'ha trobat l'origen de la referència.Table 15): ( (1
) ) / ((1
)
1)
t
t
CRF
i
i
i
(51) ( (1
) ) / ((1
)
1)
t
t
CRF
i
i
i
(51) (51) The cost rate Z comprises the total overnight cost plus the operational costs shown in Table 17. It
was given by the overall of this costs divided the annual operational time τ, based on the capacity
factor CF (Eq. 52) (Table 15). Z = (ACC + Fixed costs)/
Variable cost [
$/ ]
M
s
(52) Z = (ACC + Fixed costs)/
Variable cost [
$/ ]
M
s
(52) (52) s water cost was attributed to the four condensers proportionally to the heat rejected. The process water cost was attributed to the four condensers proportionally to the heat rejected. The process water cost was attributed to the four condensers proportionally to the heat rejected. The analysis was performed considering 64 streams (49 physical streams and 15 energy streams) and
23 components. Hence, 41 auxiliary equations were formulated (
Table 16). The process water cost was attributed to the four condensers proportionally to the heat rejected. The analysis was performed considering 64 streams (49 physical streams and 15 energy streams) and
23 components. Hence, 41 auxiliary equations were formulated (
Table 16). In table 17 are reported in detail the main results of the exergo-economic analysis. The exergo-
economic factor (f) ranged from 1 to 0.06. The highest exergo-economic factor was observed for the
ASU since the power absorbed is self-produced inside the plant. The component with lowest (f) resulted in the COMB+RED. When evaluating an equipment by an exergo-economic study, a general
rule for reducing the final cost of the streams was followed. The subsystems that have the priority for
an intervention are the ones with the highest (Z+CD). Among these, the equipment with the highest
relative difference cost rk must be selected. The exergo-economic factor identifies the main causes of
cost increase: a high value of this parameter (f) indicates a high influence of the cost of investment,
a low value indicates a high incidence of the thermodynamic efficiency. Exergy analysis). In the first case a possible
solution could be the use of cheaper components (generally characterized by lower efficiency), in the
second case a higher efficiency component could be used with a consequent increase of the
investment cost. The component with the highest Z+CD factor is the COMB+RED. The exergo-
economic factor resulted in 0.06, so the exergy destroyed is the main contributor to the product cost. As reported in the As reported in the Exergy analysis section, in this element are localized the 46.3% of the overall irreversibilities, so an
increase of the efficiency is suggested. For example, a different arrangement between the combustor
and the reduction reactor from the annulus, might be a solution for proper heat integration. Same
consideration for the OXI reactor that has the second highest (Z + CD) factor and a factor (f) equal to
0.09. The HRSG1 has the fourth highest Z+CD, the relative cost difference of 1.77, so the product
cost of this unit is bigger than the fuel cost of about 170%. The exergo-economic factor is equal to
0.6 so the capital cost is the main contributor. The compressors and turbines exergo-economic factor
ranged from 0.37 to 0.8. Finally, the overall plant presents a relative cost of 1.5 and an exergo-
economic factor of 0.37, so a general efficiency improvement is required. Table 16: productive structure of the plant and auxiliary equations. Exergy analysis). COMPONENT
FUEL
PRODUCTS
WASTE
AUX.EQS
ASU
0+WASU
1+1b
-
𝑃1: 𝐸1 = 𝐸1
∗
𝑃1: 𝐸𝐴𝑆𝑈= 𝐸𝐴𝑆𝑈
∗
𝑃3: 𝑘1𝑏
∗= 𝑘1
∗
COMP-2
29+WCOMP-2
30
-
𝑃1: 𝐸𝑊𝐶𝑂𝑀𝑃1 = 𝐸𝑊𝐶𝑂𝑀𝑃1
∗ COMP-3
36+WCOMP-3
37
-
𝑃1: 𝐸𝑊𝐶𝑂𝑀𝑃2 = 𝐸𝑊𝐶𝑂𝑀𝑃2
∗
GT
31-32
WGT
-
𝑃3: 𝑘31
∗= 𝑘32
∗
COND-2
33
35+36+38+43
42
𝑃2: 𝑘42
∗= 0
𝑃4: 𝑘35
∗= 𝑘36
∗
𝑃4: 𝑘36
∗= 𝑘38
∗
𝑃4: 𝑘38
∗= 𝑘43
∗
NGPHX1
28b-29
3-2
-
𝑃1: 𝐸2 = 𝐸2
∗
𝑃3: 𝑘28
∗= 𝑘29
∗
TURBOEXP
3-4
WTURBEXP
-
𝑃3: 𝑘3
∗= 𝑘4
∗
NGPHX2
28-28b
5-4
-
𝑃3: 𝑘28
∗= 𝑘28𝑏
∗
RED+COMB
9+5+30+1+37+49
7+28+31
-
𝑃4: 𝑘7
∗= 𝑘28
∗
𝑃4: 𝑘28
∗= 𝑘31
∗
OXY
7+46+40
10+9
-
𝑃4: 𝑘10
∗= 𝑘9
∗
LIQPUMP1
43+WPUMP-1
44
-
𝑃1: 𝐸𝑊𝑃𝑈𝑀𝑃1 = 𝐸𝑊𝑃𝑈𝑀𝑃1
∗
H2OPHX
10a-10b
46-45
-
𝑃3: 𝑘10𝑎
∗
= 𝑘10𝑏
∗
CO2COMP
38+WCOMP-4
39
-
𝑃1: 𝐸𝑊𝐶𝑂𝑀𝑃4 = 𝐸𝑊𝐶𝑂𝑀𝑃4
∗
CO2HX
10b-11
40-39
-
𝑃3: 𝑘10𝑏
∗
= 𝑘11
∗
COND-1
11
13
12
𝑃2: 𝑘12
∗= 0
COMP-1
13+WCOMP-1
14
-
𝑃1: 𝐸𝑊𝐶𝑂𝑀𝑃1 = 𝐸𝑊𝐶𝑂𝑀𝑃1
∗
DME Reactor
14+44
15+45
-
𝑃4: 𝑘15
∗= 𝑘45
∗
VLS
15
17+49
-
𝑃4: 𝑘17
∗= 𝑘49
∗
Distillation Unit
( only columns)
16+Qcond,CO2-COL
Qcond,DME-COL
+Qreb,CO2-COL
+ Qreb,DME-COL
+Qreb,MeOH-COL
26+23+20
27
𝑃1: 𝐸𝑄𝐶1 = 𝐸𝑄𝐶1
∗
𝑃1: 𝐸𝑄𝐶2 = 𝐸𝑄𝐶2
∗
𝑃1: 𝐸𝑄𝑅𝐵1 = 𝐸𝑄𝑅𝐵1
∗
𝑃1: 𝐸𝑄𝑅𝐵2 = 𝐸𝑄𝑅𝐵2
∗
𝑃1: 𝐸𝑄𝑅𝐵3 = 𝐸𝑄𝑅𝐵3
∗
𝑃2: 𝑘27
∗= 0
𝑃4: 𝑘20
∗= 𝑘23
∗
𝑃4: 𝑘23
∗= 𝑘26
∗
ST
5-A - 6-A
WST
-
𝑃3: 𝑘5−𝐴
∗
= 𝑘6_𝐴
∗
HRSG1
32-33
5-A – 1-A
-
𝑃1: 𝐸1−𝐴= 𝐸1−𝐴
∗
𝑃3: 𝑘32
∗= 𝑘33
∗
ST2
5-B – 6-B
WST2
-
𝑃3: 𝑘5−𝐵
∗
= 𝑘6−𝐵
∗
HRSG2
10-10a
5-B - 1-B
-
𝑃1: 𝐸1−𝐵= 𝐸1−𝐵
∗
𝑃3: 𝑘10
∗= 𝑘10𝑎
∗
LOOP FOR CERIA
-
𝑘9𝑎
∗= 𝑘9𝑏
∗
-
𝑘28𝑏
∗
= 𝑘28𝑐
∗ Table 17: main results of exergo-economic analysis. Table 17: main results of exergo-economic analysis. COMPONENT
cf
[$/MWh]
cpr
[$/MWh]
rk
Cd [$/s]
Z [$/s]
Z+Cd
fk
ASU
0.00
163.55
0.00
0.00
0.49
0.49
1.00
COMP-2
78.16
79.37
0.02
0.05
0.06
0.11
0.57
COMP-3
35.32
49.22
0.39
0.06
0.21
0.27
0.77
GT
43.96
56.29
0.28
0.07
0.32
0.39
0.81 Table 17: main results of exergo-economic analysis. Exergy analysis). COND-2
43.96
56.23
0.28
0.06
0.12
0.18
0.66
NGPHX1
80.77
123.66
0.53
0.01
0.01
0.02
0.50
TURBEXP
32.66
50.61
0.55
0.08
0.02
0.10
0.16
NGPHX2
80.77
565.56
6.00
0.04
0.04
0.07
0.52
RED+COMB
60.19
80.77
0.34
1.71
0.11
1.82
0.06
OXY
80.77
102.00
0.26
0.71
0.11
0.82
0.13
H2OPHX
102.00
396.19
2.88
0.09
0.01
0.10
0.06
COMP-4
59.35
62.20
0.05
0.00
0.01
0.01
0.91
CO2PHX
102.00
149.22
0.46
0.01
0.01
0.02
0.52
COND-1
102.00
102.00
0.00
0.13
0.01
0.14
0.10
COMP-1
86.69
88.91
0.03
0.02
0.03
0.05
0.65
DME Reactor
88.86
97.49
0.10
0.11
0.06
0.18
0.37
Vapour-Liquid
Separator
98.70
98.70
0.00
0.02
0.01
0.02
0.38
Distillation
Unit (only
colums)
97.44
114.38
0.17
0.15
0.17
0.32
0.52
ST
69.38
93.23
0.34
0.11
0.19
0.30
0.63
HRSG1
43.96
121.79
1.77
0.17
0.25
0.42
0.60
ST2
196.28
236.39
0.20
0.02
0.01
0.03
0.37
HRSG2
102.00
205.12
1.01
0.10
0.03
0.13
0.22 9. Environmental performance
9.1 Water footprint An important parameter for an industrial and/or power plant is its water use. A generally accepted
indicator of water use is the water footprint [81], it measures the volume of fresh water used to
produce a product over the full supply chain [82]. In this specific case for water footprint is intended
the water exploited during the plant operation, i.e. for cooling and other process. The following water
withdrawal calculation is based on the model described in [83]. The water use can be expressed as a
function of the heat rate HR (kJ/kWh) and three other adjustable parameters: A, B and D: (53) The heat rate (HR) is defined as the amount of energy required to produce one kW of electricity: The heat rate (HR) is defined as the amount of energy required to produce one kW of electricity: HR =
Heat Input of Fuel
Net Power Output (54) Not all the input heat is converted into electricity, but it is converted in waste heat that has to be
dissipated to the environment. The greatest part is rejected through a cooling system, which usually
uses water as a transfer medium. In general, water use in a polygeneration plant can be really
complicated. However, a good estimation of it doesn’t require a detailed analysis since, according to
[84], the cooling process accounts for 73-99% of the water consumption. So that, it is possible to have
a good water need assessment by knowing only the heat rate and the type of cooling system used in
the analysed plant. The energy going into the plant can leave it only in two ways, as a process heat
losses or as a product stream, so the heat sent to the cooling system is given by HR-B. Where B
(kJ/kWh) takes into account all the heat losses during the process, i.e steam turbine heat losses,
generator heat losses, radiation losses, combustor losses etc. In general, depending on the technology,
they ranged from 3% to 5% of the total energy input [83]. The parameter A (L/kJ) is the constant that
takes into consideration the water need for the cooling system per unit of energy that has to be
rejected. These parameters depend on many factors such as the type of cooling system (cooling tower,
one-trough, dry cooling), the design of the cooling system, temperature and humidity of the air and
water. 9. Environmental performance
9.1 Water footprint Finally, the parameter D (L/kWh), the parameter D takes into account only the make-up water
for the two steam cycle. The values of the described parameter are shown in Table 18: Not all the input heat is converted into electricity, but it is converted in waste heat that has to be
dissipated to the environment. The greatest part is rejected through a cooling system, which usually
uses water as a transfer medium. In general, water use in a polygeneration plant can be really
complicated. However, a good estimation of it doesn’t require a detailed analysis since, according to
[84], the cooling process accounts for 73-99% of the water consumption. So that, it is possible to have
a good water need assessment by knowing only the heat rate and the type of cooling system used in
the analysed plant. The energy going into the plant can leave it only in two ways, as a process heat
losses or as a product stream, so the heat sent to the cooling system is given by HR-B. Where B
(kJ/kWh) takes into account all the heat losses during the process, i.e steam turbine heat losses,
generator heat losses, radiation losses, combustor losses etc. In general, depending on the technology,
they ranged from 3% to 5% of the total energy input [83]. The parameter A (L/kJ) is the constant that
takes into consideration the water need for the cooling system per unit of energy that has to be
rejected. These parameters depend on many factors such as the type of cooling system (cooling tower,
one-trough, dry cooling), the design of the cooling system, temperature and humidity of the air and
water. Finally, the parameter D (L/kWh), the parameter D takes into account only the make-up water
for the two steam cycle. The values of the described parameter are shown in Table 18: Table 18: main assumption made in water footprint calculation and results. Table 18: main assumption made in water footprint calculation and results. 9. Environmental performance
9.1 Water footprint Heat Rate (HR) 11523,45 kJ/kWhe
Heat losses
5%
B
4176,2 kJ/kWhe
A [44]
0,001 L/kJ
D [44]
0,02 L/kWhe,gross
Wcooling
2834374,4 m3/year
Wprocess
24893,7 m3/year Heat Rate (HR) 11523,45 kJ/kWhe
Heat losses
5%
B
4176,2 kJ/kWhe
A [44]
0,001 L/kJ
D [44]
0,02 L/kWhe,gross
Wcooling
2834374,4 m3/year
Wprocess
24893,7 m3/year Heat Rate (HR) 11523,45 kJ/kWhe
Heat losses
5%
B
4176,2 kJ/kWhe
A [44]
0,001 L/kJ
D [44]
0,02 L/kWhe,gross
Wcooling
2834374,4 m3/year
Wprocess
24893,7 m3/year Figure 20 illustrates the water consumption of the proposed plant compared with other technologies. It results in the plant with the highest water consumption, the main reason is that the considered fuel
power plants are without CCS. Moreover, the calculated water footprint is based only on the electrical power production, since it produces also a liquid fuel, the water footprint can be related also to the
MWh produced of DME. In this case the m3/MWh is equal to 2.33, comparable to a nuclear power
plant. Based on the calculation it is found that 73.3 kg/kgDME of water are consumed for cooling
application. It has been observed that for DME polygeneration plants with CSP the water
consumption for cooling is 103 kg/kgDME, 26.8 kg/kgDME with PV solar and 1561 kg/kgDME with
biomass driven cycle [175]. Hence, the water consumption is lower than the renewable technology
driven polygeneration DME plant, except PV solar. power production, since it produces also a liquid fuel, the water footprint can be related also to the
MWh produced of DME. In this case the m3/MWh is equal to 2.33, comparable to a nuclear power
plant. Based on the calculation it is found that 73.3 kg/kgDME of water are consumed for cooling
application. It has been observed that for DME polygeneration plants with CSP the water
consumption for cooling is 103 kg/kgDME, 26.8 kg/kgDME with PV solar and 1561 kg/kgDME with
biomass driven cycle [175]. Hence, the water consumption is lower than the renewable technology
driven polygeneration DME plant, except PV solar. Figure 20: water footprint comparison between different plant technology [81]. 0
0,5
1
1,5
2
2,5
3
3,5
4
[m3/MWhe]
Wind
Solar
Natural Gas
Geothermal
Coal and Lignite
Oil
Nuclear
OxyF-CL-NGPL 0 Figure 20: water footprint comparison between different plant technology [81]. Conclusion A novel natural gas feed polygeneration plant was proposed. The plant consisted in the integration of
a chemical looping unit with an oxyfuel combustion unit for the production of power and DME. The
results demonstrated the advantages of using a chemical looping process in a polygeneration plant to
reduce the efficiency penalty coming from the carbon capture. The plant was able to produce 103
MWe and 2.14 kg/s with an energetic and exergetic efficiency of 50% and 44%, respectively. Through an exergy analysis, the main contributors of exergy destruction were identified; the
combustor and reduction system resulted to contribute for 46% of the total generated irreversibilities
(221 MW). An economic study was performed to assess the total investment of the plat that resulted
in 534 M$. The most expensive equipment resulted in the air separation unit that accounts for 23% of the total investment. A discounted cash flow analysis was performed to assess the economic
profitability of the proposed polygeneration plant. A minimum selling price of 190 $/MWh and 72
$/MWh for electricity and DME respectively, was found in order to have a positive NVP. However,
these cost results higher than the current market status. For this reason, an exergo-economic analysis
was performed to detect which are the main contributors to these high prices. The COMB+RED
resulted in to be the main contributor due to the high Z+CD factor. The low exergo-economic factor
(0.06) suggests an enhancement of the efficiency of this unit. It was found that around 22% of the total equipment costs is attributed by ASU and with use of more
sophisticated technology for producing oxygen at less price would decrease the capital investment. More specifically, with the adoption of the ion transport membrane (ITM) technology for oxygen
separation for a particular of the plant the cost of ITM plant would cost 31% less compared to the
ASU would decrease the cost of DME and power production by tremendously [174]. REFERENCES: [1]
J.G.J. (PBL) Olivier, G. (EC-J. Janssens-Maenhout, M. (EC-J. Muntean, J.A.H.W. (PBL)
Peters, Trends in Global CO2 Emissions: 2016 Report, PBL Netherlands Environ. Assess. Agency Eur. Comm. Jt. Res. Cent. (2016) 86. http://edgar.jrc.ec.europa.eu/news_docs/jrc-
2016-trends-in-global-co2-emissions-2016-report-103425.pdf. [2]
United States Environmental Protection Agency (EPA), Greenhouse Gas Emissions, (2016). https://www.epa.gov/ghgemissions/overview-greenhouse-gases (accessed May 29, 2018). [3]
UNFCCC, Paris Agreement, Conf. Parties Its Twenty-First Sess. (2015) 32. doi:FCCC/CP/2015/L.9/Rev.1. doi:FCCC/CP/2015/L.9/Rev.1. [4]
K.L. Ricke, R.J. Millar, D.G. MacMartin, Constraints on global temperature target overshoot,
Sci. Rep. 7 (2017) 1–7. doi:10.1038/s41598-017-14503-9. [5]
P. Viebahn, D. Vallentin, S. Höller, Prospects of carbon capture and storage (CCS) in China’s power sector - An integrated assessment, Appl. Energy. 157 (2015) 229–244. doi:10.1016/j.apenergy.2015.07.023. [6]
M.E. Boot-Handford, J.C. Abanades, E.J. Anthony, M.J. Blunt, S. Brandani, N. Mac Dowell,
J.R. Fernández, M.-C. Ferrari, R. Gross, J.P. Hallett, R.S. Haszeldine, P. Heptonstall, A. Lyngfelt, Z. Makuch, E. Mangano, R.T.J. Porter, M. Pourkashanian, G.T. Rochelle, N. Shah,
J.G. Yao, P.S. Fennell, Carbon capture and storage update, Energy Environ. Sci. 7 (2014)
130–189. doi:10.1039/C3EE42350F. [7]
R.P. Cabral, N. Mac Dowell, A novel methodological approach for achieving £/MWh cost
reduction of CO2 capture and storage (CCS) processes, Appl. Energy. 205 (2017) 529–539. doi:10.1016/j.apenergy.2017.08.003. [8]
International Energy Agency, 20 years of carbon capture and storage, 2016. [9]
D.Y.C. Leung, G. Caramanna, M.M. Maroto-Valer, An overview of current status of carbon
dioxide capture and storage technologies, Renew. Sustain. Energy Rev. 39 (2014) 426–443. doi:10.1016/j.rser.2014.07.093. [10] R.M. Cuéllar-Franca, A. Azapagic, Carbon capture, storage and utilisation technologies: A
critical analysis and comparison of their life cycle environmental impacts, J. CO2 Util. 9
(2015) 82–102. doi:10.1016/j.jcou.2014.12.001. [11] C.M. Quintella, S.A. Hatimondi, A.P.S. Musse, S.F. Miyazaki, G.S. Cerqueira, A. De Araujo
Moreira, CO2 capture technologies: An overview with technology assessment based on
patents and articles, Energy Procedia. 4 (2011) 2050–2057. doi:10.1016/j.egypro.2011.02.087. [12] A. Bose, K. Jana, D. Mitra, S. De, Co-production of power and urea from coal with CO2
capture: Performance assessment, Clean Technol. Environ. Policy. 17 (2015). doi:10.1007/s10098-015-0960-7. [13] Q. Zhang, Nurhayati, C.L. Cheng, D. Nagarajan, J.S. Chang, J. Hu, D.J. Lee, Carbon capture
and utilization of fermentation CO2: Integrated ethanol fermentation and succinic acid
production as an efficient platform, Appl. Energy. 206 (2017) 364–371. doi:10.1016/j.apenergy.2017.08.193. [14] C. Graves, S.D. Ebbesen, M. Mogensen, K.S. Lackner, Sustainable hydrocarbon fuels by
recycling CO2and H2O with renewable or nuclear energy, Renew. Sustain. Energy Rev. 15
(2011) 1–23. doi:10.1016/j.rser.2010.07.014. [15] K. Jana, S. REFERENCES: De, Polygeneration performance assessments: Multi-dimensional viewpoint,
Clean Technol. Environ. Policy. 17 (2015) 1547–1561. doi:10.1007/s10098-014-0885-6. [16] Y.K. Salkuyeh, T.A. Adams, A new power, methanol, and DME polygeneration process
using integrated chemical looping systems, Energy Convers. Manag. 88 (2014) 411–425. doi:10.1016/j.enconman.2014.08.039. [17] K. Farhat, S. Reichelstein, Economic value of flexible hydrogen-based polygeneration energy
systems, Appl. Energy. 164 (2016) 857–870. doi:10.1016/j.apenergy.2015.12.008. [18] S. Li, L. Gao, H. Jin, Realizing low life cycle energy use and GHG emissions in coal based
polygeneration with CO2capture, Appl. Energy. 194 (2017) 161–171. doi:10.1016/j.apenergy.2017.03.021. [19] S.C. Bayham, A. Tong, M. Kathe, L.-S. Fan, Chemical looping technology for energy and
chemical production, Wiley Interdiscip. Rev. Energy Environ. 5 (2016) 216–241. doi:10.1002/wene.173. [20] V. Spallina, A. Shams, A. Battistella, F. Gallucci, M.V.S. Annaland, Chemical Looping
Technologies for H2 Production with CO2 Capture: Thermodynamic Assessment and
Economic Comparison, Energy Procedia. 114 (2017) 419–428. doi:10.1016/j.egypro.2017.03.1184. [21] A.E. Farooqui, A.M. Pica, P. Marocco, D. Ferrero, A. Lanzini, S. Fiorilli, J. Llorca, M. Santarelli, Assessment of kinetic model for ceria oxidation for chemical-looping
CO2dissociation, Chem. Eng. J. 346 (2018) 171–181. doi:10.1016/j.cej.2018.04.041. [22] P.T. Krenzke, J.H. Davidson, Thermodynamic analysis of syngas production via the solar
thermochemical cerium oxide redox cycle with methane-driven reduction, Energy and Fuels. 28 (2014) 4088–4095. doi:10.1021/ef500610n. [23] M. Welte, K. Warren, J.R. Scheffe, A. Steinfeld, Combined Ceria Reduction and Methane
Reforming in a Solar-Driven Particle-Transport Reactor, Ind. Eng. Chem. Res. 56 (2017)
10300–10308. doi:10.1021/acs.iecr.7b02738. [24] S. Mukherjee, P. Kumar, A. Yang, P. Fennell, A systematic investigation of the performance
of copper-, cobalt-, iron-, manganese- and nickel-based oxygen carriers for chemical looping
combustion technology through simulation models, Chem. Eng. Sci. 130 (2015) 79–91. doi:10.1016/j.ces.2015.03.009. [25] S. Nasr, The reduction kinetics of iron oxide ore by methane for chemical-looping
combustion, (2012). [26] F. Liu, Cerium oxide promoted oxygen carrier development and scale modeling study for
chemical looping comustion, (2013). [27] J. Kim, J.E. Miller, C.T. Maravelias, E.B. Stechel, Comparative analysis of environmental
impact of S2P (Sunshine to Petrol) system for transportation fuel production, Appl. Energy. 111 (2013) 1089–1098. doi:10.1016/j.apenergy.2013.06.035. [28] J. Kim, C.A. Henao, T.A. Johnson, D.E. Dedrick, J.E. Miller, E.B. Stechel, C.T. Maravelias,
Methanol production from CO2 using solar-thermal energy: process development and
techno-economic analysis, Energy Environ. Sci. 4 (2011) 3122. doi:10.1039/c1ee01311d. [29] J. Kim, T.A. Johnson, J.E. Miller, E.B. Stechel, C.T. Maravelias, Fuel production from CO2 [29] J. Kim, T.A. Johnson, J.E. Miller, E.B. Stechel, C.T. REFERENCES: Maravelias, Fuel production from CO2 using solar-thermal energy: system level analysis, Energy Environ. Sci. 5 (2012) 8417. doi:10.1039/c2ee21798h. using solar-thermal energy: system level analysis, Energy Environ. Sci. 5 (2012) 8417. doi:10.1039/c2ee21798h. [30] T.A. Semelsberger, R.L. Borup, H.L. Greene, Dimethyl ether (DME) as an alternative fuel, J. Power Sources. 156 (2006) 497–511. doi:10.1016/j.jpowsour.2005.05.082. [31] M. Samavati, M. Santarelli, A. Martin, V. Nemanova, Production of Synthetic Fischer-
Tropsch Diesel from Renewables: Thermoeconomic and Environmental Analysis, Energy
and Fuels. 32 (2018) 1744–1753. doi:10.1021/acs.energyfuels.7b02465. [32] A.M. Eltony, H.G. Park, S.X. Wang, J. Kong, I.L. Chuang, Motional heating in a graphene-
coated ion trap, Nano Lett. 14 (2014) 5712–5716. doi:10.1021/nl502468g. [33] D.-Y. Peng, D.B. Robinson, A New Two-Constant Equation of State, Ind. Eng. Chem. Fundam. 15 (1976) 59–64. doi:10.1021/i160057a011. [34] M.K. Cohce, I. Dincer, M.A. Rosen, Energy and exergy analyses of a biomass-based
hydrogen production system, Bioresour. Technol. 102 (2011) 8466–8474. doi:10.1016/j.biortech.2011.06.020. [35] L. Fanxing, Z. Liang, V.L. G., Y. Zachary, F. Liang‐ Shih, Syngas chemical looping
gasification process: Bench‐ scale studies and reactor simulations, AIChE J. 56 (2009)
2186–2199. doi:10.1002/aic.12093. [36] I. Barin, Thermochemical data of pure substances, (1995) 2 v. [37] H.M. Shim, S.J. Lee, Y.D. Yoo, Y.S. Yun, H.T. Kim, Simulation of DME synthesis from
coal syngas by kinetics model, Korean J. Chem. Eng. 26 (2009) 641–648. doi:10.1007/s11814-009-0107-9. [38] G.H. Graaf, J.G.M. Winkelman, Chemical Equilibria in Methanol Synthesis Including the
Water-Gas Shift Reaction: A Critical Reassessment, Ind. Eng. Chem. Res. 55 (2016) 5854– 5864. doi:10.1021/acs.iecr.6b00815. [39] Politecnico di Milano - CAESER Project, European best practice guidelines for assessment
of CO2 capture technologies, 2011. [40] M.N. Khan, T. Shamim, Influence of Specularity Coefficient on the Hydrodynamics and
Bubble Statistics of an Annular Fluidized Bed Reactor, Energy Procedia. 105 (2017) 1998–
2003. doi:10.1016/j.egypro.2017.03.573. [41] B.J.P. Buhre, L.K. Elliott, C.D. Sheng, R.P. Gupta, T.F. Wall, Oxy-fuel combustion
technology for coal-fired power generation, Prog. Energy Combust. Sci. 31 (2005) 283–307. doi:10.1016/j.pecs.2005.07.001. [42] K.L. Ng, D. Chadwick, B.A. Toseland, Kinetics and modelling of dimethyl ether synthesis
from synthesis gas, Chem. Eng. Sci. 54 (1999) 3587–3592. doi:10.1016/S0009-
2509(98)00514-4. [43] F. Dadgar, R. Myrstad, P. Pfeifer, A. Holmen, H.J. Venvik, Direct dimethyl ether synthesis
from synthesis gas: The influence of methanol dehydration on methanol synthesis reaction,
Catal. Today. 270 (2016) 76–84. doi:10.1016/j.cattod.2015.09.024. [44] C. Arcoumanis, C. Bae, R. Crookes, E. Kinoshita, The potential of di-methyl ether (DME) as
an alternative fuel for compression-ignition engines: A review, Fuel. 87 (2008) 1014–1030. doi:10.1016/j.fuel.2007.06.007. [45] J. Sun, G. Yang, Y. Yoneyama, N. Tsubaki, Catalysis chemistry of dimethyl ether synthesis,
ACS Catal. 4 (2014) 3346–3356. doi:10.1021/cs500967j. [46] T. Ogawa, N. Inoue, T. Shikada, Y. Ohno, Direct Dimethyl Ether Synthesis, J. Nat. Gas
Chem. 12 (2003) 219–227. [47] R.S. Treptow, Le Chatelier’s Principle, J. Chem. Educ. 57 (1980) 417–419. doi:10.1021/ed057p417. [48] K.M. Vanden Bussche, G.F. Froment, A Steady-State Kinetic Model for Methanol Synthesis
and the Water Gas Shift Reaction on a Commercial Cu/ZnO/Al2O3Catalyst, J. Catal. 161
(1996) 1–10. doi:10.1006/jcat.1996.0156. [49] G. Berčič, J. Levec, Catalytic Dehydration of Methanol to Dimethyl Ether. Kinetic
Investigation and Reactor Simulation, Ind. Eng. Chem. Res. 32 (1993) 2478–2484. doi:10.1021/ie00023a006. [50] R.S. Schiffino, R.P. Merrill, A mechanistic study of the methanol dehydration reaction on
.gamma.-alumina catalyst, J. Phys. Chem. 97 (1993) 6425–6435. doi:10.1021/j100126a017. [51] K. Klier, V. Chatikavanij, R.G. Herman, G.W. Simmons, Catalytic synthesis of methanol
from COH2: IV. The effects of carbon dioxide, J. Catal. 74 (1982) 343–360. doi:https://doi.org/10.1016/0021-9517(82)90040-9. doi:https://doi.org/10.1016/0021-9517(82)90040-9. [52] G.R. Moradi, F. Yaripour, P. Vale-Sheyda, Catalytic dehydration of methanol to dimethyl
ether over mordenite catalysts, Fuel Process. Technol. 91 (2010) 461–468. doi:10.1016/j.fuproc.2009.12.005. [53] D.Y.C. Leung, G. Caramanna, M.M. Maroto-Valer, An overview of current status of carbon
dioxide capture and storage technologies, Renew. Sustain. Energy Rev. 39 (2014) 426–443. doi:10.1016/j.rser.2014.07.093. [54] I.C. Kemp, Pinch analysis and process integration: A user guide on process integration for
the efficient use of energy, Pinch Anal. Process Integr. (2007) 416. doi:http://dx.doi.org/10.1016/B978-075068260-2.50003-1. [55] T.J. 5864. doi:10.1021/acs.iecr.6b00815. Kotas, Chapter 2 - Basic exergy concepts BT - The Exergy Method of Thermal Plant
Analysis, in: Butterworth-Heinemann, 1985: pp. 29–56. doi:https://doi.org/10.1016/B978-0-
408-01350-5.50009-X. [56] A.P. Hinderink, F.P.J.M. Kerkhof, A.B.K. Lie, J. De Swaan Arons, H.J. Van Der Kooi,
Exergy analysis with a flowsheeting simulator - I. Theory; calculating exergies of material
streams, Chem. Eng. Sci. 51 (1996) 4693–4700. doi:10.1016/0009-2509(96)00220-5. [57] J.Y. Xiang, M. Cal, M. Santarelli, Calculation for physical and chemical exergy of flows in
systems elaborating mixed-phase flows and a case study in an IRSOFC plant, 115 (2004)
101–115. doi:10.1002/er.953. [58] J. Szargut, Chemical Exergies of the Elements, Appl. Energy. 32 (1989) 269–286. [59] Kristen Gerdes, John Haslbeck, Norma Kuehn, Eric Lewis, Lora L. Pinkerton, Mark Woods,
James Simpson, Marc J. Turner, Elsy Varghese, Cost and Performance Baseline for Fossil
Energy Plants Volume 1: Bituminous Coal and Natural Gas to Electricity, Doe/Netl-
2010/1397. 1 (2010). doi:DOE/NETL-2010/1397. [60] K. Gerdes, W.M. Summers, J. Wimer, Cost Estimation Methodology for NETL Assessments
of Power Plant Performance, Doe/Netl-2011/1455. (2011) 26. http://www.netl.doe.gov/File
Library/research/energy analysis/publications/QGESSNETLCostEstMethod.pdf. [61] J.A.S. Richard Turton, Richard C. Bailie, Wallace B. Whiting, Analysis, Synthesis and
Design of Chemical Processes Third Edition, 2013. doi:10.1017/CBO9781107415324.004. [61] J.A.S. Richard Turton, Richard C. Bailie, Wallace B. Whiting, Analysis, Synthesis and
Design of Chemical Processes Third Edition, 2013. doi:10.1017/CBO9781107415324.004. [62] Y. Zhao, H. Chen, M. Waters, D.N. Mavris, Modeling and Cost Optimization of Combined
Cycle Heat Recovery Generator Systems, Vol. 1 Turbo Expo 2003. (2003) 881–891. doi:10.1115/GT2003-38568. [63] L.E. D., J. Haiming, C.F. E., Large‐ scale gasification‐ based coproduction of fuels and
electricity from switchgrass, Biofuels, Bioprod. Biorefining. 3 (2009) 174–194. doi:doi:10.1002/bbb.137. [64] N. Berghout, T. Kuramochi, M. van den Broek, A. Faaij, Techno-economic performance and
spatial footprint of infrastructure configurations for large scale CO2 capture in industrial zones. A case study for the Rotterdam Botlek area (part A), Int. J. Greenh. Gas Control. 39
(2015) 256–284. doi:10.1016/j.ijggc.2015.05.019. [65] R. Porrazzo, G. White, R. Ocone, Techno-economic investigation of a chemical looping
combustion based power plant, Faraday Discuss. 192 (2016) 437–457. doi:10.1039/C6FD00033A. [66] IPIECA, (n.d.). http://www.ipieca.org/resources/energy-efficiency-solutions/power-and-heat-
generation/turbo-expanders/. [67] Eurostat, Natural gas price statistics, EU-28, (2016) 1–12. doi:http://ec.europa.eu/eurostat/statistics-explained/index.php/Natural_gas_price_statistics. [68] Statista wabe page, (n.d.). https://www.statista.com/statistics/450146/global-reo-cerium-
oxide-price-forecast/. [69] M. Yang, International Energy Agency Working Paper Series Modeling Investment Risks
and Uncertainties with Real Options Approach Modeling Investment Risks and Uncertainties
with Real Options Approach, Structure. 13 (2007) 1120–37. http://www.iea.org/Textbase/publications/free_new_Desc.asp?PUBS_ID=1857. 5864. doi:10.1021/acs.iecr.6b00815. [70] Market Observatory for Energy, Quarterly Report on on European Electricity Markets, 2017. [71] T.A. Semelsberger, R.L. Borup, H.L. Greene, Dimethyl ether (DME) as an alternative fuel, J. Power Sources. 156 (2006) 497–511. doi:10.1016/j.jpowsour.2005.05.082. [72] P.N. Dyer, R.E. Richards, S.L. Russek, D.M. Taylor, Ion transport membrane technology for
oxygen separation and syngas production, Solid State Ionics. 134 (2000) 21–33. doi:10.1016/S0167-2738(00)00710-4. [73] G. Tsatsaronis, Definitions and nomenclature in exergy analysis and exergoeconomics,
Energy. 32 (2007) 249–253. doi:10.1016/j.energy.2006.07.002. [74] G. Tsatsaronis, Computer-aided energy systems analysis: presented at the winter annual
meeting of the American Society of Mechanical Engineers, Dallas, Texas, November 25-30,
1990, Amer Society of Mechanical, 1990. [75] A. Lazzaretto, R. Andreatta, Algebraic formulation of a process-based exergoeconomic
method, Am. Soc. Mech. Eng. Adv. Energy Syst. Div. AES. 35 (1995) 2018. [76] M. Khaljani, R. Khoshbakhti Saray, K. Bahlouli, Comprehensive analysis of energy, exergy
and exergo-economic of cogeneration of heat and power in a combined gas turbine and
organic Rankine cycle, Energy Convers. Manag. 97 (2015) 154–165. doi:10.1016/j.enconman.2015.02.067. [77] A. Lazzaretto, G. Tsatsaronis, SPECO: A systematic and general methodology for
calculating efficiencies and costs in thermal systems, Energy. 31 (2006) 1257–1289. doi:10.1016/j.energy.2005.03.011. [78] M.A. Lozano, A. Valero, Theory of the exergetic cost, Energy. 18 (1993) 939–960. doi:10.1016/0360-5442(93)90006-Y. [79] A. Valero, M. Lozano, M. Munoz, A general theory of exergy saving I. On the exergetic cost,
1986. [80] M.N. Khan, T. Shamim, Exergoeconomic analysis of a chemical looping reforming plant for
hydrogen production, Int. J. Hydrogen Energy. 42 (2017) 4951–4965. doi:10.1016/j.ijhydene.2016.11.098. [81] M.M. Mekonnen, P.W. Gerbens-Leenes, A.Y. Hoekstra, The consumptive water footprint of
electricity and heat: a global assessment, Environ. Sci. Water Res. Technol. 1 (2015) 285–
297. doi:10.1039/C5EW00026B. [82] M. Egan, The Water Footprint Assessment Manual. Setting the Global Standard, Soc. Environ. Account. J. 31 (2011) 181–182. doi:10.1080/0969160X.2011.593864. [83] A.D. Martin, A. Delgado, A. Delgado Martin, Water Footprint of Electric Power Generation :
Modeling its use and analyzing options for a water-scarce future, Int. Congr. Adv. Nucl. Power Plants. 44 (2012) 117. doi:10.1021/es802162x. [84] Kristen Gerdes, John Haslbeck, Norma Kuehn, Eric Lewis, Lora L. Pinkerton, Mark Woods,
James Simpson, Marc J. Turner, Elsy Varghese, Cost and Performance Baseline for Fossil
Energy Plants Volume 1: Bituminous Coal and Natural Gas to Electricity, Doe/Netl-
2010/1397. 1 (2010). doi:DOE/NETL-2010/1397. [84] Kristen Gerdes, John Haslbeck, Norma Kuehn, Eric Lewis, Lora L. Pinkerton, Mark Woods,
James Simpson, Marc J. 5864. doi:10.1021/acs.iecr.6b00815. Turner, Elsy Varghese, Cost and Performance Baseline for Fossil
Energy Plants Volume 1: Bituminous Coal and Natural Gas to Electricity, Doe/Netl-
2010/1397. 1 (2010). doi:DOE/NETL-2010/1397. [85] R. Dindorf, Estimating potential energy savings in compressed air systems, Procedia Eng. 39
(2012) 204–211. doi:10.1016/j.proeng.2012.07.026. [85] R. Dindorf, Estimating potential energy savings in compressed air systems, Procedia Eng. 39
(2012) 204–211. doi:10.1016/j.proeng.2012.07.026. Supplimentary File Techno-economic, energy and exergy analysis of polygeneration scheme for power and DME
production with the integration of chemical looping CO2 and H2O dissociation Figure S1: Detailed plant of the Air Separation Unit. Figure S1: Detailed plant of the Air Separation Unit. Table S1: Thermodynamic properties and composition of ASU streams. Table S1: Thermodynamic properties and composition of ASU streams. 1-C
2-C
3-C
4-C
5-C
6-C
7-C
8-C
9-C
10-C
11-C
12-C
T [°C]
25
30
20
20
30
30
30
20
-170
-
173.4
-
189.6
-
176.6
P [bar] 1.01325
5
6.3
6.3
30
30
30
6.3
6.3
5.1
1.2
5
Molar
flow
[kmol/hr]
11645.1
1164
5.1
1164
5.2
2329. 0
2329. 0
1863. 2
465.8
9316. 1
9316. 1
2279. 2
2279. 2
7036. 8 Mole frac. [%]
N2 0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.79
0.49
0.49
0.884
O2 0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.21
0.50
0.50
0.11
13-C
14-C
15-C
16-C
17-C
18-C
19-C
20-C
21-C
22-C
23-C
T [°C] -176.8
-
146.1
-
191.7
-
146.1
-
191.2
-
181.5
-
180.5
-
194.2
-
181.8
-20
0
P [bar]
5
30
1.2
30
1.2
1.2
26
1.2
1.2
1.2
26
Molar
flow
[kmol/hr]
7036.8
1863. 2
1863. 2
465.8
465.8
2445. 4
2445. 4
9199. 6
9199. 6
9199. 6
2445. 4
Mole frac. [%]
N2 0.884
0.79
0.79
0.79
0.79
4.10E
-04
4.10E
-04
0.99
0.99
0.99
4.10E
-04
O2 0.116
0.21
0.21
0.21
0.21
0.99
0.99
1.09E
-04
1.09E
-04
1.09E
-04
0.99 0
1
2
3
4
5
6
7ASUSYNG COMPCO2 COMPGAS TURBINEEXHAUST CONDENSERCO2-H2O SEPNG PHX1TURBOEXPANDERNG PHX2RED REACTOR+COMBUSTOROXY REACTORLIQPUMP1H2O HEATERCO2COMPCO2 HEATERLIQ-SEPARATORDME COMPRESSORDME-REACTORDME COOLING SYSTEMCLEAN-UPSTHRSGST2HRSG2
[$/s]
Z+Cd
f
ri 0
1
2
3
4
5
6
7ASUSYNG COMPCO2 COMPGAS TURBINEEXHAUST CONDENSERCO2-H2O SEPNG PHX1TURBOEXPANDERNG PHX2RED REACTOR+COMBUSTOROXY REACTORLIQPUMP1H2O HEATERCO2COMPCO2 HEATERLIQ-SEPARATORDME COMPRESSORDME-REACTORDME COOLING SYSTEMCLEAN-UPSTHRSGST2HRSG2
[$/s]
Z+Cd
f
ri
|
https://openalex.org/W2567099642
|
https://europepmc.org/articles/pmc5285278?pdf=render
|
English
| null |
The role of assessment in supporting the movement toward patient-centred care
|
Perspectives on medical education
| 2,016
|
cc-by
| 1,503
|
Enable change The Institute of Medicine describes patient-centredness as
‘Providing care that is respectful of and responsive to in-
dividual patient preferences, needs, and values, and ensur-
ing that patient values guide all clinical decisions [1].’ The
World Health Organization expands on this concept by de-
scribing people-centred care as being responsive to commu-
nities as well as patients [2]. Regardless of the definition,
there is evidence that these forms of delivery improve both
patient outcomes and the efficiency of care [3]. It is widely agreed that assessment has a significant educa-
tional effect [5]. It signals what is valued and it motivates
trainees to prepare in a fashion that has educational benefit. Given these effects, it can enable the transition to patient-
centred care by indicating the needed competencies and en-
suring that they will be taught and modelled throughout the
educational process. Just as importantly, if these competen-
cies are not assessed, it will undermine change even if the
competencies are given priority in the curriculum. Unfortunately, the important study by Wilcox and col-
leagues in this edition of the journal finds that student as-
sessments of the patient-centredness of the learning envi-
ronment decrease as they progress from the first to sec-
ond half of medical school [4]. The authors correctly con-
clude that this highlights the need to explicitly teach these
skills throughout medical school with particular attention to
the behaviours modelled by faculty during clinical training. These reforms will certainly be an important step forward
in underscoring the importance of patient-centred care and
enabling its implementation in practice. Interprofessional learning and collaborative practice is
an example of a competence necessary for patient-centred
care. It has been shown to generate positive health outcomes
and increase patient safety while reducing complications
and length of stay [6]. If this competence was included in
the curriculum, students would be given the opportunity
to acquire it. If it was assessed as well, it would signal
the value of interprofessional learning and collaboration,
increase students’ motivation to develop skills in the area,
and enable, though not create, change in clinical practice. Although imperfect in a variety of ways, methods to assess
this competency are already available and include written
tests of roles and attitudes, simulation of teams, and peer
and patient surveys. DOI 10.1007/s40037-016-0318-9
Perspect Med Educ (2017) 6:5–6 COMMENTARY The role of assessment in supporting the movement toward
patient-centred care John J. Norcini1 Published online: 16 December 2016
© The Author(s) 2016. This article is available at SpringerLink with Open Access. Published online: 16 December 2016 Enable change In addition to these curricular recommendations, it would
also be useful to focus on the role of assessment in the trans-
formation of the curriculum to one that supports patient-
centred care. Assessment plays a central role in both edu-
cation and regulation across the entire continuum of training
and practice. It enables change by signalling which compe-
tencies are important; it enhances and creates competence
when it is used for learning; and it ensures competence
when it is used as a measure of learning. 1
Foundation for Advancement and International Medical
Education and Research, Philadelphia, USA John J. Norcini
jnorcini@faimer.org Enhance and create learning Formative assessment (for learning) can have powerful ef-
fects in education and appropriately done it should focus
on the needs of the student. It guides and creates learn-
ing while increasing the efficiency of the educational pro-
cess. Reviews of the literature have highlighted the fact that
feedback has a significant effect on learning and, although John J. Norcini
jnorcini@faimer.org J. J. Norcini 6 form they recommend also depends on changing the assess-
ments done during and after medical school. Assessment
plays a pivotal role in creating change across the continuum
of training and practice. It signals what is valued. When
used for formative purposes, it supports and creates learn-
ing for students and when used for summative purposes it
ensures patients that their doctors have the required com-
petencies. If assessment is not changed at the same time as
the curriculum is changed, reform is doomed to failure. it is not often acknowledged, assessment is the predicate
to feedback [7]. Therefore, formative assessment aimed at
aspects of patient-centred care should be included as part
of any curricular reform. Further, this will not require ad-
ditional resources since the current overemphasis on sum-
mative assessment in many medical schools can be reduced
substantially to provide the means for such a change. Even when feedback is not provided, assessment by it-
self has a positive effect on learning. In an ingenious series
of studies, Roediger and colleagues demonstrated that the
active retrieval of information or performances required by
assessment generates learning [8]. This constitutes another
argument for increasing the number of formative assess-
ments aimed at patient-centred care. Open Access This article is distributed under the terms of the
Creative Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/),
which permits unrestricted
use, distribution, and reproduction in any medium, provided you give
appropriate credit to the original author(s) and the source, provide a
link to the Creative Commons license, and indicate if changes were
made. References Summative assessment (of learning) is also a powerful, if
overused, force in education and appropriately done it fo-
cuses on the needs of various stakeholders (such as pa-
tients, the health care system, and educational institutions)
rather than students. Inclusion of the knowledge and skills
required for patient-centred care in the summative exami-
nations given during training will ensure that they become
an integral part of the curriculum, that their value is com-
municated, and that students achieve competence. 1. Institute of Medicine. Committee on quality of health care in Amer-
ica. Crossing the quality chasm: a new health system for the 21st
century. Washington, D.C: National Academy Press; 2001. 2. World Health Organization. Retrieved 25 October 2016. http://
www.wpro.who.int/health_services/people_at_the_centre_of_care/
definition/en/ 3. Doyle C, Lennox L, Bell D. A systematic review of evidence on the
links between patient experience and clinical safety and effective-
ness. BMJ Open. 2013;3(1):e001570. 4. Wilcox MV, Orlando MS, Rand CS, et al. Medical students’ percep-
tions of the patient-centredness of the learning environment. Per-
spect Med Educ. 2017. doi:10.1007/s40037-016-0317-x In addition to their use in medical school, national high
stakes assessment programmes are central to ensuring com-
petence and there is a growing literature indicating that per-
formance on such exams is associated with the outcomes
of care. For example, studies have demonstrated a decrease
in relative risk for mortality among the patients of those
doctors who performed well on national assessment pro-
grammes [9, 10]. Moreover, inclusion of this content in
national examinations will ensure that all medical schools
in the country include content relevant to patient-centred
care in their curricula. Most importantly, this will reassure
patients that their physicians are proficient in this important
competence. In addition to their use in medical school, national high
stakes assessment programmes are central to ensuring com-
petence and there is a growing literature indicating that per-
formance on such exams is associated with the outcomes
of care. For example, studies have demonstrated a decrease
in relative risk for mortality among the patients of those
doctors who performed well on national assessment pro-
grammes [9, 10]. Moreover, inclusion of this content in
national examinations will ensure that all medical schools
in the country include content relevant to patient-centred
care in their curricula. Most importantly, this will reassure
patients that their physicians are proficient in this important
competence. 5. Cilliers FJ, Schuwirth LW, Adendorff HJ, et al. John J. Norcini is President and Chief Executive Officer of the Foun-
dation for Advancement of International Medical Education and Re-
search References A model of the pre-
assessment learning effects of summative assessment in medical ed-
ucation. Adv Health Sci Educ. 2010;15:695–715. 6. Institute of Medicine. Interprofessional education for collabo-
ration: Learning how to improve health from interprofessional
models across the continuum of education to practice. Washington,
D.C: National Academy Press; 2013. 7. Hattie J, Timperley H. The power of feedback. Rev Educ Res. 2007;77(1):81–112. 8. Roediger HL, Karpicke JD. Test-enhanced learning taking memory
tests improves long-term retention. Psychol Sci. 2006;17(3):249–55. 9. Norcini JJ, Boulet JR, Dauphinee WD, Opalek A, Krantz ID, An-
derson ST. Evaluating the quality of care provided by graduates of
international medical schools. Health Aff. 2010;29(8):1461–8. 10. Norcini JJ, Boulet JR, Opalek A, Dauphinee WD. The relation-
ship between licensing examination performance and the outcomes
of care by international medical school graduates. Acad Med. 2014;89(8):1157–62. In summary, the study by Wilcox et al. in this edition of
the journal finds that the patient-centredness of the learning
environment decreases as students move through their un-
dergraduate educational experiences [4]. They underscore
the need to explicitly teach these skills with particular atten-
tion to the behaviours modelled by faculty during clinical
training. In this commentary, I have suggested that the re- John J. Norcini is President and Chief Executive Officer of the Foun-
dation for Advancement of International Medical Education and Re-
search
|
https://openalex.org/W4308820326
|
https://proceeding.unram.ac.id/index.php/iccs/article/download/23/82
|
English
| null |
Persuasive Communication of SintuwuGo Green Hydroponic Community in Community Empowerment Efforts in Palu City
|
Proceedings of International Conference on Communication Science
| 2,022
|
cc-by
| 2,572
|
Proceeding 2nd International Conference on Communication Science (ICCS 2022) PERSUASIVE COMMUNICATION OF SINTUWUGO GREEN
HYDROPONIC COMMUNITY IN COMMUNITY EMPOWERMENT
EFFORTS IN PALU CITY Andi Akifah1, Citra Antasari2, Ahmad fauzan3
1Department of Communication, University of Tadulako (ilkomakifah@gmail.com)
2Department of Communication, University of Tadulako (citraantasari@gmail.com)
3Department of Communication, University of Tadulako (fauzanp3100@gmail.com) ABSTRACT. Hydroponic plants are one of the alternative planting methods that are currently quite
popular. For people who are constrained by land that is not so large and the soil is not fertile, the
hydroponic method can be one of the options for profitable farming business, which can improve the
welfare of the community. As a new system, the promotion requires a lot of effort to persuade the
society adopt the method. This study will look at the Persuasive communication used to reach and
attract public participation in Hydroponic method. The research uses qualitative descriptive
research, which focus on the Sintuwu Gogreencommunity as a research subject. The result
shows that to persuade people participating in hydroponic planting, the government use some experts
which not only expert in hydroponic but also as a public speakers. Social media is also better used
as an alternative medium for persuasive communication because of its unlimited nature and
can be accessed anywhere and anytime. The Sintuvu Go Green Community uses any kind of
social media such as Facebook and Instagram. This two media has been actively promote
their products and their activity. This way will attract not only hydroponic product buyers,
but also new farmers. KEYWORDS: hydroponic; Community; persuasive Communication 1
INTRODUCTION Indonesia is rich in natural resources with a very high population. However, this potential is not
comparable to the welfare of the average Indonesian people. This condition is almost evenly
distributed in various regions of Indonesia, including Central Sulawesi. Moreover, the COVID-19
pandemic, which has lasted for two years, has had an economic impact on almost the entire
community. Various efforts have been made by the government to improve the welfare of the community,
one of which is by disbursing Direct Cash Assistance for Micro, Small and Medium Enterprises (BLT
UMKM). However, it is not an easy thing to invite people to seek to improve their welfare only by
disbursing cash. As in previous years, these financial aids often just 'evaporate' and do not last long
due to the community's lack of skills in managing businesses. Therefore, efforts are needed in seeking
empowerment, so that the community has resilience in global competition(Damsar, 2016). Community empowerment is a process to facilitate and encourage communities to be able to
position themselves proportionally and become the main actors in utilizing their strategic environment
to achieve sustainability in the long term. Community empowerment has a close relationship with
sustainable development. That is the main prerequisite that will lead the community towards a
dynamic economic, social and ecological sustainability Palu City, which is known as a five-dimensional city because of its complete natural landscape,
including
valleys,
oceans,
rivers,
mountains
and
bays
(https://traveling.bisnis.com/read/20160623/224/560506/palu-kota-5-dimensi-di-timur-indonesia),
become a separate capital in carrying out empowerment efforts, coupled with advances in information
and communication technology which have been proven to be able to assist in business improvement,
especially in the field of business and product promotion. g
y
y
(https://traveling.bisnis.com/read/20160623/224/560506/palu-kota-5-dimensi-di-timur-indonesia),
become a separate capital in carrying out empowerment efforts, coupled with advances in information
and communication technology which have been proven to be able to assist in business improvement,
especially in the field of business and product promotion. Various communities have emerged and have become pioneers in helping the government seek
to improve people's welfare. These groups are scattered in the community with various uniqueness of 498 each. One community that has played a large role in community empowerment efforts is the
Hydroponic Community, which is a group of plant lovers. This group is spread over several regions
and even consists of several groups. 1
INTRODUCTION Of the several hydroponic communities, the Sintuvu Go Green Community is one that is
actively undertaking community empowerment efforts, which consists of about 50 people. This
community has been designated as a Pilot Project for the Implementation of Urban Farming by the
Bank Indonesia Representative Office for the Province of Central Sulawesi. Community groups in
this program have received assistance in the form of a hydroponic circuit(channelsulawesi.id, 2021). p
g
y
p
(
Therefore, this research is aimed to answer the following questions: g q
1.How the Sintuvu Go Green Community persuade people to involve in the community y p
p
p
2.How is the form of community empowerment carried out by the community? In general, the urgency of this research is to try to provide alternative activities as an effort to
empower the community, including persuasive strategies carried out in these efforts. The results of
this research can be a recommendation for policy makers and the community in terms of improving
people's welfare. 2.1
Persuasive Communication Persuasion comes from the Latin, namely persuasion, which is another word from persuader which
means to persuade, invite or seduce. Persuasion can be done by someone rationally and emotionally. In terms of rationality, a person's cognitive components such as ideas and concepts can be affected. Meanwhile, in terms of emotion, what needs to be touched is the affective aspect, which is related to
one's emotional life(Megawati, 2018). According to Perloff (1993) cited in Novianti et al. (2020)Persuasive communication involves a
symbolic process in which communicators try to convince others to change their attitudes or
behaviours regarding an issue through the transmission of messages in an atmosphere of free choice. Persuasive communication requires a lot of interaction in the dialogue, where the perceived
trustworthiness and credibility of the communicator can influence the success of influence or
compliance techniques(Teven, J. J., & McCroskey, 1999).Mood and age differences can also affect
persuasion due to differences in value or topic relevance, successful communicators modify their
approach to suit the audience. The determining factor is the persuasiveness of the Communication
context(Warren et al., 2017) In persuasive communication, the focus of attention is on efforts to change and strengthen the
attitudes or beliefs of the audience or on efforts to invite them to act in a certain way. In other words,
persuasion is an attempt to change attitudes through the use of messages and focuses on the
characteristics
of
communicators
and listeners(Devito,
2011).The
targets
of
persuasive
communication are very diverse, this can be seen from demographic characteristics such as age,
gender, social status, economic status, marital status, educational status, and others. 2.2
Hydroponic Community According to Aref et al. (2010) cited in (Gunawijaya & Pratiwi, 2018; Sekarrini & Siswanto, 2020)a
community is defined as a group people livingor working within the same environmental area with
some shared cultures or commoninterests.Similarly, Wheat (2021)defined community bygeographic
location, particularly in a rural setting. In urban and suburban areas, a community may be defined by
location, but also maybe defined by specific characteristics. More details, A community is
characterized by the presence of some collective dimensions such as emotional connectedness and
solidarity, trust, and civic values(Di Napoli et al., 2021). 499 Although, the community is considered a small organization but is able to provide a big influence for
its members(Ayuningtyas & Abdullah, 2018). Referring to Manski (1993), one of the effects of
community involvement is the correlation of the influence of community behavior on individual
behavior(Armananti & Asteria, 2019). Based on the definition of community mentioned above, the hydroponic community is a group of
people who have a special interest in one method of planting in agriculture, namely hydroponics. In
addition, the Hydroponic Community is an effort by a group of people to foster economic
independence for the community, so that the community is able to increase the annualincome. For some people farming and gardening are synonymous with rural communities, and are more in
demand by parents. The interest of the younger generation is decreasing in the agricultural
sector(Maghfiroh et al., 2019). As a result, the agricultural sector is dominated by the older generation
who are generally resistant to change. In addition, in the youth's view, farming is a traditional job that
is less prestigious and the results are not immediately available but are also relatively
inadequate(Chaidir & Kamelia, 2018). This is where the Hydroponics community takes a role in
changing the perception of some of these people. 3
RESEARCH METHOD This research uses qualitative descriptive research, which focus on the Sintuwu
Gogreencommunity as a research subject. A qualitative research is an iterative process in
which improved understanding to the scientific community is achieved by making new
significant distinctions resulting from getting closer to the phenomenon studied(Aspers &
Corte, 2019). The descriptive method analyzes the data collected in the form of words,
pictures, and not numbers. The data collection taken from interviews, scripts, field notes,
photos, video tapes, personal documents, notes or memos, and other official documents. 4
DISCUSSION To convince the society, the local government involved some
experts to provide training to the community, also provide some hydroponic tools and
greenhouses to the society. Mas’ad, a housewife living in the area around the greenhouses
states that before being introduced to hydroponic, she was only a housewife without any
income, but now she can help her husband to fulfil the family needs. Social media is also better used as an alternative medium for persuasive communication
because of its unlimited nature and can be accessed anywhere and anytime. The Sintuvu Go
Green Community uses any kind of social media such as Facebook and Instagram. This two
media has been actively promote their products and their activity. This waywill attract not
only hydroponic product buyers, but also new farmers. 5
CONCLUSION In conclusion, In order to persuade people participating in hydroponic planting, the government use
some experts which not only expert in hydroponic but also as a public speakers. Social media is also
better used as an alternative medium for persuasive communication because of its unlimited
nature and can be accessed anywhere and anytime. The Sintuvu Go Green Community uses
any kind of social media such as Facebook and Instagram. This two media has been actively
promote their products and their activity. This way will attract not only hydroponic product
buyers, but also new farmers. 4
DISCUSSION Hydroponic plants are one of the alternative planting methods that are currently quite popular. For
people who are constrained by land that is not so large and the soil is not fertile, the hydroponic
method can be one of the options for profitable farming business(Christianingrum, 2019; Foster et al.,
2021). The process of seedling nursery and its care does not take a long time, so it is economically
very profitable for capital turnover. The results can also be a solution to the food security – related
problem and are very helpful in improving people's nutrition with quality food products because they
do not use pesticides and other chemicals. Of all the benefits, however only few people adopt this method due to the lack of understanding and
low communication approach. Persuasive communication is one best approach to promote this
practice. Sintuwu Go Green Community is one of Hydroponic communities in Palu, South Sulawesi
which actively conduct hydroponic planting system. The community that established since 2019 has
become the pioneer of Urban Farming in Central Sulawesi. According to Nanda Andriana the founder of the community, this planting system has been proven to
help increase the family income. Hydroponic crops are used for public consumption and sold to
increase household income. Moreover, this hydroponic program is one way to increase productivity
and community cooperation. 500 Figure 1: Selling hydroponic vegetables
At the time of introducing the hydroponic method, many people were hesitant to join because
of a lack of knowledge about hydroponic farming. The most effective way of influencing
people to participate in a hydroponic planting program is to ensure that the method will
change their standard of living. To convince the society, the local government involved some
experts to provide training to the community, also provide some hydroponic tools and
greenhouses to the society. Mas’ad, a housewife living in the area around the greenhouses
states that before being introduced to hydroponic, she was only a housewife without any
income, but now she can help her husband to fulfil the family needs. Figure 1: Selling hydroponic vegetables Figure 1: Selling hydroponic vegetables
At the time of introducing the hydroponic method, many people were hesitant to join because
of a lack of knowledge about hydroponic farming. The most effective way of influencing
people to participate in a hydroponic planting program is to ensure that the method will
change their standard of living. ACKNOWLEDGEMENTS We would like to take this opportunity to thank to DIPA Universitas Tadulako as the Sponsorship of
this research and also to the editors and the reviewers for the valuable comments and review for this
article. 501 REFERENCES Armananti, S. H., & Asteria, D. (2019). Partisipasi Anggota dan Pemanfaatan Instagram dalam
Interaksi
Komunitas
Brand
Ria
Miranda. Jurnal
Komunikasi,
11(2),
155. https://doi.org/10.24912/jk.v11i2.5266 p
g
j
Aspers, P., & Corte, U. (2019). What is Qualitative in Qualitative Research. Qualitative Sociology,
42(2), 139–160. https://doi.org/10.1007/s11133-019-9413-7 Ayuningtyas, F., & Abdullah, A. Z. (2018). Kognisi Sosial Melalui Situs Jejaring Youtube Pada
Komunitas Online (Studi Kasus pada Komunitas Online LinkPictureID). Jurnal Komunikasi,
9(2), 137. https://doi.org/10.24912/jk.v9i2.1076 Chaidir, L., & Kamelia, L. (2018). Pelatihan Bangga Menjadi Petani Hidroponik Pada Komunitas
Pemuda Di Desa Cigugur Girang Kabupaten Bandung Barat. Al-Khidmat, 1(2), 43–48. https://doi.org/10.15575/jak.v1i2.3334 channelsulawesi.id. (2021, January 18). BI Sulteng Kembangkan Program Hidroponik di Kelurahan
Lolu
Utara
Palu. Channelsulawesi.Id. https://channelsulawesi.id/2021/01/18/bi-sulteng-
kembangkan-program-hidroponik-di-kelurahan-lolu-utara-palu/ g
p
g
p
p
Christianingrum, C. (2019). Improving Community Economy through Hydroponic Vegetable Culture. 2283318. https://doi.org/10.4108/eai.26-1-2019.2283318 Damsar, I. (2016). Pengantar Sosiologi Pedesaan. Kencana. Devito, J. (2011). Komunikasi Antar Manusia. Kharisma Publishing Group. Di Napoli, I., Guidi, E., Arcidiacono, C., Esposito, C., Marta, E., Novara, C., Procentese, F., Guazzini,
A., Agueli, B., Gonzáles Leone, F., Meringolo, P., & Marzana, D. (2021). Italian Community
Psychology in the COVID-19 Pandemic: Shared Feelings and Thoughts in the Storytelling of
University Students. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.571257 Foster, B., Reyta, F., & Johansyah, M. D. (2021). Hydroponic Training to Improve Community
Living Standards in Densely Populated and Weak Economies. Budapest International Research
and Critics Institute (BIRCI-Journal): Humanities and Social Sciences, 4(1), 1569–1577. https://doi.org/10.33258/birci.v4i1.1795 p
g
Gunawijaya, J., & Pratiwi, A. (2018). How Local Community Could Contribute to the Tourism
Development
in
Rural
Area? KnE
Social
Sciences,
3(11),
826. https://doi.org/10.18502/kss.v3i11.2809 Maghfiroh, L., Lianah, L., & Hidayatullah, A. F. (2019). Pengaruh Penggunaan Teknologi
Hidroponik Terhadap Minat Bercocok Tanam Siswa. Al-Hayat: Journal of Biology and Applied
Biology, 1(2), 99. https://doi.org/10.21580/ah.v1i2.3762 Megawati, P. W. (2018). Strategi Komunikasi Persuasif Komunitas Rumah Belajar Ceria Dalam
Program Pemberdayaan Masyarakat di Kampung Sungai Pedado Palembang. UIN Raden
Patah Palembang. g
Novianti, E., Endyana, C., Lusiana, E., Panji Wulung, S. R., & Desiana, R. (2020). Komunikasi
Persuasif dan Penerapannya di Daya Tarik Wisata Tebing Keraton. Tornare, 2(3). https://doi.org/10.24198/tornare.v2i3.29694 p
g
Sekarrini, P. A., & Siswanto, H. (2020). ACKNOWLEDGEMENTS Peran Komunitas Pecinta Hidroponik Surabaya (Phs) Dalam
Proses Pemberdayaan Masyarakat Melalui Program Kampung Hidroponik Di Pojok Kebun
Gemah Ripah Surabaya. Jurnal Universitas Negeri Surabaya, 1–8. Teven, J. J., & McCroskey, J. C. (1999). Goodwill: {A} re-examination of the construct and its
measurement. Communication Monographs, 66(1), 90–103. Warren, C., Becken, S., & Coghlan, A. (2017). Using persuasive communication to co-create
behavioural change – engaging with guests to save resources at tourist accommodation
facilities. Journal
of
Sustainable
Tourism,
25(7),
935–954. https://doi.org/10.1080/09669582.2016.1247849 Wheat, S. (2021). Community: The Heart of Family Medicine. Family Medicine, 53(7), 528–537. https://doi.org/10.22454/FamMed.2021.503235 502
|
https://openalex.org/W2933375185
|
https://www.scielo.br/j/bjps/a/5SHZ5Yy9BFfr7KsHHFkQMWv/?lang=en&format=pdf
|
English
| null |
Determination of Gemifloxacin in human plasma by high performance liquid chromatography using Ultra Violet detector and its application to a bioequivalence study
|
Brazilian Journal of Pharmaceutical Sciences
| 2,018
|
cc-by
| 3,131
|
Article Brazilian Journal of
Pharmaceutical Sciences http://dx.doi.org/10.1590/s2175-97902018000417239 Determination of Gemifloxacin in human plasma by high
performance liquid chromatography using Ultra Violet detector and
its application to a bioequivalence study Syed Husain Hashemi Mousavi1 1Department of Chemistry, Faculty of Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran A liquid chromatography method was developed and validated for the determination of gemifloxacin
in human plasma using chloramphenicol as internal standard to achieve lower quantification limit. Acetonitrile was used to precipitated and extracted analyte and internal standard from plasma by Protein
Precipitation. Analysis was performed isocratically on C18 column using 25% acetonitrile and 75% 0.02
M phosphate buffer as mobile phase. The method was demonstrated to be linear from 0.003 µg/mL to
5 µg/mL with the lower limit of quantitation of 0.003 µg/mL. The method was successfully applied
for the bioequivalence study of gemifloxacin after a single oral administration of 320 mg gemifloxacin
mesylate tablets to 12 healthy volunteers. Keywords: Gemifloxacin/determination. Bioequivalence. Plasma. HPLC. FIGURE 1 - Chemical structure of gemifloxacin and
chloramphenicol. Correspondence: S. H. H. Mousavi. Department of Chemistry, Faculty of
Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran, P. O.
Box 11365-4435. Phone number: 0989038400292, 098 21 33030505. E-mail:
hashemimosavi@yahoo.com INTRODUCTION Gemifloxacin mesylate is a synthetic broad-
spectrum antibacterial agent for oral administration. Gemifloxacin, a compound related to the fluoroquinolone
class of antibiotics, is available as the mesylate salt in
the sesqui hydrate form. Chemically, gemifloxacin is
(R,S)-7[(4Z)-3-(aminomethyl)-4-(methoxyimino)-1-
pyrrolidinyl]-1-cyclopropyl-6-fluoro-1,4-dihydro-4-
oxo1,8-naphthyridine-3-carboxylic acid (Figure 1). It
is used in the treatment of acute bacterial exacerbation
of chronic bronchitis and mild-to-moderate pneumonia. Gemifloxacin has been shown to be active against most
strains of microorganisms. It is particularly active against
Gram-positive organisms including penicillin, macrolide,
and quinolone resistant Streptococcus pneumoniae (Calvo,
Gimenez, 2002; Oh et al., 1996; Johnson et al., 1999;
Berry et al., 2000; Hardy et al., 1999). Gemifloxacin acts
by inhibiting DNA synthesis through the inhibition of both
deoxyribonucleic acid (DNA) gyrase and topoisomerase
IV (TOPO IV), which are essential for bacterial growth. FIGURE 1 - Chemical structure of gemifloxacin and
chloramphenicol. Literature survey revealed that analytical methods
have been reported for the estimation of gemifloxacin,
they include high performance liquid chromatography
tandem mass spectrometry (Doyle et al., 2000; Ramji et
al., 2001), microchip electrophoresis (Seung et al., 2004),
chiral high performance liquid chromatography (Hee et
al., 2009) and chiral countercurrent chromatography (Eun,
Yoo-Mo, Doo, 2004; Myung et al., 2002). Simple and
sensitive ion pairing spectrophotometric methods have
been described for the assay of gemifloxacin mesylate by
Marothu and Dannana (2008). Barbosa and co-workers
(Barbosa et al., 1997) studied dissociation constants of
series of compounds including diuretics and quinolones
in several acetonitrile: water mixtures, high performance
liquid chromatography by UV detector (Sultana et al.,
2011), with fluorescence detection (Allen et al., 2000b;
Al-Hadiya et al., 2010), high performance thin-layer Page 1 / 6 Page 1 / 6 Page 1 / 6 Braz. J. Pharm. Sci. 2018;54(4):e17239 S. H. H. Mousavi time schedule: before drug administration and at 0.33,
0.67, 1, 1.33, 1.67, 2, 2.33, 2.67, 3, 3.5, 4, 6, 8, 10, 12 and
24 hours after drug administration (18 samples per subject
per profile period). time schedule: before drug administration and at 0.33,
0.67, 1, 1.33, 1.67, 2, 2.33, 2.67, 3, 3.5, 4, 6, 8, 10, 12 and
24 hours after drug administration (18 samples per subject
per profile period). chromatography (HPTLC) with fluorescence detection
(El-Koussi et al., 2014). The aim of the present study was
to establish an efficient, reliable, accurate, sensitive and
reproducible method for the application in bioequivalence
study of gemifloxacin tablets 320 mg. Chromatographic conditions The Knuer EA4300 HPLC pump and Knuer E4310
detector were used for bioanalytical assay of standards
and human samples. Mobile phase consisted of phosphate
buffer (0.02 M) and acetonitrile (75:25) and the pH of
mixture adjust to 3.0 with phosphoric acid and pumped at
the flow rate of 1 mL/min through the 250 mm C18 column. The wavelength of detector for monitoring of peaks was
275 nm. Representative chromatograms of blank plasma,
plasma of one volunteer and standard chromatogram are
shown in Figure 2. MATERIAL AND METHODS A liquid chromatography method was developed
and validated for the determination of gemifloxacin in
human plasma as per FDA and ICH guidelines. Extraction
procedure as described below. Study design and blood samples This was a laboratory-blind, single-dose,
randomized, 2-way cross-over study with a wash-out
period of 7 days between the clinic (blood sampling) days
to compare the pharmacokinetics of gemifloxacin (test
product) and Factive® (reference product). Calibration curve
d d Standard samples were prepared as mentioned before
(Bioanalytical Methods). The method has good linearity
(r>0.999) over the concentration rang 0.003 – 5.000 µg/
mL. The equation of line was y=0.53199x+0.02165 and
the limit of quantification was 0.003 µg/mL. Inter-day
and intra-day precision and accuracy and stability of
this method shows that this is the validated method for
determination of gemifloxacin in human plasma. Body temperature, heart rate and blood pressure
were recorded before drug administration on clinic days. Heart rate and blood pressure recordings were repeated
at approximately 4 and 6 hours after drug administration. After insertion of an indwelling venous cannula, pre-dose
blood samples had been drawn. Six Subjects received
Gemifloxacin Tablets (test product, 320 mg) and the other
six subjects received reference Factive® Tablets (320 mg)
with 240 mL drinking water. The only food allowed was
standardized meals served 6 hours and a standardized
breakfast 3 hours after drug administration. No restrictions
on the intake of food and fluid applied after the subjects
had been discharged from the clinic. Gemifloxacin was
assayed in plasma samples collected from 12 subjects,
and data from 12 subjects were evaluated. Venous blood
samples will be collected into heparinized, glass tubes,
labeled as per-treatment phase, according to the following Subjects Twelve healthy male and female volunteers with
mean weight of 65.6±11 kg, mean height of 164.6±7.8
cm and mean age of 32.2±8.4 years were enrolled into the
study. All volunteers had normal paraclinical parameters. 100 µL chloramphenicol 30 mg/L is added to 1500
µL of plasma as an internal standard and mix. 1500 µL
acetonitrile is added to plasma and is vortexed for 10
second then 100 µL sulfuric acid 2M is added. After
mixing, sodium chloride is added and centrifuge at 4000
rpm for 10 minutes. The organic phase is dried and then
reconstitute with 100 µL of mobile phase. 50 µL of this
sample was injected into the HPLC. Exclusion criteria were as follows: Consumption
of tobacco in any form in study day, Addiction to alcohol
or history of any drug abuse, History of kidney or liver
dysfunction, History of jaundice in the past 6 months,
History of drug allergy to the test drug or any chemically
similar to the drug under investigation, Administration /
intake of any prescription or OTC medication for 2 weeks
before the study, Patient suffering from any chronic illness
such as arthritis and asthma, Subject suffering from any
psychiatric (acute or chronic) illness, Participation in any
bioavailability / bioequivalence study in the past 12 weeks,
Intake of barbiturates or any enzyme – inducing drug in
the past 3 months and HIV positive volunteers. Precision and accuracy Accuracy is measured as % bias and precision is
measured as coefficient of variation (%CV). For the assignment of a valid calibration range bias
is taken as measure of accuracy and coefficient of variation
(%CV) is taken as measure of precision. Intra-day
accuracy and precision for a valid range must be within
15% but within 20% at the lower limit of quantification. Summarize inter-day and intra-day accuracy and
precision during assay validation are in Table I to II. Braz. J. Pharm. Sci. 2018;54(4):e17239 Page 2 / 6 ination of Gemifloxacin in human plasma by high performance liquid chromatography using Ultra Violet detector
ity
The stability of gemifloxacin in plasma was
tigated in samples obtained from a spiked plasma at
i
h
l
l
l
d
Analysis of long-term storage stability, three cycle
freeze-thaw stability, bench top stability, stock solution
stability shows gemifloxacin was stable in plasma for at
l
h
h
h
d
20 °C (T bl III)
RE 2 - Representative chromatograms of a) blank plasma b) standard chromatogram (0.7 µg mL-1) and c) plasma of one
teer (3 hours). Determination of Gemifloxacin in human plasma by high performance liquid chromatography using Ultra Violet detector FIGURE 2 - Representative chromatograms of a) blank plasma b) standard chromatogram (0.7 µg mL-1) and c) plasma of one
volunteer (3 hours). Analysis of long-term storage stability, three cycle
freeze-thaw stability, bench top stability, stock solution
stability shows gemifloxacin was stable in plasma for at
least three months when stored at −20 °C (Table III). RESULTS Plasma sample from twelve healthy volunteers at
0, 0.33, 0.67, 1, 1.33, 1.67, 2, 2.33, 2.67, 3, 3.5, 4, 6, 8,
10, 12 and 24 hours were collected and were analyzed as
mentioned before in section “Bioanalytical Methods”. The mean pharmacokinetic parameters such as maximum
concentration (Cmax), time to reach Cmax (Tmax), area under
curve from time zero to 24 hours (AUC0-24) and area under
curve from time zero to infinite (AUC0-∞) are presented in
the Table IV. The mean plasma volunteers curve is shown
in Figure 3. i Stability y
The stability of gemifloxacin in plasma was
investigated in samples obtained from a spiked plasma at
two concentrations. Three plasma samples were analysed
three months after storage at −20 °C. Page 3 / 6 Braz. J. Pharm. Sci. 2018;54(4):e17239 S. H. H. Mousavi TABLE I - Inter-day precision
0.0030 µg/mL
1.0 µg/mL
5.0 µg/mL
1
0.0025
1.1
5.0
2
0.0032
1.1
5.0
3
0.0028
1.1
5.1
4
0.0034
0.9
5.1
5
0.0036
1.1
5.1
Average
0.0031
1.06
5.06
RSD
14.4
8.4
1.1
TABLE II - Intra-day precision and accuracy
0.0030 µg/mL
1.0 µg/mL
5.0 µg/mL
1
0.0029
1.1
5.0
2
0.0034
1.1
5.1
3
0.0025
0.9
5.0
4
0.0024
1.0
4.9
5
0.0032
1.1
5.1
Average
0.0029
1.04
5.02
RSD
15.0
8.6
1.7
Accuracy
96.7
104
100.4
RESULTS
Plasma sample from twelve healthy volunteers at
0, 0.33, 0.67, 1, 1.33, 1.67, 2, 2.33, 2.67, 3, 3.5, 4, 6, 8,
10, 12 and 24 hours were collected and were analyzed as TABLE I - Inter-day precision FIGURE 3 - Mean plasma volunteers curve. FIGURE 3 - Mean plasma volunteers curve. FIGURE 3 - Mean plasma volunteers curve. TABLE II - Intra-day precision and accuracy mean ratio of the pharmacokinetic variables Cmax,
Tmax, AUC0-10, AUC0-Inf, fall within the conventional
bioequivalence range of 80% to 125%. TABLE II - Intra-day precision and accuracy
0.0030 µg/mL
1.0 µg/mL
5.0 µg/mL
1
0.0029
1.1
5.0
2
0.0034
1.1
5.1
3
0.0025
0.9
5.0
4
0.0024
1.0
4.9
5
0.0032
1.1
5.1
Average
0.0029
1.04
5.02
RSD
15.0
8.6
1.7
Accuracy
96.7
104
100.4
RESULTS The results of this study indicate that the test product
with assay of 105.8% for test product of Gemifloxacin
is bioequivalent to the reference product (Factive®)
with respect to both the rate and extent of absorption of
Gemifloxacin. Under Medication Guide of Factive® tablets
which has been approved by the U.S. Food and Drug
Administration it was reported that following repeat
oral doses of 320 mg of Factive® tablets to healthy
subjects (FACTIVE® Tablets-FDA), and in another
study “The effect of food on the bioavailability of oral
gemifloxacin in healthy volunteers” (Allen et al., 2000a,
the pharmacokinetics parameters were compare with this
study in Table V. Comparison of this results with our study
shows its similar to other studies. CONCLUSION It is thus concluded that the proposed method
is simple, cost effective, accurate, safe and precise. A specific LC method, with a single step Protein
Precipitation procedure, has been developed and
validated (as per FDA and ICH forguidelines) for g
The 90% confidence intervals for the “test/reference” TABLE III – Gemifloxacin stability Braz. J. Pharm. Sci. 2018;54(4):e17239 TABLE III – Gemifloxacin stability Moreover, it indicated
that the two pharmaceutical products showed similar
bioavailability profiles and therefore are considered
bioequivalent with regard to the extent and rate of
absorption and, interchangeable as well, for clinical and
therapeutic purposes. l Barbosa J, Marqués I, Fonrodona G, Barrón D, Bergés R. Factor
analysis applied to correlation between acidity constants of
series of diuretics, quinolones and buffers, with solvatochromic
parameters in water-acetonitrile mixtures. Anal Chim Acta. 1997;347(3):385-393. Berry V, Page R, Satterfield J, Singley C, Straub R, Woodnutt
G. Comparative in vivo activity of gemifloxacin in a rat
model of respiratory tract infection. J Antimicrob Chemother. 2000;45(Suppl 1):79-85. The proposed method to analyze gemifloxacin in
plasma by HPLC with UV detection happens to be first
of its kind described so far in the literature. This new
method with low LOQ (0.003 µg/mL) will be helps for
carrying out pharmacokinetic study of gemifloxacin in
laboratories that lack sophisticated analytical instrument
of LC-MS/MS. Calvo A, Gimenez MJ. Ex vivo serum activity (killing rates) after
Gemifloxacin 320 mg versus Trovafloxacin 200 mg single doses
against ciprofloxacin-susceptible and -resistant streptococcus
pneumoniae. Int J Antimicrob Agents. 2002;20:144-6. TABLE III – Gemifloxacin stability Braz. J. Pharm. Sci. 2018;54(4):e17239
Page 4 / 6l
long-term storage stability
(three months)
freeze-thaw stability
(three cycle)
bench top stability
stock solution stability
Spiked
concentration
(µg/mL)
0.0030
5.0
0.0030
5.0
0.0030
5.0
0.0030
5.0
Average
0.0027
4.9
0.0028
5.0
0.0031
5.0
0.0030
4.9
Accuracy
90.0
98
93.3
100
103.3
100
100.0
98
%CV
0.00152
0.05773
0.00115
0.11547
0.00058
0.05773
0.00058
0.05774 Determination of Gemifloxacin in human plasma by high performance liquid chromatography using Ultra Violet detector TABLE IV - Pharmacokinetic parameters of the gemifloxacin 320 mg test and reference
Mean
Confidence
interval
P value
Test
Reference
T-test
ANOVA
AUC0→t
588.98±155.60
543.59±152.79
103.6%-121.34%
0.478
0.478
AUC0→∞
701.28±178.09
667.90±189.27
100.5%-118.48%
0.661
0.661
Cmax (µg/mL)
1.95±0.50
1.82±0.57
103.3%-116.99%
0.579
0.579
Tmax (min)
71.67±24.80
78.33±31.29
88.67%-109.65%
0.569
0.569
Kel
0.00220±0.00081
0.00214±0.00082
88.47%-102.29%
0.872
0.872
T ½ (min)
381.823±224.907
396.169±229.044
102.0%-115.05%
0.884
0.884 TABLE IV - Pharmacokinetic parameters of the gemifloxacin 320 mg test and reference TABLE V- Comparison of pharmacokinetic parameters with other studies TABLE V- Comparison of pharmacokinetic parameters with other studies
This study
Allen et al. study
Factive® study
AUC0→24
588.98±155.60
595.8±184.2
AUC0→∞
701.28±178.09
454.2±139.8
Cmax (µg/mL)
1.95±0.50
1.21±0.33
1.61±0.51
Tmax (min)
71.67±24.80
90 (60-240)
30-120 the determination of gemifloxacin in human plasma
supporting a pharmacokinetic and bioequivalence study
comparison of other study (FACTIVE® Tablets-FDA). The statistical analysis demonstrated that none of the
parameters accepted for drug bioavailability (AUC0-t
and Cmax) were not significantly different between the
treatments for the single dose data. Moreover, it indicated
that the two pharmaceutical products showed similar
bioavailability profiles and therefore are considered
bioequivalent with regard to the extent and rate of
absorption and, interchangeable as well, for clinical and
therapeutic purposes. l Allen A, Bygate E, Oliver S, Johnson M, Ward C, Cheon
A, Choo YS, Kim IC. Pharmacokinetics and tolerability of
gemifloxacin (SB-265805) after administration of single oral
doses to healthy volunteers. Antimicrob Agents Chemother. 2000b;44(6):1604-1608. Allen A, Bygate E, Oliver S, Johnson M, Ward C, Cheon
A, Choo YS, Kim IC. Pharmacokinetics and tolerability of
gemifloxacin (SB-265805) after administration of single oral
doses to healthy volunteers. Antimicrob Agents Chemother. 2000b;44(6):1604-1608. the determination of gemifloxacin in human plasma
supporting a pharmacokinetic and bioequivalence study
comparison of other study (FACTIVE® Tablets-FDA). The statistical analysis demonstrated that none of the
parameters accepted for drug bioavailability (AUC0-t
and Cmax) were not significantly different between the
treatments for the single dose data. REFERENCES Doyle E, Fowles SE, Mcdonnell DF, Mccarthy R, White SA. Rapid determination of gemifloxacin in human plasma by high
performance liquid chromatography-tandem mass spectrometry. J Chromatogr B. 2000;746(2):191-8. Doyle E, Fowles SE, Mcdonnell DF, Mccarthy R, White SA. Rapid determination of gemifloxacin in human plasma by high
performance liquid chromatography-tandem mass spectrometry. J Chromatogr B. 2000;746(2):191-8. Al-Hadiya BMH, Khady AA, Mostafa GAE. Validated liquid
chromatographic-fluorescence method for the quantitation of
gemifloxacin in human plasma. Talanta. 2010;83(1):110-116. Allen A, Bygate E, Clark D, Lewis A, Pay V. The effect of food
on the bioavailability of oral gemifloxacin in healthy volunteers. Antimicrob Agents Chemother. 2000a;16(1):45-50. El-Koussi WM, Atia NN, Mahmoud AM, El-Shabouri SR. HPTLC method for direct determination of gemifloxacin
mesylate in human plasma. J Chromatogr B. 2014;967:98-101. Braz. J. Pharm. Sci. 2018;54(4):e17239 Page 5 / 6 Page 5 / 6 This is an open-access article distributed under the terms of the Creative Commons Attribution License. S. H. H. Mousavi Myung HH, Sang CH, Yoon JC, Jong SJ, Wonjae L. Liquid
chromatographic resolution of gemifloxacin mesylate on a chiral
stationary phase derived from crown ether. Biomed Chromatogr. 2002;16(5):356-360. Eun SK, Yoo-Mo K, Doo SC. Chiral counter-current
chromatography of gemifloxacin guided by capillary
electrophoresis using (+)-(18-crown-6)-tetracarboxylic acid
as a chiral selector. J Chromatogr A. 2004;1045(1-2):119-124. FACTIVE® Tablets FDA. 2008. 34p. Available from:
https://www.accessdata.fda.gov/drugsatfda_docs/
label/2008/021158s013lbl.pdf. Oh JI, Paek KS, Ahn MJ, Kim MY, Hong CY, Kim IC,
Kwak JH. In vitro and in vivo evaluations of LB20304, a
new fluoronaphthyridone. Antimicrob Agents Chemother. 1996;40(6):1564-8. Hardy D, Amsterdam D, Mandell L, Rotstein C. Comparative
in vitro activity of gemifloxacin, moxifloxacin, trovafloxacin,
sparfloxacin, grepafloxacin, ofloxacin, ciprofloxacin and other
antimicrobial agents against bloodstream isolates of Gram-
positive cocci. J Antimicrob Chemother. 1999;44(3):802-5. Hardy D, Amsterdam D, Mandell L, Rotstein C. Comparative
in vitro activity of gemifloxacin, moxifloxacin, trovafloxacin,
sparfloxacin, grepafloxacin, ofloxacin, ciprofloxacin and other
antimicrobial agents against bloodstream isolates of Gram-
positive cocci. J Antimicrob Chemother. 1999;44(3):802-5. Ramji JV, Austin NE, Boyle GW, Chalker MH, Duncan G,
Fairless AJ, et al. The disposition of gemifloxacin a new
fluoroquinolone antibiotic, in rats and dogs. Drug Metab Dispos. 2001;29(4 Pt 1):435-442. Seung IC, Jiyeon S, Min-Su K, Yong-Kweon K, Doo SC. On-
line sample cleanup and chiral separation of gemifloxacin in
a urinary solution using chiral crown ether as a chiral selector
in microchip electrophoresis. J. Chromatogr A. 2004;1055(1-
2):241-245. Hee JC, Hwan SC, Sang CH, Myung HH. Braz. J. Pharm. Sci. 2018;54(4):e17239 REFERENCES HPLC of
fluoroquinolone antibacterials using chiral stationary phase
based on enantiomeric (3,3′-diphenyl-1,1′-binaphthyl)-20-
crown-6. J Sep Sci. 2009;32(4):536-541. Johnson DM, Jones RN, Erwin ME. The Quality Control
Study Group. Anti-streptococcal activity of SB-265805
(LB20304), a novel fluoronaphthyridone, compared with five
other compounds, including quality control guidelines. Diagn
Microbiol Infect Dis. 1999;33(2):87-91. Johnson DM, Jones RN, Erwin ME. The Quality Control
Study Group. Anti-streptococcal activity of SB-265805
(LB20304), a novel fluoronaphthyridone, compared with five
other compounds, including quality control guidelines. Diagn
Microbiol Infect Dis. 1999;33(2):87-91. Sultana N, Arayne MS, Shamim S, Akhtar M, Gul S. Validated
method for the determination of gemifloxacin in bulk,
pharmaceutical formulations and human serum by RP-HPLC:
in vitro applications. J Brazil Chem Soc. 2011;22(5):987-992. Received for publication on 25th April 2017
Accepted for publication on 06th April 2018 Marothu VK, Dannana GS. Spectrophotometric determination of
gemifloxacin mesylate in pharmaceutical formulations through
ion-pair complex formation. E-J. Chem. 2008;5(3):515-520. Braz. J. Pharm. Sci. 2018;54(4):e17239 Page 6 / 6
|
https://openalex.org/W2103184520
|
http://www.scielo.br/pdf/csp/v29n7/03.pdf
|
English
| null |
O uso de escalas de silhuetas na avaliação da satisfação corporal de adolescentes: revisão sistemática da literatura
| null | 2,013
|
cc-by
| 9,839
|
1 Faculdade de Ciências
Médicas da Santa Casa de
São Paulo, São Paulo, Brasil.
2 Centro de Vigilância
Epidemiológica, Secretaria
Estadual de Saúde de São
Paulo, São Paulo, Brasil.
3 Divisão de Vacinas, Sanofi
Pasteur, São Paulo, Brasil. Correspondence
J. C. Moraes
Faculdade de Ciências
Médicas da Santa Casa de
São Paulo.
Rua Frederico von Martius
88, São Paulo, SP 01548-010,
Brasil.
jcassiom@uol.com.br Should acellular pertussis vaccine be
recommended to healthcare professionals? A vacina pertússis acelular deve ser recomendada
a profi ssionais de saúde? ¿La vacuna contra la tos ferina acelular se debe
recomendar a los profesionales de la salud? José Cassio de Moraes 1
Telma Carvalhanas 2
Lucia Ferro Bricks 3 1277
REVISÃO REVIEW 1277
REVISÃO REVIEW 1277
REVISÃO REVIEW Should acellular pertussis vaccine be
recommended to healthcare professionals? Should acellular pertussis vaccine be
recommended to healthcare professionals? Pertussis Vaccine; Health Personnel;
Occupational Risks José Cassio de Moraes 1
Telma Carvalhanas 2
Lucia Ferro Bricks 3 Pertussis clinical manifestations
and diagnosis Pertussis, also known as “whooping cough”, is an
infectious disease with a high transmission rate
(90%) caused by the bacterium B. pertussis. Hu-
mans are the sole hosts of B. pertussis, and trans-
mission occurs through contact with respiratory
droplets from an infected individual. The incuba-
tion period of pertussis ranges from seven to 10
days, and the signs and symptoms of the disease
vary according to age, vaccination condition, and
time lapse since the last dose of the vaccine. In Brazil, a specific law (NR32) recommends
that HCPs receive vaccines against diphtheria,
tetanus, measles, mumps, rubella, hepatitis B and
influenza and states: “available efficient vaccines
against other biological agents to which workers
are, or may become, exposed must be provided free
of charge by the employer” 2. However, HCP vac-
cination policies vary considerably between dif-
ferent countries 3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19
and have changed over the two last decades
due to new information on the epidemiologi-
cal profile of pertussis and licensing of new safe
and effective vaccines for use in adolescents and
adults, such as the triple acellular (Tdap) vac-
cine that, besides protecting against diphtheria
and tetanus, also protects against pertussis, and
the quadruple vaccine against diphtheria, teta-
nus and pertussis combined with the inactivated
polio vaccine (Tdap-IPV), already licensed in a
number of countries 7,8,9,10,11,12,20,21,22,23,24,25,26,27,
28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,
50,51,52,53,54,55,56,57. Pertussis typically occurs in the following
three phases: 1) Catarrhal (one to two weeks): characterized by
a runny nose, intermittent cough and low-grade
fever. Symptoms can be not distinguished from
other respiratory infections and the infected per-
son is most contagious in this phase;
2) The paroxysmal phase (four to six weeks):
characterized by paroxysms of intense coughing
often followed by vomiting and a loud “whoop”. These symptoms are more frequently seen in in-
fants, the most vulnerable group with the high-
est rates of complications, such as pneumonia,
weight loss, seizures, encephalopathy and even-
tually death; 1) Catarrhal (one to two weeks): characterized by
a runny nose, intermittent cough and low-grade
fever. Symptoms can be not distinguished from
other respiratory infections and the infected per-
son is most contagious in this phase; Acellular pertussis vaccines especially formu-
lated for adolescents may contribute to a sub-
stantial reduction in the incidence of the disease
7,57,58,59,60,61,62. Introduction World Health Organization (WHO), Centers
for Disease Control and Prevention (CDC), Pan
American Health Organization (PAHO) and the
Brazilian Ministry of Health websites based on
the following key words: vaccine, pertussis, Bor-
detella pertussis, health professionals, and vac-
cination coverage. World Health Organization (WHO), Centers
for Disease Control and Prevention (CDC), Pan
American Health Organization (PAHO) and the
Brazilian Ministry of Health websites based on
the following key words: vaccine, pertussis, Bor-
detella pertussis, health professionals, and vac-
cination coverage. The terms health care professionals (HCPs)
and health care workers (HCWs) are applied to
a range of professional categories that includes
physicians, nurses, assistants, physiotherapists,
dentists, radiologists and technicians and oth-
er professional caregivers. Vaccination of these
professionals is important to protect their health
and reduce the risk of disease transmission to
patients. In addition, vaccination reduces the
economic impact of diseases associated with
morbidity, work absences and loss of productiv-
ity due to presenteeism 1. Abstract O objetivo deste artigo é descrever as recentes
mudanças na epidemiologia da pertússis e as
políticas de vacinação voltadas à prevenção da
coqueluche para profissionais de saúde. Os auto-
res fizeram um levantamento dos artigos publi-
cados no PubMed, SciELO e páginas da Internet
da Organização Mundial da Saúde, Organiza-
ção Pan-Americana da Saúde, Centers for Disea-
se Control and Prevention (Estados Unidos) e do
Ministério da Saúde usando as palavras-chave:
pertussis, vacinas e profissionais de saúde. A va-
cinação de profissionais de saúde contra coque-
luche é recomendada pela OMS, OPAS, CDC, e
autoridades de saúde de nove países europeus,
da Austrália, Hong Kong, Cingapura, Costa Rica,
Argentina e Uruguai, e em alguns países é com-
pulsória. No Brasil, identificamos apenas um ar-
tigo abordando a vacinação de profissionais de
saúde contra coqueluche, mas considerando a
reemergencia da doença com grande número de
hospitalizações e mortes em 2011, consideramos
necessário rediscutir as políticas públicas envol-
vendo a vacinação dos profissionais de saúde,
particularmente daqueles que têm contato fre-
quente com lactentes jovens. The aim of this study was to describe recent
changes in the epidemiology of pertussis and
existing policies regarding recommended and
mandatory occupational vaccinations for
healthcare professionals (HCPs). The authors
carried out an extensive review of references on
the PubMed and SciELO databases and the offi-
cial sites of the World Health Organization, Pan
American Health Organization, Centers for Dis-
ease Control and Prevention, and Brazilian Min-
istry of Health, using the keywords pertussis, vac-
cines and healthcare professionals. Vaccination
against pertussis is recommended for HCPs in the
United States, Canada, nine European countries,
Australia, Hong Kong, Singapore, Costa Rica,
Argentina and Uruguay, and in some countries
it is compulsory. In Brazil, only one publication
discussing the risk of pertussis among HCPs was
found. Considering the reemergence of pertussis
and the great number of associated hospitaliza-
tions and deaths registered in 2011, it is neces-
sary to review public policies regarding HCP per-
tussis vaccination, particularly among workers
in frequent contact with young babies. Correspondence
J. C. Moraes
Faculdade de Ciências
Médicas da Santa Casa de
São Paulo. Rua Frederico von Martius
88, São Paulo, SP 01548-010,
Brasil. jcassiom@uol.com.br Pertussis Vaccine; Health Personnel;
Occupational Risks Vacina Contra Coqueluche; Pessoal de Saúde;
Riscos Ocupacionais Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1278 Pertussis clinical manifestations
and diagnosis The Bordetella pertussis and diph-
theria toxoid antigen content of these vaccines is
lower than whole cell vaccines and the acellular
vaccines recommended for children and they are
as safe as the double-adult vaccine (dT) 7,9,23,24,
29,38,57,58,59,60,61,62. It is currently recommended
in several countries that adolescents and adults
receive at least one booster of the dT vaccine in
combination with the acellular pertussis (Tdap)
vaccine 1,7,57,58,59,60,61,62. Increasing numbers of
developed nations prefer IPV, and Tdap-IPV or
Tdap + IPV vaccines are specially indicated to
people who are in contact with immunocompro-
mised people or children immunized with the
oral polio vaccine (OPV) 1,14. 3) Convalescence (two to six weeks): the most
common symptom is a chronic cough. Pertussis diagnosis is hindered due to the fact
that signs and symptoms can not be differenti-
ated from other respiratory diseases. Culture is
considered the gold standard for pertussis diag-
nosis. However, its sensitivity is low, and many
countries included PCR and serology to improve
pertussis surveillance. Even in regions where
these lab tests were introduced the true burden
of pertussis is still underestimated 3,4,6,7,19,22,29. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Vaccine recommendations for HCPs circulation of B. pertussis in the community ac-
counts for natural “boost”. However, vaccination
leads to a reduction in bacterial circulation and a
subsequent loss of protection after natural infec-
tion, resulting in an increase in the incidence of
the disease among teenagers and young adults,
who become an significant source of infection of
children 29,30,31,32,33,34,35,36,37,38,39,40. HCP vaccination recommendations vary accord-
ing to country, vaccine availability, and to the risk
estimates of the different preventable diseases
immunization, the latter of which depends on
epidemiological information 1,2,3,4,5,6,7,8,9,10,11,12,
13,14,15,16,17,18,19. Most countries recommend the
use of the influenza and hepatitis B vaccines;
however, after the licensing of acellular vaccines
for adolescents and adults, many countries have
introduced these vaccines for HCPs. In the Unit-
ed States 1,7,8,9,10,11,12, Canada 13, various Europe-
an countries 14,15, Australia 16,17 and some Latin
America countries 18,19, acellular pertussis vac-
cines combined with the tetanus and diphtheria
toxoids (Tdap) and IPV standalone or with Tdap
(Tdap-IPV) are already recommended for all or
some HCPs 1,14 (Tables 2 and 3). Protection against the most serious forms of
the disease offered by whole cell vaccines and
acellular vaccines is greater in the early years
after vaccination. Although the risk of hospi-
talization and death due to pertussis is lower in
adults, the disease causes substantial morbid-
ity in these groups and is one of the most com-
mon causes of continuous cough 22,24, 29,32,33,38,42. Separate vaccination of adolescents and adults
became possible after the development and ap-
proval of specific vaccines for each group. The
pertussis vaccines for adults licensed for use in
Brazil are listed in Table 1. Only acellular vaccines
with reduced quantity of diphtheria toxoid can
be administered to adults, and they can be pro-
duced individually or in combination with IPV
7,8,9,10,11,12,13,14,29. The inclusion of the acellular pertussis vac-
cine is due to an increase in the incidence of per-
tussis in certain European countries 28,29,30,31,32,33,
34,35,36,37,38,39,40, the USA 1,78,9,10,11,12,21,24,25,26,27,
Canada 13,22,23 and Australia 16,17,41,42,43. In these
regions pertussis currently affects all age groups,
and incidence rates are particularly high in ado-
lescents and young adults 36,38,43. During the last decade, the use of these vac-
cines for adolescents and adults, particularly
those in contact with young babies, has been in-
troduced in several countries 3,6,7,18,19,25,26,27,29,30,
31,32,38,43,46,49,52,57. Pertussis vaccines Pertussis vaccines have been in use since the
1940s, but are not recommended after seven
years of age due to their reactogenicity. It is esti-
mated that protection after natural infection and/
or pertussis vaccination lasts between 5 and 10
years. In locations with low vaccination coverage, In this paper we review the current HCP vac-
cination recommendations, focusing on the per-
tussis acellular vaccines, through a data search
of the PubMed (January/2000 to March/2012), Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1279 FIM: fi mbria; PRN: pertactina; PHA: phytohaemagglutinin. Vaccine recommendations for HCPs The reemergence of pertussis can be associ-
ated with a number of factors, including: incom-
plete protection provided by vaccines; waning
of immunity after 5 to 20 years; introduction of
new diagnostic tests, such as PCR and serologic
tests; high perception of the disease during out-
breaks and high notification rates of suspicious
cases; circulation of new strains not covered by Table 1 Table 1 Combined pertussis vaccines for adults. Sanofi Pasteur
GSK
Presentation
Tdap-IPV
Tdap
Tdap
Tdap-IPV
Indicated age
> 3 years and adults
> 4 years and adults
> 4 years and adults
> 4 years and adults
Pertussis toxoid (µg)
2.5
2.5
8.0
8.0
PHA (µg)
5.0
5.0
8.0
8.0
PRN (µg)
3.0
3.0
2.5
2.5
FIM 2 + 3 (µg)
3.0
5.0
-
-
Diphtheria toxoid
≥ 2 IU (2 Lf)
2 Lf
≥ 2 IU (2.5 Lf)
≥ 2 IU (2.5 Lf)
Tetanus toxoid
≥ 20 IU (5 Lf)
5 Lf
≥ 20 IU (5 Lf)
≥ 20 IU (5 Lf)
Polio (D-Ag-U)
1
40
-
-
40
2
8
-
-
8
3
32
-
-
32
FIM: fi mbria; PRN: pertactina; PHA: phytohaemagglutinin. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1280 Moraes JC et al. Table 2 Table 2 Acellular pertussis vaccines recommended for health care professionals (HCPs) by country and year. Acellular pertussis vaccines recommended for health care professionals (HCPs) by country and year. Acellular pertussis vaccines recommended for health care professionals (HCPs) by country and year. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Vaccine recommendations for HCPs Country/Region
Reference
Year
Recommendation
United States
7
2005
Adults aged between 19 and 64 years and those with contact with babies < 12 months
(parents, grandparents aged < 65 years and HPCs), HCPs working in hospitals
or ambulatory care settings and have direct patient contact
Canada
13
2006
All HCPs in contact with infants ≤ 18 months
World (World Health
Organization)
6
2011
HCPs working with infants or immunocompromised people, especially in maternity
and pediatric units
Germany
14
2011
All HCPs
Austria
14
2011
Pediatricians and HCPs working in neonatal centers
Belgium
14
2011
All HCPs
France
14
2011
HCPs in direct patient contact
Finland
14
2011
Pediatricians and HCPs in neonatal centers
Netherlands
14
2011
All HCPs
Luxembourg
14
2011
All HCPs
Norway
14
2011
Pediatricians and HCPs in neonatal centers
United Kingdom
14
2011
All HCPs
Uruguay
18
2012
HCPs, especially those in direct contact with infants < 6 months
Americas (Pan American
Health Organization)
19
2012
Recommended for HCPs to prevent transmission to infants < 6 months and
immunocompromised people Table 3 Countries with recommendations for inactivated polio vaccine (IPV) use among health care professionals (HCPs) 14. Country
Recommendation
Austria
Recommended for specific HCP groups or health care settings
Cyprus
All HCPs
Finland
All HCPs
France
Mandatory for all HCPs
Germany
Recommended for specific HCP groups or health care settings
Ireland
Recommended for specific HCP groups or health care settings
Lithuania
All HCPs
Luxembourg
All HCPs
Malta
All HCPs
Switzerland
All HCPs
United Kingdom
All HCPs vaccination was limited to these vaccines in the
USA, Canada and Europe. The comparison of
current trends between countries is limited be-
cause different countries use different vaccines,
employ different vaccination schedules, have
variable coverage rates and use different pertus-
sis case research and reporting methods. vaccines; and other unidentified factors. In devel-
oped countries, acellular pertussis vaccines were
introduced after 1999, and nowadays the majori-
ty of pertussis cases are diagnosed in adolescents
and adults that received acellular vaccines. There
is no doubt that the duration of protection after
acellular vaccines is limited. Furthermore, the
low duration of protection after whole cell vac-
cines and natural infection was observed when The recent reemergence of pertussis in Latin
American countries that still use whole cell vac- Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1281 worked in a laboratory specialized in pertussis
diagnosis 96. Pertussis in HCPs: risks to patients and
health workers The risk of contracting pertussis through
contact with patients has been very well docu-
mented 15,16,17,21,31,61,62,65,66,67,68,69,70,71,72,74,
104,105. In 2003, in the United States, a single baby
with pertussis transmitted the disease to 17 HCPs
that in turn transmitted it to 307 people 66. HCPs may contract pertussis and transmit the
disease to their patients and hospital colleagues,
thus causing disease outbreaks 1,8,10,11,15,16,45,48,63,
64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,
86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105. Residents and those working in emergency rooms
are at risk of acquiring pertussis 24; however, oth-
er HCPs, such as nurses, physiotherapists and
people who are in direct contact with patients are
at greater risk of becoming infected 63,64,65,66,67,68,
69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,
91,92,93,94,95,96,97,98,99,100,101,102,103,104,105. Adults
generally develop a milder form of the disease
than children, however morbidity and the chanc-
es of complications are high 1,7,21,22,23,24,29,30. In
adults the disease generally lasts for four weeks,
with 25% of patients developing complica-
tions 24. It should be noted that even asymptom-
atic or mild cases may transmit B. pertussis to oth-
ers, including family members 51,66,69,72,73,83,96. During an outbreak in Cincinnati, 2% of the
employees (87 out of 3,764) of a pediatric hospi-
tal developed pertussis, leading to the following
morbidities: 97% (84/87) of the infected employ-
ees had a cough for over two weeks; 74% (64/87)
had a paroxysmal cough; and 31% (27/87) suf-
fered from post-cough vomits 80. Ten patients and five employees of a hospital
in Atlanta developed pertussis during a period of
only two months. A total of 630 of the 1,330 HCPs
were treated with erythromycin prophylaxis and
a half dose of the child acellular vaccine (DTaP)
in an attempt to control the epidemic, since the
specific adult formulation had still not been li-
censed at the time 21. In 2003, the investigation of a case of pertus-
sis in a premature newborn hospitalized in an in-
tensive care unit revealed that the index case was
a 36 year-old nurse who had worked with a par-
oxysmal cough for three weeks, and was only re-
moved from work after developing pneumotho-
rax. During the investigation, it was discovered
that four out of a total of 72 exposed health pro-
fessionals also developed the disease 65. The majority of pertussis outbreaks as-
sociated with HCPs have been reported in pe-
diatric hospitals 8,63,68,69,87,83,96, particularly in
neonatal care units and intensive care services
65,66,67,69,72,88,94,98,103 with hospitalized infants in
units that treat immunocompromised or insti-
tutionalized patients 64,95,104. Vaccine recommendations for HCPs cines has led to a great number of deaths. How-
ever, this reemergence cannot be explained by
the introduction of acellular vaccines or new di-
agnostic tests, because access to these tests is not
universal. Rather, it is probable that Latin Ameri-
can countries are experiencing a similar trend to
that registered in developed countries over the
last decade, where an age shift of pertussis was
observed towards adolescents and adults due to
high vaccination coverage rates among children. The availability of new diagnostic resources for
pertussis, such as PCR and serology, has helped
to identify pertussis as one of the main causes
of prolonged cough illness in adults 22 and has
shown that the disease may exist in mild or as-
ymptomatic forms 33,51. The large majority of
pertussis cases are reported in young babies, but
the disease may affect people of any age group,
including the elderly 28,39,34,35,37,41,45,47,50,51,56. Although pertussis hospital outbreaks involve
only a small number of individuals, they may be
very costly due to the recommended investigation
and control measures that involve the temporary
removal of the professionals from the working
environment, the use of prophylactic antibiotics
and laboratory tests of infected cases 65,66,67,68,
69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,
91,92,93,94,95,96,97,98,99,100,101,102,103,104,105, as well as
problems associated with noncompliance with
recommended prophylaxis 76,92,93,94,95,97,98,99. Most of the information on pertussis in HCPs
comes from the United States, Canada, Europe
and Australia, where laboratory resources for the
confirmation of cases in adults, such as PCR and
specific serology, are more easily available 16,17,57,
58,59,60,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,81,82,83,84,
85,86,87,88,89,90,91,92,93,94,95,97,98,99,100,101,102,103,104. Seroepidemiologic investigations of the
disease conducted in different countries show
that the annual incidence of pertussis in ado-
lescents and young adults varies between 1 and
6% 34,35,37,40,44 and that infection rates are greater
among HCPs than in other professionals 24. In the United States, pertussis outbreaks in
HCPs were reported more than three decades ago
105 and reports of pertussis outbreaks involving
HCPs have become increasingly common since
the 1990s, especially during pertussis epidem-
ics which occur every three to four years even in
vaccinated populations 10,11,66,67,67,68,69,70,71,72,73,
74,75,76,77,78,79,80,81. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Cost implications of Pertussis outbreaks
in hospitals Although pertussis outbreaks that occurred in
hospital settings affected relatively few patients
(between two and 17) and HCPs (between five
and 13), the cost implications were substantial
due to the need to investigate the presence of the
disease in a large number of people, absenteeism
and measures against pertussis 66,68,69,70,80,92. In a study of a case involving four health pro-
fessionals diagnosed with pertussis conducted in
Atlanta, the average cough duration before the
index case was identified varied between 11 and
25 days 65. During an outbreak in Cincinnati, 79 employ-
ees had to stay off work for at least five days and
622 people took antibiotics for 14 days 80. Another study concluded that precaution
measures (isolation and chemoprophylaxis) were
inadequate in 17 out of 28 confirmed pertus-
sis cases, resulting in the exposure of 355 HCPs,
each of which exposed an average of nine other
HCPs to the disease (variation 1 to 86). Adequate
precautionary measures were adopted in a little
more than one third of cases (11 out of a total of
28 cases) during another outbreak. A total of 355
HCPs were exposed to 17 patients with pertussis
without any protection, and it was considered
that exposure to pertussis would be “probably in-
evitable” in more than 80% of the contacts 69. It is estimated that each pertussis case costs
between US$164 and US$357, while the cost of
controlling hospital outbreaks varies between
US$19,500 and US$195,000, depending on the
number of professionals exposed to the disease
66,68,69,70,92. The estimated cost of managing the exposure
of 355 HCPs in a tertiary care center for children
in Cincinnati during a period of 20 months was
US$69,770, while vaccination of the profession-
als involved cost approximately US$60,000 69. In France, pertussis is not a disease that re-
quires compulsory notification and approxi-
mately half of the notified pertussis cases are from
hospitals where an HCP is affected 86. Several
pertussis intra-hospital transmission cases have
also been reported in the last decade. In 1997, a
55 year-old nurse worked for five weeks with a
cough until she was eventually diagnosed with
pertussis. The investigation showed that nine out
of 61 health professionals (15%) who had been in
contact with the index case had serological indi-
cations of recent pertussis infection 82. Pertussis in HCPs: risks to patients and
health workers Recently, a pertus-
sis outbreak was also detected among HCPs who Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1282 In 2004, an investigation of a pertussis out-
break that affected six children born between 4
and 16 of June in Texas, identified 29 children
under four months of age who met the clinical
criteria for pertussis, of which 11 had had con-
tact with a nurse who was later confirmed as
having pertussis. This professional worked with
cough and dyspnea symptoms while in contact
with 113 babies, of which 11 (9.7%) developed
the disease 72. The investigation of a pertussis outbreak be-
tween November 2000 and March 2011 after con-
firmation of three cases among hospital health
professionals revealed that 91 people were ex-
posed to infected patients, including 77 HCPs, 12
patients and two patients’ relatives, generating
four additional pertussis cases 83. Another outbreak in a maternity center in-
volving five HCPs led to 10 probable cases among
a group of 101 HCPs who were exposed to the
disease out of a total of 201 professionals that
worked in the center and agreed to participate in
the investigation. Only 60% of participants took
the prescribed antibiotic, 85% of the suspects
used masks, and only 46% used the mask cor-
rectly 85. One of the reasons for noncompliance
with prophylactic measures is the high rate of
side effects associated with the use of macrolides
(33%) 84. However, the main reason for noncom-
pliance is a lack of awareness among HCPs of the
risks the disease poses 71,81. Since the symptoms of pertussis in adoles-
cents and adults generally consists of an exten-
sive cough without fever, it is not always easy to
recognize the disease, and the majority of the
HCPs maintain their usual activities during the
maximum transmissibility phase, thus exposing
patients and fellow workers to pertussis 16,17,63,64,
65,66,67,68,69,70,71,72,73,74,75,76,77,85,90,91,92,93,94,95,96,97,
98,99,100,101,102,103,104,105. The growth culture is con-
sidered the gold standard for pertussis diagnosis;
however, test sensitivity is poor since B. pertus-
sis exhibits a slow growth. In locations where the
PCR test is not available, the disease is seldom
recognized in adults and, therefore, outbreak
control measures are seldom taken 68. In addi-
tion, recommended hospital outbreak control
measures are not always effectively implemented
65,69,72,73,74,75,76,81. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Vaccine acceptance and the difficulties
in implementing other prophylactic
measures to prevent the spread
of pertussis pertussis, and only 22% knew that the patients’
close contacts should also be tested 75. In a study conducted in France, physicians
were more aware of occupational vaccinations
than other HCPs and pediatricians were the best
informed regarding the need to protected against
flu and pertussis 87. In Germany 91 and Austra-
lia 97 misconceptions about pertussis were more
prevalent among nursing health professionals. It
should be pointed out that these professionals
have greater direct contact with high risk chil-
dren, and have been more frequently identified
as primary cases in pertussis outbreaks reported
in neonatal units 65,66,67,68,69,72,94,98. Despite recommendations, many HCPs do not
get vaccinated 77,87,88,89,90,91,92,93 because they
wrongly believe that infection or vaccination
during childhood provides permanent pro-
tection 87,88,89,90,91,92,93. Studies also show that
the following main factors are associated with
low vaccine coverage in HCPs: low perception
of risk; lack of specific knowledge of vaccines;
unawareness of vaccination recommendations
and legislation and lack of orientation by the
health authorities (Table 4). Lack of access to
vaccines in the workplace due to cost factors
also hinder compliance with vaccination recom-
mendations. This is the case not only with new
vaccines, such as Tdap and Tdap-IPV, but also
for those vaccines traditionally recommended
for HCPs 8,16,17,88,89. In a study that involved almost 2,000 HCPs
in Sweden in 2007 71, only 13% of interviewees
planned to take the acellular pertussis vac-
cine. The main factor associated with vaccine
refusal was the belief that vaccination against
pertussis during childhood provides permanent
protection. The difficulties involved in achieving compli-
ance with pertussis vaccination of HCPs in some
countries have led to discussions regarding com-
pulsory vaccination 10,11,16,17. In Germany, 68.4%
of 1,215 HCPs supported mandatory vaccination
for HCPs, however, acceptations of mandatory
vaccination was lower among nurses, the group
with lower immunization coverage rates 91. Low coverage and incomplete vaccination
regimens put the exposed individual at risk and
generate expenses for employees and for the em-
ployers in the form of laboratory tests, treatment
and/or immunoprophylaxis. Despite this, pro-
phylactic measures to avoid infections are not
always adopted in a timely manner 63,64,65,66,67,68,
69,70,71,72,73,74,75,76. Even in some regions in Australia, where the
pertussis vaccination is compulsory for health
professionals, more than one third of profession-
als believed that they remained protected after
vaccination during childhood 97. Cost implications of Pertussis outbreaks
in hospitals The cost of a pertussis outbreak involving
HCPs in France was €46,661, of which 42% was
due to loss of productivity 83. An estimate based on the direct and indirect
costs (temporary work absence) associated with
outbreak control suggested that HCP vaccina-
tion could decrease costs by 238% and reduce
the chances of infection by 46% 66. PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1283 Vaccine acceptance and the difficulties
in implementing other prophylactic
measures to prevent the spread
of pertussis Lack of knowledge of the recommendation
regarding the use of chemoprophylaxis after
exposure to pertussis is a relevant issue even in
countries where vaccines for HCPs are recom-
mended 17,76,80,81,82,92. An investigation into the knowledge and at-
titudes with regard to pertussis vaccination per-
formed in the USA with 63 HCPs showed that
only 19% were aware that pertussis is a manda-
tory notifiable disease and half (52%) were aware
of pertussis vaccination recommendations for
HCPs in force in the USA since 2006. Almost half
(48%) were not aware of the need to prescribe
prophylactic antibiotics for people exposed to CDC: Centers for Disease Control and Prevention. Pertussis in Brazil In Brazil, acellular pertussis vaccines for adoles-
cents and adults (Tdap and Tdap-IPV) are only
available in private clinics and, although recom-
mended by the Brazilian Society of Immuniza-
tion and by Medical Associations, they have not
yet been included in the NR32 for HCPs 2,3,4,5. Table 4 Factors associated with acceptance and refusal of acellular pertussis vaccines by health care professionals (HCPs) 17,75,81,87,88,89,90,91. Acceptance
Refusal
1. Received a recommendation to take vaccination from a physician
1. Lack of a personal recommendation for vaccination
2. Awareness of CDC recommendation for pertussis vaccination
for HCPs
2. Misconception that vaccine received previously protects for life
3. Encouraged to take vaccination by coworker
3. Low perception of the personal risks of contracting pertussis
4. Belief that HCPs may spread pertussis to patient and family
CDC: Centers for Disease Control and Prevention. actors associated with acceptance and refusal of acellular pertussis vaccines by health care professionals (HCPs) 17,75,81,87,88,89,90,91. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1284 Pertussis incidence rates in Brazil are very low
compared with many countries and most cases
are reported in infants under six months of age
3,4,54,55,56. Pertussis diagnosis is generally carried
out using clinical criteria and with or without
the culture method 3,4,54,55,56. Although culture
is considered the gold standard for pertussis di-
agnosis, it rarely gives positive results when the
classic criterion for pertussis (a cough lasting for
more than two weeks) is adopted. Pertussis is sel-
dom suspected in adults and it is generally not
possible to confirm diagnosis through growth
culture 54,55,56. Lack of data does not mean that
the disease does not occur, and recent studies
in Latin American countries 45,46,47,48,49,50,51,52,
53,54,55,56, including Brazil 45,56, have shown that
young adults (19 to 39 years of age) are a source
of infection to children 56. With regard to trans-
mission among HCPs, only one publication con-
cerning a teaching hospital in the State of São
Paulo was found 106. The number of pertussis
cases and associated deaths has risen in Brazil. In 2011, there were 2,257 cases and 55 deaths 3. In the State of São Paulo, 913 cases and 23 deaths
were recorded, corresponding to about 40% of
pertussis cases and deaths registered in Brazil 4. It
is important to emphasize that RT-PCR pertussis
diagnosis has only been introduced in the State
of São Paulo 3,4. rently no minimum interval between dT and
Tdap or Tdap-IPV 9,114,120 and data confirms that
Tdap can be used safely in the elderly, albeit with
a reduction in antibody levels 115,116. Table 4 The Advisory Committee on Immunization
Practices (ACIP) recommends that adults aged
≥ 65 years (including HCPs) who have or who
anticipate having close contact with an infant <
12 months of age and who have not previously
received dTpa should receive a single dose of
Tdap to protect against pertussis, regardless of
the interval since the last tetanus or diphtheria-
toxoid containing vaccine 9. European studies of
Tdap-IPV also showed that this vaccine can be
safely used after dT 107,108. When necessary (e.g., travel or epidemics),
Tdap or Tdap-IPV vaccines may be given to preg-
nant women, preferentially after the first trimes-
ter of pregnancy 9,12,13,18,19,114. It is estimated that protection lasts for 5 to 10
years 110,111,112,113,117,118,119; however, until now,
only a few countries recommend redosing of
these vaccines 31. Recent studies confirmed that
a dTpa vaccine can be given 5 to 10 years after
the previous dose in adults immunized with the
same product 117,118,119. Several studies have provided evidence that
Tdap and Tdap-IPV may be given simultaneously
with other vaccines whether they contain a live
agent or not (influenza, triple viral, hepatitis B
and HPV) 7,9,109,114. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Conclusions The Tdap and Tdap-IPV vaccines recommended
for HCPs are safe and their reactogenicity profile
is similar to that of the dT and dT-IPV vaccines 7,
8,9,16,29,100,101,102,103,104,107,108,109,110,111,112,113,114,
115,116,117,118,119,120. Fewer local reactions were re-
ported among Tdap or Tdap-IPV recipients com-
pared with those who received Tdap or Tdap-IPV. The majority of adverse events were local reac-
tions, similar to those observed in children who
received four doses of DTaP 7,62,107,108,109,113. Pertussis has reemerged in a number of countries
and is considered a risk to HCPs, their patients
and family members. HCPs play an important role in suspecting,
reporting and treating pertussis. Pertussis out-
breaks in health care facilities have been detected
in different countries. Measures to investigate,
treat and control pertussis clusters are not very
effective and generate a huge waste of resources
that could be much better employed in disease
prevention. There is little information on the efficacy of
Tdap and Tdap-IPV vaccines for HCPs. How-
ever, immune response is excellent and, based
on efficacy data in adolescents and adults, it is
estimated that vaccine effectiveness is almost
80% 7,23. Seroconversion occurs after only one
week in more then 40% of individuals and high
seroconversion rates (> 90%) against diphtheria,
tetanus, pertussis and poliovirus have been re-
ported after two to four weeks 107,108. HCP pertussis immunization benefits both
the community and the individual, since it re-
duces the risk of contraction and transmission
of the disease. Little information on the risk and acceptance
of pertussis vaccines by HCPs is available in Bra-
zil, and it is crucial to disseminate information
on the risks of this disease and the benefits of
vaccination, and improve pertussis surveillance
with introduction of new diagnostic tests (RT-
PCR and serology). Tdap and Tdap-IPV vaccines were recom-
mended only for adolescents and young adults
(< 64 years of age) with an interval of at least two
years after the use of dT 7; however, there is cur- PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1285 PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1285 Considering the close association between
vaccine acceptance and recommendations that
laypeople receive from HCPs, the latter should
receive continuing education on this subject to
enable them to provide information on the ben-
efits offered by the vaccines as recommended by
the Medical Associations. Considering the difficulties in diagnosing
the disease and delays in the implementation
of measures to control the dissemination of B. Vacuna contra las Tos Ferina; Personal de Salud;
Riesgos Laborales Contributors El propósito de este artículo es describir los recientes
cambios en la epidemiología y políticas de vacunación
para la prevención de la tos ferina en los profesionales
de la salud. Los autores realizaron un estudio de los ar-
tículos publicados en PubMed, sitios como SciELO, de la
OMS, OPS, CDC y Ministerio de Salud de Brasil con las
siguientes palabras clave: vacunas contra la tos ferina y
profesionales de la salud. La vacunación de los traba-
jadores de la salud contra la tos ferina es recomendada
por la OMS, la OPS, CDC y por las autoridades sanita-
rias de 9 países europeos, de Australia, Hong Kong, Sin-
gapur, Costa Rica, Argentina y Uruguay, y en algunos
países es obligatoria. En Brasil, se ha identificado un
solo artículo sobre la vacunación de los trabajadores de
la salud contra la tos ferina, sin embargo, frente al re-
surgimiento de la enfermedad con un gran número de
hospitalizaciones y muertes en 2011, consideramos que
es necesario revisar la política pública de vacunación
de los profesionales de la salud, especialmente si tienen
contacto con niños pequeños. J. C. Moraes and L. F. Bricks contributed to project de-
sign and the drafting and final approval of this article. T. Carvalhanas contributed to project design and the
critical review and final approval of this article. Acknowledgments The authors are grateful to the Department of Social
Medicine of the Faculty of Medical Sciences of the Santa
Casa de São Paulo. Conclusions pertussis in hospitals, this study recommends
greater attention on the part of health authori-
ties with regard to the control and management
of pertussis. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 References References 1. New York State Department of Health. NYSDOH
health advisory: recommendations for vaccina-
tion of health care personnel (HCP). http://www. health.state.ny.us/prevention/immunization/
health_care_personnel/docs/2008_vaccination_
of_health_care_personnel.ppt (accessed on 09/
Nov/2009). 1. New York State Department of Health. NYSDOH
health advisory: recommendations for vaccina-
tion of health care personnel (HCP). http://www. health.state.ny.us/prevention/immunization/
health_care_personnel/docs/2008_vaccination_
of_health_care_personnel.ppt (accessed on 09/
Nov/2009). 14. Maltezou HC, Wicker S, Borg M, Heininger U, Puro
V, Theodoridou M, et al. Vaccination policies for
health-care workers in acute health-care facilities
in Europe. Vaccine 2011; 29:9557-62. 15. Wicker S, Rose MA. Health care workers and per-
tussis: an underestimated issue. Med Klin (Mu-
nich) 2010; 105:882-6. 2. Ministério do Trabalho e Emprego. Norma regu-
latória no 32. http://www.mte.gov.br/legislacao/
normas_regulamentadoras/nr_32.pdf (accessed
on 09/Nov/2011). 16. Helms C, Leask J, Robbins SC, Chow MY, McIntyre
P. Implementation of mandatory immunisation of
healthcare workers: observations from New South
Wales, Australia. Vaccine 2011; 29:2895-901. 3. Ministério da Saúde. Imunização. http://portal. saude.gov.br/portal/saude/profissional/area. cfm?id_area=1448 (accessed on 04/Dec/2012). 17. Seale H, Leask J, Raina MacIntyre C. Do they ac-
cept compulsory vaccination? Awareness, atti-
tudes and behavior of hospital health care work-
ers following a new vaccination directive. Vaccine
2009; 27:3022-5. 4. Divisão de Doenças Respiratórias, Centro de Vigi-
lância Epidemiológica. Imunização. http://www. cve.saude.sp.gov.br/htm/cve_im.html (accessed
on 04/Dec/2012). 18. Ministerio de Salud Pública. Cambios en certifica-
do esquema de vacunación. http://www.msp.gub. uy/uc_6061_1.html (accessed on 27/Mar/2012). 5. Sociedade Brasileira de Imunizações. Vacinação. http://www.sbim.org.br/vacinacao/ (accessed on
09/Nov/2011). 19. Pan American Health Organization. Epidemiologi-
cal alerts and reports. Epidemiological alert: per-
tussis (whooping cough), 2 march 2012. http://
new.paho.org/hq/index.php?option=com_conten
t&task=view&id=6483&Itemid=2291 (accessed on
28/Mar/2012). 6. World Health Organziation. Pertussis vaccines:
WHO position paper recommendations. Vaccine
2011; 29:2355-6. 7. Kretsinger K, Broder KR, Cortese MM, Joyce MP,
Ortega-Sanchez I, Lee GM, et al. Preventing teta-
nus, diphtheria, and pertussis among adults: use
of tetanus toxoid, reduced diphtheria toxoid and
acellular pertussis vaccine recommendations of
the Advisory Committee on Immunization Practic-
es (ACIP) and recommendation of ACIP, supported
by the Healthcare Infection Control Practices Advi-
sory Committee (HICPAC), for use of Tdap among
health-care personnel. MMWR Recomm Rep 2006;
55(RR-17):1-37. 20. World Health Organization. Pertussis. http://www. who.int/topics/pertussis/en/ (accessed on 26/
Dec/2011). 21. Shefer A, Dales L, Nelson M, Werner B, Baron R,
Jackson R. Use and safety of acellular pertussis
vaccine among adult hospital staff during an out-
break of pertussis. J Infect Dis 1995; 171:1053-6. 22. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Conflicts of interests L. F. Bricks works in Sanofi Pasteur, Brazil. Vacuna contra las Tos Ferina; Personal de Salud;
Riesgos Laborales Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1286 References Source of infec-
tion for laboratory confirmed cases less than 12
months of age during an epidemic, Sydney, 2009. Commun Dis Intell 2010; 34:116-21. 43. New South Wales Government. Pertussis. http://
www.health.nsw.gov.au/data/diseases/pertussis. asp (accessed on 11/Aug/2011). 28. Pebody RG, Gay NJ, Giammanco A, Baron S,
Schellekens J, Tischer A, et al. The seroepidemiol-
ogy of Bordetella pertussis infection in Western Eu-
rope Source. Epidemiol Infect 2005; 133:159-71. 44. Rendi-Wagner P, Tobias J, Moerman L, Goren S,
Bassal R, Green M, et al. The seroepidemiology of
Bordetella pertussis in Israel: estimate of incidence
of infection. Vaccine 2010; 28:3285-90. 29. Guiso N. Bordetella pertussis and pertussis vac-
cines. Clin Infect Dis 2009; 49:1565-9. 45. Kowalzik F, Barbosa AP, Fernandes VR, Carvalho
PR, Avila-Aguero ML, Goh DY, et al. Prospective
multinational study of pertussis infection in hos-
pitalized infants and their household contacts. Pe-
diatr Infect Dis J 2007; 26:238-42. 30. Guiso N, Liese J, Plotkin S. The global pertussis
initiative: meeting report from the fourth region-
al roundtable meeting, France, 14-15 April, 2010. Hum Vaccin 2011; 7:481-8. 31. Euvacnet. Pertussis. http://www.euvacnet.org (ac-
cessed on 14/Nov/2011). 46. Ulloa-Gutierrez R, Avila-Aguero ML. Pertussis in
Latin America: current situation and future vac-
cination challenges. Expert Rev Vaccines 2008;
7:1569-80. 32. Lasserre A, Laurent E, Turbelin C, Hanslik T, Blan-
chon T, Guiso N. Pertussis incidence among ado-
lescents and adults surveyed in general practices
in the Paris area, France, May 2008 to March 2009. Euro Surveill 2011; 16:19783. 47. Romanin V, Salvay MC, Man C, Mistchenko A, Gen-
tile A. A B. pertussis outbreak in a pediatric hospi-
tal. Rev Hosp Niños B Aires 2005; 47:211-6. 33. de Greeff SC, Mooi FR, Westerhof A, Verbakel JM,
Peeters MF, Heuvelman CJ, et al. Pertussis disease
burden in the household: how to protect young in-
fants. Clin Infect Dis 2010; 50:1339-45. 48. Hozbor D, Mooi F, Flores D, Weltman G, Bottero D,
Fossati S, et al. Pertussis epidemiology in Argenti-
na: trends over 2004-2007. J Infect 2009; 59:225-31. 49. Vizzotti C. Epidemiological alert – alert number
1: alert for pertussis increased cases, January 25,
2012. http://www.msal.gov.ar/images/stories/
alertas_epidemiologia/2012/alerta-1-tos-convul
sa-2012.pdf (accessed on 23/Feb/2012). 34. de Greeff SC, de Melker HE, van Gageldonk PG,
Schellekens JF, van der Klis FR, Mollema L, et al. Seroprevalence of pertussis in The Netherlands:
evidence for increased circulation of Bordetella
pertussis. PLoS One 2010; 5: e14183. 50. References Senzilet LD, Halperin SA, Spika JS, Alagaratnam
M, Morris A, Smith B, et al. Pertussis is a frequent
cause of prolonged cough illness in adults and ad-
olescents. Clin Infect Dis 2000; 32:1691-7. 8. Immunization of health-care personnel: recom-
mendations of the Advisory Committee on Im-
munization Practices (ACIP). MMWR Morb Mortal
Wkly Rep 2011; 60(RR07):1-45. 23. Greenberg DP, Doemland M, Bettinger JA, Scheif-
ele DW, Halperin SA, Waters V, et al. Epidemiol-
ogy of pertussis and Haemophilus influenzae
type b disease in Canada with exclusive use of a
diphtheria-tetanus-acellular pertussis-inactivated
poliovirus-Haemophilus influenzae type b pediat-
ric combination vaccine and an adolescent-adult
tetanus-diphtheria-acellular pertussis vaccine:
implications for disease prevention in the United
States. Pediatr Infect Dis J 2009; 28:521-8. 9. Committee on Infectious Diseases. Additional rec-
ommendations for use of tetanus toxoid, reduced-
content diphtheria toxoid, and acellular pertussis-
vaccine (Tdap). Pediatrics 2011; 128:809-12. 10. Miller BL, Ahmed F, Lindley MC, Wortley PM. US
hospital requirements for pertussis vaccination of
healthcare personnel, 2011. Infect Control Hosp
Epidemiol 2011; 32:1209-12. 24. Campins-Martí M, Cheng HK, Forsyth K, Guiso N,
Halperin S, Huang LM, et al. Recommendations
are needed for adolescent and adult pertussis im-
munisation: rationale and strategies for consider-
ation. Vaccine 2001; 20:641-6. 11. Weber DJ, Consoli SA, Sickbert-Bennett E, Rutala
WA. Assessment of a mandatory tetanus, diphthe-
ria, and pertussis vaccination requirement on vac-
cine uptake over time. Infect Control Hosp Epide-
miol 2012; 33:81-3. 25. Healy CM, Rench MA, Baker CJ. Implementation
of cocooning against pertussis in a high-risk popu-
lation. Clin Infect Dis 2011; 52:157-62. 12. Committee on Obstetric Practice. ACOG Commit-
tee Opinion N. 521: update on immunization and
pregnancy: tetanus, diphtheria, and pertussis vac-
cination. Obstet Gynecol 2012; 119:690-1. 26. Washington State Departament of Health. Preven-
tion and community health. Imunization & child
profile office. http://www.doh.wa.gov/cfh/immu
nize/documents/pertupdate.pdf (accessed on 20/
Mar/2012). 13. North Vancouver School District. Pertussis
(whooping cough) – important letter from Vancou-
ver Coastal Health. http://www.nvsd44.bc.ca/Up
dates/HealthInformation.aspx (accessed on 12/
April/2012). Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1287 27. Communicable Disease Epidemiology and Immu-
nization Section, King County, Government. Issue
brief – prevention of pertussis in infants, Janu-
ary 2012. https://www.kingcounty.gov/healthser
vices/health/communicable/providers/~/media/
health/publichealth/documents/communicable/
advisory110921.ashx/ (accessed on 28/Mar/2012). 42. Jardine A, Conaty SJ, Lowbridge C, Staff M, Vally
H. Who gives pertussis to infants? Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 References The role
of adults in household outbreaks of pertussis. Int J
Infect Dis 2010; 14:e111-4. 69. Daskalaki I, Hennessey P, Hubler R, Long SS. Re-
source consumption in the infection control man-
agement of pertussis exposure among healthcare
workers in pediatrics. Infect Control Hosp Epide-
miol 2007; 28:412-7. 57. Halperin SA, Smith B, Russell M, Scheifele D, Mills
E, Hasselback P, et al. Adult formulation of a five
component acellular pertussis vaccine combined
with diphtheria and tetanus toxoids and inactivat-
ed poliovirus vaccine is safe and immunogenic in
adolescents and adults. Pediatr Infect Dis J 2000;
19:276-83. 70. Zivna I, Bergin D, Casavant J, Fontecchio S, Nel-
son S, Kelley A, et al. Impact of Bordetella pertussis
exposures on a Massachusetts tertiary care medi-
cal system. Infect Control Hosp Epidemiol 2007;
28:708-12. 58. Collins CL, Salt P, McCarthy N, Chantler T, Lane L,
Hemme F, et al. Immunogenicity and safety of a
low-dose diphtheria, tetanus and acellular pertus-
sis combination vaccine with either inactivated or
oral polio vaccine as a pre-school booster in UK
children. Vaccine 2004; 22:4262-9. 71. Goins WP, Schaffner W, Edwards KM, Talbot TR. Healthcare workers’ knowledge and attitudes
about pertussis and pertussis vaccination. Infect
Control Hosp Epidemiol 2007; 28:1284-9. 72. Centers for Disease Control and Prevention. Hospital-acquired pertussis among newborns-
Texas, 2004. MMWR Morb Mortal Wkly Rep 2008;
57:600-3. 59. Pichichero ME, Rennels MB, Edwards KM, Blatter
MM, Marshall GS, Bologa M, et al. Combined teta-
nus, diphtheria, and 5-component pertussis vac-
cine for use in adolescents and adults. JAMA 2005;
293:3003-11. 73. Shah SI. Importance of vaccinations for close
contacts and caregivers. Am Fam Physician 2008;
77:1664. 60. Grimpel E, von Sonnenburg F, Sänger R, Abitbol
V, Wolter JM, Schuerman LM. Combined reduced-
antigen-content diphtheria-tetanus-acellular per-
tussis and polio vaccine (dTpa-IPV) for booster
vaccination of adults. Vaccine 2005; 23:3657-67. 74. Calderon M, Feja KN, Ford P, Frenkel LD, Gram
A, Spector D, et al. Implementation of a pertussis
immunization program in a teaching hospital: an
argument for federally mandated pertussis vacci-
nation of health care workers. Am J Infect Control
2008; 36:392-8. 61. Sandora TJ, Pfoh E, Lee GM. Adverse events after
administration of tetanus-diphtheria-acellular
pertussis vaccine to healthcare workers. Infect
Control Hosp Epidemiol 2009; 30:389-91. 75. Staes CJ, Gesteland PH, Allison M, Mottice S, Rubin
M, Shakib JH, et al. References Urgent care providers’ knowl-
edge and attitude about public health reporting
and pertussis control measures: implications for
informatics. J Public Health Manag Pract 2009;
15:471-8. 62. Kirkland KB, Talbot EA, Decker MD, Edwards
KM. Kinetics of pertussis immune responses to
tetanus-diphtheria-acellular pertussis vaccine in
health care personnel: implications for outbreak
control. Clin Infect Dis 2009; 49:584-7. 76. Leekha S, Thompson RL, Sampathkumar P. Epi-
demiology and control of pertussis outbreaks in a
tertiary care center and the resource consumption
associated with these outbreaks. Infect Control
Hosp Epidemiol 2009; 30:467-73. 63. Centers for Disease Control and Prevention (CDC). Outbreaks of pertussis associated with hospi-
tals: Kentucky, Pennsylvania, and Oregon, 2003. MMWR Morb Mortal Wkly Rep 2005; 54:67-71. 77. Miller BL, Kretsinger K, Euler GL, Lu PJ, Ahmed F. Barriers to early uptake of tetanus, diphtheria and
acellular pertussis vaccine (Tdap) among adults-
United States, 2005-2007. Vaccine 2011; 29:3850-6. 64. Boulay BR, Murray CJ, Ptak J, Kirkland KB, Montero
J, Talbot EA. An outbreak of pertussis in a hema-
tology-oncology care unit: implications for adult
vaccination policy. Infect Control Hosp Epidemiol
2006; 27:92-5. 78. Goins WP, Edwards KM, Vnencak-Jones CL, Rock
MT, Swift M, Thayer V, et al. A comparison of 2
strategies to prevent infection following pertussis
exposure in vaccinated healthcare personnel. Clin
Infect Dis 2012; 54:938-45. 65. Bryant KA, Humbaugh K, Brothers K, Wright J,
Pascual FB, Moran J, et al. Measures to control an
outbreak of pertussis in a neonatal intermediate
care nursery after exposure to a healthcare worker. Infect Control Hosp Epidemiol 2006; 27:541-5. 79. Lindley MC, Lorick SA, Spinner JR, Krull AR,
Mootrey GT, Ahmed F, et al. Student vaccination
requirements of U.S. health professional schools: a
survey. Ann Intern Med 2011; 154:391-400. 66. Calugar A, Ortega-Sánchez IR, Tiwari T, Oakes L,
Jahre JA, Murphy TV. Nosocomial pertussis: costs
of an outbreak and benefits of vaccinating health
care workers. Clin Infect Dis 2006; 42:981-8. 80. Christie CD, Glover AM, Willke MJ, Marx ML, Reis-
ing SF, Hutchinson NM. Containment of pertus-
sis in the regional pediatric hospital during the
Greater Cincinnati epidemic of 1993. Infect Con-
trol Hosp Epidemiol 1995; 16:556-63. 67. Vranken P, Pogue M, Romalewski C, Ratard R. Outbreak of pertussis in a neonatal intensive care
unit-Louisiana, 2004. Am J Infect Control 2006;
34:550-4. 81. Top KA, Halperin BA, Baxendale D, MacKinnon-
Cameron D, Halperin SA. References Beltrán Silva S, Cervantes Apolinar Y Cherry JD,
Conde González C, Gentile A, et al. Consensus on
the clinical and microbiologic diagnosis of Borde-
tella pertussis, and infection prevention. Expert
Group on Pertussis Vaccination. Salud Pública Méx
2011; 53:57-65. 35. Kretzschmar M, Teunis PF, Pebody RG. Incidence
and reproduction numbers of pertussis: estimates
from serological and social contact data in five Eu-
ropean countries. PLoS Med 2010; 7:e1000291. 36. Wiese-Posselt M, Hellenbrand W. Changes to the
varicella and pertussis immunisation schedule in
Germany 2009: background, rationale and imple-
mentation. Euro Surveill 2010; 15:19548. 51. Perret C, Viviani T, Peña A, Abarca K, Ferrés M. Source of infection in young infants hospitalized
with Bordetella pertussis. Rev Med Chil 2011;
139:448-54. 37. Riffelmann M, Koesters K, Saemann-Ischenko G,
Schmitt HJ, Wirsing von Koenig CH. Antibodies to
pertussis antigens in pediatric health care workers. Pediatr Infect Dis J 2002; 21:381-3. 52. Departamento de Inmunizaciones, Subsecretaria
de Salud Pública, Gobierno de Chile. Ordinario
B27 no 4006, November 28, 2011. 52. [Reemplazo
de la vacuna DTP (célula inteira) por dTpa (vacuna
acelular)]. http://www.colegiodeenfermeras.cl/
Ord.pdf (accessed on 27/Mar/2012). 38. Zepp F, Heininger U, Mertsola J, Bernatowska E,
Guiso N, Roord J, et al. Rationale for pertussis
booster vaccination throughout life in Europe. Lancet Infect Dis 2011; 11:557-70. 53. Duarte LSM, Moreno J, Gracia M, Realpe ME, Daza
GLP. Estado de portadores de Bordetella pertussis
en adolescentes de 12 a 19 años en el departa-
mento del Tolima, Colombia, 2007. Investig Andin
2008; 10:7-26. 39. Crespo I, Cardeñosa N, Godoy P, Carmona G, Sala
MR, Barrabeig I, et al. Epidemiology of pertussis in
a country with high vaccination coverage. Vaccine
2011; 29:4244-8. 40. Juanes JR, Gil A, González A, Arrazola MP, San-
Martín M, Esteban J. Seroprevalence of pertussis
antibody among health care personnel in Spain. Eur J Epidemiol 2004; 19:69-72. 54. Centro de Vigilância Epidemiológica. Informe téc-
nico. Situação epidemiológica atual da coqueluche
– cenário global. Boletim Epidemiológico Paulista
2012; 9:26-35. 55. Freitas AC, Okano V, Pereira JCR. Pertussis booster
vaccine for adolescents and young adults in São
Paulo, Brazil. Rev Saúde Pública 2011; 45:1062-71. 41. Quinn HE, McIntyre PB. Pertussis epidemiology
in Australia over the decade 1995-2005-trends by
region and age group. Commun Dis Intell 2007;
31:205-15. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1288 56. Baptista PN, Magalhães VS, Rodrigues LC. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 References Vaccination coverage
among health care workers in the pediatric emer-
gency and intensive care department of Edouard
Herriot hospital in 2007, against influenza, per-
tussis, varicella, and measles. Arch Pediatr 2009;
16:14-22. 103. Greer AL, Fisman DN. Keeping vulnerable chil-
dren safe from pertussis: preventing nosocomial
pertussis transmission in the neonatal intensive
care unit. Infect Control Hosp Epidemiol 2009;
30:1084-9. 104. Pascual FB, McCall CL, McMurtray A, Payton T,
Smith F, Bisgard KM. Outbreak of pertussis among
healthcare workers in a hospital surgical unit. In-
fect Control Hosp Epidemiol 2006; 27:546-52. 88. Loulergue P, Moulin F, Vidal-Trecan G, Absi Z,
Demontpion C, Menager C, et al. Knowledge, at-
titudes and vaccination coverage of healthcare
workers regarding occupational vaccinations. Vac-
cine 2009; 27:4240-3. 105. Kurt TL, Yeager AS, Guenette S, Dunlop S. Spread of
pertussis by hospital staff. JAMA 1972; 221:264-7. 89. Duong M, Mahy S, Binois R, Buisson M, Piroth L,
Chavanet P. Vaccination coverage of healthcare
professionals in an infectious diseases depart-
ment. Med Mal Infect 2011; 41:135-9. 106. Pellini ACG, Carvalhanas TRMP, Ciccone FH, Sidi
MSCJO. Investigação de casos de coqueluche na
Direção Regional de Saúde XVIII – Ribeirão Preto,
2004/2005. Boletim Epidemiológico Paulista 2005;
18:1-8. 90. Wicker S, Zielen S, Rose MA. Attitudes of health-
care workers toward pertussis vaccination. Expert
Rev Vaccines 2008; 7:1325-8. 107. Beytout J, Launay O, Guiso N, Fiquet A, Baudin
M, Richard P, et al. Safety of Tdap-IPV given one
month after Td-IPV booster in healthy young
adults: a placebo-controlled trial. Hum Vaccin
2009; 5:315-21. 91. Wicker S, Marckmann G, Poland GA, Rabenau HF. Healthcare workers’ perceptions of mandatory
vaccination: results of an anonymous survey in a
German University Hospital. Infect Control Hosp
Epidemiol 2010; 31:1066-9. 108. Larnaudie S, Guiso N, Baptiste C, Desaint C, Des-
forges L, Lebon P, et al. Humoral immunity of
DTaP-IPV vaccine (REPEVAX®) administered one
month after dT-IPV vaccine (REVAXIS®) in adults
with unknown vaccination history. Hum Vaccin
2010; 6:829-34. 92. Westra TA, de Vries R, Tamminga JJ, Sauboin CJ,
Postma MJ. Cost-effectiveness analysis of various
pertussis vaccination strategies primarily aimed
at protecting infants in the Netherlands. Clin Ther
2010; 32:1479-95. 93. Crameri S, Heininger U. Successful control of a
pertussis outbreak in a university children’s hospi-
tal. Int J Infect Dis 2008; 12:e85-7. 109. Vesikari T, Van Damme P, Lindblad N, Pfletsch-
inger U, Radley D, Ryan D, et al. References Pertussis immuniza-
tion in paediatric healthcare workers: knowledge,
attitudes, beliefs, and behaviour. Vaccine 2010;
28:2169-73. 68. Baggett HC, Duchin JS, Shelton W, Zerr DM, Heath
J, Ortega-Sanchez IR, et al. Two nosocomial per-
tussis outbreaks and their associated costs – King
County, Washington, 2004. Infect Control Hosp
Epidemiol 2007; 28:537-43. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 PERTUSSIS VACCINE FOR HEALTHCARE PROFESSIONALS
1289 82. Gehanno JF, Pestel-Caron M, Nouvellon M, Caillard
JF. Nosocomial pertussis in healthcare workers
from a pediatric emergency unit in France. Infect
Control Hosp Epidemiol 1999; 20:549-52. 97. Peadon E, Cooper C. Whooping cough: are health-
care workers putting children at risk? J Paediatr
Child Health 2007; 43:398-402. 98. Paterson JM, Sheppeard V. Nosocomial pertussis
infection of infants: still a risk in 2009. Commun
Dis Intell 2010; 34:440-3. 83. Ward A, Caro J, Bassinet L, Housset B, O’Brien JA,
Guiso N. Health and economic consequences of
an Outbreak of pertussis among healthcare work-
ers in a hospital in France. Infect Control Hosp
Epidemiol 2005; 26:288-92. 99. Greenberg D, Bamberger E, Ben-Shimol S, Ger-
shtein R, Golan D, Srugo I. Pertussis is under di-
agnosed in infants hospitalized with lower respira-
tory tract infection in the pediatric intensive care
unit. Med Sci Monit 2007; 13:CR475-80. 84. Giugliani C, Vidal-Trecaqn G, Traore S, Blanchard
H, Spiridon G, Rollot F, et al. Feasibility of azithro-
mycin prophylaxis during a pertussis outbreak
among healthcare workers in a university hospi-
tal in Paris. Infect Control Hosp Epidemiol 2006;
27:626-9. 100. Weber DJ, Rutala WA, Schaffner W. Lessons
learned: protection of healthcare workers from
infectious disease risks. Crit Care Med 2010; 38(8
Suppl):S306-14. 85. Vanjak D, Delaporte MF, Bonmarin I, Levardon
M, Fantin B. Cases of pertussis among healthcare
workers in a maternity ward: management of a
health alert. Med Mal Infect 2006; 36:151-6. 101. Greer AL, Fisman DN. Use of models to identify
cost-effective interventions: pertussis vaccination
for pediatric health care workers. Pediatrics 2011;
128:e591-9. 86. Bonmarin I, Poujol I, Levy-Bruhl D. Nosocomial
infections and community clusters of pertussis in
France, 2000-2005. Euro Surveill 2007; 12:E11-2. 102. Hoffait M, Hanlon D, Benninghoff B, Calcoen S. Pertussis knowledge, attitude and practices among
European health care professionals in charge of
adult vaccination. Hum Vaccin 2011; 7:197-201. 87. Hees L, Afroukh N, Floret D. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 References An open-label,
randomized, multicenter study of the safety, toler-
ability, and immunogenicity of quadrivalent hu-
man papillomavirus (types 6/11/16/18) vaccine
given concomitantly with diphtheria, tetanus,
pertussis, and poliomyelitis vaccine in healthy
adolescents 11 to 17 years of age. Pediatr Infect
Dis J 2010; 29:314-8. 94. Alexander EM, Travis S, Booms C, Kaiser A, Fry NK,
Harrison TG, et al. Pertussis outbreak on a neona-
tal unit: identification of a healthcare worker as
the likely source. J Hosp Infect 2008; 69:131-4. 95. Baugh V, McCarthy N. Outbreak of Bordetella per-
tussis among oncology nurse specialists. Occup
Med (Lond) 2010; 60:401-5. 110. Barreto L, Guasparini R, Meekison W, Noya F,
Young L, Mills E. Humoral immunity 5 years af-
ter booster immunization with an adolescent and
adult formulation combined tetanus, diphtheria,
and 5-component acellular pertussis vaccine. Vac-
cine 2007; 25:8172-9. 96. Miyashita N, Kawai Y, Yamaguchi T, Ouchi K, Kuro-
se K, Oka M. Outbreak of pertussis in a university
laboratory. Intern Med 2011; 50:879-85. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Moraes JC et al. 1290 111. Bailleux F, Coudeville L, Kolenc-Saban A, Bevil-
acqua J, Barreto L, André P. Predicted long-term
persistence of pertussis antibodies in adolescents
after an adolescent and adult formulation com-
bined tetanus, diphtheria, and 5-component acel-
lular pertussis vaccine, based on mathematical
modeling and 5-year observed data. Vaccine 2008;
26:3903-8. 117. Halperin SA, McNeil S, Langley J, Blatter M, Dion-
ne M, Embree J, et al. Tolerability and antibody
response in adolescents and adults revaccinated
with tetanus toxoid, reduced diphtheria toxoid,
and acellular pertussis vaccine adsorbed (Tdap)
4-5 years after a previous dose. Vaccine 2011;
29:8459-65. 118. Tomovici A, Barreto L, Zickler P, Meekison W, Noya
F, Voloshen T, et al. Humoral immunity 10 years af-
ter booster immunization with an adolescent and
adult formulation combined tetanus, diphtheria,
and 5-component acellular pertussis vaccine. Vac-
cine 2012; 30:2647-53. 112. Coudeville L, van Rie A, Andre P. Adult pertussis
vaccination strategies and their impact on per-
tussis in the United States: evaluation of routine
and targeted (cocoon) strategies. Epidemiol Infect
2008; 136:604-20. 113. Scott LJ. Tdap5 vaccine (Covaxis): a review of its
use as a single-booster immunization for the pre-
vention of tetanus, diphtheria, and pertussis in
children (aged 4 years), adolescents, and adults. BioDrugs 2010; 24:387-406. 119. Halperin SA, Scheifele D, De Serres G, Noya F,
Meekison W, Zickler P, et al. Cad. Saúde Pública, Rio de Janeiro, 29(7):1277-1290, jul, 2013 Submitted on 09/Jul/2012
Final version resubmitted on 17/Feb/2013
Approved on 14/Mar/2013 References Immune responses
in adults to revaccination with a tetanus toxoid,
reduced diphtheria toxoid, and acellular pertus-
sis vaccine 10 years after a previous dose. Vaccine
2012; 30:974-82. 114. Centers for Disease Control and Prevention. Up-
dated recommendations for use of tetanus toxoid,
reduced diphtheria toxoid and acellular pertussis
vaccine (Tdap) in pregnant women and persons
who have or anticipate having close contact with
an infant aged < 12 months. Advisory Committee
on Immunization Practices (ACIP), 2011. MMWR
Morb Mortal Wkly Rep 2011; 60:1424-6. 120. Talbot EA, Brown KH, Kirkland KB, Baughman AL,
Halperin SA, Broder KR. The safety of immuniz-
ing with tetanus-diphtheria-acellular pertussis
vaccine (Tdap) less than 2 years following pre-
vious tetanus vaccination: experience during a
mass vaccination campaign of healthcare person-
nel during a respiratory illness outbreak. Vaccine
2010; 28:8001-7. 120. Talbot EA, Brown KH, Kirkland KB, Baughman AL,
Halperin SA, Broder KR. The safety of immuniz-
ing with tetanus-diphtheria-acellular pertussis
vaccine (Tdap) less than 2 years following pre-
vious tetanus vaccination: experience during a
mass vaccination campaign of healthcare person-
nel during a respiratory illness outbreak. Vaccine
2010; 28:8001-7. 120. Talbot EA, Brown KH, Kirkland KB, Baughman AL,
Halperin SA, Broder KR. The safety of immuniz-
ing with tetanus-diphtheria-acellular pertussis
vaccine (Tdap) less than 2 years following pre-
vious tetanus vaccination: experience during a
mass vaccination campaign of healthcare person-
nel during a respiratory illness outbreak. Vaccine
2010; 28:8001-7. 115. Van Damme P, McIntyre P, Grimprel E, Kuriyakose
S, Jacquet JM, Hardt K, et al. Immunogenicity of
the reduced-antigen-content dTpa vaccine (Boos-
trix(®)) in adults 55 years of age and over: a sub-
analysis of four trials. Vaccine 2011; 29:5932-9. Submitted on 09/Jul/2012
Final version resubmitted on 17/Feb/2013
Approved on 14/Mar/2013 116. Moro PL, Yue X, Lewis P, Haber P, Broder K. Ad-
verse events after tetanus toxoid, reduced diph-
theria toxoid and acellular pertussis (Tdap) vac-
cine administered to adults 65 years of age and
older reported to the vaccine adverse event re-
porting system (VAERS), 2005-2010. Vaccine 2011;
29:9404-8.
|
https://openalex.org/W4297808742
|
https://uajnas.adenuniv.com/index.php/uajnas/article/download/38/147
|
Arabic
| null |
Remote system performance analysis of the virtual applications and virtual desktops by using Parallels 2X RAS technique
|
Mağallaẗ ğāmi'aẗ 'adan li-l-'ulūm al-ṭabīyyaẗ wa-al-taṭbīqiyyaẗ
| 2,019
|
cc-by-sa
| 5,079
|
Abstract The fast spread of computer networks and broadband Internet access and also the development
of different operating systems make possible the use of different virtualization techniques. Virtualization techniques provide efficient IT solutions in corporate and educational sectors. We
present an original structural framework for which the effect of virtualization technology are
measured, based on a real campus wide deployment. The Virtual Desktop Infrastructure (VDI)
provides academic members access to virtual applications on and off-campus for easy convenient
access to academic resources in a server in data centre. In this paper, we present, at the beginning, a
comparative performance analysis of Remote applications and Desktop Virtualization based on
parallels 2X RAS versus Microsoft RDS. We introduce system architecture for the two tested
scenario and test environment with Experiment Setup and implementations. Also, this paper
provides analysis and implementation on the perceived and categorical perspectives on the
usefulness, effectiveness and values of this technology in an academic environment. The main
conclusions of the paper Indicated that students and academic staff have generally improved a
remote accessibility to their course documents and academic materials virtually, using their own
devices of different platforms which enabled them to perform course work more effectively
resulting in improved system reliability, availability and scalability. Key words: Virtualization technology, Parallels 2X RAS, Microsoft RDS, Publishing Remote
Apps and VDI, performance monitoring. emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee Remote system performance analysis of the virtual applications and
virtual desktops by using Parallels 2X RAS technique
Subhi Abdul-Rahim Bahudaila and Amal Abdul-Hafedh Abdu Saeed
Department of Information Technology, Faculty of Engineering, Aden-University
(Email: drsubhibahudaila@gmail.com, risebluesky6@gmail.com)
DOI: https://doi.org/10.47372/uajnas.2019.n2.a12 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee • Applying the virtualization system, using parallels 2X RAS technique in the laboratories of our
Engineering Faculty, by deploying all applications and desktops to all devices in labs with zero
setup, and no conflict between different applications or with legacy OS (section 3 & Table3). Related Work Virtualization technology supplements in cloud computing is considered as a set of software
tools which divides a server into virtual resources reducing power and expanding computing
resource allocation and data storage [11]. Chawdry and Lance [3] discussed computer virtualization techniques used at Californ
niversity, highlighting the potential paybacks virtualization can offer to academic institutions. Chawdry and Lance [3] discussed computer virtualization techniques used at California
University, highlighting the potential paybacks virtualization can offer to academic institutions. Castiglione, et al. [2] explained how visualization can be used to increase the course learning
outcomes by providing exercises to the students accessing, using PCs. G
i
l [5] d
ib d diff
h
i
h
l
i
h
b
d
b ild
i bl astiglione, et al. [2] explained how visualization can be used to increase the course learnin
utcomes by providing exercises to the students accessing, using PCs. Garcia et al. [5] described different hosting technologies that can be used to build up a suitable
virtualization infrastructure in an academic environment. Mohamed K. Watfa, Vincent A. Udoh, and Said M. Al Abdulsalam [9] discussed the
fundamental benefits derived from the adoption of this technology in the academic environments. Younes and Soraya Nazarian Library – University of Haifa,[12] which uses Parallels Remote
Application Server to efficiently publish 50-odd local applications and provide remote access to its
staff, faculty and students at a cost-effective price. Introduction The release and spread of virtualization platforms make possible the development of cost-
effective information systems that can provide additional dynamic resource management and
simplified system administration [4]. This is due to the capabilities provided by virtualization such
as maximizing of applications versatility, high-speed with large-capacity resource consolidation,
ease aggregating, dynamics for load balancing enhancement and fault tolerance, ease of
management, increased availability from pools of compute resources at less cost and with less
complexity, and rapid services deployment to new servers included in a virtual infrastructure
environment [8]. Virtualization and cloud computing technologies are often utilized in the
teaching-learning process where academic professionals can access the needed academic resources
using virtual classrooms. Universities have utilized the benefits of virtual technologies in a number
of university level subjects [1]. The development of the IT infrastructure is one of the key factors in determining the
attractiveness of the university. One of the implementation solutions is virtualization technology
that has a significant influence on the study and research process [6]. Also, in business with today's mobile workforce, employees no longer have the option to be
disconnected during the workday — they need access to their data anytime, anywhere, such as
using the cloud’s Desktop as a Service (DaaS) that hosts virtualized desktop infrastructure (VDI)
[7]. So, by publishing a VDI and applications, organizations can guarantee this enhanced
connectivity, ensuring employees the same computing experience wherever they are in the world
and increase employee productivity [10]. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 411 emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee ote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed In the Engineering Faculty of Aden University, we were facing challenges when going to labs
for applying some functions and assignments. All programming languages and installed
applications in all pc’s and if one of the devices stops working or goes down, the student who is
working on his pc will stop his work until the pc is being repaired. Other challenges, if there are
any problems in any pc whether locally or remotely, the administrator has to go to the location of
pc with the problem to be managed and fixed. Sometimes there is a conflict between different applications, or even with legacy O.S a risk of
deleting the applications or editing O.S files or registry will also rise. This research will help us to solve the most important problems facing us in educational sector,
especially in training laboratories. The main contributions of this paper are the following: The main contributions of this paper are the following: • Improving the educational methods in laboratories and expanding a connections method and
data transmission between different offices accessing the needed academic resources virtually on
and off-campus using different platforms. (section 3) • Increasing revenues and decreasing Total Cost of Ownership (TCO), by facilitating centrally
administrative tasks. (section 3 & 5.2-Table3) • Improving the security aspects with decreasing the expense of more money, as provided in our
research for configuring traditional pc's to be converted into Thin Clients (Desktop
Replacement) with more data security. (section 5.2-Table3) • Improving the security aspects with decreasing the expense of more money, as provided in our
research for configuring traditional pc's to be converted into Thin Clients (Desktop
Replacement) with more data security. (section 5.2-Table3) • Monitoring server performance with the parallels 2X RAS Reporting Engine and how to prevent
a data centre performance bottlenecks and overloads (section 6) • Monitoring server performance with the parallels 2X RAS Reporting Engine and how to prevent
a data centre performance bottlenecks and overloads (section 6) • Applying the virtualization system, using parallels 2X RAS technique in the laboratories of our
Engineering Faculty, by deploying all applications and desktops to all devices in labs with zero
setup, and no conflict between different applications or with legacy OS (section 3 & Table3). Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee 2. Publishing App-s Parallels Remote Application Server delivers Windows applications to any device, allowing
employees to instantly work on local devices without the necessity of installing the applications. Parallels RAS gives employees seamless access to applications published from RDSH, VDI or
Remote PC host. Deliver applications and server-based desktops whenever and wherever you need them, on any
device of your choice: mobile phone, desktop, tablet, Raspberry PI, and more. Published
applications are also accessible from a web browser using the Parallels HTML5 Client, which
enables you to quickly access applications and virtual desktops instantly. Parallels 2X RAS deliver
applications, desktops, and data to any user, regardless of the operating system or device. Parallels
Client is available for Windows, Linux, Mac®, iOS, Android, Thin Client, Chromebook™,
Raspberry Pi and any HTML5 web browser. On-the-go access allows employees to be as
productive as if they were working from the office, as shown in Figure 1. Figure 1: A Published Resources on a Client Side Figure 1: A Published Resources on a Client Side Parallels Techniques of publishing App-s and Desktop q
p
g
pp
p
Parallels 2X RAS is a cost-effective application delivery and VDI solution, which allows your
employees to access and use applications, desktops and data from any device. Easy to deploy,
configure, and maintain. Parallels RAS provides organizations with a seamless application delivery
and VDI experience while reducing TCO and improving security [13]. p
g
p
g
1. Publishing Virtual Desktop Infrastructure (VDI) 1. Publishing Virtual Desktop Infrastructure (VDI) Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 412
Parallels Remote Application Server (RAS) makes VDI quick, easy, and affordable. It enables
organizations to deliver fully functioning virtual windows desktops and applications to employees. Parallels 2X RAS allows users to be productive anywhere by providing a windows desktop–like
experience on any device. Parallels 2X RAS simplifies the VDI deployment. Despite the benefits,
the initial upfront costs of implementing VDI and application publishing are substantial. 412 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 1.2. Microsoft RDS Microsoft RDS scenario is also presented in Figure 2. In the left part is a Windows service
created to make possible multi user connections to a Windows server station. Connected clients use
RDP to transfer commands to the server and to receive the graphical user interface of the remote
desktop. Connected users have access granted to all the software applications installed on the
server station. In this case, the received remote desktop is a Windows Server 2008 R2 desktop. 1.1. Remote APPs and Desktop using Parallels 2X RAS Test environment is presented in Figure 2. Remote applications and desktops virtualization,
using parallel 2X RAS, can be seen in the right part of this Figure. Needed components are
highlighted with blue color. This scenario uses virtualization in order to host the remote
applications and desktops that will be deployed to remote and local users, using parallels 2X RAS
console. In the client side, the users can access virtual resources in an easy way via 2X RDP client
software installed in client side. Connected users have access granted to published applications and desktops installed on the server
station. Published resources, client management, centralized management of end user's desktops
configurations and monitoring system performance all that are through remote application server
console. -The server PC for testing is LENOVO corei7, 8GBRAM, 1 T.B SATA H.D.D.
-Connection media via wireless connection. - The server (host) is running Microsoft windows 2008R2 operating system with terminal server
role and RDS and Desktop session Host installed and configured. -The server PC for testing is LENOVO corei7, 8GBRAM, 1 T.B SATA H.D.D. -The server PC for testing is LENOVO corei7, 8GBRAM, 1 T.B SATA H.D.D. -Connection media via wireless connection. 1. Experiment Setup and Implementation 1. Experiment Setup and Implementation The test environment is achieved for the comparison between Microsoft RDS and Parallels 2X
RAS based on publishing or deploying a virtualized remote applications and desktops scenario, as
shown in Figure 2. We have windows server 2008R2 operating system with remote desktop
services rule and Remote Desktop Session Host feature installed and configured on server station. On the left part of Figure 2, there are Microsoft RDS components marked with green color and, on
the right part of Figure 2, there is parallels 2X RAS program installed for remotely published APPS
and desktops for different clients, managing, monitoring and controlling applications, users and
devices locally or remotely marked with blue color. Several types of clients connect and access to server for using published applications and
desktops via Parallels 2X RAS such as personal computers, laptops, thin clients and smart phones
of different platforms, including IOS, Windows, Android, Raspberry Pi, Linux and MAC.… The
connections are realized, using remote desktop protocol (RDP). In addition, we can use any
HTML5 browser to access published resources without installing the RDP client. In order to test
the performance of both Parallels 2X RAS and Microsoft RDS implementations, the built-in
performance monitor tool was used. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 413 emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee Figure 2: Remote Applications and Desktop virtualization test environment. Figure 2: Remote Applications and Desktop virtualization test environment. Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee All those counters are taken together each time with diff. no. of users accessing and running
virtualized remote apps and desktops for getting the actual comparative performance benchmarks
to be able for determining the best virtualization solution for virtualized remote apps and desktops
that can be used in universities, laboratories, hospitals, banks and other sectors. We started our tests
scenarios with 1 user access and run remote virtualized apps in a server, using Microsoft RDS, then
the same no. of users (1 user) access the same remote virtualized apps in a server using parallels
2X RAS and recording the results, repeating the same test scenario with increasing consecutively
no. of users (2,3,4,5). 2. Performance evaluation tests Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019
414
In order to test the performance of both virtualization solution technique, Parallels 2X RAS and
Microsoft RDS, the built-in Performance Monitor tool was used. The first challenge was finding
the right performance counters that accurately monitor the use of system resources. Three test
suites were performed related to memory usage, CPU load and storage drive queue. These
parameters are critical when we evaluate system performance. The Committed bytes counter of the
Memory object shows the amount of used memory. This can be given also as a percentage of the
total amount of memory if we use the %Committed bytes in use counter. Also, at the same time, we
investigated other counters such as Avg.Disk Queue Length and the percentage of processor time
beside the committed bytes and the percentage of Committed Bytes in Use counters. 414 1. Comparative Performance Results fter applying our test scenarios we have got the following results for both virtualization
olutions separately, as shown in the Tables [1-2] and reflected to graph: Table 1. Microsoft RDS reading test values
Number
Of Users
CPU
[%]
Memory
Disk
Storage
Committed Bytes
Committed Bytes In Use [%]
1
5.946
1,780,687,823
21,235
0.016
2
5.656
1,841,438,720
21.959
0.015
3
7.476
1,773,791,134
21.153
0.236
4
12.284
1,941,497,368
23.153
0.13
5
82.024
1,708,559,019
20.375
0.123 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 41
5
82.024
1,708,559,019
20.375
0.123
Table 2. Parallels 2X RAS reading test values
Number
Of Users
CPU
[%]
Memory
Disk
Storage
Committed Bytes
Committed Bytes In Use [%]
1
3.462
1,559,024,591
18.592
0.014
2
5.047
1,630,458,831
19.443
0.033
3
5.786
1,701,149,745
20.286
0.028
4
6.714
1,713,807,945
20.437
0.032
5
12.602
2,108,680,680
20.146
0.035
Figure 3: CPU Load Test for Virtualized apps and desktops Table 2. Parallels 2X RAS reading test values
Number
Of Users
CPU
[%]
Memory
Disk
Storage
Committed Bytes
Committed Bytes In Use [%]
1
3.462
1,559,024,591
18.592
0.014
2
5.047
1,630,458,831
19.443
0.033
3
5.786
1,701,149,745
20.286
0.028
4
6.714
1,713,807,945
20.437
0.032
5
12.602
2,108,680,680
20.146
0.035 Table 2. Parallels 2X RAS reading test values
Number
Of Users
CPU
[%]
Memory
Disk
Storage
Committed Bytes
Committed Bytes In Use [%]
1
3.462
1,559,024,591
18.592
0.014
2
5.047
1,630,458,831
19.443
0.033
3
5.786
1,701,149,745
20.286
0.028
4
6.714
1,713,807,945
20.437
0.032
5
12.602
2,108,680,680
20.146
0.035 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 41
Figure 3: CPU Load Test for Virtualized apps and desktops Figure 3: CPU Load Test for Virtualized apps and desktops Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 415 Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed Figure 3 shows our performed test with increasing number of users accessing virtualized remote
apps and desktops. At the beginning, we start our test with a user in both scenarios to see the
benchmarks of tested performance counters. Then, as the number of users increased, the results
were compared and evaluated. Users accessing the virtualized Remote Apps and Desktops using different platforms of different
mobile devices and desktop devices. Five test suites were performed related to memory usage, CPU
load and storage drive queue. %Total Run Time counter of both virtualized solutions Parallels 2X
RAS and Microsoft RDS can be used for CPU test. This counter records the total consumption of
CPU resource. Figure 3 shows CPU tests for deploying Apps and desktops of both virtualized system to users. We conclude that full CPU resources are shared to each user accessing virtualized Apps and, when
server CPU usage reach its limit, all users perform slower. CPU tests are repeated for both scenarios with increasing in no. of users accessing virtualized
Apps and desktops and the results was that both virtualized system solutions are the same when the
number of users started from 1 up to 4 users accessing the same virtualized apps in the same
interval in each scenario. we found that the %processor time tests seems to be the same with so
little difference between the two solutions, but with increasing no. of users we see that CPU usage
percentage, in case of Microsoft RDS is a little higher than in Parallels 2X RAS. This is because, at
the starting point, CPU usage is near to 0 in both scenarios. Figure 4: Memory utilization Test for Virtualized apps and desktops Figure 4: Memory utilization Test for Virtualized apps and desktops Figure 4 shows Memory management test that was performed in order to determine the way of
memory allocation for users accessing and running virtualized remote apps and desktops in a
server for both scenarios and monitoring the committed bytes and percentage committed bytes in
use counters. The benchmarks in Figure 4 clearly shows that the reading values are close to each
other in both virtualized solutions, with little increasing in %committed bytes in use counter for
Microsoft RemoteAPP RDS. Univ. Aden J. Nat. and Appl. Sc. Vol. Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed Figure 5 presents storage tests in the two scenarios. Measurements were taken during different
no. of users (incremental no.) accessing virtualized remote apps via different platforms of devices. Average disk queue length is one of the most important parameter marked with blue color in the
graph. In Microsoft RDS, solution disk queue is higher than that in Parallels 2X RAS, as no. of
users increased. Parallels 2X RAS measurements show a low average disk queue length because,
once the application is started, it is multiplied in memory for the connected client stations. Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed 23 No.2– October 2019 416
Figure 5: Storage disk queue Test for Virtualized apps and desktops Figure 5: Storage disk queue Test for Virtualized apps and desktops Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 416
Figure 5: Storage disk queue Test for Virtualized apps and desktops Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 416 2. Comparative Results of RAS Features 2. Comparative Results of RAS Features In addition to the above, we compare between various virtualization solutions like (parallels 2X
RAS, Microsoft RDS). We obtained other results in the following categories of RAS features as
described in Table 3. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 417
Table 3. Parallels RAS Features VS Microsoft RDS
#
Feature
Parallels
2X RAS
Microsoft RDS
i. Installation and Configuration
1
Easy to install and manage.
2
Offers a centralized management system
3
Effectively monitor and manage the entire
network.
ii. 2X Desktop Replacement
4
extend the lifespan of hardware and delay
migration to the latest Oss
5
Disabling the most common local configuration
options, while guaranteeing the same level of
service and security afforded by thin clients.
iii. Application Publishing
6
Publishing app-s from all servers in a farm
Only publish applications
from an installed Remote
App Server
iv. Cross-Platform Support
7
Support a wide range of devices such as Android,
iOS, Linux, Java, Chrome OS and HTML5.
Only support Windows
clients and Mac
v. Printing and Scanning Redirection
8
using a local printer or scanner without installing
drivers on the server
9
Supports printing and scanning
Only supports printing
vi. Hypervisor Support
10 Supports all major hypervisors including Hyper-
V, Citrix and VMware.
Only supports Hyper-V
and MS Virtual Server. vii. Security & Authentication
11 Filtering is done based on the MAC address, IP
address, gateway and the client.
viii. High Availability Load Balancing (HALB)
12 Supports built-in load balancer.
Needs to Install Microsoft
Network Load Balancing
(NLB) services. 13
Provide default auto-configured of HALB. Not
only does it check the available servers, it also
checks the available gateways for a high
availability network.
Installing and deploying
NLB requires expertise
knowledge as well. ix. Reporting Services of Monitor Server Performance
14 Provides an extensive reporting tool that generates
14 types of reports categorized into five groups. Table 3. Parallels RAS Features VS Microsoft RDS 417 Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee Parallels 2X RAS Performance Monitoring The Performance Monitor is a new feature introduced with Parallels RAS. It provides the
administrator with more in-depth information on how to improve the Parallels RAS infrastructure. By inspecting these reports, the organization can effortlessly enhance the performance of Parallels
RAS and Windows Server components. The Performance Monitor enables real-time access to historical and real-time stats on Parallels
RAS infrastructure. These extensive reports provide IT administrators with insight into a wide
range of key metrics, such as session information and CPU usage. Analysing resource usage, diagnosed bottlenecks, map scalability needs help eliminate potential
Parallels RAS misconfigurations, as well as keeping an eye on the general performance of the
Parallels RAS environment. This save up to 30% of your hardware infrastructure by knowing how
to reallocate your hardware resources [14]. Parallels offers 2X Remote Access Server monitoring
via its built-in reporting features. An extensive reporting tool that generates 14 types of reports, categorized into five groups, as
shown in Figure 7 & 8, interact with Parallels RAS: • User Reports provide insights into how users interaction. • Group Reports provide insights into how each group interaction. • Device Reports provide insights into how devices interaction. p
p
g
• Server Reports provide insights into server health, CPU and RAM usage • Application Reports provide insights into published applications. • Application Reports provide insights into published applications. Figure 6: Server Health by Server pp
p
p
g
p
pp
Figure 6: Server Health by Server Figure 6: Server Health by Server Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 418 Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed
Figure 7: Devices Used to access published Apps and VDI Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed
Figure 7: Devices Used to access published Apps and VDI Figure 7: Devices Used to access published Apps and VDI Conclusion In this paper, we have investigated the performance of remote apps and desktop virtualization
using two alternative virtualization solutions: parallels 2X RAS and Microsoft RDS. We have
implemented the test environment, using an entry level server machine for both scenarios and
performed memory, CPU and storage management measurements. In case of CPU and Memory management tests, both systems have almost the same results. CPU
usage, in case of Microsoft RDS, is a little bit higher as the number of users increased. Storage
management measurement shows a clear advantage for parallels 2X RAS scenario. Average disk
queue values are higher than in the order of magnitude when number of users increased to access
virtualized apps and desktops, using Microsoft RDS. The main conclusion of the first part of this paper is that the parallels 2X RAS scenario
outperforms the Microsoft, based on deploying and accessing virtualized Remote Applications and
Desktops both CPU and storage management. Notably, Parallels RAS allows businesses of all sizes
to implement high end virtualization solution. We conclude that virtualization is an effective
solution in academia. Parallels 2X RAS integrates all virtualization technologies into a single
platform. With parallels 2X RAS, businesses can securely and seamlessly deliver highly scalable
virtual desktops and applications with greater flexibility to monitor and manage VDI/RDP
networks. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 References 1. BouSaba, C., Burton, L., Fatehi, F. (2010). Using virtualization technology to
improve education. In: 2nd International Conference on Education and New Learning
Technologies, pp. 201–206. 1. BouSaba, C., Burton, L., Fatehi, F. (2010). Using virtualization technology to
improve education. In: 2nd International Conference on Education and New Learning
Technologies, pp. 201–206. 2. Castiglione, A., Cattaneo, G., Luigi, C., Ezio, C., CarloFulvio M. (2010). Virtual
Lab: a concrete experience in building multi-purpose virtualized labs for Computer
Science Education. Dipartimento di Informatica - Universit`adegli Studi di Salerno,
Italy, pp. 1–15. 2. Castiglione, A., Cattaneo, G., Luigi, C., Ezio, C., CarloFulvio M. (2010). Virtual
Lab: a concrete experience in building multi-purpose virtualized labs for Computer
Science Education. Dipartimento di Informatica - Universit`adegli Studi di Salerno,
Italy, pp. 1–15. 4. DARABONT, O., KISS, K.J., DOMOKOS, J. (2015). Performance Analysis of
Remote Desktop Virtualization based on Hyper-V versus Remote Desk top Services. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 419 Remote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saeed
MACRo 2015 5th Int. Conference on Recent Achievements in Mechatronics,
Automation, Computer Science and Robotics. 5. Garcia, C.R., Quesada-Arencibia, A., Candela, S., Carrasco, E., Gonzلlez, A. (2012). Teaching information systems technologies: a new approach based on virtualization
and hosting technologies. Int. J. Online Eng. 8(4), 32–41. 6. Miseviciene, R., Plestys, R., Zakarevicius, R., Ambraziene, D., Pazereckas, N. (2013). Virtual Desktop Infrastructure Technology Based Study & Research. Int. Journal of Education and Research Vol. 1No. 4. 7. Murugesan, S., Bojanova, I. (2016). Cloud Computing: An Overview, pp 3-14 In:
Encylopedia of Cloud Computing. Wiley-IEEE press 725 pp. 8. Stallings, W. (2018). Virtual Machines, pp. 627-656. In: Operating Systems:
Internals and Design Principles, 9th E. © Pearson Education Limited 798 pp. 9. Watfa, M. K., Udoh, V. A., and Al Abdulsalam, S. M. (2015). An Educational
Virtualization Infrastructure. © ICST Institute for Computer Sciences, Social
Informatics and Telecommunications Engineering 2016Y. Zhang et al. (Eds.): Cloud
Comp, LNICST 167, pp. 12–21. 10. 4Ways Desktop Virtualization Improves Employee Efficiency (2017). URL:
https://insights.samsung.com/2017/10/24/4-ways-desktop-virtualization-improves-employee-
efficiency/. 11. G5 Networks–Technology Partner (2013). URL:
http://www.g5networks.net/virtualization.html. 12. The Younes and Soraya Nazarian Library – University of Haifa (2015). URL:
https://www.parallels.com/blogs/university-of-haifa/. 12. The Younes and Soraya Nazarian Library – University of Haifa (2015). URL:
https://www.parallels.com/blogs/university-of-haifa/. 13. Parallels Techniques of publishing App-s and Desktop Remotely. URL:
https://www.parallels.com/products/ras/remote-application-server/ 14. Parallels RAS v16.1 | Performance Monitor URL:
https://www.parallels.com/blogs/ras/performance-monitor 14. Univ. Aden J. Nat. and Appl. Sc. Vol. 23 No.2– October 2019 References Parallels RAS v16.1 | Performance Monitor URL:
https://www.parallels.com/blogs/ras/performance-monitor 420 emote system performance analysis of the virtual ….Subhi A. Bahudaila,Amal A. Abdu Saee حتليل أداء النظا
م
عن بعد للتطبيقات االفرتاضية واسطح املكتب االفرتاضي
باستخدام تقنية
Parallels 2X RAS
صبحي عبدالرحيم باهذيلة
و أمل عبدالحافظ عبده سعيد
قسم تكنولوجيا المعلومات،
كلية الهندسة–
جامعة عدن
drsubhibahudaila@gmail.com
،
risebluesky6@gmail.com
DOI: https://doi.org/10.47372/uajnas.2019.n2.a12 حتليل أداء النظا
م
عن بعد للتطبيقات االفرتاضية واسطح املكتب االفرتاضي
باستخدام تقنية
Parallels 2X RAS
صبحي عبدالرحيم باهذيلة
و أمل عبدالحافظ عبده سعيد
قسم تكنولوجيا المعلومات،
كلية الهندسة–
جامعة عدن
drsubhibahudaila@gmail.com
،
risebluesky6@gmail.com
DOI: https://doi.org/10.47372/uajnas.2019.n2.a12 امللخص امللخص يتيح االنتشار السريع لشبكات الكمبيوتر والوصول إلى اإلنترنت ،
وكذلك تطوير أنظمة تشغيل مختلفة ، إلى
استخدام تقن يات األنظمة االفتراضية المختلفة. األنظمة االفتراضية توفر الحلول التقنية الفعالة في قطاعي
الشركات والتعليم. قدمنا بنية هيكلية يتم من خاللها قياس تأثيرات تطبيق األنظمة االفتراضية عن طريق نشر
التطبيقات و سطح ال مكتب
للحرم الجامعي. توفر البنية التحتية االفتراضية لسطح المكتب
لألعضاء األكاديميين
و الطالب الجامعيين الوصول إلى التطبيقات االفتراضية من داخل وخارج الحرم الجامعي من أجل سهولة
الوصول إلى الموارد األكاديمية الموجودة في الخادم الرئيسي في مركز البيانات. في هذه الورقة نقدم في
البداية تحليل أداء النظام من خالل المقارنة بي ن تقنيات نشر التطبيقات االفتراضية عن بعد وسطح المكتب
االفتراضي استنادًا إلى تقنية Parallels 2X RAS مقابل Microsoft RDS. . قدمنا
سيناريو اختباري ألداء
النظام مع إعداد التجربة والتطبيقات عن طريق اختبار عدد من المعامالت أثناء استخدام التطبيقات وسطح
المكتب ا
لا
فتراضي عن بعد من قبل عدد من
المستخدمين . كما توفر هذه الورقة البحثية أيضًا التحليل والتنفيذ
.على وجهات النظر المدركة والقاطعة حول فائدة وفعالية وقيمة هذه التقنية االفتراضية في بيئة أكاديمية
االستنتاجات الرئيسية للورقة البحثية تشير إلى أن الطالب والموظفين األكاديميين قد قاموا بشكل عام بتحسين
إمكانية الوصول عن بعد إلى الدورات الدراسية والمواد األكاديمية باستخدام األجهزة الخاصة بهم ذات األنظمة
المختلفة التي مكنتهم من
أداء أعمالهم بشكل أكثر فعالية و.وثوقية ال كلمات
المفتاحية: تقنية األنظمة االفتراضية ،
Parallels 2X RAS
،
Microsoft RDS
، نشر التطبيقات و سطح
المكتب عن بعد، مراقبة األداء. ال كلمات
المفتاحية: تقنية األنظمة االفتراضية ،
Parallels 2X RAS
،
Microsoft RDS
، نشر التطبيقات و سطح
المكتب عن بعد، مراقبة األداء. 421
|
https://openalex.org/W2150763831
|
http://old.scielo.br/pdf/pcp/v33n3/v33n3a07.pdf
|
Portuguese
| null |
Abuso sexual infanto-juvenil: a atuação do programa sentinela na cidade de Blumenau/SC
|
Psicologia
| 2,013
|
cc-by
| 10,006
|
596
Abuso Sexual
Infanto-Juvenil:
A Atuação do
Programa Sentinela
na Cidade de
Blumenau/SC
Children’s sexual abuse: the performance
of the sentinela program in Blumenau / SC
Abuso sexual infanto-juvenil: la actuación del
programa sentinela en la ciudad de Blumenau/SC
Artigo
Glauco Anderson
Espindola
Universidade do Estado
de Santa Catarina
Vanderléia Batista
Universidade Regional
de Blumenau
596 596 Glauco Anderson Espindola & Vanderléia Batista Glauco Anderson Espindola & Vanderléia Batista Resumo: A violência sexual contra crianças e adolescentes é um problema de saúde pública que exige uma
intervenção adequada. O presente estudo teve como objetivo identificar a atuação do Programa Sentinela,
da cidade de Blumenau/SC, diante da violência sexual infanto-juvenil e mapear seus fatores de assistência
e de vulnerabilidade. A metodologia empregada foi a análise documental das intervenções realizadas pelo
programa. O estudo foi composto por 30 prontuários relativos a todas as crianças e adolescentes em situação
de violência sexual atendidos pelo Sentinela que foram desligados do programa no segundo semestre de
2009. Os resultados apontam o programa como uma ferramenta contra a violência sexual infanto-juvenil,
mas, da mesma forma, demonstram que ele necessita de melhorias. Entre os fatores de assistência, observou-
se a credibilidade do Sentinela, o atendimento aos cuidadores das crianças e adolescentes, a variedade de
intervenções e a articulação entre aspectos psicológicos, sociais e legais. Verificou-se, por outro lado, a falta
de comunicação entre as instituições para articular as medidas de proteção necessárias, o não planejamento
das intervenções, a não realização de intervenção com o autor da violência e a ausência de informações
em alguns prontuários como fatores de vulnerabilidade. Abstract: The sexual violence against children and adolescents is a public health problem that demands
an adequate intervention. The present study aims to identify the performance of the Sentinela Program of
Blumenau/SC due to sexual violence against children and adolescents. The study presents the mapping
of service and the vulnerability factors in the program’s resource network. The methodology used in the
research was the documentary analysis of the interventions that were performed by the program. The study
was composed by 30 medical records for all children and adolescents in situations of sexual violence treated
at the Sentinela that have been disconnected from the program in the second semester of 2009. The results
revealed that the Sentinela Program is a tool against sexual violence against children and adolescents but at
the same time they showed that the program needs improvement. Among the assistance factors observed
were the credibility of the Sentinela, the treatment with children and adolescents’ parents, the variety of
interventions and the relationship among psychological, social and legal aspects. 596
Abuso Sexual
Infanto-Juvenil:
A Atuação do
Programa Sentinela
na Cidade de
Blumenau/SC Children’s sexual abuse: the performance
of the sentinela program in Blumenau / SC Abuso sexual infanto-juvenil: la actuación del
programa sentinela en la ciudad de Blumenau/SC PSICOLOGIA: CIÊNCIA E PROFISSÃO, 2013, 33 (3), 596-611 PSICOLOGIA: CIÊNCIA E PROFISSÃO, 2013, 33 (3), 596-611 597 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 598 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista A violência sexual é definida pela Organização
Mundial da Saúde (World Health Organization,
2003) como qualquer atividade sexual, tentativa
de obtenção do ato sexual, ações de tráfico de
mulheres para prostituição ou comentários
sexuais indesejáveis realizados por qualquer
pessoa conhecida ou desconhecida da vítima
pelo uso de coerção, de ameaças ou de força
física. Tal conceito denota a não limitação da
violência sexual ao ato sexual em si, e inclui
desde a prática de carícias, a manipulação de
genitália, mama ou ânus, a exploração sexual,
o voyeurismo, a pornografia, o exibicionismo,
até o ato sexual, com ou sem penetração. Entretanto, esses números representam uma
dimensão parcial do fenômeno, uma vez
que muitos casos de abuso sexual infanto-
juvenil não são denunciados, devido tanto a
sentimentos de vergonha e medo da criança ou
do adolescente quanto ao sigilo intrafamiliar,
como, por exemplo, nos casos em que mães
encobrem a violência dos maridos, à relutância
de alguns profissionais em reconhecer e relatar
o abuso e à insistência de tribunais por regras
estritas de evidência (Furniss, 1993). Segundo Furniss
(1993), os fatores
que influenciam
o impacto da
violência sexual
são a idade de
início do abuso, a
duração do abuso,
o grau de violência
ou da ameaça
de violência, a
diferença de idade
entre a pessoa que
cometeu o abuso
e a criança que
sofreu o abuso,
o vínculo entre o
autor da violência
e a criança e
a ausência de
características
parentais protetoras. O impacto da violência sexual é complexo
e variado, e envolve consequências físicas,
psicobiológicas, psicológicas e sociais. Segundo Habigzang, Koller, Azevedo e
Machado (2006), crianças ou adolescentes
em situação de violência sexual podem
desenvolver quadros de depressão, transtornos
de ansiedade, alimentares, dissociativos,
hiperatividade e déficit de atenção, transtorno
de personalidade borderline e transtorno
do estresse pós-traumático; essas crianças e
adolescentes podem igualmente apresentar
crenças disfuncionais relacionadas com a
situação abusiva. O abuso sexual infanto-juvenil, da mesma
forma, não se restringe a uma prática realizada
por um adulto em relação a uma criança, mas
abrange qualquer prática sexual realizada por
uma pessoa em relação a outra com menor
nível de desenvolvimento psicossexual. PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista On the other hand the
vulnerability factors were the lack of communication among institutions to articulate the necessary protection
measures, badly planned interventions, failure to complete the intervention with the perpetrator of the
violence and the lack of information in some records. Keywords: Child abuse. Abuse sexual. Sex offenses. Public policies. Resumen: La violencia sexual contra niños y adolescentes es un problema de salud pública que exige
una intervención adecuada. El presente estudio tuvo como objetivo identificar la actuación del Programa
Sentinela, de la ciudad de Blumenau/SC, ante la violencia sexual infanto- juvenil; y, mapear sus factores de
asistencia y de vulnerabilidad. La metodología empleada fue el análisis documental de las intervenciones
realizadas por el Programa. El estudio estuvo compuesto de 30 historias clínicas relativas a todos los niños y
adolescentes en situación de violencia sexual atendidos por el Sentinela que fueron retirados del programa
en el segundo semestre de 2009. Los resultados apuntan el Programa Sentinela como una herramienta contra
la violencia sexual infanto- juvenil, pero, de la misma forma, demuestran que el Programa necesita mejorías. Entre los factores de asistencia se observó la credibilidad del Sentinela, la atención a los cuidadores de los
niños y adolescentes, la variedad de intervenciones y la articulación entre aspectos psicológicos, sociales y
legales. Se verificó, por otro lado, la falta de comunicación entre las instituciones para articular las medidas
de protección necesarias; la no planificación de las intervenciones, la no realización de intervención con el
autor de la violencia; y, la ausencia de informaciones, como, por ejemplo, sobre factores de vulnerabilidad,
en algunas historias clínicas. g
Palabras clave: Abuso de niños. Abuso sexual. Delitos sexuales. Políticas Públicas. A violência sexual infanto-juvenil é um
fenômeno prevalente desde a antiguidade,
que, atualmente, devido aos altos índices
de incidência e ao seu impacto negativo no
desenvolvimento das crianças e adolescentes,
se tornou uma questão de saúde pública. Tal
fato refletiu a necessidade de se criar serviços
especializados e capacitados que possam
prestar atendimento a crianças e adolescentes que sofreram abuso sexual. Nesse sentido, o
objetivo da presente pesquisa é identificar os
mecanismos de funcionamento do Programa
Sentinela, da cidade de Blumenau/SC, suas
estratégias e técnicas de enfrentamento da
violência sexual, bem como identificar os
fatores de assistência e de vulnerabilidade
do programa, fornecendo subsídios que
possibilitem sua qualificação. Glauco Anderson Espindola & Vanderléia Batista Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 599 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Sendo assim, toda a rede de apoio social da
criança ou do adolescente, que inclui, conforme
Habigzang, Azevedo, Koller e Machado
(2006), os órgãos de proteção à criança e ao
adolescente, tais como os Conselhos de Direito,
Conselhos Tutelares, Promotoria e Juizado da
Infância e Adolescência e demais instituições
como escolas, postos de saúde, hospitais e
abrigos, entre outras, irá influir no impacto da
violência sexual. Como denota Furniss (1993),
uma intervenção profissional equivocada pode
levar a um dano secundário e à revitimização
das crianças que sofreram violência sexual,
podendo, de tal modo, ocasionar um dano
psicológico adicional à criança. Uma rede de
apoio social articulada, portanto, constituída
por profissionais competentes e qualificados,
que possibilite um ambiente protetor e afetivo
à criança e ao adolescente e evite a sua
revitimização, é de extrema importância na
minimização dos efeitos negativos da violência
sexual. Sendo assim, toda a rede de apoio social da
criança ou do adolescente, que inclui, conforme
Habigzang, Azevedo, Koller e Machado
(2006), os órgãos de proteção à criança e ao
adolescente, tais como os Conselhos de Direito,
Conselhos Tutelares, Promotoria e Juizado da
Infância e Adolescência e demais instituições
como escolas, postos de saúde, hospitais e
abrigos, entre outras, irá influir no impacto da
violência sexual. Como denota Furniss (1993),
uma intervenção profissional equivocada pode
levar a um dano secundário e à revitimização
das crianças que sofreram violência sexual,
podendo, de tal modo, ocasionar um dano
psicológico adicional à criança. Uma rede de
apoio social articulada, portanto, constituída
por profissionais competentes e qualificados,
que possibilite um ambiente protetor e afetivo
à criança e ao adolescente e evite a sua
revitimização, é de extrema importância na
minimização dos efeitos negativos da violência
sexual. fatores relevantes (World Health Organization,
2003). fatores relevantes (World Health Organization,
2003). Destaca-se, todavia, que a compreensão
do nível de risco de danos no ambiente da
criança ou do adolescente e o subsequente
planejamento de segurança são os primeiros
passos na avaliação de casos de abuso sexual
(Saunders, Berliner, & Hanson, 2004). Glauco Anderson Espindola & Vanderléia Batista Assim
sendo, Arboleta e Duarte (2005) afirmam que
o contato sexual entre um adolescente e uma
criança menor pode ser considerado abusivo
quando há uma diferença significativa de
idade, de desenvolvimento ou de tamanho,
que não permita ao menor ter condições de
dar consentimento consciente para o ato. No entanto, o abuso sexual afeta o
desenvolvimento de crianças e adolescentes
de maneiras diferentes. Em alguns casos, a
criança ou o adolescente pode apresentar
efeitos mínimos ou nenhum efeito aparente,
e, em outros, podem ocorrer graves problemas
emocionais, sociais e/ou psiquiátricos (Saywitz,
Mannarino, Berliner, & Cohen, 2000). Segundo
Furniss (1993), os fatores que influenciam
o impacto da violência sexual são a idade
de início do abuso, a duração do abuso, o
grau de violência ou da ameaça de violência,
a diferença de idade entre a pessoa que
cometeu o abuso e a criança que sofreu o
abuso, o vínculo entre o autor da violência e a
criança e a ausência de características parentais
protetoras. Além desses fatores, Habigzang et. al. ressaltam a influência das características
pessoais da criança ou do adolescente, da
rede de apoio social e dos recursos financeiros. Em relação à epidemiologia da violência
sexual, estudos realizados em diferentes
partes do mundo sugerem uma prevalência
do abuso sexual infanto-juvenil de 7% a 36%
entre as meninas, e de 3% a 29% entre os
meninos (World Health Organization, 2003). De acordo com dados da Associação Brasileira
de Proteção à Infância e à Adolescência
(ABRABIA, 2002), estima-se que, no Brasil,
165 crianças sofram abuso sexual por dia
ou 7 a cada hora. Na cidade de Blumenau/
SC, a realidade não é diferente. Conforme a
Delegacia de Proteção à Mulher, à Criança e
ao Adolescente (DPPMCA), entre janeiro de
2006 e agosto de 2008, foram registradas 104
ocorrências de abuso sexual contra crianças e
adolescentes (esses dados se restringem aos
abusos realizados por maiores de 18 anos). Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Uma
vez que muitas crianças e adolescentes
abusados sexualmente continuam a viver
com o autor da violência ou em famílias onde
a violência doméstica ocorre, determinar
um ambiente seguro para a criança ou
adolescente em situação de violência sexual
é uma prioridade. No mais, deve-se preparar
adequadamente a criança ou adolescente
antes de ela/elecomparecer ao tribunal para
testemunhar (Arboleta et al., 2005). Nas intervenções terapêuticas, o acolhimento é
o primeiro passo para um tratamento eficiente. Neste, conforme Pfeiffer e Salvagni (2005), é
preciso que se crie um bom vínculo, explicando
sempre o que será feito e o porquê de isso ser
feito, sem que se prometa o que não se pode
cumprir, pois a escuta da história da criança
ou adolescente, livre de preconceitos, sem
interrupções ou solicitações de detalhamentos
desnecessários, vai demonstrar respeito a
quem foi desrespeitado no que tem de mais
precioso, que é seu corpo, sua imagem e seu
amor-próprio. Nesse sentido, o abuso sexual infanto-juvenil
exige a intervenção coordenada de uma rede
de instituições, e inclui aspectos médicos,
legais e psicossociais. Por conseguinte, Furniss
afirma que os profissionais envolvidos com
as questões do abuso sexual infanto-juvenil
precisam integrar, em uma abordagem global,
aspectos normativos e de saúde mental. Assim, os terapeutas podem ter de confiar
no apoio das agências legais para a terapia,
tanto quanto os profissionais da lei podem
ter que compreender a dimensão psicológica
do abuso sexual. Além disso, os aspectos
jurídicos e clínicos devem ser conduzidos de
uma forma coordenada, para que a criança
ou o adolescente não seja revitimizada pela
repetição de questionamentos desnecessários
e para que a informação não seja perdida
ou distorcida. Realizar uma comunicação
ajustada para a idade ou para a compreensão
da criança e documentar todas as informações,
incluindo os estados emocionais da criança ou
do adolescente e de sua família são também Além disso, é preciso considerar a singularidade
do impacto da violência sexual, tornando-se
necessário, segundo Saywitz et. al. (2000)
realizar tratamentos em diferentes modalidades
(individual, familiar, grupo, farmacológico)
e em diferentes níveis de cuidados, para
diferentes crianças ou para a mesma criança
em diferentes tempos. Assim, um princípio
básico de toda a prática clínica é a realização
de uma avaliação inicial da criança ou do
adolescente em situação de violência sexual. Glauco Anderson Espindola & Vanderléia Batista De tal modo, o plano de tratamento deve
ser desenvolvido com base nos resultados da Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 600 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista e pesquisas que apontam os efeitos positivos no
tratamento do abuso sexual das modalidades
individual, grupal e familiar. Todavia, é
de notável importância observar que a
modalidade grupal tem apresentado melhores
resultados na redução da ansiedade, de
sintomas depressivos e de sentimentos de
culpabilização e diferenciação (Mcgain &
Mckinzey, 1995; Seixas, 1999; Habigzang,
2006), uma vez que prioriza um espaço
onde as crianças e os adolescentes podem
dividir suas experiências e sentimentos com
alguém que passou pela mesma situação que
eles. Conforme Habigzang, o grupo tem a
função de oferecer apoio e alívio emocional
para a criança ou adolescente, fazendo com
que eles não se sintam sozinhos. Além disso,
através do relato de sentimentos referentes ao
abuso, da discussão das crenças de culpa pela
experiência abusiva e do desenvolvimento
de habilidades preventivas a outras situações
abusivas, propicia-se a modificação do
autoconceito das crianças e dos adolescentes
em situação de abuso sexual de autodesprezo
para autovalorização. avaliação, verificando-se as necessidades de
cada criança ou adolescente bem como de
suas famílias. Da mesma forma, a avaliação é
um componente integral do processo contínuo
do tratamento. É preciso realizar avaliações
periódicas da criança ou do adolescente,
para acompanhar o tratamento e identificar
os problemas emergentes (Saunders, Berliner,
& Hanson, 2004). Na escolha do tipo de atendimento, a
literatura aponta os atendimentos psicológicos
psicossociais e psicoeducativos, sendo a
escolha dependente da avaliação inicial da
criança ou do adolescente. Vale destacar que
as crianças e adolescentes que aparentemente
não apresentam nenhum sintoma podem
beneficiar-se do tratamento psicoeducativo
para a prevenção de futuras vitimizações
e para verificação, durante um período de
tempo, de consequências que poderiam estar
ainda latentes (Saywitz et. al. 2000). Com relação ao tempo de intervenção
clínica, segundo Habigzang (2006), este pode
variar de acordo com o referencial teórico
que fundamenta a intervenção e os fatores
relacionados com a história de abuso e as
consequências desse abuso para a criança
ou adolescente. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC Glauco Anderson Espindola & Vanderléia Batista Ressalta-se, no entanto, que
o fator de maior relevância na intervenção
do abuso sexual infanto-juvenil não é o
tempo de duração do tratamento, mas o
tempo de duração de seus efeitos, pois um
tratamento com maior duração dos efeitos
não apenas produz melhora dos sintomas
psicológicos mas também tem melhores
resultados na suspensão ou até mesmo na
reversão dos efeitos psicobiológicos do abuso
sexual infanto-juvenil (Cohen, Knudsen, &
Mannarino, 2005). Outra consideração especial em casos de abuso
sexual é a postura dos cuidadores relativa à
acusação da violência. Geralmente, os pais
entram ou trazem os filhos para tratamento
devido à recomendação ou à exigência das
autoridades. Em alguns casos, eles podem
estar em busca de tratamento devido apenas
ao mandato judicial, podendo contestar as
alegações de abuso ou minimizar o impacto
negativo sobre a criança ou adolescente. Desse
modo, a avaliação da percepção parental e
do estágio de prontidão para a mudança é
um ingrediente central para desenvolver um
plano de tratamento significativo (Saunders,
Berliner & Hanson, 2004). Saywitz et. al. (2000) também acrescentam que a melhora
da consequência da violência sexual depende
não apenas da eficácia do tratamento e das
condições da criança ou do adolescente mas
também da atuação dos adultos de quem a
criança depende. No que se refere à modalidade terapêutica,
Habigzang (2006) afirma que diversas
modalidades podem ser utilizadas como
recursos para a intervenção, havendo estudos Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 601 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista É de extrema importância que o abusador
receba alguma forma de tratamento. Furniss
compara a pessoa que abusa sexualmente
com um alcoolista, sendo o álcool comparado
à criança ou ao adolescente. Dessa forma, ele
destaca que os autores de violência sexual
necessitam de uma prolongada terapia, em
que a pré-condição é a admissão inicial do
ato abusivo. No mais, o autor afirma que
precisamos acreditar que as pessoas que
cometem abuso sexual queiram parar de
abusar, mas ainda não devemos acreditar que
elas não irão recair no abuso futuramente,
pois, assim como em outras formas de adição,
essas pessoas correm o risco de recaída se não
evitarem situações de alto risco. Glauco Anderson Espindola & Vanderléia Batista Outrossim, o
autor da violência não deve ser visto apenas
como um abusador, mas como um ser humano
que cometeu um erro e que precisa de ajuda;
portanto, a terapia com o autor da violência,
embora seja de extrema complexidade, é
necessária, até mesmo como uma forma
de compreensão da violência sexual e de
prevenção da ocorrência de novos abusos. Como podemos notar, embora seja relevante
realizar novas pesquisas sobre formas de
intervenção com crianças e adolescentes em
situação de violência sexual, os estudos sobre
o tema já conseguiram avançar em alguns
aspectos. Sendo assim, ressalta-se que, devido
a sua complexidade, qualquer intervenção
relativa à violência sexual infanto-juvenil
deve dar-se através de uma rede articulada
de instituições que possibilitem uma ação
integrada. Além disso, é primordial que toda
criança ou adolescente seja tratado com total
respeito, pois não se pode esquecer que
estamos diante de indivíduos que tiveram seu
corpo violado e, na maioria das vezes, sua
inocência roubada. PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Método Atualmente, denomina-se Serviço de Proteção
e Atendimento Especializado a Famílias e
Indivíduos (Paefi), e destina-se ao atendimento
de indivíduos e famílias em situações de
violação de direitos, como violência (física,
psicológica e negligência, abuso e/ou
exploração sexual), tráfico de pessoas, situação
de rua, mendicância, abandono, vivência de
trabalho infantil, discriminação em decorrência
da orientação sexual ou raça/etnia e outras
formas de violação de direitos decorrentes de
discriminações ou de submissões (Conselho
Nacional de Assistência Social, 2009). Para tanto, efetuou-se a leitura dos prontuários,
incluindo os atendimentos realizados em cada
situação. A análise dos dados foi realizada com
base em uma abordagem qualitativa de análise
de conteúdo, conforme proposto por Bardin
(1977). De acordo com Engers (1994), a análise
de conteúdo se caracteriza por um conjunto
de instrumentos e técnicas utilizados na análise
e na interpretação de dados de uma pesquisa,
que são aplicados, principalmente, em
pesquisas de documentos escritos, discursos e
semelhantes, com o objetivo de se fazer uma
leitura crítica e aprofundada, que proporcione
a descrição e a interpretação desse material. No entanto, em Blumenau, o programa que
foi implantado como Centro de Referência,
no mês de setembro de 2005, continua com
a denominação Sentinela, e atende cerca de
285 crianças e adolescentes por mês, através
de uma equipe de 10 profissionais das áreas
de serviço social, Psicologia e Pedagogia
(Prefeitura Municipal de Blumenau, 2009). A população total envolvida na pesquisa foi
composta por 30 crianças e adolescentes
que sofreram violência sexual e que foram
atendidos pelo Programa Sentinela. Essa
população foi estudada a partir da análise de
seus prontuários de atendimento. A amostra foi
intencional, e os requisitos de inclusão foram:
ser prontuário de criança ou adolescente (faixa
etária de zero a 18 anos), conter notificação de
violência sexual e a criança ou o adolescente
atendido ter sido desligado do programa no
segundo semestre de 2009. Dessa forma, a primeira fase do processo
de análise incluiu a leitura dos prontuários
selecionados na íntegra, de modo a destacar
e a selecionar os aspectos relevantes presentes
nesses documentos para se atingir os objetivos
da pesquisa. Na etapa de exploração do
material e de tratamento dos resultados,
houve a categorização dos dados em unidades
temáticas, conforme protocolo de investigação. Uma vez identificados os temas principais,
foi realizada a interpretação dos resultados
dessa análise, buscando-se apreender o modo
de atuação do Programa Sentinela frente à
violência sexual infanto-juvenil. Método Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 602 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Em 2006, com a implantação do Sistema
Único de Assistência Social (SUAS), o Sentinela
passou a ser compreendido como serviço de
média complexidade do Centro de Referência
Especial de Assistência Social (CREAS), que
obedece às Normas Operacionais Básicas
da Política Pública de Assistência Social, e
tornou-se um serviço de ação continuada
(Conselho Federal de Psicologia, 2009). Atualmente, denomina-se Serviço de Proteção
e Atendimento Especializado a Famílias e
Indivíduos (Paefi), e destina-se ao atendimento
de indivíduos e famílias em situações de
violação de direitos, como violência (física,
psicológica e negligência, abuso e/ou
exploração sexual), tráfico de pessoas, situação
de rua, mendicância, abandono, vivência de
trabalho infantil, discriminação em decorrência
da orientação sexual ou raça/etnia e outras
formas de violação de direitos decorrentes de
discriminações ou de submissões (Conselho
Nacional de Assistência Social, 2009). o qual permitiu a coleta das informações
referentes à atuação do Programa Sentinela na
cidade de Blumenau/SC. Essas informações
compreendiam os seguintes dados: pessoa ou
instituição que realizou a denúncia, instituição
ou órgão de primeiro contato, intervalo
entre denúncia e primeiro atendimento,
procedimentos realizados com a criança ou
adolescente, procedimentos realizados com
o autor da violência, outras intervenções
realizadas pelo programa, encaminhamentos
feitos pelo Sentinela, profissionais que atuaram
na situação, tempo de acompanhamento da
família, motivo de desligamento, planejamento
das intervenções e ocorrência de avaliação
inicial da criança ou adolescente. Assim, a coleta
de dados se efetivou pelo preenchimento do
protocolo de investigação com as informações
contidas nos prontuários. Em 2006, com a implantação do Sistema
Único de Assistência Social (SUAS), o Sentinela
passou a ser compreendido como serviço de
média complexidade do Centro de Referência
Especial de Assistência Social (CREAS), que
obedece às Normas Operacionais Básicas
da Política Pública de Assistência Social, e
tornou-se um serviço de ação continuada
(Conselho Federal de Psicologia, 2009). Método A presente pesquisa foi realizada no Programa
Sentinela, da cidade de Blumenau/SC, e
caracteriza-se como um estudo exploratório
de caráter descritivo que, segundo Gil, tem
“(...) como objetivo primordial a descrição
das características de determinada população
ou fenômeno (...)” (2002, p. 42). Dadas, por
um lado, a especificidade da investigação e,
por outro, as questões éticas que envolvem
a violência sexual infanto-juvenil, a opção
metodológica empregada na investigação foi
a análise documental, tendo sido utilizada
a abordagem quantitativa-qualitativa, que
permitiu a interpretação e a mensuração dos
dados. Para finalizar, é importante destacar a existência
de poucos estudos controlados que avaliam
os resultados de tratamentos com crianças e
adolescentes em situação de violência sexual
(Saywitz et. al., 2000), fato que se agrava na
literatura brasileira (Ferreira & Gonçalves,
2002). Além disso, a maior parte das pesquisas
sobre estratégias de atendimento aos casos de
abuso sexual infantil focaliza poucos aspectos
do atendimento, abordando, sobretudo, o
processo de diagnóstico, cuja figura central
é o médico, o que reflete a ausência de uma
visão integral do atendimento (Alzuguir, Assis,
& Souza, 2002). Conforme Pereda, Polo,
Grau, Navales e Martínez (2007), tal fato é
consequência da falta, na maioria das ocasiões,
de um dano físico visível, e da inexistência
de um conjunto de sintomas psicológicos
que permitam a detecção e o diagnóstico da
violência sexual. Por outro lado, acrescenta-se
a isso o pacto de silêncio que cerca esses fatos
e o escândalo social que envolve as pessoas
em questão. O Sentinela é um programa federal de proteção
social especial de média complexidade, e
abrange 1104 dos 5565 Municípios brasileiros. O programa foi instituído pelo Governo
brasileiro em 2001, com o objetivo de prestar
atendimento a crianças e adolescentes vítimas
de violência física, abuso/violência sexual,
violência psicológica e negligência. A ênfase do
programa está no abuso e na exploração sexual
(Comitê Nacional de Enfrentamento à Violência
Sexual contra Crianças e Adolescentes, 2006). PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC Características das situações de
violência sexual A análise dos dados coletados demonstrou
que, na maioria dos casos, a violência sexual
foi denunciada por algum membro da família
da criança ou adolescente (Gráfico 1), sendo
a mãe responsável pela denúncia em 50%
dos casos, e os pais (mãe e pai juntos), em
14%. Método Para a coleta de dados, foi elaborado um
protocolo de investigação pré-estabelecido, Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 603 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Por fim, os dados foram analisados quantita-
tivamente com auxílio do Microsoft Excel
e distribuídos em gráficos e tabelas com
frequências e porcentagens, para melhor
compreensão dos resultados. O principal órgão do qual procederam
os encaminhamentos para o Programa
Sentinela foi o Conselho Tutelar, responsável
por
73%
dos
encaminhamentos
para
o
programa,
sendo
que
40%
deles
procederam do Conselho Tutelar do Centro,
e 33%, do Conselho Tutelar do Garcia. Os
encaminhamentos, igualmente, procederam
da DPMCA (14%), da polícia civil (7%), do
Disque 100 (3%) e do Aviso por Maus-Tratos
contra Criança ou Adolescente (APOMT)
(3%). Vale ressaltar que, por envolver dados pessoais
e privativos de crianças e adolescentes,
a coleta de dados foi condicionada à
obtenção da autorização da coordenadora
do Projeto Sentinela e à assinatura do Termo
de Responsabilidade pelos pesquisadores,
garantindo-se os cuidados éticos necessários
para a elaboração da pesquisa. Em relação ao autor da violência, verifica-se
que, em 36% dos casos, a idade do autor da
violência era desconhecida ou não constava
nos prontuários. Dos casos nos quais a
idade do abusador foi identificada, 28%
das situações foram provocadas por adultos
(entre 25 a 59 anos), 25% por adolescentes
(entre 12 a 17 anos), 5%, por crianças (entre
10 a 11 anos), 3%, por jovens (entre 18 a 24
anos) e 3%, por idosos (igual ou superior a
60 anos). PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Aspectos de assistência e
vulnerabilidade do Programa
Sentinela Nesta
seção,
serão
apresentados
os
dados
relacionados
ao
funcionamento
do Programa Sentinela, identificando os
fatores de assistência e de vulnerabilidade
do programa. Nesse sentido, os aspectos
de assistência do Sentinela são as ações
que auxiliam, de maneira eficaz, a criança
ou o adolescente em situação de violência
sexual, bem como suas famílias, a superar a
violência sofrida. Por outro lado, os aspectos
de vulnerabilidade referem-se aos fatores
de riscos do programa, que dificultam a
superação da violência sexual e/ou podem
ocasionar um dano secundário para a criança
ou para o adolescente e suas famílias. O Gráfico 2 apresenta o intervalo de
tempo entre denúncia da violência sexual e
realização do atendimento pelo programa. 604 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Como podemos constatar, na maior parte dos casos, a criança ou o adolescente demorou entre
0 a 15 dias ou entre 15 a 30 dias para receber o primeiro atendimento após a revelação do
abuso. Gráfico 2. Intervalo de tempo entre denúncia e primeiro atendimento
Número de Casos
Dias
12
10
8
6
4
2
0
11
6
2
3
1
1
1
1
2
0
0
0 a
15
75 a
90
15 a
30
90 a
105
30 a
45
120 a
135
105 a
120
45 a
60
135 a
150
60 a
75
150 a
165
Não
consta
2 Gráfico 2. Intervalo de tempo entre denúncia e primeiro atendimento Em 100% dos casos pesquisados, foi primeiramente realizado acolhimento com a criança ou
adolescente e suas famílias, que tinha como objetivo principal o estabelecimento de vínculo,
a orientação sobre o programa e as metodologias utilizadas e o esclarecimento sobre o motivo
de encaminhamento. Observou-se que os acolhimentos se davam em um ambiente protetor,
onde a criança ou adolescente poderiam expressar-se livremente e tirar suas dúvidas em relação
ao programa. Nesse primeiro momento, não eram realizadas perguntas pertinentes à situação
abusiva, sendo que a criança ou o adolescente relatava o abuso apenas se fosse de sua vontade. No que se refere à avaliação inicial, em nenhum dos prontuários consta se ela ocorreu ou não,
porém, em 90% dos prontuários, há relatos das consequências que a violência sexual teve para
a criança ou adolescente. Tal fator pode indicar a ocorrência de uma avaliação inicial. Aspectos de assistência e
vulnerabilidade do Programa
Sentinela Os tipos de atendimento que decorreram da realização do acolhimento foram o atendimento
psicossocial, o psicológico e o psicoeducativo (Gráfico 3). Observa-se que com maior frequência
as crianças ou adolescentes receberam mais de um tipo de atendimento, havendo prevalência
da realização de atendimento psicossocial e psicológico com a mesma criança ou adolescente,
que foi realizado em 33% dos casos estudados. Gráfico 3. Tipos de atendimentos realizados pelo Programa Sentinela da cidade de Blumenau
3% 3%
10%
17%
17%
17%
33%
Psicossocial e Psicológico
Apenas acolhimento
Somente psicossocial
Psicosocial, psicológico e psicoeducativo
Somente psicológico
Psicossocial e psicoeducativo
Psicológico e psicoeducativo Gráfico 3. Tipos de atendimentos realizados pelo Programa Sentinela da cidade de Blumenau Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 605 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Glauco Anderson Espindola & Vanderléia Batista Entre as modalidades de tratamento, estão a terapia familiar, a individual e com os pais. A
terapia familiar foi a modalidade de maior incidência (47%), seguida pela utilização da terapia
familiar, individual e com os pais no mesmo caso (30%) e terapia individual e familiar no mesmo
caso (14%). Além dessas, observa-se a ocorrência da terapia individual e com os pais, da terapia
familiar e com os pais e a realização apenas da modalidade individual, ambas com frequência
de 3%. Outras medidas promovidas pelo Sentinela foram: contato telefônico com a família da criança
ou do adolescente, visita domiciliar, visita à escola da criança ou do adolescente ou contato com
essa instituição de ensino, orientações judiciais, contato com a DPMCA, contato e reunião com
o Centro de Atenção Psicossocial Infanto-Juvenil (CAPSI), contato com o Centro de Referência
de Assistência Social (CRAS) e com o Conselho Tutelar. Essas medidas foram realizadas em 24
dos 30 casos, e estão distribuídas conforme a Tabela 1. O contato telefônico com a família da criança ou do adolescente teve o objetivo de agendar o
atendimento ou de informar sobre a sua ausência nos atendimentos pré-agendados. Nos casos
em que não foi possível contato pelo telefone, foi realizada a visita domiciliar, que foi, também,
utilizada com o propósito de verificar o meio no qual a criança está inserida, levantando-se
questões socioeconômicas e de proteção da criança ou do adolescente. Tabela 1. Outras intervenções realizadas pelo Programa Sentinela da cidade de Blumenau/SC a 1. Outras intervenções realizadas pelo Programa Sentinela da cidade de Blumenau/SC ç
p
g
/
Intervenção
Freq. Absoluta
Freq. Relativa %
Contato telefônico com a família da criança ou adolescente
Contato telefônico com a DPMCA
Contato telefônico e reunião com a CAPSI
Contato telefônico com o CRAS
Contato telefônico com o Conselho Tutelar
Contato telefônico com a escola da criança ou adolescente
Orientações judiciais
Visita domiciliar
Visita a escola da criança ou adolescente
TOTAL
12
1
1
1
1
4
4
17
6
47
25
2
2
2
2
9
9
36
13
100 Glauco Anderson Espindola & Vanderléia Batista Glauco Anderson Espindola & Vanderléia Batista As intervenções foram realizadas, geralmente, por uma equipe interdisciplinar que envolvia
psicólogo e assistente social em 83% dos casos. Contudo, em alguns casos, verifica-se apenas a
atuação do psicólogo (10%) ou do assistente social (7%). Outro fator relevante é que, em 87% dos casos, não houve nenhuma intervenção com o autor
da violência. Em dois casos, a pessoa que cometeu a violência sexual teve como medida punitiva
a prisão, e apenas dois dos autores da violência sexual receberam alguma forma de tratamento
terapêutico, em que se realizou o aconselhamento em uma das situações e o atendimento
psicossocial familiar em outra. Os motivos pelos quais as crianças e os adolescentes foram desligados do Programa Sentinela estão
distribuídos no Gráfico 4. Em sete dos casos, foi relatado mais de um motivo, e o mais frequente
foi que a criança ou adolescente se encontrava com seus direitos garantidos, aparecendo em 23
dos casos analisados, porém, em nenhum dos casos foram descritos os critérios utilizados para tal
afirmação. Gráfico 4. Motivos de desligamento do Programa Sentinela da cidade de Blumenau/SC
Não apresenta comprometimento decorrentes do fato ocorrido
Não adesão ao tratamento
Mudança de cidade
Encaminhamento para outra Instituição
Confirmação de não ocorrência do abuso
Criança ou adolescente superou/elaborou a situação de violência
Criança ou adolescente encontra com seus direitos garantidos
1
1
3
5
4
3
23 Gráfico 4. Motivos de desligamento do Programa Sentinela da cidade de Blumenau/SC
Não apresenta comprometimento decorrentes do fato ocorrido
Não adesão ao tratamento
Mudança de cidade
Encaminhamento para outra Instituição
Confirmação de não ocorrência do abuso
Criança ou adolescente superou/elaborou a situação de violência
Criança ou adolescente encontra com seus direitos garantidos
1
1
3
5
4
3
23 Gráfico 4. Motivos de desligamento do Programa Sentinela da cidade de Blumenau/SC Em relação ao tempo de permanência no Programa Sentinela, o Gráfico 5 demonstra que o tempo
durante o qual as crianças e adolescentes receberam tratamento no programa variou entre 1 a 660
dias. Os tempos prevalentes foram de 330 a 440 dias (em 8 casos), de 110 a 220 (em 7 casos) e de
1 a 110 dias (em 6 casos). Gráfico 5. Intervenção Para maior efetividade do tratamento, o Programa Sentinela realizou encaminhamentos para
outras instituições em 16 dos 30 casos pesquisados. A instituição que recebeu maior número
de encaminhamentos foi o Programa Saúde da Família (PSF), com (32%) dos encaminhamentos,
que atendeu as questões médicas relacionadas com a criança ou o adolescente e suas famílias. As
famílias, igualmente, foram encaminhadas para a Secretaria de Assistência Social da Criança e do
Adolescente (SEMASCRI), em 17% dos encaminhamentos, e para o CAPSI, com 11%, atendendo
as questões sociais e de saúde mental, respectivamente. Os outros encaminhamentos foram para
atendimento pedagógico, avaliação neurológica, defesa civil, Programa Pró-Trabalhador, Programa
Egresso, Diretoria de Articulação, Reinserção Profissional e Captação de Recursos, DPPMCA e
Pronto Atendimento Médico, ambos com 5% de frequência. Ressalta-se, todavia, que em nenhum dos prontuários consta o relato do planejamento das
intervenções realizadas com a criança ou o adolescente e com suas famílias no que tange ao
tipo e à modalidade de atendimento que seriam utilizados, bem como aos encaminhamentos
e às medidas necessários para a superação da violência, o que sugere o não planejamento das
intervenções por parte das equipes do Programa Sentinela. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 606 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Discussão O notificante é o elemento que torna pública
a violência, e pode ser considerado um ator
importante na rede de proteção à criança. O
presente trabalho constatou que, em 50% dos
casos, a mãe foi o notificante, e os pais (mãe e
pai juntos) o foram em 14% dos casos. Dados
semelhantes foram encontrados por Habigzang
et al (2005). Em sua pesquisa sobre violência
sexual, os autores também constataram
que a violência sexual foi denunciada com
maior frequência pela mãe da criança ou do
adolescente (37,6% dos casos) e por outros
parentes (15,1%). Nesse sentido, o elevado
percentual de notificação por pessoas com
algum vínculo familiar com a criança ou
adolescente sugere quão difícil é para a
sociedade apresentar denúncias de situações de
suspeita ou de confirmação de violência sexual. Percebe-se, assim, que a violência sexual ainda
é vista como um tabu e um escândalo social,
pertencente ao meio familiar no qual ela ocorre
e de responsabilidade desse mesmo meio. Após a revelação do abuso sexual, é importante
que a criança ou adolescente envolvido na
situação e sua família recebam alguma forma
de intervenção o mais rápido possível, já
que, conforme Furniss (1993), a revelação do
abuso sexual contra a criança conduz a uma
crise imediata nas famílias, visto que a simples
nomeação do abuso estabelece o abuso como
um fato para a criança e sua família. Nesse
contexto, durante a análise dos dados, observou-
se que 37% dos casos notificados levaram até
quinze dias para receber atendimento. Já na
literatura de apoio não foram detectados estudos
que mencionassem o intervalo de tempo entre
denúncia e atendimento. No entanto, visto o
fator de risco que o abuso sexual representa,
apesar de a maior parte dos casos pesquisados
ter recebido atendimento em tempo hábil, esse
número ainda não é expressivo. Dessa forma, é
relevante que o Sentinela continue a trabalhar
para aumentar o número de casos em que há
um pequeno intervalo de tempo entre revelação
do abuso e primeiro atendimento. Em relação ao órgão ou instituição de
procedência dos encaminhamentos ao Programa
Sentinela, observou-se que o programa recebeu
denúncias de abuso sexual advindas do
Conselho Tutelar, da polícia civil, do APOMT,
do Disque 100 e da DPMCA, o que demonstra
a credibilidade que vem sendo conquistada
por esse programa. Entretanto, a maioria dos
encaminhamentos procedeu do Conselho
Tutelar. Glauco Anderson Espindola & Vanderléia Batista Tempo de permanência no Programa Sentinela da cidade de Blumenau/SC
Número de Casos
10
8
6
4
2
0
6
7
5
3
1
1 a
110
110 a
220
220 a
330
330 a
440
440 a
550
550 a
660
8 Gráfico 5. Tempo de permanência no Programa Sentinela da cidade de Blumenau/SC Em todos os casos, houve acompanhamento do Conselho Tutelar, que foi realizado através de trocas
de relatórios. Assim, o desfecho de cada caso deu-se através do encaminhamento ao Conselho Tutelar
de um relatório referente à situação atual da criança ou adolescente, procedimentos realizados pelo
Sentinela e motivo de desligamento. Percebe-se, enfim, a ausência de informações em alguns prontuários. Tal fator comprometeu a análise
de algumas variáveis, especialmente no que se refere às informações sobre a realização ou não da Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 607 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista avaliação inicial da criança ou adolescente, o
planejamento das intervenções e as técnicas
e os critérios utilizados pelo profissional
para avaliar o desligamento da criança ou
adolescente do programa. Observou-se, ainda,
a falta de uniformidade nos dados, visto que em
alguns casos os atendimentos foram relatados
apenas de maneira sucinta. Conselho Tutelar foi o meio mais utilizado para a
realização das denúncias. Igualmente, Baptista,
Brito, Costa e França (2008) descrevem que 68%
dos casos de abuso sexual infanto-juvenil foram
notificados pelo Conselho Tutelar em estudo
realizado em Campina Grande/PB. Tal fator, além de representar a obrigatoriedade,
instituída pelo Estatuto da Criança e do
Adolescente (ECA), da notificação de casos de
violência sexual ao Conselho Tutelar, é reflexo
do modo de funcionamento do Programa
Sentinela, pois, de acordo com as diretrizes de
funcionamento do programa, este “deve receber
os casos encaminhados pelo Conselho Tutelar
do Município para análise e estudo da situação”
(Ministério do Desenvolvimento Social, 2006,
p. 5). Esse dado também denota a importância
que o Conselho Tutelar ocupa na rede e na
comunidade na qual está inserido. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Discussão Outros estudos, do mesmo modo,
destacam esse órgão como o principal órgão
de encaminhamento ou de primeiro contato. Ferriani, Garbin e Ribeiro (2004), em pesquisa
realizada em Ribeirão Preto/SP, relatam que o A literatura aponta o acolhimento como
parte primordial do atendimento, sendo ele
importante para estabelecer um vínculo com
a criança e o adolescente, e deve ser realizado Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 608 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista livre de preconceitos e sem interrupções ou
solicitações de detalhamento desnecessário
(Pfeiffer & Salvagni, 2005; Habigzang, 2006). Desse modo, a realização de acolhimento em
todos os casos pesquisados, sendo ele realizado
em um ambiente protetor, onde a criança ou
adolescente poderiam expressar-se livremente,
representa um dos fatores de assistência do
Programa Sentinela. Destaque-se, todavia, que a literatura ressalta a
modalidade grupal como excelente modalidade
na redução das consequências advindas da
violência sexual (Mcgain & Mckinzey 1995;
Seixas, 1999; Habigzang, 2006). Entretanto,
essa modalidade não é realizada pelo Sentinela. Assim, sugere-se, como medida que possa
contribuir para a qualificação do programa,
a introdução da modalidade grupal nos
atendimentos realizados. Com base nos resultados do presente estudo,
as crianças e adolescentes em situação de
violência sexual atendidas pelo Programa
Sentinela receberam com maior frequência
mais de uma forma de tratamento, destacando-
se o atendimento psicossocial e psicológico. Lueneberg, Machado, , Régis e Nunes
(2005), igualmente, verificaram que o tipo
predominante de atendimento prestado
a crianças e adolescentes em situação de
violência sexual é o psicossocial (26,80%). Por outro lado, a realização de tratamento
com a família da criança ou adolescente
em situação de violência sexual representa
um fator de assistência do programa, pois o
tratamento familiar é apontado como essencial
para desenvolver um plano de tratamento
significativo (Furniss, 1993; Saywitz et al., 2000;
King et al., 2000, Saunders, Berliner, & Hanson.,
2004). Além dessas, o Sentinela promove outras medidas
de intervenção, como contato telefônico e visita
domiciliar em caso da ausência da criança ou
adolescente nos atendimentos pré-agendados. Tais medidas representam uma não negligência
por parte do programa com as famílias em
atendimento. PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Discussão Observa-
se, no presente estudo, que essa articulação
é feita através de encaminhamentos para
outras instituições, porém, com exceção do
Conselho Tutelar, o programa realizou contato
com as instituições que compõem o Sistema
de Garantia de Direitos em apenas 3 dos 19
encaminhamentos realizados. Percebe-se,
assim, a falta de uma ação articulada, o que
representa um fator de vulnerabilidade do
programa. as diretrizes do programa, “(...) esgotadas todas
as possibilidades de intervenção, sem mudança
dos padrões violadores de direitos, a autoridade
competente deverá ser informada por meio
de relatório circunstanciado, para que sejam
tomadas as medidas pertinentes” (Ministério
do Desenvolvimento Social, 2006, p. 20), o
que efetivamente ocorre no contexto estudado. Em relação ao tempo de permanência no
Programa Sentinela, o estudo demonstrou que a
maioria das crianças e adolescentes receberam
tratamento no programa durante 1 ano e 3
meses. Na literatura utilizada, não localizamos
dados sobre o tempo médio de permanência
na instituição. No processo de análise, percebeu-se, por fim,
que algumas fichas apresentavam ausência de
informações, o que representa um fator de
vulnerabilidade do programa, uma vez que,
conforme a Organização Mundial de Saúde
(2003) é de extrema importância documentar
todas as informações. No mais, Lueneberg,
Machado, Régis, e Nunes (2005) afirmam que
um fator importante para a prevenção desse
tipo de violência é o preenchimento correto e
completo dos dados que compõem a ficha de
atendimento, pois, se ela estiver incompleta,
poderá dificultar a assistência e impedirá o
diagnóstico precoce dos fatores de risco para
possível prevenção da violência sexual. Como
sugestão, fica a descrição dos critérios de
desligamento e da avaliação inicial em cada
protocolo, justificando-os de maneira detalhada. Além desse, outro fator de vulnerabilidade do
Sentinela é a não realização, em 87% dos casos,
de intervenção com o autor da violência, fato
esse de extrema gravidade, já que, em 30%
dos casos estudados, o autor da violência tinha
entre 10 e 17 anos. Furniss (1993) ressalta a
necessidade dessa intervenção, como forma
de se compreender e de prevenir a violência
sexual. Outro fato ao qual devemos dar suma
importância é a impunidade com que a
violência sexual é tratada no Brasil, pois em
apenas dois casos a pessoa que cometeu a
violência sexual teve como medida punitiva
a prisão. Discussão A visita domiciliar, também
utilizada com o propósito de verificar o meio
no qual a criança está inserida, é outro aspecto
importante, uma vez que a coexistência de
diferentes formas de violência em caso de abuso
sexual tem sido frequentemente apontada pelos
pesquisadores da área (Cohen & Mannarino,
2000; Habigzang & Caminha, 2004; Kellog &
Menard, 2003). Além dessas, o Sentinela promove outras medidas
de intervenção, como contato telefônico e visita
domiciliar em caso da ausência da criança ou
adolescente nos atendimentos pré-agendados. Além disso, na escolha ao tipo de atendimento,
a literatura destaca os atendimentos psicológicos,
psicossociais e psicoeducativos (Saywitz et. al.,
2000). De acordo com a análise dos resultados,
esses tipos de atendimento são prestados pelo
Programa Sentinela, o que indica um fator de
assistência do programa. Contudo, nos casos
pesquisados, não se observa um planejamento
relativo ao tipo de atendimento que será
utilizado. De acordo com Saywitz et. al., a
escolha do tipo de atendimento depende da
avaliação inicial da criança ou do adolescente;
o não planejamento da escolha do tratamento
é, portanto, um fator de vulnerabilidade do
Sentinela. Entre as outras formas de intervenção, destaca-
se, do mesmo modo, a realização de orientações
judiciais feitas pelos profissionais do programa
às famílias em atendimento. Observa-se, desse
modo, que os profissionais do Sentinela, em
seus atendimentos, unem os domínios legais,
de saúde e de saúde mental, fator de extrema
relevância para que se evite o processo de
revitimização (Furniss, 1993; Amazarray &
Koller, 1998). Como previsto nas diretrizes de funcionamento
do Sentinela, os atendimentos são feitos na
modalidade familiar, individual e com os pais. Habigzang (2006) e Saywitz et al. (2000)
ressaltam, como já apontamos, que é necessário
realizar tratamentos em diferentes modalidades
para diferentes crianças ou para a mesma
criança em diferentes tempos, o que indica um
fator de assistência do programa. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC 609 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Conforme as diretrizes de funcionamento do
programa, este deve manter estreita articulação
com os demais serviços de proteção social
básica e especial, com as demais políticas
públicas e instituições que compõem o
Sistema de Garantia de Direitos (Ministério
do Desenvolvimento Social, 2006). Discussão Nas diretrizes de funcionamento do Sentinela,
constata-se que o programa deve contar
com equipe de profissionais que trabalhem
de maneira interdisciplinar, o que pudemos
verificar a partir do estudo realizado, pois
grande parte dos atendimentos foram realizados
por psicólogos e assistentes sociais. PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Os resultados revelam que o Sentinela, de
maneira satisfatória, consegue cumprir seu
objetivo de prestar atendimento às crianças e
adolescentes em situação de violência sexual,
bem como aos seus familiares. Para tanto, o
programa atua em uma rede integrada com
o Conselho Tutelar, prestando atendimento
aos casos notificados no Conselho. Ao chegar
ao Sentinela, primeiramente é realizado um
acolhimento com a criança ou adolescente
em situação de violência sexual e sua família,
estabelecendo-se vínculos e esclarecendo-
se a metodologia de trabalho. Em seguida,
são proporcionados atendimentos a essas
crianças e adolescentes, dentre os quais estão
os atendimentos psicológicos, psicossociais e
psicoeducativos, realizados na modalidade
individual ou familiar. Quando necessário,
para maior efetividade do tratamento, o
Sentinela realiza encaminhamentos para
outras instituições de garantia de direitos da
criança e do adolescente, que são desligados
do programa quando se encontram com seus
direitos garantidos, permanecendo em média
1 ano e 3 meses no programa. Ao ser realizado
o desligamento das crianças e adolescentes, o
Conselho Tutelar é informado através de um
relatório. a insistência para que a família compareça aos
atendimentos, a verificação do meio no qual
a criança ou adolescente está inserido (visita
domiciliar), a articulação entre domínios legais,
de saúde e de saúde mental, o desligamento
do programa somente após a garantia dos
direitos da criança ou do adolescente e as
trocas de informações (laudos e relatórios) com
o Conselho Tutelar. Por outro lado, os fatores de vulnerabilidade
do programa foram: não planejamento das
intervenções, não realização de intervenção
com o autor da violência, a falta de uma ação
articulada entre o programa, os serviços de
proteção social básica e especial, as demais
políticas públicas e instituições que compõem
o Sistema de Garantia de Direitos da criança e
do adolescente e a ausência de informação em
alguns prontuários, principalmente na avaliação
inicial e na descrição dos critérios sociais e
psicológicos de desligamento. Sugere-se, por fim, como medida para
qualificação do Sentinela, a introdução da
modalidade grupal nos atendimentos, uma
vez que a grupoterapia tem apresentado
resultados relevantes no tratamento de crianças
e adolescentes em situação de violência sexual
(Mcgain & Mckinzey, 1995; Seixas, 1999;
Cohen & Mannarino, 2005; Habigzang, 2006). A análise dos documentos ainda possibilitou
o mapeamento de fatores de assistência e
de vulnerabilidade do Programa Sentinela no
atendimento de criança ou adolescente em
situação de violência sexual. 610 610 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Conclusões As informações sobre os casos de violência
sexual contra crianças e adolescentes coletadas
a partir da análise dos prontuários disponíveis no
Programa Sentinela, da cidade de Blumenau/SC,
permitiram compreender a atuação do Sentinela
frente ao abuso sexual e identificar os fatores de
assistência e de vulnerabilidade envolvidos no
seu contexto. Do mesmo modo, possibilitaram
observar a impunidade com que a questão da
violência sexual é tratada no Brasil e o tabu que
cerca essa violência. Durante a análise dos dados, verificou-se,
como fator de assistência, o fato de que,
de maneira geral, os casos de atendimento
somente foram desligados do programa com a
constatação de que a criança ou adolescente se
encontrava com seus direitos garantidos. Outro
fator de assistência é o acompanhamento do
Conselho Tutelar, realizado através de trocas de
relatórios entre as duas instituições. Conforme Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC Glauco Anderson Espindola & Vanderléia Batista Nesse contexto,
entre os fatores de assistência identificados,
destacam-se: a credibilidade do programa, a
realização de acolhimento em um ambiente
de total respeito à criança ou adolescente,
a variedade de tipos e de modalidades de
atendimento utilizados, o atendimento com
os cuidadores da criança ou do adolescente, Diante do exposto, verificamos que o presente
estudo conseguiu atingir seus objetivos,
identificando a atuação do Programa Sentinela
e mapeando os fatores de assistência e de
vulnerabilidade do programa. Assim sendo,
observou-se que o Sentinela constitui uma
ferramenta contra a violência sexual, entretanto,
possui alguns pontos que necessitam ser
otimizados. Recebido 12/12/2011, 1ª Reformulação 04/04/2013, Aprovado 11/04/2013. Glauco Anderson Espindola
Especialista em Metodologias de Atendimento a Criança e ao Adolescente em Situação de Risco pela Universidade
do Estado de Santa Catarina, Blumenau– SC – Brasil. E-mail: glaucopsi@gmail.com
Vanderléia Batista
Psicóloga formada pela Fundação Universidade Regional de Blumenau, Blumenau – SC – Brasil. E-mail: letista19@hotmail.com
Endereço para envio de correspondência:
Rua Harry Wruck, nº 61, Fortaleza. CEP: 89056-210. Blumenau, SC. Abuso Sexual Infanto Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC Recebido 12/12/2011, 1ª Reformulação 04/04/2013, Aprovado 11/04/2013. Glauco Anderson Espindola
Especialista em Metodologias de Atendimento a Criança e ao Adolescente em Situação de Risco pela Universidade
do Estado de Santa Catarina, Blumenau– SC – Brasil. E-mail: glaucopsi@gmail.com
Vanderléia Batista
Psicóloga formada pela Fundação Universidade Regional de Blumenau, Blumenau – SC – Brasil. E-mail: letista19@hotmail.com
Endereço para envio de correspondência:
Rua Harry Wruck, nº 61, Fortaleza. CEP: 89056-210. Blumenau, SC. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC Recebido 12/12/2011, 1ª Reformulação 04/04/2013, Aprovado 11/04/2013. 611 PSICOLOGIA:
CIÊNCIA E PROFISSÃO,
2013, 33 (3), 596-611 Glauco Anderson Espindola & Vanderléia Batista Associação Brasileira de Proteção à Infância e à Adolescência. (2002). Abuso sexual: mitos e realidade – por que?! Quem?! Como?! O Quê?! Rio de Janeiro: Autores e Agentes
Associados. Referências Habigzang, L. F. (2006). Avaliação e intervenção psicológica para
meninas vítimas de abuso sexual intrafamiliar. (Dissertação de
Mestrado). Instituto de Psicologia, Universidade Federal do Rio
Grande do Sul, Porto Alegre, RS. Alzuguir, F. C. V., Assis, S. G., & Souza, E. R. (2002). Estratégias
de atendimento aos casos de abuso sexual infantil: um
estudo bibliográfico. Revista Brasileira de Saúde Materna
Infantil, 2, 105-116. Habigzang, L. F, Azevedo, G. A, Koller, S. H., & Machado, P. X. (2006). Glauco Anderson Espindola & Vanderléia Batista Fatores de risco e de proteção na rede de atendimento
a crianças e adolescentes vítimas de violência sexual. Psicologia:
Reflexão e Crítica, 19(3), 379-386. Amazarray, M. R., & Koller, S. H. (1998). Alguns aspectos
observados no desenvolvimento de crianças vítimas de abuso
sexual. Psicologia, Reflexão e Crítica, 11, 559-78. Kellog, N. D., & Menard, S. W. (2003). Violence among family
members of children and adolescents evaluated for sexual
abuse. Child Abuse & Neglect, 27, 1367-1376. Arboleta, M. R. C., & Duarte, J. C. (2005). Sintomatologia,
avaliação e tratamento do abuso sexual infantil. In V. E. Caballo & M. Á. Simón. Manual de psicologia clínica infantil e
do adolescente – transtornos gerais (pp. 293-321). São Paulo:
Editora Santos. King, N. J., Tonge, B. J., Mullen, P., Myerson, N., Heyne, D., &
Rollings, S. et al. (2000). Treating sexually abused children
with posttraumatic stress symptoms: A randomized clinical
trial. Journal of the American Academy of Child and Adolescent
Psychiatry, 39, 1347-1355. Baptista, R. S., Brito, V. R. de S., Costa, C. M. P., & França, I. S. X. (2008). Caracterização do abuso sexual em crianças e
adolescentes notificado em um Programa Sentinela. Acta Paul
Enferm., 21(4), 602-608. Lueneberg, C. F., Machado, H. B., Régis, E. I., & Nunes, M. P. P. (2005). Abuso sexual: diagnóstico de casos notificados no
Município de Itajaí/SC, no período de 1999 a 2003, como
instrumento para a intervenção com famílias que vivenciam
situações de violência. Texto Contexto Enfermagem, 14 (Esp.),
54-63. Bardin, L. (1977). Análise de Conteúdo. Lisboa: Edições 70. Cohen, J. A., & Mannarino, A. P. (2000). Predictors of treatment
outcome in sexually abused children. Child Abuse & Neglect,
24, 983-994. Mcgain, B., & Mckinzey, R. K. (1995). The efficacy of group
treatment in sexually abused girls. Child Abuse & Neglect, 19,
1157-1169. Cohen, J. A., Mannarino, A. P., & Knudsen, K. (2005). Treating sexually abused children: One year follow-up of a
randomized controlled trial. Child Abuse & Neglect, 29, 135-
145. Ministério do Desenvolvimento Social. (2006). Programa
sentinela. Recuperado em 10 outubro, 2009, de http://www. mds.gov.br/programas/rede-suas/protecao-social-especial/
programa-sentinela-protecaosocial-as-criancas-adolescentes-
vitimas-de-violencia. Comitê Nacional de Enfrentamento à Violência Sexual
contra Crianças e Adolescentes. (2006). Plano Nacional de
Enfrentamento da Violência Sexual Infanto-juvenil – uma
política em movimento (Relatório do monitoramento 2003-
2004). Brasília, DF. Pfeiffer, L., & Salvagni, E. P. (2005). Visão atual do abuso sexual
na infância e adolescência. Jornal de Pediatria, 81(5), 197-204. Conselho Federal de Psicologia. Glauco Anderson Espindola & Vanderléia Batista (2009). Serviço de Proteção
Social a Crianças e Adolescentes Vítimas de Violência, Abuso
e Exploração Sexual e suas Famílias: referências para a atuação
do psicólogo. Brasília, DF. Prefeitura Municipal de Blumenau. (2009). Semascri promove ações
de conscientização na Semana Estadual de Combate ao Abuso
e à Exploração Sexual Infanto-juvenil, a partir desta terça, 22. Recuperado em 30 outubro, 2009, de http://www.blumenau. sc.gov.br/novo/site/noticia/index.php?codigo=25697 Conselho Nacional de Assistência Social. (2009). Tipificação
Nacional de Serviços Socioassistenciais. Brasília, DF. Pereda, N., Polo, P., Grau, N., Navales, N., & Martínez, M. (2007). Víctimas de abuso sexual en la infancia. Estudio descriptivo. Revista d´Estudis de la Violênci, 1, 1-18. Recuperado em 20
agosto, 2009, de http:// www.icev.cat Delegacia de Proteção à Mulher e ao Adolescente de Blumenau. (2009). Relatório anual de 2006/2007/2008. Secretaria de
Segurança Pública e Defesa do Cidadão. Blumenau, SC. Saunders, B. E., Berliner, L., & Hanson, R. F. (2004). Child physical
and sexual abuse: Guidelines for treatment. Charleston: National
Crime Victims Research and Treatment Center. Recuperado em
30 outubro, 2009, de http://academicdepartments.musc.edu/
ncvc/resources_prof/ovc_guidelines04-26-04.pdf Engers, M. E. (1994). Paradigmas e Metodologias de Pesquisa
em Educação: Notas para Reflexão. Porto Alegre: EDIPUCRS. Ferreira, A. L., & Gonçalves, H. S. (2002). A notificação da
violência intrafamiliar contra crianças e adolescentes por
profissionais da saúde. Caderno de Saúde Pública, 18(1),
315-319. Saywitz, K. J., Mannarino, A. P., Berliner, L., & Cohen, J. A. (2000). Treatment for sexually abused children and adolescents. American Psychologist, 55(9),1040-1049. Ferriani, M. G. C., Garbin, L. M., & Ribeiro, M. A. (2004). Caracterização de casos em que crianças e adolescentes
foram vítimas de abuso sexual na região sudoeste da cidade
de Ribeirão Preto, SP, no ano 2000. Acta Paul Enferm., 17(1),
45-54. Seixas, A. H. (1999). Abuso sexual na adolescência. In N. Schor,
M. do S. F. T. Mota & V. C. Branco. Cadernos Juventude, Saúde
e Desenvolvimento (pp. 117-135). Brasília, DF: Ministério da
Saúde. Furniss, T. (1993). Abuso sexual da criança: uma abordagem
multidisciplinar. Porto Alegre: Artes Médicas. World Health Organization. (2003). Guidelines for medico-legal
care for victims of sexual violence. Recuperado em 20 julho,
2009,
de
http://www.who.int/violence_injury_prevention/
publications/violence/med_leg_guidelines/en/index.html Gil, A. C. (2002). Como elaborar projetos de pesquisa (4a. ed.). São Paulo: Editora Atlas S.A. Habigzang, L. F., & Caminha, R. M. (2004). Abuso sexual contra
crianças e adolescentes: conceituação e intervenção clínica. São Paulo: Casa do Psicólogo. Habigzang, L. F., Koller, S. H., Azevedo, G. A., & Machado, P. X. (2005). Glauco Anderson Espindola & Vanderléia Batista Abuso sexual infantil e dinâmica familiar: aspectos
observados em processos jurídicos. Psicologia: Teoria e
Pesquisa, 21(3), 341-348. Abuso Sexual Infanto-Juvenil: A Atuação do Programa Sentinela na Cidade de Blumenau/SC
|
https://openalex.org/W2110157263
|
https://pure.rug.nl/ws/files/17475555/PLoS_ONE_2015_10_e0121374.pdf
|
English
| null |
Adapting to a Warmer Ocean—Seasonal Shift of Baleen Whale Movements over Three Decades
|
PloS one
| 2,015
|
cc-by
| 9,554
|
Adapting to a warmer ocean Ramp, Christian; Delarue, Julien; Palsbøll, Per J.; Sears, Richard; Hammond, Philip S. DOI:
10.1371/journal.pone.0121374 DOI:
10.1371/journal.pone.0121374 IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from
it. Please check the document version below. Document Version
Publisher's PDF, also known as Version of record IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from
it. Please check the document version below. Document Version Link to publication in University of Groningen/UMCG research database Citation for published version (APA):
Ramp, C., Delarue, J., Palsbøll, P. J., Sears, R., & Hammond, P. S. (2015). Adapting to a warmer ocean:
Seasonal shift of baleen whale movements over three decades. PLoS ONE, 10(3), Article e0121374. https://doi.org/10.1371/journal.pone.0121374 Copyright
Other than for strictly personal use, it is not permitted to download or to forward/distribute the text or part of it without the consent of the
author(s) and/or copyright holder(s), unless the work is under an open content license (like Creative Commons). University of Groningen
Adapting to a warmer ocean
Ramp, Christian; Delarue, Julien; Palsbøll, Per J.; Sears, Richard; Hammond, Philip S.
Published in:
PLoS ONE
DOI:
10.1371/journal.pone.0121374
IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from
it. Please check the document version below.
Document Version
Publisher's PDF, also known as Version of record
Publication date:
2015
Link to publication in University of Groningen/UMCG research database
Citation for published version (APA):
Ramp, C., Delarue, J., Palsbøll, P. J., Sears, R., & Hammond, P. S. (2015). Adapting to a warmer ocean:
Seasonal shift of baleen whale movements over three decades. PLoS ONE, 10(3), Article e0121374.
https://doi.org/10.1371/journal.pone.0121374 University of Groningen
Adapting to a warmer ocean
Ramp, Christian; Delarue, Julien; Palsbøll, Per J.; Sears, Richard; Hammond, Philip S. Published in:
PLoS ONE
DOI:
10.1371/journal.pone.0121374
IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from
it. Please check the document version below. Document Version
Publisher's PDF, also known as Version of record
Publication date:
2015
Link to publication in University of Groningen/UMCG research database
Citation for published version (APA):
Ramp, C., Delarue, J., Palsbøll, P. J., Sears, R., & Hammond, P. S. (2015). Adapting to a warmer ocean:
Seasonal shift of baleen whale movements over three decades. PLoS ONE, 10(3), Article e0121374. https://doi.org/10.1371/journal.pone.0121374 University of Groningen Adapting to a Warmer Ocean—Seasonal
Shift of Baleen Whale Movements over Three
Decades Christian Ramp1,2*, Julien Delarue1, Per J. Palsbøll3, Richard Sears1, Philip S. Hammond2 Christian Ramp1,2*, Julien Delarue1, Per J. Palsbøll3, Richard Sears1, Philip S. Hammond2
1 Mingan Island Cetacean Study, St. Lambert, Quebec, Canada, 2 Sea Mammal Research Unit, Scottish
Oceans Institute, University of St. Andrews, St. Andrews, United Kingdom, 3 Marine Evolution and
Conservation, Centre for Ecological and Evolutionary Studies, University of Groningen, Groningen, The
Netherlands 1 Mingan Island Cetacean Study, St. Lambert, Quebec, Canada, 2 Sea Mammal Research Unit, Scottish
Oceans Institute, University of St. Andrews, St. Andrews, United Kingdom, 3 Marine Evolution and
Conservation, Centre for Ecological and Evolutionary Studies, University of Groningen, Groningen, The
Netherlands * car@rorqual.com * car@rorqual.com OPEN ACCESS Citation: Ramp C, Delarue J, Palsbøll PJ, Sears R,
Hammond PS (2015) Adapting to a Warmer Ocean—
Seasonal Shift of Baleen Whale Movements over
Three Decades. PLoS ONE 10(3): e0121374. doi:10.1371/journal.pone.0121374 Academic Editor: Elliott Lee Hazen, UC Santa Cruz
Department of Ecology and Evolutionary Biology,
UNITED STATES Academic Editor: Elliott Lee Hazen, UC Santa Cruz
Department of Ecology and Evolutionary Biology,
UNITED STATES Received: June 2, 2014
Accepted: February 11, 2015
Published: March 18, 2015 Copyright: © 2015 Ramp et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the Supporting Information Files. Data Availability Statement: All relevant data are
within the Supporting Information Files. Funding: The authors have no support or funding to
report. Funding: The authors have no support or funding to
report. Abstract Global warming poses particular challenges to migratory species, which face changes to
the multiple environments occupied during migration. For many species, the timing of migra-
tion between summer and winter grounds and also within-season movements are crucial to
maximise exploitation of temporarily abundant prey resources in feeding areas, themselves
adapting to the warming planet. We investigated the temporal variation in the occurrence of
fin (Balaenoptera physalus) and humpback whales (Megaptera novaeangliae) in a North At-
lantic summer feeding ground, the Gulf of St. Lawrence (Canada), from 1984 to 2010 using
a long-term study of individually identifiable animals. These two sympatric species both
shifted their date of arrival at a previously undocumented rate of more than 1day per year
earlier over the study period thus maintaining the approximate 2-week difference in arrival
of the two species and enabling the maintenance of temporal niche separation. However,
the departure date of both species also shifted earlier but at different rates resulting in in-
creasing temporal overlap over the study period indicating that this separation may be start-
ing to erode. Our analysis revealed that the trend in arrival was strongly related to earlier ice
break-up and rising sea surface temperature, likely triggering earlier primary production. The observed changes in phenology in response to ocean warming are a remarkable exam-
ple of phenotypic plasticity and may partly explain how baleen whales were able to survive
a number of changes in climate over the last several million years. However, it is question-
able whether the observed rate of change in timing can be maintained. Substantial modifica-
tion to the distribution or annual life cycle of these species might be required to keep up with
the ongoing warming of the oceans. Copyright strictly personal use, it is not permitted to download or to forward/distribute the text or part of it without the consent of th
or copyright holder(s), unless the work is under an open content license (like Creative Commons). The publication may also be distributed here under the terms of Article 25fa of the Dutch Copyright Act, indicated by the “Taverne” license. More information can be found on the University of Groningen website: https://www.rug.nl/library/open-access/self-archiving-pure/taverne-
amendment. Take-down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately
and investigate your claim. Take-down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately
and investigate your claim. Take-down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to
and investigate your claim. Downloaded from the University of Groningen/UMCG research database (Pure): http://www.rug.nl/research/portal. For technical reasons the
number of authors shown on this cover page is limited to 10 maximum. Downloaded from the University of Groningen/UMCG research database (Pure): http://www.rug.nl/research/portal. For technical reasons the
number of authors shown on this cover page is limited to 10 maximum. Download date: 24-10-2024 RESEARCH ARTICLE Introduction Migration occurs in all major branches of the animal kingdom, takes place in the air, at sea and
on land, and exists at extreme temporal and spatial scales[1]. It can take many forms ranging Competing Interests: The authors have declared
that no competing interests exist. 1 / 15 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Seasonal Shift of Whale Movement due to Warmer Ocean from diurnal vertical migration of plankton to the migration of diadromous fish species to and
from their spawning sites [2,3]. The main driving force is typically the use of resources such as
food, mates or shelter varying over time and space [4].We focus here on the “classic” annually
reoccurring seasonal large-scale migration between summer and winter areas [1,5]. Such mi-
gratory species may be subject to climate-induced changes in resources at different seasonal
and life cycle stages to which they must adapt, or adjust their migratory behaviour [6]. The tim-
ing of these changes may differ in direction, severity and speed [7], potentially resulting in a
temporal mismatch between resources and migratory cycles [8]. Seasonally migrating species have been shown to change their home ranges in both summer
and wintering areas [9,10] or alter their timing in response to changes in their environment
[11]. Numerous migratory species utilize high-latitude summer regions to benefit from the
temporarily available high productivity and some of them reproduce during that period
[6,12,13]. The timing of arrival at such summer foraging areas often corresponds with the oc-
currence of one or several prey species on which the adults or their offspring depend [8]. In-
creasing spring temperatures have shifted the phenology of plants and insects so that species at
higher trophic levels have modified their timing patterns accordingly [14]. However, some
avian species have failed to change their arrival timing sufficiently to maintain synchrony with
their prey species [15], and similar trophic mismatches have been observed in the marine eco-
system [16]. While most migratory species show a unidirectional reaction to warmer tempera-
tures in spring, the effect on autumn departure varies. Short-distance migrants tend to depart
later in autumn whereas long-distance migrants depart earlier [11,17]. Generally, long-distant
migrants seem to adapt less well to climate change than short-distant migrants potentially lead-
ing to reduced fitness and population declines. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Introduction Animals cannot predict environmental condi-
tions thousands of kilometers away and potential wrong timing of movements causing a
mismatch with prey occurrence might reduce feeding success, and thus reproductive success
and ultimately survival [17,18]. Most baleen whales undertake seasonal migrations ranging from a few hundreds to thou-
sands of kilometers [19–21] alternating between low latitude winter breeding grounds and
high latitude summer feeding grounds [22,23]. Baleen whales have existed for several million
years [24] and have thus survived several glacial and interglacial periods, including the Dans-
gaard-Oeschger cycles, when temperature over Greenland increased 8–15°C in the span of a
few decades on multiple occasions during the last 80,000 years [25,26]. These species have life-
spans of at least 40 to well over 100 years [27,28] and individual whales thus experience more
environmental variation during their life-time than individuals of most other species. The large
body size of baleen whales helps buffer individuals against short-term variation in environmen-
tal conditions and reduces the relative costs of locomotion [29,30], facilitating long-range sea-
sonal migration and extensive movements across the summer range [31,32]. With such advantages, how are baleen whales adapting to global warming? Migratory spe-
cies have been described as a ‘paradox’ because their mobility allows them to react even to
rapid changes but they also depend on suitable habitat in multiple locations [6]. Predictions for
the response of marine mammals range from a more pole-ward distribution and the earlier ar-
rival in feeding areas to follow changing prey distribution [33,34] to a longer residency time of
some migratory species in higher latitudes in response to enhanced productivity [33]. Several
studies suggest that entire ecosystems or communities will move pole-ward following rising
SST [35,36]. Populations of fin (Balaenoptera physalus) and humpback whales (Megaptera novaean-
gliae), the target species of this study, spend part of the summer in the Gulf of St. Lawrence in
the North Atlantic Ocean. These two species are sympatric and feed on a wide, mostly overlap-
ping, variety of zooplankton and schooling fish [37]. They exhibit some niche separation in the 2 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Gulf of St. Lawrence; fin whales arrive earlier and feed, on average, at a lower trophic level and
wider niche than humpback whales, which arrive later and feed on higher trophic prey that are
more available later in the season [38,39]. Introduction Northwest Atlantic humpback whales breed in the
West Indies during winter [40] after traveling between 2,000 and 8,000 kilometers from their
summer feeding grounds, which include the Gulf of Maine, eastern Canada, and western
Greenland [41,42]. The fin whales found in the summer in the Gulf of St. Lawrence are believed
to overwinter off Nova Scotia just outside the pack ice [43], but their winter distribution is
poorly known [44]. Indeed, most of their entire range and migration routes are unknown and
they are thought to be more pelagic because they are not observed as close to the shore as are
humpback whales and do not seem to aggregate in distinct breeding grounds. The best documented effects of recent changes in climate are the warming of the oceans and
the reduction in sea ice [45]. The Gulf of St. Lawrence has a subarctic climate with seasonal ice
cover in winter and spring, representing the southernmost extent of sea ice in the Northern
Hemisphere [46]. Over the last 30 years, sea surface temperature (SST) in the Gulf of
St. Lawrence has increased [47] while temporal ice coverage has decreased [48]. We investigat-
ed whether, and in which direction, fin and humpback whales have changed their temporal oc-
currence in this area in response to the warming climate. We used the timing of the first and
last sighting of photographically identified individuals as proxies for the arrival and departure
dates of these two species in the main feeding area in the Gulf of St. Lawrence over a period of
27 years. Many individuals were present in the area throughout the study period. Therefore, we
not only use these individuals as samples to explore the potential response to climate change of
the two populations, but also investigate the behavioural change or adaption of individuals. We also investigate whether changes in the timing of occurrence are linked to changing en-
vironmental conditions in the area and, using this case study as a proxy for a feeding ground in
general, explore possible future responses and implications for these species, faced with pre-
dicted continuing ocean warming. Our analysis reveals that the earlier arrival of fin and hump-
back whales in the Gulf of St. Introduction Lawrence by approximately one day per year over 27 years was
strongly related to an earlier ice break-up and rising sea surface temperature, indicating a re-
markable phenotypic plasticity to a changing environment. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Data The Gulf of St. Lawrence is a semi-enclosed sea that connects the Great Lakes to the North At-
lantic and is a summer feeding destination for several species of rorqual whales [49]. The data
were collected in the Jacques-Cartier Passage and adjacent waters (roughly 49.5°N to 50.3°N
and 63°W to 66°W (Fig. 1)) between 1984 and 2010. A field season lasted between the begin-
ning of June and mid/end of October with an average of 65 survey days and ~500 hours
of observation. We used standard photo-identification techniques to identify individual humpback and fin
whales from their natural markings [50,51]. The primary aim of the study was the estimation
of population parameters using mark-recapture techniques and thus we maximised the effort
to photo-identify all animals present. The sighting effort remained relatively stable over the
study period. The starting date of the seasonal fieldwork remained relatively constant (S1
Table), while the end date depended on the animals; surveying stopped when no animals had
been sighted in the study area for approximately two weeks. The study was conducted under
annual permits from Department of Fisheries and Oceans, Canada. Between 1984–2010, we identified 450 fin whales, which were sighted on a total of 1,404 oc-
casions, and 270 individual humpback whales sighted 1,075 times in total. Not all juvenile 3 / 15 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Seasonal Shift of Whale Movement due to Warmer Ocean Fig 1. The Study area. The Gulf of St. Lawrence and eastern Canadian waters with 500m bathymetric line
representing the shelf edge. The research area is marked as JCP (Jacques Cartier Passage). The other
boxes show the extent of the areas for which SST data were used. doi:10.1371/journal.pone.0121374.g001 Fig 1 The Study area The G lf of St La rence and eastern Canadian
aters
ith 500m bath metric lin Fig 1. The Study area. The Gulf of St. Lawrence and eastern Canadian waters with 500m bathymetric line
representing the shelf edge. The research area is marked as JCP (Jacques Cartier Passage). The other
boxes show the extent of the areas for which SST data were used. doi:10.1371/journal.pone.0121374.g001 Fig 1. The Study area. The Gulf of St. Lawrence and eastern Canadian waters with 500m bathymetric line
representing the shelf edge. The research area is marked as JCP (Jacques Cartier Passage). The other
boxes show the extent of the areas for which SST data were used. Data doi:10.1371/journal.pone.0121374.g001 humpback whales migrate to the breeding grounds [52] and might remain closer to the feeding
grounds during winter. Therefore, we restricted our analysis to mature animals under the as-
sumption that mature animals consistently migrate to the breeding grounds each year. Accord-
ingly, we included only sightings of animals when they were known for at least 5 years, the age
at which humpback whales are presumed to be sexually mature [53]. This reduced data set con-
tained 96 individual humpback whales sighted 677 times in total. For fin whales, it is unknown
whether or not all animals migrate but we assumed they do and used all sighting data in our
analysis. However, calves (lactating young of the year) of both species were omitted because
their occurrence depends on their mothers. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Analysis We used the first and last date in each year (1984–2010) that an individual whale was sighted
and identified as proxies for its arrival and departure date, respectively, and the mean first and
last sighting dates as estimates of the population mean arrival and departure date, respectively. Individual whales were not necessarily detected when present and true arrival and departure
dates of each individual whale in each year were unknown. Mean date of first sighting is thus a
potentially biased (late) estimate of population arrival date, mean last sighting date is a poten-
tially biased (early) estimate of population departure date and residency times are thus poten-
tially underestimated. This bias might be reduced by limiting analysis to data for animals seen
multiple times, for example by removing animals seen only once in a year and thus with identi-
cal arrival and departure dates. We conducted analyses with datasets reduced in this way and PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 4 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean obtained similar results to the simple regressions (S2 Table). We therefore used all data to max-
imise sample size and to avoid the risk of introducing unknown bias by setting a threshold for
the amount of data available for individuals. Mean first and last sighting dates were each regressed on year to estimate the annual rates of
change. These dates for the same individual in different years could potentially be viewed as re-
peated measures, thus violating assumptions of independence when estimating trends over
time. To test for bias, we randomly selected one observation per individual from the total data-
set, calculated the annual mean first sighting day for that reduced dataset, regressed mean first
sighting date against year, and repeated this procedure 1,000 times. We then compared the
mean slope and 95% confidence interval (CI) of the reduced resampled data set with the regres-
sion estimated using the full dataset. The difference in slope between the full and the reduced
resampled data sets was negligible and the slopes of the linear models using all data fell within
the 95% confidence interval of the replicated data sets (S1 and S2 Figs.). Thus we based our
analyses on the full data set. We repeated this bootstrap procedure for the last sighting (depar-
ture) date (S3 and S4 Figs.), which gave similar results. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Analysis PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 5 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Data Center and GHRSST (http://pathfinder.nodc.noaa.gov). The PFV5.2 data are an updated
version of the Pathfinder Version 5.0 and 5.1 collection described in [54]. The North Atlantic
Oscillation (NAO) monthly anomalies were downloaded directed from NOAA:ftp://ftp.cpc. ncep.noaa.gov/wd52dg/data/indices/tele_index.nh. GSL6 is a region along the Quebec North
Shore, covering our study area [55]. SST was only available from 1985 to 2009 and therefore we
used the same time frame for all other variables. Data Center and GHRSST (http://pathfinder.nodc.noaa.gov). The PFV5.2 data are an updated
version of the Pathfinder Version 5.0 and 5.1 collection described in [54]. The North Atlantic Data Center and GHRSST (http://pathfinder.nodc.noaa.gov). The PFV5.2 data are an updated
version of the Pathfinder Version 5.0 and 5.1 collection described in [54]. The North Atlantic
Oscillation (NAO) monthly anomalies were downloaded directed from NOAA:ftp://ftp.cpc. ncep.noaa.gov/wd52dg/data/indices/tele_index.nh. GSL6 is a region along the Quebec North
Shore, covering our study area [55]. SST was only available from 1985 to 2009 and therefore we
used the same time frame for all other variables. We also wanted to test the hypothesis that time of arrival is also influenced by the condi-
tions of the area the animals are leaving. The winter and spring distribution of fin whales is not
well known, but some reports suggest that they spend the winter just outside the Gulf of
St. Lawrence [43] and large whales are reported on Grand Banks in spring [56]. Therefore, we
also included as candidate covariates SST data from several regions outside the Gulf (Fig. 1 and
Table 1). There are time lags of several weeks between the ice break up, rising temperatures,
start and peak of primary production and the occurrence of prey species. Therefore we investi-
gated monthly means of SST of 1 to 9 months prior to the earliest arrival (October to June). SST data were not available for 1984 and 2010. Thus, we restricted this analysis to 1985 to
2009, for which data were available for all covariates. We used simple least squares regression and examined the variance explained in models for
each covariate alone. Monthly mean SST is not independent within regions and seasons, nor like-
ly to be between regions, so we included only a single SST variable in each model. Analysis Similarly, ice
breakup, duration and coverage are also highly correlated and we used only a single ice-related
covariate in each model. Although ice breakup, coverage and duration are also correlated with
sea surface temperature and all of these are correlated with climate variables such as the NAO
index, we decided to test two variables at a time and to choose which of the SST and ice-related
variables to include based on significance tests and variance explained by the models. Model selection was based on Akaike’s Information Criterion [57]. All statistical analysis
was undertaken in R [58]. Analysis As an alternative way of addressing this
issue, we also fitted mixed effects models, which gave very similar results to the simple regres-
sions (S2 Table). We subsequently developed a set of linear regression models with annual mean first sighting
date as the response variable to investigate the explanatory power of a range of covariates
(Table 1) [54,55]. The covariates included several measures of research effort to test that the
trend was not influenced by effort (S1 Table). The environmental covariates included the large-
scale North Atlantic Oscillation (NAO) index, sea surface temperatures (SST), and measures of
ice coverage in the Gulf of St. Lawrence. Timing of arrival of whales in the St. Lawrence is as-
sumed to depend on the availability of prey. Prey data were unavailable for our research area
and chlorophyll concentration was available only for the later years of the study so we used the
ice and SST covariates as a proxy for the onset of annual primary productivity [46]. Sea ice data were obtained from Environment Canada Ice Services (http://ice-glaces.ec.gc. ca/). We obtained mean and maximum monthly Sea Surface Temperatures (SST) using Sea ice data were obtained from Environment Canada Ice Services (http://ice-glaces.ec.gc. ca/). We obtained mean and maximum monthly Sea Surface Temperatures (SST) using
AVHRR Pathfinder Version 5.2 (PFV5.2) data, obtained from the US National Oceanographic Table 1. Covariates used in the linear regression modeling. Covariate
Data period
Comment
Effort:
First survey day of the year
1985–2009
Number of survey days in June
1985–2009
Number of survey days in July
1985–2009
Number of survey days in June+July
1985–2009
Sea ice data
First week ice free
1985–2009
< 1% ice coverage
No. of weeks with ice
1985–2009
> 1% ice coverage
Week number with maximum ice coverage
1985–2009
Climate data
NAO monthly anomalies
1985–2009
9 monthly means prior arrival
Mean and Maximum monthly SST
1985–2009
SST in GSL6 [55]
1985–2009
9 monthly means prior arrival
SST in Cabot Strait (CB) (Fig. 1)
1985–2009
9 monthly means prior arrival
SST in Grand Banks (GB) (Fig. 1)
1985–2009
9 monthly means prior arrival
SST in Scotian Shelf (Fig. 1)
1985–2009
9 monthly means prior arrival
doi:10.1371/journal.pone.0121374.t001 Table 1. Covariates used in the linear regression modeling. Table 1. Covariates used in the linear regression modeling. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Results The mean first sighting date of fin whales shifted significantly earlier over the study period
(slope = -1.062, SE = 0.093, p<0.001), from day 229 (17 August) in 1984 to day 201 (20 July)
in 2010 (Fig. 2), thus one month earlier over 27 years. The mean first sighting date of mature
humpback whales (Fig. 2) also shifted significantly earlier (slope = -1.201, SE = 0.135,
p <0.001); from day 245 (2 September) in 1987, to day 217 (5 August) in 2010 (Fig. 2). Plots
of the standardized residuals of the models showed no departure from normality nor evidence
for temporal correlation (S5–S8 Figs.). The mean last sighting date of fin whales also moved earlier in time (slope = -0.435,
SE = 0.09, p<0.001) from day 233 (21 August) to day 222 (10 August) but the change was not
as great as for first sighting date (Fig. 2). Thus fin whales extended the period between first
and last sighting date by an average of 16 days across the study period. The mean day of the
last sighting for mature humpback whales also changed over the study period (slope = -1.196,
SE = 0.136, p<0.001) from day 269 (26 September) to day 242 (30 August), resulting in a con-
stant average period between first and last sighting during the 27-year study period. In the regression models for fin whales (Table 2) many covariates were significant but they
accounted for only a small fraction of the variance in date of first sighting. No effort variable
was significant. We tested multiple combinations of significant covariates but only two im-
proved the model fit. The best-supported model (adjusted r2 = 0.51) included the first ice-free
week in the Gulf of St Lawrence (slope = 0.32, SE = 0.11, p = 0.013, Fig. 3) and sea surface tem-
perature (SST) in Cabot Strait in January (slope = -8.5, SE = 2.6, p = 0.003). NAO was PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 6 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Fig 2. Mean arrival and departure date of fin (Bp) and humpback whales (Mn). The difference between trends in arrival and departure represent average
measured residency time. Fig 2. Mean arrival and departure date of fin (Bp) and humpback whales (Mn). The difference between trends in arrival and departure represent average Fig 2. doi:10.1371/journal.pone.0121374.t002 Selection of models for fin whale arrival (1985–2009) ordered by AICc. r2 values given only for models in which the covariates was significant. ns stands
for non-significant covariates Results Mean arrival and departure date of fin (Bp) and humpback whales (Mn). The difference between trends in arrival and departure represent average
measured residency time doi:10.1371/journal.pone.0121374.g002 significant as a single variable but not in combination with any other covariate. For mature
humpback whales, many of the covariates were also significant in the models and explained
some variation in the first sighting date (Table 3). No effort variable was significant. The best-
supported model (adjusted r2 = 0.47) included a single covariate, the SST at the research site in
January (slope = -33.66, SE = 7.45, p = 0.001). No combination of additional covariates im-
proved the overall model fit. Table 2. Model results Fin whales. model
intercept
slope
r2
AICc
ΔAICc
AICc weight
ice free + SST.CB.JAN
175.9
0.328 / -8.52
0.513
187.9
0
0.792
SST.CB.JAN
215.8
-10.97
0.377
192.3
4.39
0.088
SST.GS6L.OCT
259.4
-6.705
0.345
193.6
5.66
0.047
ice free + SST.GSL6.OCT
214.3
0.248 / -4.38
0.372
194.3
6.35
0.033
ice free
159.7
0.464
0.31
194.9
6.96
0.024
No weeks ice
167.3
2.502
0.22
197.7
9.77
0.006
SST.GSL6.JAN
192.7
-19.79
0.202
198.5
10.54
0.004
NAO March
213.1
6.246
0.173
199.4
11.5
0.003
Week max ice
250.4
-0.577
0.166
199.6
11.71
0.002
Days effort July
236
-1.106
ns
203.5
15.53
0
Total effort J/J
225.9
-0.358
ns
204.3
16.38
0
First day effort
176
0.245
ns
204.4
16.46
0
Days effort July
218.7
-0.271
ns
205
17.04
0
Selection of models for fin whale arrival (1985–2009) ordered by AICc. r2 values given only for models in which the covariates was significant. ns stands
for non-significant covariates Table 2. Model results Fin whales. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 7 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Fig 3. Mean annual arrival date of fin whales (Bp) and the first week the Gulf of St. Lawrence was ice-free. d i 10 1371/j
l
0121374 003 Fig 3. Mean annual arrival date of fin whales (Bp) and the first week the Gulf of St. Lawrence was ice-free. d i 10 1371/j
l
0121374 003 Fig 3. Mean annual arrival date of fin whales (Bp) and the first week the Gulf of St. Lawrence was ice-free. doi:10.1371/journal.pone.0121374.g003 doi:10.1371/journal.pone.0121374.g003 Selection of models for mature humpback whale arrival ordered by AICc. r2 values given only for models in which the covariate was significant. ns stands
for non-significant covariates. Only the covariates of the first five models were significant. No combination with two covariates yielded significant results.
d i 10 1371/j
l
0121374 t003 Selection of models for mature humpback whale arrival ordered by AICc. r2 values given only for models in which the covariate was significant. ns stands
for non-significant covariates. Only the covariates of the first five models were significant. No combination with two covariates yielded significant results.
doi:10.1371/journal.pone.0121374.t003 Seasonal Shift of Whale Movement due to Warmer Ocean other species [11,17]. Humpback whale departure shifted at the same pace as arrival, thus keep-
ing the residency time almost constant. The trend towards an earlier departure date of fin whales
was less pronounced than for the arrival date, increasing the residency time, but that increase is
subject to small sample bias in the first two years. Thus, there is only weak evidence that fin
whales increased their residency time in the study area, and none for humpback whales. The Jacques Cartier Passage is an important summer feeding area for both species, with
many individuals returning every year, as indicated by high recapture rates [59,60], but it rep-
resents only a fraction of the potential summer range for both populations. Individuals of both
species thus likely spent only a part of the summer in our study area and the residence times
calculated here do not represent their entire feeding season. Fin whales are thought to spend
the winter outside the Gulf of St. Lawrence and move in with the retreating ice [43] and then
follow the plankton bloom further north [61], but their winter distribution is unknown. For
humpback whales, we know when they depart from the breeding grounds [62] and it is clear
that the arrival date calculated here does not represent the arrival direct from the wintering
grounds. They arrive in the feeding latitudes already in May and June and stay until October or
even later [62]. However, whether we consider the classic migration from the winter grounds
or the within season movements between different summer feeding areas, both species showed
the same behavioural adaptation and advanced their temporal occurrence in the Jacques Car-
tier Passage by one month. The observed change in phenology of these populations is based on the observation of many
re-sighted whales over the study period, showing remarkable adaptation of the individual ani-
mals to changing conditions and highlighting the phenotypic plasticity of these species. We ob-
served many of the same individuals at the beginning and the end of the study period, thus
there is no evidence that animals left the study area and moved pole-ward, as some studies
have predicted [33]. However, our results are limited by the size of the study area and animals
could have probed further north before or after their occurrence in the study area. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Discussion Inferring from the results for mean first sighting date, fin and humpback whales arrived earlier
in the study area over the 27 years of the study, in line with general predictions [34]. However,
the rate of change of >1day earlier per year is, to our knowledge, undocumented. Both species
also left the study area earlier, as inferred from mean last sighting date, as observed in many Table 3. Model Results Humpback whales. model
intercept
slope
r2
AICc
ΔAICc
AICc weight
SST.GSL6.JAN
192.6
-33.67
0.47
178.3
0
0.76
SST.GB.JAN
253.5
-6.50
0.27
180.9
2.62
0.205
SST.CB.JAN
231.7
-9.94
0.2
185.7
7.46
0.018
NAO.OCT
234.4
6.51
0.15
187.8
9.54
0.006
SST.GSL.DEC
238
-10.01
0.09
189.1
10.86
0.003
First day effort
336.1
-0.65
ns
190.6
12.37
0.002
SST.CB.DEC
243.2
-4.50
ns
191.2
12.92
0.001
No weeks ice
197.4
1.74
ns
191.4
13.18
0.001
First week ice free
200.9
0.25
ns
191.5
13.29
0.001
Days effort June
223.1
0.78
ns
192.2
13.99
0.001
Week max ice
216.8
-0.20
ns
192.8
14.57
0.001
Total effort J/J
243.3
0.05
ns
193.3
15.01
0
Days effort July
230.4
0.04
ns
193.6
15.33
0 Table 3. Model Results Humpback whales. Table 3. Model Results Humpback whales. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 8 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Humpback whales arrive in the Gulf of St Lawrence about 2 weeks later than fin whales. Analysis of the isotopic niche in this area between 1992 and 2010 revealed that humpback
whales fed at a higher trophic level compared to fin whales [38] implying that the difference in
timing of arrival may reflect a difference in prey preference. A possible explanation for the ob-
served temporal separation between fin and humpback whales is niche partitioning to reduce
competition. Our results show that the temporal separation between these two species has so
far largely been maintained despite the shift towards earlier arrival times. However, our results
also show that this temporal separation may have started to erode due to the weak evidence for
longer residency times of fin whales. Short-distance migrants seem to adapt better to climate change than long-distant migrants
[17,18]. Some Northern Hemisphere bird species have shortened their migration distance by
establishing wintering grounds further north [10,63], while other bird species have ceased to
migrate altogether [64]. For baleen whales, gray whale (Eschrichtius robustus) calls have been
recorded in the winter off Alaska, indicating that some individuals may have ceased to migrate
annually [65]. While bird species breed and feed at high latitudes during the summer, most ba-
leen whales feed only during the summer. When sea ice covers the Gulf of St. Lawrence, fin
whales are assumed to winter only a few hundred kilometers away off the coast of Nova Scotia
[43]. As the winter sea ice coverage decreases in the Gulf of St. Lawrence, so may the need for
fin whales to migrate. A subpopulation of fin whales in the Mediterranean Sea that is distinct
from conspecifics in the North Atlantic does not migrate long distances but feeds during the
winter and may reproduce year-round [66–68]. If the patterns described here for fin whales in
the Gulf of St. Lawrence continue, and noting that they show flexibility regarding where they
give birth [23], it is tempting to speculate that continuing warming could lead to a discrete
year-round population of fin whales in the Gulf of St Lawrence if parts of it become ice-free
in winter. There is, to our knowledge, no indication that humpback whales have shifted their timing of
arrival at or departure from their breeding grounds in the West Indies. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Fin whale arrival in the Gulf of St. Lawrence followed the shift in the date of the ice break
up, as first suggested many years ago [43]. The influence of SST inside Cabot Strait (Fig. 1) is
likely related to the spatial and temporal ice coverage and could serve as a signal to the whales
that it is time to move back into the Gulf of St. Lawrence. There was a time lag of 13–15 weeks
between when this area became totally ice-free and the arrival of the fin whales in the Jacques
Cartier Passage. This period is similar to the time lag estimated in the Azores, where fin and
humpback whales appear to arrive 15 weeks after the onset of the spring bloom to feed on eu-
phausiid species when en route to high latitude summer feeding grounds [61]. For humpback
whales, we assume that the influence of SST in January in the Gulf of St. Lawrence on arrival
date must constitute a proxy for larger scale environmental variation because at this time
humpback whales are in the West Indies on the breeding grounds approximately 4,000 kilome-
ters south of the Gulf of St. Lawrence. However, the only large-scale climate variable included
in our models, the North Atlantic Oscillation index, did not correlate well with the observed
change in arrival date. It is unknown where humpback whales are located between their arrival
in higher latitudes from the breeding grounds and their arrival in the Jacques Cartier Passage
but environmental changes may have triggered an earlier departure from this unknown loca-
tion and thus earlier arrival in the Gulf of St. Lawrence. Fin and humpback whales are generalist feeders and the arrival of the whales in the Gulf of
St Lawrence is related to the temporal and spatial distribution of the arrival of their prey. The
start of the spring phytoplankton bloom depends on temperature and light conditions [16] and
earlier ice break-up coupled with higher SST leads to a progressively earlier bloom followed by
the earlier growth of populations of primary and then secondary consumers. Thus, the earlier
arrival of fin and humpback whales enables timely feeding on these prey species. 9 / 15 The results presented
here indicate, rather, an earlier inshore movement within northern latitudes. Humpback whale
feeding aggregations throughout the North Atlantic show a wide variation in migration dis-
tances [41]. Those populations feeding at temperate latitudes may simply extend their annual
migration further north as their prey retreat northbound in response to elevated SST [69], as
several studies have predicted, thus increasing interspecific competition with northern species
[70,71]. The continuing rise in ocean temperatures could eventually cause problems for long
distance migrating humpback whales to time their arrival in the feeding grounds with the oc-
currence of their main prey. Extreme changes, such as shown in this study, and pressure to
adapt further to accommodate ongoing rising SST are likely to affect population dynamics as
shown for other marine migrants [72,73] and future studies should test for effects of climate
change on population dynamics and health. Fin and humpback whales in the Gulf of St. Lawrence have shifted their phenology at a pre-
viously undocumented pace over the last 27 years. Both species have adapted their seasonal
movement to the shift in productivity in one of their prime feeding grounds in the North At-
lantic. Whether this pattern can continue as ocean temperatures increase is an open question
and the implications for these two species in the region are uncertain but could be profound. The phenotypic plasticity of these long-lived marine predators shown in our analysis is notable
and may explain how they have coped with past fluctuations in climate. However, it remains
questionable for how much longer they can adapt to further rapid environmental change. Sub-
stantial modification to their distribution or annual life cycle might be required to keep up with
the continuing warming of the oceans, and the implications might be more severe for the
humpback whale with more distant breeding grounds. 10 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean Supporting Information S1 Fig. Arrival date of individual fin whales. All first sightings with the linear trend (red line,
slope = -1.062, SE = 0.093) laying within the upper and lower 95% confidence intervals (dashed
black lines) of the resampled data. Annual trend of resampled data as black line (bootstrapped
data slope = -1.097, SE = 0.006). (PDF) S1 Fig. Arrival date of individual fin whales. All first sightings with the linear trend (red line,
slope = -1.062, SE = 0.093) laying within the upper and lower 95% confidence intervals (dashed
black lines) of the resampled data. Annual trend of resampled data as black line (bootstrapped
data slope = -1.097, SE = 0.006). (PDF) S2 Fig. Arrival date of individual (mature) humpback whales. All first sightings with the lin-
ear trend (red line, slope = -1.201, SE = 0.135) laying within the upper and lower 95% confi-
dence intervals (dashed line) of the resampled data. Annual trend of resampled data as black
line (bootstrapped data slope = -1.041, SE = 0.016). (PDF) S3 Fig. Departure date of individual fin whales. All first sightings with the linear trend (red
line) laying within the upper and lower 95% confidence intervals (dashed black lines) of the
resampled data. (PDF) S4 Fig. Departure date of individual humpback whales. All first sightings with the linear
trend (red line) laying within the upper and lower 95% confidence intervals (dashed line) of
the resampled data. (PDF) S5 Fig. Standardized residuals over standardized predicted values of the linear model (arri-
val~year) for the fin whale data set. (PDF) S6 Fig. Histogram of standardized residuals of the linear model (arrival~year) with theoret-
ical normal distribution of the fin whale data set. (PDF) S7 Fig. Standardized residuals over standardized predicted values of the linear model (arri-
val~year) for the mature humpback whale data set. (PDF) S8 Fig. Histogram of standardized residuals of the linear model (arrival~year) with theoret-
ical normal distribution for the humpback whale data set. (PDF) S1 File. Raw data. Arrival and Departure Dates for all Individuals. (PDF) S1 Table. Dataset. Mean arrival and departure date for fin and (mature) humpback whales
and the effort covariates according to Table 1 (No of survey days in June, July, June and July,
and the first survey day of the year)
(DOCX) S2 Table. Model Results. References 1. Dingle H, Drake VA. What Is Migration? BioScience. 2007; 57: 113–121. 1. Dingle H, Drake VA. What Is Migration? BioScience. 2007; 57: 113–121. 2. Meyers GS. Usage of Anadeomous, Catadromous and Allied Terms for Migratory Fishes. Copeia. 1949; 1949(2): 89–97. 3. Mauchline J, Fisher JR. The biology of euphausiids. Adv Mar Biol. 1969; 7: 1–454. 4. Dingle H. Migration: The Biology of Life on the Move. 1st ed. New York: Oxford University Press;
1996. 5. Greenberg R, Marra PP. Birds of two worlds: the ecology and evolution of migration. 1st ed. Baltimore:
John Hopkins University Press; 2005. 6. Robinson R, Crick H, Learmonth J, Maclean I, Thomas C, Bairlein F, et al. Travelling through a warming
world: climate change and migratory species. Endanger Species Res. 2009; 7: 87–99. 7. Both C, Visser ME. Adjustment to climate change is constrained by arrival date in a long-distance mi-
grant bird. Nature. 2001; 411: 296–298 PMID: 11357129 8. Lehikoinen E, Sparks TH, Zalakevicius M. Arrival and departure dates. Adv Ecol Res. 2004; 35: 1–31. 9. Moore SE, Laidre KL. Trends in sea ice cover within habitats used by bowhead whales in the western
Arctic. Ecol Appl. 2006; 16: 932–944. PMID: 16826993 10. Väisänen RA., Solonen T. Population trends of 100 winter bird species in Finland in 1957–1996. Lin-
nut-vuosikirja. 1997; 70–97. (In Finnish with English Summary). 11. Van Buskirk J, Mulvihill RS, Leberman RC. Variable shifts in spring and autumn migration phenology in
North American songbirds associated with climate change. Glob Chang Biol. 2009; 15: 760–771. 12. Both C, Visser ME. The effect of climate change on the correlation between avian life-history traits. Glob Chang Biol. 2005; 11: 1606–1613. 13. Bergerud AT, Luttich SN, Camps L. The Return of Caribou to Ungava. Montreal: McGill and Queens
University Press; 2007. 14. Sparks TH, Menzel A. Observed changes in seasons: an overview. Int J Climatol. 2002; 22: 1715–1725 15. Visser ME, Both C, Lambrechts MM. Global climate change leads to mistimed avian reproduction. Adv
Ecol Res. 2004; 35: 89–110. 16. Edwards M, Richardson AJ. Impact of climate change on marine pelagic phenology and trophic mis-
match. Nature. 2004; 430: 881–884. PMID: 15318219 17. Jenni L, Kéry M. Timing of autumn bird migration under climate change: advances in long-distance mi-
grants, delays in short-distance migrants. Proc R Soc B Biol Sci. 2003; 270: 1467–1471. PMID:
12965011 18. Both C, Bouwhuis S, Lessells CM, Visser ME. Supporting Information Estimated regression slopes (SE) for the annual trend in arrival,
using different subsets of the data and different model approaches. Numbers in bold italics in-
dicate results used in the manuscript. In mixed effect models, individual whales were defined
as random effects. (DOCX) 11 / 15 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Seasonal Shift of Whale Movement due to Warmer Ocean Author Contributions Conceived and designed the experiments: CR JD RS. Performed the experiments: CR JD RS. Analyzed the data: CR PSH. Contributed reagents/materials/analysis tools: CR PJP PSH. Acknowledgments We thank the numerous MICS volunteers over the last 30 years for the data collection. Mike
Lonergan, Fleur Visser, David Johnston, Lucia Martin Martina Lopez helped in various stages
of the manuscripts with insights, ideas and comments. Comments from Thomas Doniol-
Valcroze, Jooke Robbins and two anonymous reviewers improved the manuscript considerably. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 References Lawrence and West Greenland. Mar Mammal Sci. 2002; 18: 281–285. 32. Jacobsen K, Marx M, Øien N. Two-way trans-Atlantic migration of a North Atlantic right whale (Euba-
laena glacialis). Mar Mammal Sci. 2006; 20: 161–166. 33. Moore SE, Huntington HP. Arctic marine mammals and climate change: impacts and resilience. Ecol
Appl. 2008; 18 2. Suppl: s157–s165. PMID: 18494369 34. Learmonth JA, Macleod CD, Santos MB, Pierce GJ, Robinson RA. Potential effects of climate change
on marine mammals. Oceanogr Mar Biol An Annu Rev.2006; 44: 431–464. 35. Hazen EL, Jorgensen S, Rykaczewski RR, Bograd SJ, Foley DG, Jonsen ID, et al. Predicted habitat
shifts of Pacific top predators in a changing climate. Nat Clim Chang. 2012; 3: 234–238.. 36. Kaschner K, Tittensor DP, Ready J, Gerrodette T, Worm B. Current and future patterns of global marine
mammal biodiversity. PLoS One 2011; 6: e19653. doi: 10.1371/journal.pone.0019653 PMID:
21625431 37. Sigurjónsson J. On the life history and autecology of North Atlantic rorquals. In: Blix AS, Walløe L, Ull-
tang Ø, editors. Whales, seals, fish and man. Elsevier Science; 1995. pp. 425–441. 38. Gavrilchuk K, Lesage V, Ramp C, Sears R, Bérubé M, Bearhop S, et al. Trophic niche partitioning
among sympatric baleen whale species following the collapse of groundfish stocks in the Northwest At-
lantic. Mar Ecol Prog Ser. 2014; 497: 285–301. 39. Doniol-Valcroze T. Habitat selection and niche characteristics of rorqual whales in the northern Gulf of
St. Lawrence (Canada), Phd thesis, McGill University, Montreal. 2008. 40. Whitehead H, Moore MJ. Distribution and movements of West Indian humpback whales in winter. Can
J Zool. 1982; 60: 2203–2211. 41. Stevick PT, Allen J, Bérubé M, Clapham PJ, Katona SK, Larsen F, et al. Segregation of migration by
feeding ground origin in North Atlantic humpback whales (Megaptera novaeangliae). J Zool. 2003; 259:
231–237. 42. Katona SK, Beard JA. Population size, migrations and feeding aggregations of the humpback whale
(Megaptera novaeangliae) in the western North Atlantic Ocean. Rep Int Whal Comm Spec Issue. 1990;
12: 295–305. 43. Sergeant DE. Stocks of fin whales Balaenoptera physalus L. in the North Atlantic Ocean. Rep Int Whal
Commision. 1977; 27: 460–473. 44. International Whaling Commission. Report of the Scientific Committee, Report of the Sub-committee on
the Revised Management Procedure, Annex D, Appendix 6. J Cetacean Res Manag. 2009; 11: 114–
131. 45. IPCC. Climate Change 2013: The Physical Science Basis. References Climate change and population declines in a long-dis-
tance migratory bird. Nature. 2006; 441: 81–83. PMID: 16672969 19. Corkeron PJ, Connor RC. Why do baleen whales migrate? Mar Mammal Sci. 1999; 15: 1228–1245. 20. Robbins J, Dalla Rosa L, Allen J, Mattila D, Secchi E, Friedlaender AS, et al. Return movement of a
humpback whale between the Antarctic Peninsula and American Samoa: a seasonal migration record. Endanger Species Res. 2011; 13: 117–121. 21. Horton TW, Holdaway RN, Zerbini AN, Hauser N, Garrigue C, Andriolo A, et al. Straight as an arrow:
humpback whales swim constant course tracks during long-distance migration. Biol Lett. 2011; 7: 674–
679. doi: 10.1098/rsbl.2011.0279 PMID: 21508023 12 / 15 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Seasonal Shift of Whale Movement due to Warmer Ocean 22. Dawbin WH. The seasonal migratory cycle of humpback whales. In: Norris KS, editor. Whales, Dol-
phins and Porpoises. Berkeley Los Angeles: University of California Press; 1966 pp. 145–170. 23. Ingebrigtsen A. Whales caught in the North Atlantic and other seas. Rapp Proces-verbaux des Ré-
unions Cons Int pour l’Éxploration la Mer. 1929; 56: 1–26. 24. Barnes L. Whales, dolphins, and porpoises: origin and evolution of the Cetacea. In: Broadhead T, edi-
tor. Mammals: Notes for a Short Course organized by P.D. Gingerich and C. E. Badgley. Knoxville:
University of Tennessee. 1984. pp. 139–158. 25. Huber C, Leuenberger M, Spahni R, Flückiger J, Schwander J, Stocker TF, et al. Isotope calibrated
Greenland temperature record over Marine Isotope Stage 3 and its relation to CH4. Earth Planet Sci
Lett. 2006; 243: 504–519. 26. Schmidt M, Hertzberg J. Abrupt Climate Change During the Last Ice Age. Nat Educ Knowl. 2011; 3: 1–10. 27. Chittleborough R. Dynamics of two populations of the humpback whale, Megaptera novaeangliae (Bor-
owski). Aust J Mar Freshw Res. 1965; 16: 33–128. 28. George JC, Bada J, Zeh J, Scott L, Brown SE, O'Hara T, et al. Age and growth estimates of bowhead
whales (Balaena mysticetus) via aspartic acid racemization. Can J Zool. 1999; 77: 571–580. 29. Williams TM. The evolution of cost efficient swimming in marine mammals: limits to energetic optimiza-
tion. Philos Trans R Soc B Biol Sci. 1999; 354: 193–201. 30. Brodie P. Cetacean Energetics, an overview of intraspecific size variation. Ecology. 1975; 56: 152–
161. 31. Sears R, Larsen F. Long range movements of a blue whale (Balaenoptera musculus) between the Gulf
of St. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 References Contribution of Working Group I to the Fifth
Assessment Report of the Intergovernmental Panel on Climate Change. Stocker TF, Qin D, Plattner
G-K, Tignor M, Allen SK, et al., editors. Cambridge, United Kingdom and New York, NY, USA: Cam-
bridge University Press. 2013. 13 / 15 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 Seasonal Shift of Whale Movement due to Warmer Ocean 46. Le Fouest V, Zakardjian B, Saucier FJ, Starr M. Seasonal versus synoptic variability in planktonic pro-
duction in a high-latitude marginal sea: The Gulf of St. Lawrence (Canada). J Geophys Res. 2005; 110:
1–21. 47. DFO. Department of Fisheries and Oceans. 2010 Canadian Marine Ecosystem Status and Trends Re-
port. DFO Can Sci Advis Sec Sci Advis Rep 2010/030(Revised) 030. 2010 48. Galbraith PS, Chasse J, Larouche P, Brickman D, Devine L, Lafleur C. Physical Oceanographic Condi-
tions in the Gulf of St. Lawrence in 2012. DFO Can Sci Advis Sec Res Doc. 2013; 026: v + 89pp. 49. Kingsley MCS, Reeves RR. Aerial surveys of cetaceans in the Gulf of St. Lawrence in 1995 and 1996. Can J Zool. 1998; 76: 1529–1550. 50. Katona S, Whitehead H. Identifying humpback whales using their natural markings. Polar Rec. 1981;
20: 439–444. 51. Agler BA, Beard JA, Bowman RS, Corbett HD, Frohock SE, Sadove SS, et al. Fin whale (Balaenoptera
physalus) photographic identification: Methodology and preliminary results from the Western North At-
lantic. Rep Int Whal Comm Spec Issue. 1990; 12: 349–356. 52. Barco SG, McLellan WA, Allen JM, Asmutis-Silvia RA, Mallon-Day R, Meacher EM, et al. Population
identity of humpback whales (Megaptera novaeangliae) in the waters of the US mid-Atlantic states. J Cetacean Res Manag. 2002; 4: 135–141. 53. Clapham P. Social organization of humpback whales on a North Atlantic feeding ground. Symp Zool
Soc London. 1993; 66: 131–145. 54. Casey KS, Brandon TB, Cornillon P, Evans R. The Past, Present, and Future of the AVHRR Pathfinder
SST Program. In: Barale V, Gower JFR, Alberotanza L, editors. Oceanography from Space. Springer
Netherlands; 2010. pp. 273–287. 55. Petrie B, Drinkwater K, Sandström A, Pettipas R, Greogory D, et al. Temperature, salinity and sigmat-t
atlas for the Gulf of St. Lawrence. Fisheries & Oceans Canada, Martimes Region, Ocean Sciences Dvi-
sion, Bedford Institute of Oceanography. Can. Tech. Rep. Hydrogr. Ocean Sci. 1996; 178. v +256pp. 56. Parsons JL, Brownlie JE. References Distribution and abundance of marine mammals of the Grand Banks, 1980–
1981. MacLaren Plansearch Final Report to Mobil Oil Canada Ltd., Grand Banks Wildlife Study,
St. John's. 1981. 57. Akaike H. Prediction and Entropy. In: Atkinson AC, Fienberg SE, editors. A celebration of statistics: the
ISI Centenary Volume. New York: Springer Verlag; 1985. pp. 1–24. 58. R Core Team. R: A Language and Environment for Statistical Computing. R Foundation for Statistical
Computing, Vienna, Austria. 2011; ISBN 3-900051-07-0, URL http://www.R-project.org/. R Found Stat
Comput 1 59. Ramp C, Bérubé M, Palsbøll P, Hagen W, Sears R. Sex-specific survival in the humpback whale Mega-
ptera novaeangliae in the Gulf of St. Lawrence, Canada. Mar Ecol Ser. 2010; 400: 267–276. 60. Ramp C, Delarue J, Bérubé M, Hammond P, Sears R. Fin whale survival and abundance in the Gulf of
St. Lawrence, Canada. Endanger Species Res. 2014; 23: 125–132. 61. Visser F, Hartman K, Pierce G, Valavanis V, Huisman J. Timing of migratory baleen whales at the
Azores in relation to the North Atlantic spring bloom. Mar Ecol Prog Ser. 2011; 440: 267–279. 62. Robbins J. Structure and dynamics of the Gulf of Maine humpback whale population. PhD thesis, Uni-
versity of St. Andrews, Great Britain. 2007. 63. Svazas S, Meissner W, Serebryakov V, Kozulin A, Grishanov G. Changes of wintering sites of water-
fowl in Central and Eastern Europe. Oiseaux Migrateurs du Paléarctique Occidental (OMPO) Vilnius &
Lithuanian Institute of Ecology, Vilnius. 2001 64. Fiedler W, Bairlein F, Köppen U. Using Large-Scale Data from Ringed Birds for the Investigation of Ef-
fects of Climate Change on Migrating Birds: Pitfalls and Prospects. Adv Ecol Res. 2004; 35: 49–67. 65. Stafford K, Moore S, Spillane M, Wiggins S. Gray whale calls recorded near Barrow, Alaska, throughout
the winter of 2003–04. Arctic. 2007; 60: 167–172. 66. Bérubé M, Aguilar A, Dendanto D, Larsen F, Notarbartolo di Sciara G, Sears R, et al. Population genetic
structure of North Atlantic, Mediterranean Sea and Sea of Cortez fin whales, Balaenoptera physalus
(Linnaeus 1758): analysis of mitochondrial and nuclear loci. Mol Ecol. 1998; 7: 585–599. PMID:
9633102 67. Notarbartolo di Sciara G, Zanardelli M, Jahoda M, Panigada S, Airoldi S. The fin whale Balaenoptera
physalus (L. 1758) in the Mediterranean Sea. Mamm Rev. 2003; 33: 105–150. 68. Canese S, Cardinali A, Fortuna CM, Giusti M, Lauriano G, Salvati E, et al. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 69.
Melvin GD, Stephenson RL, Power MJ. Oscillating reproductive strategies of herring in the western At-
lantic in response to changing environmental conditions. ICES J Mar Sci. 2009; 66: 1784–1792. 70.
Simmonds MP, Eliott WJ. Climate change and cetaceans: concerns and recent developments. J Mar
Biol Assoc UK. 2009; 89: 203–210. 73.
Hawkes L, Broderick A, Godfrey M, Godley B. Climate change and marine turtles. Endanger Species
Res. 2009; 7: 137–154. References The first identified winter
feeding ground of fin whales (Balaenoptera physalus) in the Mediterranean Sea. J Mar Biol Assoc UK. 2006; 86: 903–907. PLOS ONE | DOI:10.1371/journal.pone.0121374
March 18, 2015 14 / 15 Seasonal Shift of Whale Movement due to Warmer Ocean 69. Melvin GD, Stephenson RL, Power MJ. Oscillating reproductive strategies of herring in the western At-
lantic in response to changing environmental conditions. ICES J Mar Sci. 2009; 66: 1784–1792. 70. Simmonds MP, Eliott WJ. Climate change and cetaceans: concerns and recent developments. J Mar
Biol Assoc UK. 2009; 89: 203–210. 71. Tynan CT, DeMaster DP. Observations and Predictions of Arctic Climatic Change: Potential Effects on
Marine Mammals. Arctic.1997; 50: 308–322. 72. Leaper R, Cooke J, Trathan P, Reid K, Rowntree V, Payne R. Global climate drives southern right
whale (Eubalaena australis) population dynamics. Biol Lett. 2006; 2: 289–292. PMID: 17148385 73. Hawkes L, Broderick A, Godfrey M, Godley B. Climate change and marine turtles. Endanger Species
Res. 2009; 7: 137–154. 15 / 15
|
https://openalex.org/W3110417735
|
https://link.springer.com/content/pdf/10.1007/s12268-020-1484-1.pdf
|
German
| null |
Terrestrische Cyanobakterien als Quelle für antimikrobielle Wirkstoffe
|
BIOspektrum
| 2,020
|
cc-by
| 2,575
|
Besonderheit terrestrischer
Cyanobakterien MARCO WITTHOHN1, ANNA SCHWARZ1, DORINA STRIETH2, SELINA LENZ2,
ROLAND ULBER2, KAI MUFFLER1
1 FACHBEREICH 1 – LIFE SCIENCES AND ENGINEERING, TH BINGEN
2 LEHRGEBIET BIOVERFAHRENSTECHNIK, TU KAISERSLAUTERN MARCO WITTHOHN1, ANNA SCHWARZ1, DORINA STRIETH2, SELINA LENZ2,
ROLAND ULBER2, KAI MUFFLER1
1 FACHBEREICH 1 – LIFE SCIENCES AND ENGINEERING, TH BINGEN
2 LEHRGEBIET BIOVERFAHRENSTECHNIK, TU KAISERSLAUTERN Bisher wurden vor allem aquatische Cyano-
bakterien als reiche Quelle für bioaktive
Naturstoffe beschrieben. Doch auch terrestri-
sche Cyanobakterien produzieren eine Viel-
zahl medizinisch und biotechnologisch inte-
ressanter Substanzen. Innerhalb der Ordnun-
gen Chroococcales, Oscillatoriales, Pseudo-
anabaenales und Nostocales kommen neben
aquatischen auch terrestrisch lebende
Cyanobakterien vor [4]. Es ist bereits länger
bekannt, das s Arten der Ordnungen Chroo-
coccales, Oscillatoriales und Nostocales die
meisten bioaktiven Sekundärmetabolite pro-
duzieren [3]. Darunter befinden sich vor
allem Tox ine, antivirale, antimykotische und
antibakterielle Substanzen, aber auch Stoffe
mit nachgewiesener Wirkung gegen Krebs-
zellen, höhere Pfl anzen sowie Algen. Neben
einem breiten Spektrum an potenziell inter-
essanten bioaktiven Sekundärmetaboliten
haben terrestrische Cyanobakterien noch
einige biotechnologische Vorteile gegenüber
den aquatischen Arten zu bieten. Trotz ihrer
natürlichen Lebensweise an Land können die
meisten terrestrischen Cyanobakterien sub-
mers in (Photo-) Bioreaktoren kultiviert wer-
den. Dabei weisen sie eine hohe Toleranz
gegenüber schwankenden Kultivierungsbe-
dingungen auf, wie Temperatur, Lichteintrag
und Begasung [4]. Selbst eine komplette Aus-
trocknung überste hen diese Organismen
unbeschadet, was ganz neue Möglichkeiten
im Bereich der Bioreaktortechnik ermöglicht
[5]. Terrestrische Cyanobakterien sind also
zum ei nen eine vielversprechende Quelle
noch unbekannter bioaktiver Substanzen
und besitzen zum anderen einzigartige phy-
siologische Eigenschaften, die sie höchst
interessant für biotechnologische Prozesse
machen. Dieses Potenzial soll im Forschungs-
cluster iProcess weiter ausgeschöpft werden. Cyanobacteria developed an enormous reservoir of bioactive secondary
metabolites in order to prevail against competitive microorganisms and
harsh environmental impacts. Many cyanobacterial substances with
vast economical, medical and biotechnological potential have been
described in the past. However, most of the examined bacteria are
aquatic strains. We want to take a closer look on their terrestrial rela-
tives which also possess a rich secondary metabolome that is still to
explore. DOI: 10.1007/s12268-020-1484-1
© Die Autoren 2020 DOI: 10.1007/s12268-020-1484-1
© Die Autoren 2020 DOI: 10.1007/s12268-020-1484-1
© Die Autoren 2020 unterschiedliche Synthesewege für Energie-
speicher entwickelt, was in einer großen
Fülle unterschiedlicher Speicherstoffe resul-
tiert. Darunter befi nden sich vor allem lang-
kettige ungesättigte Fettsäuren, wie z. B. Gamma-Linolensäure, Arachidonsäure, oder
Docosahexaensäure, die aufgrund ihrer
gesundheitsfördernden Wirkung ein gefrag-
ter Nahrungsmittelzusatz sind [3]. 794
BIOTECHNOLOGIE 794
BIOTECHNOLOGIE Besonderheit terrestrischer
Cyanobakterien Des Wei-
teren produz ieren Cyanobakterien eine Viel-
zahl biotechnologisch relevanter Substanzen,
wie z. B. Lipide, Polysaccharide, Aminosäu-
ren, Vitamine, Sterole und Enzyme. Unter
den von Cyanobakterien produzierten Natur-
stoffen befi nden sich häufi g Toxine, wie von
den alljährlich auftretenden „Cyanobakteri-
en-Blüten“ in heimischen Badeseen bekannt
ist. Das von Anabaena produzierte Anatoxin
A sowie von Microcystis gebildete Microcys-
tine gehören zu den stärksten natürlich vor-
kommenden Giften und können auch bei
Menschen schwere gesundheitliche Schäden
zur Folge haben. Weitaus nützlicher sind die
vielzähligen cyanobakteriellen Sekundärme-
tabolite, bei denen unter anderem antimikro-
bielle oder antitumorale Wirkungen nachge-
wiesen werden konnten. Interessant ist dabei
vor allem die Diversität der unterschiedlichen
Substanzklassen. Diese reichen über Peptide,
Polyketide, Alkaloide und Isoprenoide, bis
hin zu antiviralen Polysacchariden. ó Cyanobakterien gehören zu den ältesten
Organismen unseres Planeten, fossilen Fun-
den zufolge entstanden sie vor etwa 3,5 Mil-
liarden Jahren [1] . Als oxygen phototrophe
Organismen haben sie einen großen Beitrag
zur Entstehung der sauerstoffreichen Erdat-
mosphäre geleistet. Somit können Cyanobak-
terien als Motor für diesen folgenschweren
und richtungsweisenden Evolutionsprozess
angesehen werden. Hochwertige Syntheseprodukte Cyanobakterien sind sehr anpassungsfähige
und robuste Bakterien, die in fast allen
Lebensräumen vorkommen. Isolate wurden
in Salz- und Süßwasser, Wüsten, Gletschern
und heißen Quellen gefunden. Als Folge
dieser Anpassungen produzieren Cyanobak-
terien eine Vielzahl hochwertiger Substan-
zen mit enormem kommerziellen Potenzial. Cyanobakterien sind im Gegensatz zu Pfl an-
zen dazu in der Lage, Licht der Wellenlänge
von 490–620 Nanometer photosynthetisch
zu nutzen. Dafür haben sich spezielle Chro-
mophore entwickelt, die Phycobiline. Auch
verschiedene Carotinoide tragen zur Erwei-
terung des nutzbaren Lichtspektrums in
Cyanobakterien bei. Beide Stoffklassen wer-
den seit einiger Zeit erfolgreich in der
Lebensmittelindustrie eingesetzt [2]. Gleich-
zeit ig haben sich bei Cyanobakterien viele iProcess: intelligente Prozess-
entwicklung – von der Modellierung
bis zum Produkt iProcess: intelligente Prozess-
entwicklung – von der Modellierung
bis zum Produkt Das Land Rheinland-Pfalz intensiviert seit
2018 über das Instrument der Forschungs- BIOspektrum | 07.20 | 26. Jahrgang BIOspektrum | 07.20 | 26. Jahrgang 795 ein relativ breites Wirkspektrum abgedeckt
werden. ˚ Abb. 1: Erreichte Maximal-OD595nm der Indikatororganismen Candida auris, Escherichia coli
und Micrococcus luteus nach Zugabe von Kulturüberständen der terrestrischen Cyanobakterien
Nostoc fl agelliforme, Synechococcus elongatus, Nostoc punctiforme und Scytonema stuposum
(1:1). Alle Cyanobakterien wurden als Flüssigkultur phototroph (30 μmol m–2 s–1) bei 27 °C und
120 rpm in BG-11-Medium kultiviert. Proben wurden nach 2, 5 und 7 Tagen entnommen. Dar gestellt
sind die Daten der Proben mit höchster Inhibitionswirkung. Rot: Negativkontrolle mit BG-11-Me-
dium. Fehlerbalken zeigen Standardabweichung, n = 4. Die Kulturüberstände von S. elongatus,
N. punctiforme und S. stuposum zeigen die
deutlichsten Hemmwirkungen. Das Wachs-
tum der Hefe C. auris wurde durch ins
Me dium sekretierte Substanzen von S. elon-
gatus um fast 50 Prozent inhibiert, jenes der
Bakterien besonders durch Kulturüberstände
von N. punctiforme und S. stuposum. Dabei
hemmten von N. punctiforme gebildete Stoffe
vor allem das Gram-positive Bakterium
M. luteus. Kulturüberstände von S. stuposum
wirkten sich auf das Wachstum beider Bak-
terien negativ aus. Die antiSMASH-Analyse konnte einige
putativ von den ausgewählten terrestrischen
Cyanobakterien produzierte Substanzen auf-
zeigen, welche die in Abbildung 1 gezeigten
Hemmwirkungen auslösen könnten (Tab. 1). In den Cyanobakterien-Genomen wurden
potenzielle Biosynthesecluster für Substan-
zen gefunden, die eine antibiotische Wirkung
aufweisen könnten. Dabei ist es ebenfalls
möglich, dass als cytotoxisch eingestufte
Stoffe bisher noch nicht auf ihre Wirksam-
keit gegen Mikroorganismen getestet wur-
den und demnach nicht als Antibiotika
beschrieben sind. Für viele von antiSMASH
gefundene Cluster konnte kein putatives
Genprodukt gefunden werden, demnach kön-
nen die Metabolome der untersuchten Cyano-
bakterien noch eine Vielzahl unentdeckter
Substanzen unterschiedlicher Stoffklassen
und Bioaktivität enthalten Die antiSMASH-Analyse konnte einige
putativ von den ausgewählten terrestrischen
Cyanobakterien produzierte Substanzen auf-
zeigen, welche die in Abbildung 1 gezeigten
Hemmwirkungen auslösen könnten (Tab. 1). ˚ Abb. 1: Erreichte Maximal-OD595nm der Indikatororganismen Candida auris, Escherichia coli
und Micrococcus luteus nach Zugabe von Kulturüberständen der terrestrischen Cyanobakterien
Nostoc fl agelliforme, Synechococcus elongatus, Nostoc punctiforme und Scytonema stuposum
(1:1). Alle Cyanobakterien wurden als Flüssigkultur phototroph (30 μmol m–2 s–1) bei 27 °C und
120 rpm in BG-11-Medium kultiviert. Proben wurden nach 2, 5 und 7 Tagen entnommen. Dar gestellt
sind die Daten der Proben mit höchster Inhibitionswirkung. Rot: Negativkontrolle mit BG-11-Me-
dium. Fehlerbalken zeigen Standardabweichung, n = 4. Screening ausgewählter g
p
g
den durch die Ähnlichkeit einzelner Gene innerhalb der cyanobakteriellen Genom-Sequenz zu Genen
bereits bekannter Biosynthesecluster in anderen Organismen ermittelt. NRPS: nicht-ribosomale Peptid-
synthetase; PKS: Polyketidsynthase. Organismus
Biosynthesecluster
Putatives Genprodukt
Übereinstimmung [%]
Stoffklasse
Bioaktivität
N. fl agelliforme
NRPS/PKS
Nostophycin (27)
Cycl. Peptid
cytotoxisch [7]
PKS
Minutissamid A/C/D (46)
Cycl. Depsipeptid
antiproliferativ,
cytotoxisch [8]
N. punctiforme
NRPS-like/PKS
Merocyclophane C/D
(33)
Polyketid
cytotoxisch [9]
NRPS/PKS/Bacteriocin
Nostophycin (27)
Cycl. Peptid
cytotoxisch [7]
PKS
Minutissamid A/C/D (46)
Cycl. Depsipeptid
antiproliferativ,
cytotoxisch [8]
NRPS/PKS
Cyanopeptolin (75)
Peptid
cytotoxisch [10] BIOspektrum | 07.20 | 26. Jahrgang iProcess: intelligente Prozess-
entwicklung – von der Modellierung
bis zum Produkt In den Cyanobakterien-Genomen wurden
potenzielle Biosynthesecluster für Substan-
zen gefunden, die eine antibiotische Wirkung
aufweisen könnten. Dabei ist es ebenfalls
möglich, dass als cytotoxisch eingestufte
Stoffe bisher noch nicht auf ihre Wirksam-
keit gegen Mikroorganismen getestet wur-
den und demnach nicht als Antibiotika
beschrieben sind. Für viele von antiSMASH
gefundene Cluster konnte kein putatives
Genprodukt gefunden werden, demnach kön-
nen die Metabolome der untersuchten Cyano-
bakterien noch eine Vielzahl unentdeckter
Substanzen unterschiedlicher Stoffklassen
und Bioaktivität enthalten. biotische Wirkung getestet und vorhandene
Genomsequenzen mittels der Biosynthese-
cluster-Analyse-Software antiSMASH auf
Gencluster mit eventuell bioaktiven Genpro-
dukten hin überprüft [6]. Die Produktion
antimikrobieller Sekundärmetabolite wurde
mittels Wac hstumstests in Mikrotiterplatten
untersucht, in denen die Indikatororganis-
men Escherichia coli, Micrococcus luteus und
Candida auris mit dem jeweiligen Cyanobak-
terien-Kulturüberstand versetzt wurden
(Abb. 1). Durch die Wahl eines Gram-negati-
ven und eines Gram-positiven Bakteriums
sowie einer Hefe als Testorganismen kann kollegs die wissenschaftliche Zusammen-
arbeit von Hochschulen und Universitäten,
wobei innerhalb von Verbundprojekten die
Durchführung kooperativer Promotionen der
wissenschaftlichen Mitarbeiter/innen der
beteiligten Hochschulen ermöglicht wird. Zu
den ersten geförderten Verbünden zählt das
interdisziplinäre Forschungskolleg „iPro-
cess“ (https://www.mv.uni-kl.de/iprocess),
in dem sich Arbeitsgruppen der HS Trier, der
TH Bingen und der TU Kaiserslautern ver-
netzt haben, um die verfahrenstechnischen
Grundlagen zu erarbeiten, damit Pilze und
Cyanobakterien als Produktionsorganismen
für pharmazeutisch wirkende Substanzen
genutzt werden können. Die gezeigten Ergebnisse deuten bereits
an, dass terrestrische Cyanobakterien großes
Potenzial für eine ganze Bandbreite wert-
voller Sekundärmetabolite bergen, die nicht
zuletzt im Kampf gegen Viren und multi- Tab. 1: Ergebnisse der antiSMASH-Analyse, beispielhaft für zwei der genutzten Cyanobakterien-
Stämme. Aufgeführt ist eine Auswahl bioaktiver Stoffe mit putativ antibiotischer Wirkung. Diese wur-
den durch die Ähnlichkeit einzelner Gene innerhalb der cyanobakteriellen Genom-Sequenz zu Genen
bereits bekannter Biosynthesecluster in anderen Organismen ermittelt. NRPS: nicht-ribosomale Peptid-
synthetase; PKS: Polyketidsynthase. Organismus
Biosynthesecluster
Putatives Genprodukt
Übereinstimmung [%]
Stoffklasse
Bioaktivität
N. fl agelliforme
NRPS/PKS
Nostophycin (27)
Cycl. Peptid
cytotoxisch [7]
PKS
Minutissamid A/C/D (46)
Cycl. Depsipeptid
antiproliferativ,
cytotoxisch [8]
N. punctiforme
NRPS-like/PKS
Merocyclophane C/D
(33)
Polyketid
cytotoxisch [9]
NRPS/PKS/Bacteriocin
Nostophycin (27)
Cycl. Peptid
cytotoxisch [7]
PKS
Minutissamid A/C/D (46)
Cycl. Depsipeptid
antiproliferativ,
cytotoxisch [8]
NRPS/PKS
Cyanopeptolin (75)
Peptid
cytotoxisch [10] Tab. 1: Ergebnisse der antiSMASH-Analyse, beispielhaft für zwei der genutzten Cyanobakterien-
Stämme. Aufgeführt ist eine Auswahl bioaktiver Stoffe mit putativ antibiotischer Wirkung. Diese wur-
den durch die Ähnlichkeit einzelner Gene innerhalb der cyanobakteriellen Genom-Sequenz zu Genen
bereits bekannter Biosynthesecluster in anderen Organismen ermittelt. iProcess: intelligente Prozess-
entwicklung – von der Modellierung
bis zum Produkt NRPS: nicht-ribosomale Peptid-
synthetase; PKS: Polyketidsynthase. terrestrischer Cyanobakterien nach
geeigneten Substanzen Ein Teilbereich von iProcess beschäftigt sich
mit der Produktion antimikrobieller Wirk-
stoffe mittels terrestrischer Cyanobakterien. Dabei soll der gesamte Prozess entwickelt
werden – von der Modellierung über den
Upstream-Bereich und die Entwicklung
geeigneter Reaktoren bis hin zum Down-
stream-Prozess. Für die Entwicklung eines Produktionspro-
zesses muss zunächst eine geeignete Ziel-
substanz gefunden werden. Dafür wurden
cyanobakterielle Kulturüberstände auf anti- BIOspektrum | 07.20 | 26. Jahrgang BIOTECHNOLOGIE 796 Roland Ulber, Dorina Strieth, Selina Lenz (links)
Kai Muffl er, Anna Schwarz, Marco Witthohn
(rechts) resistente Keime den entscheidenden Beitrag
leisten könnten. [5] Muffl er K, Lakatos M, Schlegel C et al. (2014)
Application of biofi lm bioreactors in white biotechnology BT. In: Muffl er K, Ulber R (Hrsg.) Productive biofi lms. Springer
International Publishing, Basel, 123–161 [5] Muffl er K, Lakatos M, Schlegel C et al. (2014)
Application of biofi lm bioreactors in white biotechnology BT. In: Muffl er K, Ulber R (Hrsg.) Productive biofi lms. Springer
International Publishing, Basel, 123–161 [6] Medema MH, Blin K, Cimermancic P et al. (2011)
AntiSMASH: rapid identifi cation, annotation and analysis of
secondary metabolite biosynthesis gene clusters in bacterial
and fungal genome sequences. Nucleic Acids Res 39:339–346
[7] Fujii K, Sivonen K, Kashiwagi T et al. (1999) Nostophycin,
a novel cyclic peptide from the toxic Cyanobacterium Nostoc. J Org Chem 64:5777–5782 Danksagung Dieses Projekt ist Teil des Forschungs-
clusters „iProcess“ und wird fi nanziell vom
Land Rheinland-Pfalz unterstützt. Wir dan-
ken Prof. Dr. Burkhard Büdel (Abt. Pfl anzen-
ökologie und Systematik, TU Kaiserslautern)
für die freundliche Bereitstellung der Cyano-
bakterien. Wir danken ebenfalls der DFG für
die fi nanzielle Unterstützung der Projekte
MU 2985/3-1 und UL 170/16-1. [8] Kang HS, Krunic A, Shen Q et al. (2011) Minutissamides
A-D, antiproliferative cyclic decapeptides from the cultured
cyanobacterium Anabaena minutissima. J Nat Prod 74:1597–
1605 [9] May D, Luo S, Krunic A et al. (2015) Isolation and struc-
ture elucidation of merocyclophane C from the cultured cyan-
bacterium Nostoc sp. (UIC 10110). Planta Med 81:PT12
[10] Faltermann S, Zucchi S, Kohler E et al. (2014) Molecular
effects of the cyanobacterial toxin cyanopeptolin (CP1020)
occurring in algal blooms: Global transcriptome analysis in
zebrafi sh embryos. Aquat Toxicol 149:33–39 Open Access: Dieser Artikel wird unter der Creative Commons Namensnennung
4.0 International Lizenzveröffentlicht, welche die Nutzung, Vervielfältigung,
Bearbeitung, Verbreitung und Wiedergabe in jeglichem Medium und Format
erlaubt, sofern Sie den/die ursprünglichen Autor(en) und die Quelle
ordnungs gemäß nennen, einen Link zur Creative Commons Lizenz beifügen und
angeben, ob Änderungen vorgenommen wurden. Die in diesem Artikel
enthaltenen Bilder und sonstiges Drittmaterial unterliegen ebenfalls der
genannten Creative Commons Lizenz, sofern sich aus der Abbildungslegende
nichts anderes ergibt. Sofern das betreffende Material nicht unter der
genannten Creative Commons Lizenz steht und die betreffende Handlung nicht
nach gesetzlichen Vorschriften erlaubt ist, ist für die oben aufgeführten
Weiterverwendungen des Materials die Einwilligung des jeweiligen
Rechteinhabers einzuholen. Weitere Details zur Lizenz entnehmen Sie bitte der
Lizenzinformation auf http://creativecommons.org/licenses/by/4.0/deed.de. [1] Farrokh P, Sheikhpour M, Bavandi R (2019) Cyano-
bacteria as an eco-friendly resource for biofuel production :
A critical review. Biotechnol Prog 35:1–16
[2] Borowitzka MA (1995) Microalgae as sources of pharma-
ceuticals and other biologically active compounds. J Appl
Phycol 7:3–15
[3] Burja AM, Banaigs B, Abou-Mansour E et al. (2007)
Marine cyanobacteria – a prolifi c source of natural products.
Tetrahedron Lett 57:9347–9377
[4] Lakatos M, Strieth D (2008) Terrestrial microalgae: novel
concepts for biotechnology and applications. In: Cánovas FM,
Lüttge U, Matyssek R (Hrsg.) Progress in botany. Springer
International Publishing, Basel, 269–312 Literatur Literatur
[1] Farrokh P, Sheikhpour M, Bavandi R (2019) Cyano-
bacteria as an eco-friendly resource for biofuel production :
A critical review. Biotechnol Prog 35:1–16
[2] Borowitzka MA (1995) Microalgae as sources of pharma-
ceuticals and other biologically active compounds. J Appl
Phycol 7:3–15
[3] Burja AM, Banaigs B, Abou-Mansour E et al. (2007)
Marine cyanobacteria – a prolifi c source of natural products. Tetrahedron Lett 57:9347–9377
[4] Lakatos M, Strieth D (2008) Terrestrial microalgae: novel
concepts for biotechnology and applications. In: Cánovas FM,
Lüttge U, Matyssek R (Hrsg.) Progress in botany. Springer
International Publishing, Basel, 269–312 [1] Farrokh P, Sheikhpour M, Bavandi R (2019) Cyano-
bacteria as an eco-friendly resource for biofuel production :
A critical review. Biotechnol Prog 35:1–16
[2] Borowitzka MA (1995) Microalgae as sources of pharma-
ceuticals and other biologically active compounds. J Appl
Phycol 7:3–15 [1] Farrokh P, Sheikhpour M, Bavandi R (2019) Cyano-
bacteria as an eco-friendly resource for biofuel production :
A critical review. Biotechnol Prog 35:1–16 Funding note: Open Access funding enabled and organized by Projekt DEAL. Roland Ulber, Dorina Strieth, Selina Lenz (links)
Kai Muffl er, Anna Schwarz, Marco Witthohn
(rechts) Open Access: Dieser Artikel wird unter der Creative Commons Namensnennung
4.0 International Lizenzveröffentlicht, welche die Nutzung, Vervielfältigung,
Bearbeitung, Verbreitung und Wiedergabe in jeglichem Medium und Format
erlaubt, sofern Sie den/die ursprünglichen Autor(en) und die Quelle
ordnungs gemäß nennen, einen Link zur Creative Commons Lizenz beifügen und
angeben, ob Änderungen vorgenommen wurden. Die in diesem Artikel
enthaltenen Bilder und sonstiges Drittmaterial unterliegen ebenfalls der
genannten Creative Commons Lizenz, sofern sich aus der Abbildungslegende
nichts anderes ergibt. Sofern das betreffende Material nicht unter der
genannten Creative Commons Lizenz steht und die betreffende Handlung nicht
nach gesetzlichen Vorschriften erlaubt ist, ist für die oben aufgeführten
Weiterverwendungen des Materials die Einwilligung des jeweiligen
Rechteinhabers einzuholen. Weitere Details zur Lizenz entnehmen Sie bitte der
Lizenzinformation auf http://creativecommons.org/licenses/by/4.0/deed.de. Korrespondenzadresse:
Prof. Dr.-Ing. Kai Muffl er
Fachbereich 1 – Life Sciences & Engineering
Technische Hochschule Bingen
D-55411 Bingen am Rhein
k.muffl er@th-bingen.de [4] Lakatos M, Strieth D (2008) Terrestrial microalgae: novel
concepts for biotechnology and applications. In: Cánovas FM,
Lüttge U, Matyssek R (Hrsg.) Progress in botany. Springer
International Publishing, Basel, 269–312
|
https://openalex.org/W1748893942
|
https://napier-repository.worktribe.com/file/172800/1/The%20future%20internet%3A%20a%20world%20of%20secret%20shares.
|
English
| null |
The Future Internet: A World of Secret Shares
|
Future internet
| 2,015
|
cc-by
| 9,814
|
m J. Buchanan *, David Lanc, Elochukwu Ukwandu, Lu Fan, Gordon Russell and William J. Buchanan *, David Lanc, Elochukwu Ukwandu, Lu Fan, Gordon Russell and
Owen Lo Centre for Distributed Systems and Security, Edinburgh Napier University, Edinburgh EH10 5DT,
UK; E-Mails: david_lanc@payfont.com (D.L.); e.ukwandu@napier.ac.uk (E.U.);
l.fan@napier.ac.uk (L.F.); g.russell@napier.ac.uk (G.R.); o.lo@napier.ac.uk (O.L.) * Author to whom correspondence should be addressed; E-Mail: w.buchanan@napier.ac.uk;
Tel.: +44-131-455-2759. * Author to whom correspondence should be addressed; E-Mail: w.buchanan@napier.ac.uk;
Tel.: +44-131-455-2759. Academic Editors: Steven Furnell and Nathan Clarke Received: 27 April 2015 / Accepted: 12 October 2015 / Published: 24 November 2015 Abstract: The Public Key Infrastructure (PKI) is crumbling, partially due to the lack of a
strong understanding of how encryption actually works, but also due to weaknesses in its
implementation. This paper outlines an Internet storage technique using secret sharing
methods which could be used to overcome the problems inherent with PKI, while supporting
new types of architectures incorporating such things as automated failover and break-glass
data recovery. The paper outlines a novel architecture: SECRET, which supports a robust
cloud-based infrastructure with in-built privacy and failover. In order to understand the
performance overhead of SECRET, the paper outlines a range of experiments that investigate
the overhead of this and other secret share methods. Keywords: secret shares; PKI; cloud computing future internet
ISSN 1999-5903
www.mdpi.com/journal/futureinternet
OPEN ACCESS future internet
ISSN 1999-5903
www.mdpi.com/journal/futureinternet
OPEN ACCESS Future Internet 2015, 7, 445-464; doi:10.3390/fi7040445 Future Internet 2015, 7, 445-464; doi:10.3390/fi7040445 Future Internet 2015, 7 Future Internet 2015, 7 Future Internet 2015, 7 446 encryption keys or the implementation of multi-factor authentication techniques. Additionally, the public
cloud still suffers from doubts around large-scale outage risks and other security concerns. One of the major risks in scaling existing systems into the Cloud is the current reliance on PKI
(Public Key Infrastructure) to secure information, where there are risks around the possible existence of
back-doors, front-doors, and a general lack of true understanding of encryption methods. Many
encryption methods use a key pair, such as with Rivest Shamir and Adleman (RSA) algorithm, to protect
the symmetric key which is then used to encrypt data into the Cloud. While most common methods are
considered free of major vulnerabilities, provided the key size is sufficiently large to make it safe from
brute force attacks, it is the loss of the private key which can cause major data loss concerns. Many
public cloud-based systems are at risk of major data loss through private key loss (and thus data loss),
especially through the growth of APTs (Advanced Persistent Threats), certificate cracking, and insider
threats. The Future Internet thus requires in-built data protection, either with a strong protective shell,
such as that provided by sticky policies, or with sharing methods which break data into secure
fragments, and which have a strong enforcement policy to rebuild the data shares without relying on
traditional encryption. 1. Introduction Cloud Computing has seen one of the most radical shifts within Information Technology, and the
shift is most apparent both in the move from migrating private networks to virtualized networks, as well
as the move from private cloud systems onto public ones. Unfortunately these moves have not really
changed the methods of providing security and robustness, and instead often rely on the addition of 2. Founding Principles around Secure Data Storage Protecting data in Cloud-based storage systems is a key challenge [1], and existing architectures often
fail to properly control access rights to such data. The insider threat, especially from the likes of a System
Administrator, and from unforeseen implementation issues, causes Cloud-based systems to be flawed
from many viewpoints. There are thus some key driving forces to ensure that data is protected in future
Cloud-based infrastructures, including: Keyless encryption method. While the methods employed in modern encryption are often
theoretically watertight, it is the actual implementation in real-life systems which are flawed. Most
systems still rely on digital certificates holding a key-pair, and these certificates are all too easily
stolen or compromised through brute force attacks. The Superfish compromise highlights
a weakness introduced by the software developers, where a digital certificate with both the public
and private key was distributed with the software, and which also had a default password based on
the name of the company who developed the software [2]. Self-destruct. Some techniques support the concept of a self-destructing data system. With this,
all the stored information and their copies, as well as decryption keys, will become unusable after
a user-specified time period and without any user involvement. SeDas [3] causes sensitive
information, such as account numbers, passwords and notes to irreversibly self-destruct, without
any action on the user’s part. This technique is applicable in a multiple server-based system,
admittedly incurring an operational overhead. Break-glass data recovery. Many systems have strict access control policies for data, but
in some circumstances it is important that access to data can be granted in emergency situations. This is typical in life-threatening scenarios, such as in health and social care. The loss of
an encryption key can also cause major problems in data recovery, which would hinder a
break-glass requirement. Future Internet 2015, 7 447 In-built failover protection. For instance, data which needs redundancy can be replicated
and encoded across multiple cloud-based storage systems using an any k-from-n sharing policy. So for example, with a storage system striped across three Cloud storage platforms, a policy of
2-from-3 can support a single Cloud storage systems failure, while still allowing the original data
to be recovered. 2. Founding Principles around Secure Data Storage So for example, with a storage system striped across three Cloud storage platforms, This paper looks at a range of techniques for tackling these issues using a secret sharing technique,
where the information to be made secret is encoded and distributed across multiple data shares, where
each share of the information is stored on a different cloud provider. 3.1. Basic Data Striping and RAID Storage Systems RAID stands for Redundant Array of Independent Disks. It is a well-known method of combining
several hard disk drives into one logical unit, so as to address the fault-tolerance and performance
limitations of an individual hard disk drive. The key notions behind a RAID storage system are Data
Striping and various levels of Redundancy. The striping process takes large data blocks and splits them
into blocks of a defined size, such as 4 KB, which are then spread across each of the disks in the array. Thi
i
th
f
f
t
t
di k
(i
t i i
)
id RAID stands for Redundant Array of Independent Disks. It is a well-known method of combining
several hard disk drives into one logical unit, so as to address the fault-tolerance and performance
limitations of an individual hard disk drive. The key notions behind a RAID storage system are Data
Striping and various levels of Redundancy. The striping process takes large data blocks and splits them
into blocks of a defined size, such as 4 KB, which are then spread across each of the disks in the array. This can increase the performance of a storage system as a n-disk array (i.e., n-way striping) provides n
times the read and write speed improvement of a single disk (although in practice the actual performance
achieved tends to be less than n times due to control overheads). However, the trade-off is reliability, as
the failure of any individual disk would result in the failure of the entire array. Formally, assume that
each independent hard disk drive has an identical rate of failure r, then the overall failure rate of an array
of n disks is: 1 − (1 − r)n Basic data striping over an array of n-disks without redundancy is referred to as RAID0, which is
only suitable to situations where the highest I/O performance is desired, whilst the resulting increased
probability of data loss can be tolerated. In other situations, reliability of data may outweigh system
performance, and thus instead of striping the data over n disks, the same data is duplicated (or mirrored)
to n disks. This strategy is referred to as RAID1, which is suitable to ensure the reliability of critical
data. 3.1. Basic Data Striping and RAID Storage Systems In comparison to RAID0, the overall failure rate of a RAID1 array of n disks becomes: However, when the same set of data is duplicated over n disks, it would result in a storage overhead
of n − 1 disks. X = A XOR B then the following will be true: A = X XOR B
B = X XOR A Using this property, we can say that the following expressions are also true (and this can be repeated
for an infinite amount of terms): A XOR B XOR C XOR D = X
X XOR B XOR C XOR D = A
A XOR X XOR C XOR D = B
A XOR B XOR X XOR D = C
A XOR B XOR C XOR X = D A XOR B XOR C XOR D = X
X XOR B XOR C XOR D = A
A XOR X XOR C XOR D = B
A XOR B XOR X XOR D = C
A XOR B XOR C XOR X = D A XOR B XOR C XOR D = X
X XOR B XOR C XOR D = A
A XOR X XOR C XOR D = B
A XOR B XOR X XOR D = C
A XOR B XOR C XOR X = D A XOR B XOR C XOR D = X X XOR B XOR C XOR D = A A XOR X XOR C XOR D = B A XOR B XOR X XOR D = C A XOR B XOR C XOR X = D Put simply, if we calculate a XOR of a number sequence, we can substitute X for any number in this
sequence, recalculate the XOR, and recover the original number. This is the principle for building a
RAID5 array, of which an example is shown in Figure 1. Each of the four drives in Figure 1 are divided
into four blocks, each belonging to a stripe on the same level across each drive. Each drive and each
stripe have a parity block (stored in disk 4) which is the XOR of the other three blocks. So, say Disk 2 failed, then the XOR of A1 with A2 and A4 would get the remaining A3 for the A stripe;
B1 with B2 and B3 to get the B4 parity block; etc. Generally speaking, by introducing a single parity
bit, RAID5 is able to survive the failure of any single hard disk drive in any array which contains a
minimum of three drives. Future Internet 2015, 7 448 Another RAID level, namely RAID5, attempts to mitigate the high costs of RAID01/10. RAID5
utilizes striping and parity techniques to achieve simultaneously a similar I/O performance to RAID0
with a significantly lower failure rate of: 1 − (1 − r)n − nr(1 − r)n−1 A parity bit (or check bit) is a bit added to the end of a string of binary code that indicates whether
the number of bits in the string with the value 1 is even or odd. In computing and telecommunications,
a parity bit is calculated via an XOR sum of all the previous bits, yielding 0 for even parity and 1 for
odd parity. Let A and B being two binary sequences. If: However, when the same set of data is duplicated over n disks, it would result in a storage overhead
of n − 1 disks. RAID0 and RAID1 can be combined into a RAID01 or a RAID10 configuration. The former means
a mirrored configuration of multiple striped sets (i.e., mirror of stripes); and the latter means a stripe
across a number of mirrored sets (i.e., stripe of mirrors). Both strategies are able to provide very good
performance and reliability, whereas both are expensive solutions as considerable amount of hard disk
storage is committed to maintaining redundancy information. Future Internet 2015, 7 Future Internet 2015, 7 Future Internet 2015, 7 3.2. Reed-Solomon Error Correcting Code Reed-Solomon’s error correcting code [4] was developed by Irving Reed and Gustave at MIT Lincoln
Laboratory in 1960. By adding t check symbols to the data, the RS code can detect any combination of
up to t erroneous symbols, and correct up to t/2 symbols or t known erasures. RS code is often used to
correct burst errors on storage media, such as for CD-ROMs. For example, RAID6 extends RAID5 by
using two RS parity blocks to recover from the failure of any two hard disk drives in an array of a
minimum of four drives. RS code is suitable for applying to secret sharing, because the t-out-of-n property of a secret sharing
scheme is equivalent to the loss of (n − t) shares, with the positions of the missing shares known in
advance. In other words, (n − t) check symbols can be introduced at the point when the shares were
created, e.g. use two check symbols to ensure that any three out of the five shares can be combined
together to reconstruct the original data. A secret sharing scheme implemented using the RS code algorithm can be highly efficient, but
unfortunately not very secure. A secure secret sharing scheme should distribute shares so that anyone
with fewer than t shares has no extra information about the secret than someone with zero shares. For
example consider the secret sharing scheme in which the secret phrase “password” is divided into the
following shares (plus RS code shares): “pa------”, “--ss----”, “----wo--”, “------rd” A person with 0 of these shares may only perhaps know that the password consists of eight letters. For this they would have to guess the password from 208 billion combinations (268). With one share,
however, they would only have 308 million combinations (as to guess only the six letters—266), and so
on as more shares became available. RS code is not a secure secret sharing scheme, because it is possible
for a player with fewer than t secret-shares to partially identify some of the original data. X = A XOR B The RAID5 data striping mechanism can be applied to secret sharing of data in the Cloud, where each
cloud storage provider represents a disk storing one share of the secret data, but the limitation of this lies
in that it always requires n − 1 shares to reconstruct the original data, rather than a more desirable and
flexible arbitrary k-out-of-n shares. A1
B1
C1
D1
A2
B2
C2
D2
A3
B3
C3
D3
A4
B4
C4
D4
Disk 1
Disk 2
Disk 3
Disk 4
Figure 1. A 4-disk array in RAID5 format. A1
B1
C1
D1
A2
B2
C2
D2
A3
B3
C3
D3
A4
B4
C4
D4
Disk 1
Disk 2
Disk 3
Disk 4
Figure 1. A 4-disk array in RAID5 format. Figure 1. A 4-disk array in RAID5 format. 449 4. Basic Data Striping Schemes in Cloud-Based Systems The major concerns of moving towards Cloud-based storage have been the security and availability
of data when accessed. Several researchers have opinioned that a multi-cloud storage platform might
improve security and resilience [5–7]. Based on this, to ensure effective data splitting and security of
stored data, a secret sharing algorithm such as Shamir secret sharing has been proposed for multi-cloud
storage [8–13]. Previous methods split the data into pieces and then reconstruct when needed, while
replicating data at different storage areas using encryption to safeguard them. This type of methodology
can be costly (in terms of network bandwidth and storage facilities), and not quite safe in scenarios
involving poor key management. Dodis [6] states that a basic secret sharing scheme which lacks redundancy is given by two algorithms:
Sharing (Share); and Recovery (Rec). Share takes a message M and split it into n pieces. Since M is
secret, Share must introduce randomness (that is, Share is probabilistic); Rec is a deterministic algorithm
which recreates the message from some or all of the shares: 450 Future Internet 2015, 7 where → depicts randomness. where → depicts randomness. where → depicts randomness. Secret sharing schemes are important in cryptography and are a key building block for many secure
protocols, such as for: Threshold Cryptography; Access Control; Attribute-Based encryption; Byzantine
agreement; generalised oblivious transfer; and general protocol for Multi-Party computation [14]. For
general algorithms, the following thresholds are useful: tp—the privacy threshold. This describes the maximum number of servers that cannot determine
the secret, even when they combine their shares together. tf—the fault-tolerance threshold. With this, supposing that every server is honest, this is the
minimum number of servers you need to recover the secret (if the other servers are absent). tr—the robustness threshold. This is arguably the most important, as this is the minimum number
of correct shares you need to recover the secret if all other servers are compromised. ts—the soundness threshold. This determines the minimum number of correct shares such that it
is not possible to recover the wrong secret. ti—the information rate threshold. This describes the amount of information that the server
needs to keep on a secret and determines the efficiency and idealness of a secret sharing scheme. 4.1. Sharing Methods There are several relevant methods which could be used for secret sharing and these are outlined in
the following sections. The most relevant methods are then evaluated at the end of this paper. There are several relevant methods which could be used for secret sharing and these are outlined in
the following sections. The most relevant methods are then evaluated at the end of this paper. 4.1.1. Perfect Secret Sharing Scheme (PSS) • The Recovery Algorithm: (Sʹ1, Sʹ2, …. Sʹn, pub) = Mʹ. The correctness property of the algorithm defines that, for any message
M, Rec(Share(M)) = M
h
d
i
d (Sʹ1, Sʹ2, …. Sʹn, pub) = Mʹ. The correctness property of the algorithm defines that, for any message
M, Rec(Share(M)) = M
h
d
i t
d (Sʹ1, Sʹ2, …. Sʹn, pub) = Mʹ. The correctness property of the algorithm defines that, for any message M, Rec(Share(M)) = M • The Sharing Algorithm: Share(M) → (S1, S2, …. Sn, pub). The secrets S1, S2, …. Sn are distributed securely among servers 1
through to n, and pub is a public share. Share(M) → (S1, S2, …. Sn, pub). The secrets S1, S2, …. Sn are distributed securely among servers 1
through to n, and pub is a public share. • The Recovery Algorithm: 4.1.1. Perfect Secret Sharing Scheme (PSS) 4.1.1. Perfect Secret Sharing Scheme (PSS) Shamir (1979) provides a good example of a perfect secret sharing [15]. It requires two conditions to
be perfect: if, and only if, t − 1 shares provide absolutely no information regarding the hidden secret,
and when the ratio of the length of the secret to the length of each of the shares (known as the information
rate) is equivalent to 1. Shamir’s PSS relies on the idea that on the principle that you can define a straight line with two points,
three points for a quadratic equation, and so on, to give t points to define a polynomial of degree t − 1. Hence, a method for t-out-of-n secret sharing can thus use a polynomial with a t − 1 degree using a secret
for the first coefficient, and then random values for the remaining coefficients. Next, find n points on
the curve and give one to each of the players. As a result, when at least t out of the n players reveal their
points, there is sufficient information to fit a (t − 1)th degree polynomial to them, in which the first
coefficient is the secret. 451 Future Internet 2015, 7 To illustrate this construction technique, consider a concrete example. Assume that a secret value
is split into five parts, three of which are needed to reconstruct the original data (i.e., n = 5, t = 3). The first step is to create a second degree polynomial: y = a0 × x0 + a1 × x1 + a2 × x2 The second step is to assign the secret value to the first coefficient (i.e., a0) and choose random values
for the remaining coefficients (i.e., a1 and a2). Suppose that the secret value is: 42, a1 = 1 and a2 = 2,
then the polynomial becomes: The second step is to assign the secret value to the first coefficient (i.e., a0) and choose random values
for the remaining coefficients (i.e., a1 and a2). Suppose that the secret value is: 42, a1 = 1 and a2 = 2,
then the polynomial becomes: y = 42 + x + 2 × x2 y = 42 + x + 2 × x2 The third step is to calculate any five (x, y) pairs, for instance: The third step is to calculate any five (x, y) pairs, for instance: x
______y
1
42 + 1 + 2 × 1
45
2
42 + 2 + 2 × 4
52
3
42 + 3 + 2 × 9
63
4
42 + 4 + 2 × 16
78
5
42 + 5 + 2 × 25
97 Finally, distribute one pair to each player, e.g., Player1 receives (1, 45), Player2 receives (2, 52),
and so on. No player can thus tell anything about the original secret, unless at least three players
exchange their information and yield equations like: Finally, distribute one pair to each player, e.g., Player1 receives (1, 45), Player2 receives (2, 52),
and so on. No player can thus tell anything about the original secret, unless at least three players
exchange their information and yield equations like: Finally, distribute one pair to each player, e.g., Player1 receives (1, 45), Player2 receives (2, 52),
and so on. Future Internet 2015, 7 For example, consider the example of p = 61: x p
y
1
61
(42 + 1 + 2 × 1) % 61
45
2
61
(42 + 2 + 2 × 4) % 61
52
3
61
(42 + 3 + 2 × 9) % 61
2
4
61
(42 + 4 + 2 × 16) % 61
17
5
61
(42 + 5 + 2 × 25) % 61
36 Shamir’s PSS is a promising approach to secret sharing for cloud storage, and provides many
advantages, including: Shamir’s PSS is a promising approach to secret sharing for cloud storage, and provides many
advantages, including: Secure—Anyone with fewer than t shares has no extra information about the secret than someone
with zero shares. Extensible—When n is fixed, new shares can be dynamically added or deleted without affecting
the existing shares. Dynamic—With this it is possible to modify the polynomial and construct new shares without
changing the secret. Flexible—In organisations where hierarchy is important, it is possible to supply each participant
different number of shares according to their importance. However, the PSS scheme also has the following drawbacks: However, the PSS scheme also has the following drawbacks: Computational overheads—The preparation of the polynomial, the generation of shares, and the
reconstruction of the secret may consume significant computational resources. Storage and transmission overheads—Given t − 1 shares, no information whatsoever can be
determined about the secret. Hence, the final share must contain as much information as the secret
itself, which means effectively each share of the secret must be at least as large as the secret itself. The storage and transmission of the shares requires an amount of storage space and network
bandwidth equivalent to the size of the secret times the total number of shares. 4.1.2. Share Distribution Future Internet 2015, 7 No player can thus tell anything about the original secret, unless at least three players
exchange their information and yield equations like: 45 = a0 + a1 × 1 + a2 × 12
52 = a0 + a1 × 2 + a2 × 22
63 = a0 + a1 × 3 + a2 × 32 45 = a0 + a1 × 1 + a2 × 12
52 = a0 + a1 × 2 + a2 × 22
63 = a0 + a1 × 3 + a2 × 32 45 = a0 + a1 × 1 + a2 × 12
52 = a0 + a1 × 2 + a2 × 22
63 = a0 + a1 × 3 + a2 × 32 Hence, the three players together can work out that the secret value a0 is 42. This method works fine,
but from security point of view a player can still obtain more information about the secret with every
pair on the polynomial that they find. For example, player Eve finds two pairs (2, 52) and (4, 78). Although these are not enough to reveal the secret value, Eve could combine them together and get: 76 = a0 + a1 × 4 + a2 × 42
52 = a0 + a1 × 2 + a2 × 22 Therefore, Eve can work out that: a0 = 26 + 8 × a2 So, Eve starts to replace a2 with 0, 1, 2, 3… to find all possible values of a0. This problem can be
fixed by using finite field arithmetic in a field of size r where: r > ai, r > N, r = pk, p ∈ P where P is the set of primes and k is a positive integer. r > ai, r > N, r = pk, p ∈ P where P is the set of primes and k is a positive integer. Then, calculate the pairs as: y = f(x) mod(p) y = f(x) mod(p) 452 4.1.3. Information Dispersal Algorithm (IDA) 4.1.3. Information Dispersal Algorithm (IDA) 4.1.3. Information Dispersal Algorithm (IDA) Rabin (1989) suggested splitting a secret S into n pieces such that a person can obtain the secret only
if k < n of these pieces are available, where k is the threshold. Here, each secret Si, i ≤ n, is of size |S|/k,
where |S| is the size of the secret [16]. The total sizes of all the secrets are: (n/k) × |S| Thus, with Rabin’s Information Dispersal Algorithm, the storage complexity of a secret sharing
system can be significantly reduced in comparison to Shamir (1979) perfect secret sharing (PSS) scheme. But, the security flaw in this method is that, if the data exhibits some pattern frequently, and that the
attacker gets hold of m < k slices, there are great possibilities for the attacker gaining the secret S. Both the split and combine algorithms operate by performing matrix multiplication over the input. In the case of the split operation, the transform matrix has n rows (n = number of shares) and k columns
(k = quorum), while, in the case of combine operation, the transform matrix has k rows and k columns. Either operation is described simply as the matrix multiplication: Transform matrix × Input matrix = Output matrix Transform matrix × Input matrix = Output matrix In the case of the split operation, the Transform Matrix has n rows and t columns, while in the case
of combine operation, the Transform Matrix has t rows and t columns. The Input Matrix always has
t rows, while the Output Matrix will have n rows for the split operation, or t rows for the
combine operation. The Transform Matrix must have the property that any subset of t rows represent linearly independent
basis vectors. If this is not the case then the transform cannot be reversed. To generate a Transform
Matrix, a key must be defined as a list of distinct elements, i.e.,: x1, x2, …, xn, y1, y2, …, yt Then, the Transform Matrix is created as: Then, the Transform Matrix is created as: 4.1.2. Share Distribution An honest Dealer (D) selects n distinct, non-zero elements of ℤp (the finite field of size p), denoted
by xi where i ∈ [1,n] and it is required that p ≥ n + 1 because in a field of ℤp, there can be at most p − 1
participants. D spreads the value xi to Pi and these xi values are public. The Dealer selects the secret k ∈
ℤp, secretly, and independently, at random, selects t − 1 elements of ℤp denoted by a1, a2, … at−1. For i
∈ [1,n], dealer computes yi = a(xi), where:
1
1
)
(mod
)
(
t
j
j
j
p
x
a
k
x
a
(1) (1) For i ∈ [1,n], dealer gives the Share S = yi to Pi. For i ∈ [1,n], dealer gives the Share S = yi to Pi. To recover the information, a group of participants A, which are members of the access structure Γ
defined as (ܣᇱ⊂A: ܣᇱ can reconstruct the secret ݇ሻ are required to meet to recover the secret. A ∈ Γ
and can reconstruct the secret k = a(0) by substituting x = 0 into LaGrangian interpolation formula: Future Internet 2015, 7 453 p
x
x
x
y
k
t
j
j
n
t
n
i
i
i
i
j
n
n
j
mod
1
,
1
(2) (2) 4.1.5. Rabin’s and Ben-Or’s Publicly Verifiable Secret Sharing (PVSS) Some applications of a secret sharing scheme, such as e-auction, e-voting and multiparty computation,
require public verifiability. Namely, it must be publicly verifiable without revealing the secret or any of
its shares that all the n shares are consistently generated from a unique share-generating polynomial such
that any t of them can reconstruct the same secret. This capability is crucial to overcome the problem of
dishonest share dealers. Tal Rabin and Michael Ben-Or [19] devised a publicly verifiable secret sharing system that supports
dishonest detection for the dealer, or for one-third of the players, even if those players are coordinated
by an adaptive attacker who can change strategies in real-time depending on what information has been dishonest detection for the dealer, or for one-third of the players, even if those players are coordinated
by an adaptive attacker who can change strategies in real-time depending on what information has been
revealed. The PVSS is essentially a combination of secret sharing and publicly verifiable encryption and
works as follows: (1) The dealer creates shares S1, S2, ..., Sn for each participant P1, P2, ..., Pn respect (2) The dealer encrypts the shares for each participant using their public keys and publishes
the ciphertexts Ei(Si); (3) The dealer also publishes a string ProofD to show that each Ei encrypts Si and the reconstruction
protocol will result in the same secret S; Anybody knowing the public keys for the encryption methods Ei, can verify the shares (5) If one or more verifications failed, the dealer fails and the protocol is aborted; (6) Each participant Pi decrypts their shares Si using Ei(Si); The participant releases Si plus a string ProofPi to show that the released share is corre Dishonest participants who failed to decrypt Si or to generate ProofPi will be excluded The secret S can be securely reconstructed from the shares of any qualified set of partic Kun Peng [20] carried out a critical survey of five existing PVSS algorithms which claimed strong
security and high efficiency. Surprisingly, in practice none of the algorithms can achieve efficiency as
high as O(tn) exponentiations, which is widely believed to be feasible. Then, the Transform Matrix is created as:
1
1
2
1
2
2
2
1
2
1
2
1
1
1
1
... 1
1
. ... . . 1
... 1
1
1
... 1
1
y
x
y
x
y
x
y
x
y
x
y
x
y
x
y
x
y
x
n
n
t
t
4.1.4. Krawczyk’s Computational Secret Sharing (CSS) 4.1.4. Krawczyk’s Computational Secret Sharing (CSS) Hugo Krawczyk [17] proposed the Computational Secret Sharing (CSS) technique (a.k.a. secret
sharing made short), which combines Rabin’s IDA with Shamir’s PSS. Data is first encrypted with a
randomly generated key, using a symmetric encryption algorithm. Next this data is split into n fragments
using Rabin’s IDA with a threshold t configured. In this case, the scheme is t times more efficient than 454 Future Internet 2015, 7 Shamir’s PSS. The final step is to use Shamir’s PSS to produce shares of the randomly generated
symmetric key (which is typically of the order of 64 to 256 bits) and then give one share and one fragment
to each shareholder. A related approach, known as AONT-RS [18], applies an All-Or-Nothing transform (AONT) to the
data as a pre-processing step to the IDA. AONT guarantees that any number of shares less than the
threshold is insufficient to decrypt the data. 5. Secret Sharing in a Multi-Cloud Environment Application Platform: Determines the access
structure; encodes secret; sends same to main
multi‐cloud proxy server for distribution to multi‐
cloud service providers as well keeps the secret. Data storage E
with self
destruct ability S2
CSP2 CSP4 Data storage A
with self
destruct ability Data storage D
with self
destruct ability Data storage C
with self
destruct ability Data storage B
with self
destruct ability Figure 2. Proposed architecture of a Secret Sharing Scheme in a Multi-cloud environment. 5. Secret Sharing in a Multi-Cloud Environment The secret sharing methods show potential in being used in Cloud-based infrastructures, as they
inherently preserve the data without the requirement for private keys. Figure 2 outlines an example of
a proposed architecture known as SECRET which supports a secret sharing scheme in a multi-cloud
environment. It has four main elements: 455 Future Internet 2015, 7 Application platform. Its function is to: determines the access structure; encodes secrets; sends
secrets to the main multi-cloud proxy server for distribution to multi-cloud service providers, as
well as keeping the secret shares when recovered. Main multi-cloud proxy server with router. This splits and distributes encoded shares
to multi-cloud based on pre-determined access structure and manages the fail-over protection
of shares. Main multi-cloud proxy server with router. This splits and distributes encoded shares
to multi-cloud based on pre-determined access structure and manages the fail-over protection
of shares. Metadata server. This includes the functionality of: User management; Server management;
Session management; and File metadata management [3]. Multi-cloud proxy server. This Gathers shares and reconstruct secret as well manages
break-glass data recovery. Sub-routers. This creates a path between the Cloud Service Provider (CSP) (considered here
as front-end) with other Cloud Service providers (considered here as the Back-ends) thereby
creating a quick and alternative recovery path for all the shares. For example: R4 connects with
R3 + R2 + R1, so R4 is a path for CSP1 + R3 + R2 + R1 + S1, and so on. Application Platform
Multi‐cloud
Proxy Server
Metadata
server
Main Multi‐Cloud Proxy
Server with Router
S5
CSP5
S4
CSP4
S3
CSP3
S2
CSP2
R3
R4
R1
R2
Data storage E
with self
destruct ability
Data storage D
with self
destruct ability
Data storage C
with self
destruct ability
Data storage B
with self
destruct ability
Data storage A
with self
destruct ability
R1 – Sub‐router 1
R2 – Sub‐router 2
R3 – Sub‐router 3
R4 – Sub‐router 4
R5 – Sub‐router 5
S1‐S5 – Shares 1‐5
CSP1‐5 Cloud Service Providers 1‐5
Application Platform: Determines the access
structure; encodes secret; sends same to main
multi‐cloud proxy server for distribution to multi‐
cloud service providers as well keeps the secret. S1
CSP1
Figure 2. Proposed architecture of a Secret Sharing Scheme in a Multi-cloud environment. 5.2. How It Works At the application platform, the data owner determines n and t values (see Section 6) and using both
calls up the application to be used, selects algorithm of choice based on our Evaluation in Section 6 after
a successful sign in to the system and access level determined. It will be nice to base the choice of
algorithm on performance as it relates to security, overhead cost and data size. Figure 2 shows
a 3-out-of-5 access structure, while Section 6 use 4-out-of-10 and 2-out-of-5. The encoded data is sent
to the local main multi-cloud proxy server with router for onward dissemination to the CSPs. The proxy
splits the encoded data according to a secret-sharing scheme determined access structure, and distributes
each share over the Internet to different CSPs. The retrieval process is similar to the storage process as
the metadata server helps to keep track of the siblings of the shares. The proxy retrieves enough
corresponding shares from the cloud service providers. This retrieval involves authentication to the cloud
providers. The retrieved shares are sent back to the application platform software, which decodes them
and verifies their authenticity before reconstructing the data. The design incorporates unique feature in a multi-cloud environment as it uses secret sharing scheme
to implement near keyless encryption using SeDaS. This is done by breaking the secret into chunks
called (k-out-of-n) threshold in such a manner that less than k shares cannot recover the secret, thus using
it for data distribution in object storage system. This is also used to implement self-destruct with equal
divided shares. The incorporation of a Self-Destructive system solves the problem of cloud user’s
privacy as there is no way the user’s data can be accessed, copied, cached or used without the data
owner’s consent within a pre-determined time-frame as all data and their copies become destructed or
unreadable after a user-specified time, without any user intervention [3]. The self-destructive system
defines two modules: a self-destruct method object; and survival time parameter for each secret key part. In this case, a secret sharing algorithm is used to implement share distribution in object storage system
so as to ensure safe destruct with equally divided shares. Based on active storage framework,
object-based storage interface will be used to store and manage the equal divided shares. Future Internet 2015, 7 Future Internet 2015, 7 among users due to wider coverage areas and increased in data confidentiality, availability and integrity. In many other similar works like [21,22], the use in exchange of Electronic Health Records were
discussed extensively and the prove that such deployment can provide an increased data availability,
confidentiality and integrity of the documents stored in the cloud, and so on were provided. SECRET
architecture tends to extend these features by adding the possibility of a break-glass data recovery
system, near keyless encryption with improved data privacy and security leading to the elimination of
threats in poor key management by incorporating Self-Destructive Data System (SeDaS) [3] on the data
to be distributed among the cloud service providers. This therefore enhances the security and privacy of
data at every stage (in motion, at rest or in use) within and outside the cloud environment. 5.1. The SECRET Architecture SECRET is one of the efforts geared towards accelerating the adoption of multiple cloud storage
among enterprises due to its multiple benefits especially as it concerns its pay-as-you-use concept,
reduction of capital expenditures in personnel hiring for data management; purchase of huge
infrastructure for data storage through data outsourcing; the simplification of wider information sharing 456 Future Internet 2015, 7 There is also an incorporation of a Break-Glass data recovery system, implemented using one of the
Proxy Servers. Just as in Secret Sharing, a trusted dealer can decide to give more shares to a more trusted
and reliable participant, which will enable the secret to be reconstructed by fewer participants. SECRET
leverages on this concept to implement Break-Glass data recovery by establishing an access to
Multi-Cloud proxy Server II, which entails an access to CSPs 1, 3 and 5 and this in turn ensures a quick
recovery of shares in order to reconstruct the secret as it is a quick link to all other CSPs and moreover,
following the access structure, such access ensures the possibility of reconstructing the secret in
an emergency situation. This is an important feature as there could be a period of cloud outage as stated
in [23], and in such situation, data recovery could be done from 3-out-of-5 Cloud service providers being
used for data storage. That is to say, if 2-out-of-the-5 cloud service providers fail, data recovery is still
possible in such an extreme condition. Following the above analysis, SECRET therefore shows that the architecture enhances privacy,
confidentiality, integrity, availability and security of data at every state (rest, in motion or in use). There
is also a reduced overhead and time lags associated with use of Shamir’s algorithm by supporting an
integration of Rabin’s IDA with perhaps Krawczyk’s CSS. The proposition of near keyless encryption
thereby avoiding the problem associated with key management is also an added advantage. Therefore, the main advantages of the proposed scheme includes: ast and efficient data/key distribution to multi-cloud service providers.
Fast and efficient data/key distribution to multi-cloud service providers.
Keyless encryption and by extension data security and reduced key management
Keyless encryption and by extension data security and reduced key management hassles.
Provide data owner’s privacy by implementing SeDas, as it meets all the privacy-preserving
goals [3].
SeDas supports security erasing files and random storage in drives (Cloud, HDD or SSD)
respectively [3].
Backup operational mode in which the function of 5 CSPs can be assumed by 3 CSPs when
2-out-of-the-5 CSPs become unavailable either through failure or scheduled down time.
Break-glass data recovery.
Break-glass data recovery. 5.2. How It Works The use and implementation of a threshold system in cloud services are a deliberate act towards
implementing failover protection in the model. In normal circumstances all the service providers are
used in share storage as well as secret reconstruction, but in an extreme and desperate situation,
2-out-of-5 can be made redundant. That is to say if 2-out-of-5 CSPs fails, data/secret storage and data
reconstruction are still possible. 457 6. Evaluation Secret sharing schemes have been used successfully in data splitting and reconstruction, thereby
providing data security in a keyless manner. This section outlines an experiment involving three of the
main contenders for Secret Sharing schemes in Cloud-based systems: Adi Shamir’s Perfect Secret
Sharing Scheme (PSS), Hugo Krawczyk’s Secret Sharing made short or Computational Secret Sharing
scheme (CSS) and Rabin’s Information Dispersal Algorithm (IDA), see Tables 1–8. The experiments
were conducted in collaboration with a commercial partner, Payfont Limited, that has further validated
the results below in a highly scaled, commercial technical infrastructure. The evaluator in this case is
the performance overhead at increasing thresholds and data sizes show varied behaviours that depict
their strengths and weaknesses at different application scenarios. Figures 3–6 outline
the results. e Internet 2015, 7
Figure 3 Share creation and recreation against increasing data sizes (n = 5; t =2) 458 Future Internet 2015, 7 e Internet 2015, 7
Figure 3. Share creation and recreation against increasing data sizes (n = 5; t =2). Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4). (a)
(b)
Figure 5 Graphs of Time taken against Data sizes in share creation (a) and recreation (b re Internet 2015, 7 Figure 3. Share creation and recreation against increasing data sizes (n = 5; t =2). Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4) Figure 4 Share creation and recreation against increasing data si es (
10; t
4) Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4). (a)
(b)
Figure 5. Graphs of Time taken against Data sizes in share creation (a) and recreation (b)
when n = 10, t = 6. Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4). Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4). Figure 4. Share creation and recreation against increasing data sizes (n = 10; t = 4). (a)
(b)
Figure 5. Graphs of Time taken against Data sizes in share creation (a) and recreation (b)
when n = 10, t = 6. (b) Figure 5. Graphs of Time taken against Data sizes in share creation (a) and recreation (b)
when n = 10, t = 6. (b) ture Internet 2015, 7
(a)
(b)
Figure 6. Future Internet 2015, 7 Future Internet 2015, 7 number of shares to create while the variable t relates to the number of shares required for recreation of
the original arbitrary data (using each SSS algorithm). Time taken for share creation and recreation unit
is presented in milliseconds. From Figures 3–6 and Tables 1–8, it can be clearly demonstrated that IDA
is the fastest algorithm regardless of data size. CSS comes second in terms of time taken for share
creation and recreation while PSS comes last. Some significant observations in the results presented is
that PSS demonstrates greater issues in regards to scalability as the data size increases in comparison
with the other two algorithms and as it gets beyond 131,072 KB on machine (b) shares could no longer
be created nor recreated as the machine throws up out of memory exceptions. Additionally, as we
increase the parameters from n = 5; t = 2 to n = 10; t = 4 and from n = 5; t = 3; n = 10; t = 6 it can be
demonstrated that only share creation will produce significant increase in performance time. Although IDA has demonstrated the fastest time in results presented in this paper it would be naive
to simply use this algorithm from these results alone. Depending on the context and application, there
may be a need to strike a fine balance between ensuring strong security and acceptable level of
performance. Thus, ultimately, the decision on which SSS algorithm to use will be most dependent on
the use-case scenario at hand. Table 1. Time taken (ms) of share creation (n = 5; t =2). Algorithm 1024 (KB) 2048 (KB)
4096 (KB)
8192 (KB)
16384 (KB)
IDA
14.42
31.90
65.83
126.52
274.43
CSS
21.27
43.29
97.25
174.97
380.53
PSS
172.21
304.94
622.16
1065.41
2228.30
Table 2. Time taken (ms) of share recreation (n = 5; t =2). Algorithm 1024 (KB) 2048 (KB)
4096 (KB)
8192 (KB)
16384 (KB)
IDA
26.35
63.39
116.69
223.60
445.53
CSS
35.01
76.88
121.42
251.43
536.36
PSS
45.69
104.73
171.81
428.29
867.35
Table 3. Time taken (ms) of share creation (n = 10; t = 4). Algorithm 1024 (KB) 2048 (KB)
4096 (KB)
8192 (KB)
16384 (KB)
IDA
19.97
58.90
185.20
333.22
518.00
CSS
26.80
70.81
192.48
367.04
871.62
PSS
298.25
567.11
1169.94
3013.11
6091.91
Table 4. Time taken (ms) of share recreation (n = 10; t = 4). 6. Evaluation Graph of Time taken against Data sizes in share creation (a) and recreation (b)
when n = 5, t = 3. 459 Future Internet 2015, 7 (b) (b) Figure 6. Graph of Time taken against Data sizes in share creation (a) and recreation (b)
when n = 5, t = 3. Two different experiments were performed on two different machines. The aim of the experiments
were to demonstrate the implication data size variations have on the performance of each secret sharing
scheme (SSS) algorithm in terms of share creation and share recreation. Data sizes from 1024 KB to
16,384 KB and 2 KB to 262, 144 KB were evaluated on machines (a) and (b) respectively. The data
generated are arbitrary due to the fact that the evaluations are not catered for in relation to one specific
area where SSS algorithms may be applied in. The test machines are (a) a D-Series 3 specification
Microsoft Azure virtual machine which consists of 4 vCores, 14 GB of RAM and a 200 GB SSD; and
(b) an HP EliteDesk 800 G1 USDT, X64-based PC running on Intel® Core ™i5-4570S CPU @ 2.90 GHz,
2901 MHz, 4 cores, 4 GB RAM and a 460 GB SATA drive. Four primary sets of results were presented which use the parameters of (n = 5, t = 2) and (n = 10,
t = 4) on machine (a) and (n = 5, t = 3) and (n = 10, t = 6) on machine (b). The variable n relates to the 460 Future Internet 2015, 7 Algorithm 1024 (KB) 2048 (KB)
4096 (KB)
8192 (KB)
16384 (KB)
IDA
21.04
45.11
104.75
163.78
362.32
CSS
26.83
59.10
122.94
210.51
470.08
PSS
56.79
139.10
222.47
455.58
932.91 Table 1. Time taken (ms) of share creation (n = 5; t =2). Algorithm 1024 (KB) 2048 (KB)
4096 (KB)
8192 (KB)
16384 (KB)
IDA
14.42
31.90
65.83
126.52
274.43
CSS
21.27
43.29
97.25
174.97
380.53
PSS
172.21
304.94
622.16
1065.41
2228.30 Table 1. Time taken (ms) of share creation (n = 5; t =2). Table 2. Time taken (ms) of share recreation (n = 5; t =2). Table 3. Time taken (ms) of share creation (n = 10; t = 4). Table 4. Time taken (ms) of share recreation (n = 10; t = 4). 461
44
B)
75
90 4
5. Time take in (ms) for share creation (n = 10, t = 6). 128
(KB)
256
(KB)
512
(KB)
1024
(KB)
2048
(KB)
4096
(KB)
8192
(KB)
16384
(KB)
32768
(KB)
65536
(KB)
131072
(KB)
2621
(KB
44.94
56.65
63.39
77.71
90.95
125.22
203.46
350.05
637.28
1337.67
2492.91
5005. 30.82
31.14
36.97
44.93
59.78
87.37
156.65
268.90
505.48
1109.95
2042.17
4030. 70.71
106.58
175.70
306.61
564.58
1067.90
2078.61
4129.68
8163.94
15999.61
36832.71
-
. Time take in (ms) for share recreation (n = 10, t = 6). 128
(KB)
256
(KB)
512
(KB)
1024
(KB)
2048
(KB)
4096
(KB)
8192
(KB)
16384
(KB)
32768
(KB)
65536
(KB)
131072
(KB)
2621
(KB
29.21
33.62
41.61
46.66
77.40
104.98
162.85
305.54
639.02
1104.15
2103.79
4050. 33.58
32.53
34.03
48.91
62.42
96.28
135.73
263.71
535.24
832.55
1595.89
4722. 32.96
48.69
52.16
88.83
149.98
272.39
492.71
908.36
1779.57
3341.85
6930.38
-
7. Time take in (ms) for share creation (n = 5, t = 3). 128
(KB)
256
(KB)
512
(KB)
1024
(KB)
2048
(KB)
4096
(KB)
8192
(KB)
16384
(KB)
32768
(KB)
65536
(KB)
131072
(KB)
2621
(KB
42.57
55.58
61.69
68.02
79.97
115.65
175.01
277.30
501.91
1040.84
1943.00
3765. 24.93
27.22
32.88
45.00
49.39
67.36
119.23
204.49
377.09
792.22
1468.66
3034. 52.80
68.67
106.28
166.79
277.36
529.73
971.72
1902.44
3792.03
7311.64
14605.74
63156
8. Time take in (ms) for share recreation (n = 5, t = 3). Future Internet 2015, 7 Future Internet 2015, 7 Future Internet 2015, 7 462 Author Contributions The paper builds on patented dynamic fragmentation for non-linear authentication, authored by David
Lanc. David Lanc initially collaborated with Bill Buchanan to investigate the application of dynamic
fragmentation to data at rest, eliminating the need for reliance on keys. Initial research and prototyping
was performed by Lu Fan and Owen Lo. This was then extended as part of Elochukwu Ukwandu’s PhD
research, with contributions from his supervisory team William J. Buchanan and Gordon Russell. David Lanc and Payfont Limited have further contributed to this work through commercial research
focusing on high-scalability, high-resilience, architecture agnostic applications. 7. Conclusions The modern cloud-based systems that are commonly produced are often scaled from private platforms
into public cloud infrastructures, with the addition of some degree of encryption. As the data is more
accessible, many systems now suffer from a loss of the symmetric key which had been used to encrypt
the data. Too often a single key is used to encrypt large-scale data storage elements, where a single
breach could potentially release vast amounts of sensitive information. The usage of secret share, though,
may provide new and better methods of protecting data, and in providing robustness. An important
element is the break-glass property, as this allows access to information within a critical incident, while
similar studies conducted in [21,22] lend support to the fact that data storage using our multi-provider
cloud architecture coupled with secret sharing scheme for data dissemination to these cloud storage
devices has great potential in providing increased confidentiality, integrity and availability of data stored
in the cloud. In all SECRET tries to lend a voice that using this scheme, a more robust Disaster Recovery
system would have been implemented as a failover protection system different from the already existing
Redundancy and Backup strategies [24], which we may refer to as Threshold Disaster Recovery System. Moreso, as the founding principles of SECRET, the incorporation of SeDaS for security and privacy
tends to deviate from the use of encryption alone for data security and privacy implementation in
cloud-based systems. All the same, this paper has shown that IDA and CSS provide the best performance
in creating shares, and are ideal companions with the SECRET technique. Conflicts of Interest The authors declare no conflicts of interest. Future Internet 2015, 7 128
(KB)
256
(KB)
512
(KB)
1024
(KB)
2048
(KB)
4096
(KB)
8192
(KB)
16384
(KB)
32768
(KB)
65536
(KB)
131072
(KB)
2621
(KB
29.64
33.98
37.52
47.30
69.14
109.34
181.29
300.20
707.48
1106.48
2215.46
4826. 29.58
34.79
37.39
44.34
64.87
98.49
152.63
269.23
561.52
885.50
1711.26
3466. 29.25
35.07
40.46
60.76
89.60
145.85
265.34
498.64
906.07
1935.26
3692.24
113498 2
3
3
63
2
4
3
11 5.24
79.57
768
KB)
1.91
7.09
92.03
768
KB)
7.48
1.52
6.07 . Time take in (ms) for s
128
(KB)
256
(KB)
512
(KB)
102
(KB
44.94
56.65
63.39
77.7
30.82
31.14
36.97
44.9
70.71
106.58
175.70
306. Time take in (ms) for sh
128
(KB)
256
(KB)
512
(KB)
102
(KB
29.21
33.62
41.61
46.6
33.58
32.53
34.03
48.9
32.96
48.69
52.16
88.8
7. Time take in (ms) for
128
(KB)
256
(KB)
512
(KB)
1024
(KB
42.57
55.58
61.69
68.0
24.93
27.22
32.88
45.0
52.80
68.67
106.28
166.7
. Time take in (ms) for s
128
(KB)
256
(KB)
512
(KB)
1024
(KB)
29.64
33.98
37.52
47.30
29.58
34.79
37.39
44.34
29.25
35.07
40.46
60.76 References 1. Abbadi, I.M. Cloud Management and Security; John Wiley & Sons Ltd.: Chichester, UK, 2014;
p. 2. 2. Buchanan, W.J. Storing The Keys to your House Under a Plant Pot. Available online:
https://www.linkedin.com/pulse/storing-keys-your-house-under-plant-pot-william-buchanan
(accessed on 1 April 2015). 2. Buchanan, W.J. Storing The Keys to your House Under a Plant Pot. Available online:
https://www.linkedin.com/pulse/storing-keys-your-house-under-plant-pot-william-buchanan
(accessed on 1 April 2015). 3. Zeng, L.; Chen, S.; Wei, Q.; Feng, D. Sedas: A self-destructing data system based on active storage
framework. In Proceedings of the 2012 Digest APMRC, Singapore, 31 October–2 November 2012;
pp. 1–8. Future Internet 2015, 7 463 B.A. The Ubiquitous Reed-Solomon Codes; SIAM: Philadelphia, PA, USA, 1993; 26(1). 4. Cipra, B.A. The Ubiquitous Reed-Solomon Codes; SIAM: Philadelphia, PA, U 5. Morozan, I. Multi-Clouds Database: A New Model to Provide Security in Cloud Computing. Available online: https://www.researchgate.net/publication/273136522 (accessed on 1 April 2015). 6. Dodis, Y. Exposure-Resilient Cryptography. PhD Thesis, Massachusetts Institute of Technology,
Cambridge MA USA August 2000 5. Morozan, I. Multi-Clouds Database: A New Model to Provide Security in Cloud Computing. Available online: https://www.researchgate.net/publication/273136522 (accessed on 1 April 2015). 6. Dodis, Y. Exposure-Resilient Cryptography. PhD Thesis, Massachusetts Institute of Technology,
Cambridge, MA, USA, August 2000. 7. Patel, A.; Soni, K. Three Major Security Issues in Single Cloud Environment. Int. J. Adv. Res. Comput. Sci. Software Eng. 2014, 4, 268–271. 8. Padsala,C.; Palav, R.; Shah, P.; Sonawane, S. Survey of Cloud Security Techniques. Int. J. Res. Appl. Sci. Eng. Technol. 2015, 3, 47–50. 9. Mounica, D.; Rani, M.C.R. Optimized Multi-Clouds using Shamir Shares. Int. J. Dev. Comput. Sci. Technol. 2013, 1, 83–87. 10. Bharambe, J.V.; Makhijani, R.K. Secured Data Storage and Retrieval in Multi-Cloud using
Shamir’s Secret Sharing Algorithm. Int. J. Comput. Sci. Eng. 2013, 2, 15–19. 11. Mallareddy, A.; Bhargavi, V.; Rani, K.D. A Single to Multi-Cloud Security based on Secret Sharing
Algorithm. Int. J. Res. 2014, 1, 910–915. 12. Padmavathi, M.; Sirisha, D.; Lakshman, R.A. The Security of Cloud Computing System Enabled
by Shamir’s Secret Sharing Algorithm. Int. J. Res. Stud. Sci. Eng. Technol. 2014, 1, 103–109. 13. Makkena, T.; Rao, T.P. A Shamir Secret Based Secure Data sharing between Data owners. Int. J. Eng. Trends Technol. 2014, 16, 362–165. 14. Beimel, A.; Chee, Y.M.; Guo, Z.; Ling, S.; Shao, F.; Tang, Y.; Wang, H.; Xing, C. (Eds.)
Secret-Sharing Schemes: A Survey; Springer: Berlin Heidelberg, Germany, 2011; pp. 11–46. 15. Shamir, A. How to share a secret. Commun. References ACM 1979, 22, 612–613. 16. Rabin, M.O. Efficient Dispersal of Information for Security, Load Balancing and Fault Tolerance. J. ACM 1989, 36, 335–348. 17. Krawczyk, H. Secret Sharing Made Short. In Proceedings of the 13th Annual International
Cryptology Conference on Advances in Cryptology, Santa Barbara, CA, USA, 22–26 August 1993. 18. Resch, J.; Plank, J. AONT-RS: Blending Security and Performance in Dispersed Storage Systems. In Proceedings of the 9th USENIX on File and Storage Technologies, San Jose, CA, USA,
15–17 February 2011. 19. Rabin, T.; Ben-Or, M. Verifiable secret sharing and multiparty protocols with honest majority. In
Proceedings of the Annual ACM Symposium on Theory of Computing, Seattle, WA, USA,
14–17 May 1989. 20. Peng, K. Critical survey of existing publicly verifiable secret sharing schemes. Inf. Secur. 2012, 6,
249–257. 21. Ermakova, T.; Fabian, B. Secret sharing for health data in multi-provider clouds. In Proceedings of
the 2013 IEEE 15th Conference on Business Informatics (CBI), Vienna, Austria, 15–18 July 2013;
pp. 93–100. 22. Fabian, B.; Ermakova, T.; Junghanns, P. Collaborative and secure sharing of healthcare data in
multi-clouds. Inf. Syst. 2015, 48, 132–150. 23. Srinivasan, S. Building Trust in Cloud Computing: Challenges in the midst of outages. In Proceedings of the Informing Science & IT Education Conference (InSITE), Wollongong,
Australia, 30 June–4 July 2014; pp. 305–312. 24. Khoshkholghi, M.A.; Abdullah, A.; Latip, R.; Subramaniam, S.; Othman, M. Disaster recovery in
cloud computing: A survey. Comput. Inf. Sci. 2014, 7, 39–54. Future Internet 2015, 7 Future Internet 2015, 7 464 24. Khoshkholghi, M.A.; Abdullah, A.; Latip, R.; Subramaniam, S.; Othman, M. Disaster recovery in
cloud computing: A survey. Comput. Inf. Sci. 2014, 7, 39–54. 24. Khoshkholghi, M.A.; Abdullah, A.; Latip, R.; Subramaniam, S.; Othman, M. Disaster recovery in
cloud computing: A survey. Comput. Inf. Sci. 2014, 7, 39–54. 24. Khoshkholghi, M.A.; Abdullah, A.; Latip, R.; Subramaniam, S.; Othman, M. Disaster recovery in
cloud computing: A survey. Comput. Inf. Sci. 2014, 7, 39–54. © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/4.0/). © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W2994150797
|
https://europepmc.org/articles/pmc6888937?pdf=render
|
English
| null |
Identifying gene-specific subgroups: an alternative to biclustering
|
BMC bioinformatics
| 2,019
|
cc-by
| 10,207
|
Branders et al. BMC Bioinformatics (2019) 20:625
https://doi.org/10.1186/s12859-019-3289-0 Branders et al. BMC Bioinformatics (2019) 20:625
https://doi.org/10.1186/s12859-019-3289-0 Open Access © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Transcriptome analysis aims at gaining insight into cellular processes through discovering gene
expression patterns across various experimental conditions. Biclustering is a standard approach to discover genes
subsets with similar expression across subgroups of samples to be identified. The result is a set of biclusters, each
forming a specific submatrix of rows (e.g. genes) and columns (e.g. samples). Relevant biclusters can, however, be
missed when, due to the presence of a few outliers, they lack the assumed homogeneity of expression values among
a few gene/sample combinations. The Max-Sum SubMatrix problem addresses this issue by looking at highly
expressed subsets of genes and of samples, without enforcing such homogeneity. Results: We present here the K-CPGC algorithm to identify K relevant submatrices. Our main contribution is to
show that this approach outperforms biclustering algorithms to identify several gene subsets representative of
specific subgroups of samples. Experiments are conducted on 35 gene expression datasets from human tissues and
yeast samples. We report comparative results with those obtained by several biclustering algorithms, including CCA,
xMOTIFs, ISA, QUBIC, Plaid and Spectral. Gene enrichment analysis demonstrates the benefits of the
proposed approach to identify more statistically significant gene subsets. The most significant Gene Ontology terms
identified with K-CPGC are shown consistent with the controlled conditions of each dataset. This analysis supports
the biological relevance of the identified gene subsets. An additional contribution is the statistical validation protocol
proposed here to assess the relative performances of biclustering algorithms and of the proposed method. It relies on
a Friedman test and the Hochberg’s sequential procedure to report critical differences of ranks among all algorithms. Conclusions: We propose here the K-CPGC method, a computationally efficient algorithm to identify K max-sum
submatrices in a large gene expression matrix. Comparisons show that it identifies more significantly enriched subsets
of genes and specific subgroups of samples which are easily interpretable by biologists. Experiments also show its
ability to identify more reliable GO terms. These results illustrate the benefits of the proposed approach in terms of
interpretability and of biological enrichment quality. Open implementation of this algorithm is available as an R
package. Keywords: Gene expression analysis, Biclustering, Gene enrichment analysis, Identification of signifi Identifying gene-specific subgroups: an
alternative to biclustering Vincent Branders*
, Pierre Schaus and Pierre Dupont *Correspondence: vincent.branders@uclouvain.be
Université catholique de Louvain - ICTEAM/INGI - Machine Learning Group,
Place Sainte Barbe 2, 1348 Louvain-la-Neuve, Belgium Background of a number of genes. Biclustering, also known as co-
clustering, is one of the most common approaches for
such a task as it identifies specific subsets of rows and of
columns which jointly form homogeneous entries [1, 2]. of a number of genes. Biclustering, also known as co-
clustering, is one of the most common approaches for
such a task as it identifies specific subsets of rows and of
columns which jointly form homogeneous entries [1, 2]. A substantial number of biclustering methods and
applications have been described since the application of
biclustering, introduced in [3], to gene expression data
analysis [4]. Several biclustering algorithms reviews have
been published emphasizing on various characteristics of
the biclustering algorithms, applications, or results. Gene expression data is typically represented as a large
matrix of gene expression levels across various samples. The study of such data is a valuable tool to improve the
understanding of the underlying biological processes. A
frequent objective of gene expression analysis is to group
genes according to their expression under certain con-
ditions or to group conditions based on the expression A substantial number of biclustering methods and
applications have been described since the application of
biclustering, introduced in [3], to gene expression data
analysis [4]. Several biclustering algorithms reviews have
been published emphasizing on various characteristics of
the biclustering algorithms, applications, or results. *Correspondence: vincent.branders@uclouvain.be
Université catholique de Louvain - ICTEAM/INGI - Machine Learning Group,
Place Sainte Barbe 2, 1348 Louvain-la-Neuve, Belgium Page 2 of 13 Page 2 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics For example, Madeira et al. study in [1] a collection of
sixteen biclustering methods and categorize them accord-
ing to the structures and patterns of biclusters they can
find, the methods used to perform the search and the
approach used to evaluate the solution. In [5], the survey
mentioned above is updated and extended to forty-seven
biclustering algorithms. Each method is further catego-
rized based on the use, or not, of evaluation metrics within
the search. solution of existing biclustering algorithms or of our
own method. From a biological viewpoint, there might be several
biclusters to be identified from the same original data
matrix. Indeed, a single gene may participate in multi-
ple pathways which may or may not be co-active under
several conditions [1]. Specific genes may also be rep-
resentative of expression patterns among some samples,
while other genes would be more informative for other
subsets of samples. In other words, one typically looks at
several biclusters which might partially overlap in terms
of genes or of samples they contain. Padilha et al. conduct, in [6], a comparative study on
seventeen algorithms on a large collection of synthetic
and real datasets. They conclude that algorithms only
achieved satisfactory results in a specific context, and
that best results are obtained by selecting an algorithm
depending on the specific task at hand. A similar conclu-
sion is presented in [7], based on results from a compar-
ative study on twelve algorithms on a suite of synthetic
datasets and eight real datasets. The contributions of this work are: 1 the introduction of the max-sum submatrix
optimization problem as an alternative to
biclustering, 2 a greedy extension to the CPGC method proposed in
[8] to produce several, possibly overlapping,
biclusters of maximal sums, A systematic summary of basic and advanced applica-
tions of biclustering for biological and biomedical data is
presented in [2]. Guidance on the appropriate algorithms
and tools to effectively analyze specific data type and to
generate valuable biological knowledge is provided. The max-Sum submatrix problem (MSSM) Given a matrix M ∈Rm×n consisting of m rows and n
columns, let R = {1, . . . , m} and C = {1, . . . , n} be index
sets for rows and for columns respectively, find the max-
sum submatrix (I∗; J∗) , with I∗⊆R and J∗⊆C, such
that: (I∗; J∗) = arg max
I⊆R,J⊆C
f (I, J) = arg max
I⊆R,J⊆C
i∈I,j∈J
Mi,j. (1) (1) Problem definition The max-sum submatrix problem consists in finding a
rectangular submatrix, not necessarily made of contigu-
ous rows or columns, of a large matrix with maximal sum
of the selected entries. As an alternative, the max-sum submatrix problem
seeks for subsets of rows and of columns with globally
high values. In biological terms, one looks for a subset
of biomarkers which are, after appropriate normalization,
relatively highly expressed among a subset of samples. One could also look for patterns of low expression simply
by considering the opposite values of a normalized ver-
sion of the original matrix. By default, we will look for
high expression patterns. Both subsets of selected genes
and of selected samples are a priori unknown and must
be identified. They form a rectangular, and not neces-
sarily contiguous, submatrix of the original data matrix
exactly like biclusters do. Yet, the mathematical criterion
used to find such submatrix differs and is less influ-
enced by the presence of some outliers. In the sequel,
we use the terms submatrix and bicluster interchange-
ably and, depending on the context, they refer to the 3 a rigorous statistical validation protocol to assess the
performances of 6 well-known biclustering methods
compared between them and with our proposal, 4 practical experiments on 17 gene expression cDNA
microarray datasets from Saccharomyces cerevisiae
samples under various controlled conditions, Biclustering is typically applied on a dataset in the form
of a matrix M where the entry Mi,j represents the value
of a specific row i (e.g. a gene) obtained for a specific col-
umn j (e.g. a sample). A bicluster is a submatrix of M
defined by a subset of selected rows and a subset of selected
columns. The selected rows or selected columns need not
be contiguous in the original matrix M. 5 a gene enrichment analysis showing that our
proposed method outperforms biclustering
algorithms to find biologically relevant biclusters, 6 a freely available R package implementing the
proposed approach. Biclustering algorithms tend to produce biclusters shar-
ing similar expression values, for example by minimizing
the variance across the selected genes and selected sam-
ples. However, some relevant biclusters may be missed
when, due to the presence of a few outliers, they lack the
assumed homogeneity of expression values among a few
gene/sample combinations. Interpretation The data matrix typically represents gene expression val-
ues in a continuous range, for instance on a logarithmic
scale and properly normalized: negative values, respec-
tively positive values, represent expression values below,
respectively above, a threshold θ. For example, θ may cor-
respond to the median expression level over the whole Page 3 of 13 Page 3 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 samples that should arguably be selected as in Fig. 1b. Our experimental results reported in the “Results” section
illustrate the benefits of the proposed approach to extract
biologically relevant gene subsets. data matrix, or a row-specific value representing the aver-
age expression level of a gene across all samples. After
such normalization, positive values are considered as the
interesting ones. By default, they correspond to the high
levels of expression one is interested to find in the data
matrix. One could also look for low levels of expression
by replacing such a normalized matrix M by its opposite
−M. In any case, the objective function f (I, J) is the sum of
the entries of a submatrix (I; J). The maximization of this
objective rewards, respectively penalizes, matrix entries
with positive, respectively negative, values. Finding a submatrix of maximal sum, as formalized in
problem (1), is an NP-hard combinatorial optimization
problem. This can be shown from a reduction to the max-
imum edge weight biclique problem [9], by considering
the rows and columns of the original matrix as the two
sets of nodes of a bipartite graph. This problem is dif-
ficult to solve, especially in gene expression analysis, as
one is typically interested in solving it for large instances
made of thousands of genes (rows) and possibly hun-
dreds of samples (columns). Polynomial algorithms have
been proposed in the restricted case of finding a subma-
trix made of contiguous rows and contiguous columns
of the original matrix [10–12]. Such a restriction is how-
ever not justified in the general context of transcriptomics
since it would require to know in advance unique and spe-
cific orders in which the genes and the samples can be
clustered. Figure 1a depicts a toy example of such a normalized
data matrix. Positive values (in red) are considered to have
high expression levels and negative values (in blue) corre-
spond to low expression levels. Results (2) (2) Table 1 gives a global overview of the ability of various
algorithms to find significantly enriched biclusters among
35 gene expression datasets from human tissues and Sac-
charomyces cerevisae. The eight algorithms and 35 gene
expression datasets considered in this work are detailed
in the “Methods” section. The K-CPGC algorithm clearly
outperforms the other approaches in this global overview:
it is the best in terms of the number of enriched biclusters
found. Some algorithms are only able to produce a lim-
ited number of distinct biclusters, even less enriched ones. This is due to the specifics of each algorithm. For instance,
several random initializations used by ISA do not guaran-
tee to find distinct solutions. Plaid only returns biclus-
ters that offers a better fit to their underlying statistical
model than those obtained through random permutations
of the original matrix. As for K-CPGC, a slight increase of
the threshold θ would lead to producing more biclusters
while constraining further the objective of finding high
expression patterns. The reported setting looks sound
anyway as the prescribed number of 10 biclusters for each
dataset is very close to being found with this approach. The results presented in Table 2 lead to reject the null
hypothesis of no difference between the ν = 8 algorithms
over N = 35 datasets with an associated p-value equal
to 1.33 × 10−11. It should be highlighted that some algo-
rithms present performances discrepancies regarding the
data collections. Namely, ISA, QUBIC and Spectral
present higher enrichment performances on the Human
tissues collection than on the Yeast collection. Each of the
other approaches provides comparable performances on
both collections of datasets. We proceed with a post hoc test, the Hochberg’s
sequential procedure [16], to determine whether K-CPGC
significantly outperforms the other algorithms. Figure 2
reports a diagram of critical differences between the ranks
of the various algorithms. The horizontal lines in bold
represent the differences between ranks that are required
for statistical significance. Such intervals increase as more
approaches are included in the comparison following the
Hochberg’s correction for multiple testing. In conclusion,
K-CPGC has a significantly better rank compared to all
other approaches. A non-parametric Friedman test [14] is routinely used
in the machine learning literature to assess the relative
performance of various classification algorithms across
several datasets [15]. We adopt here the same method-
ology to compare biclustering algorithms and our own
K-CPGC method. Results For each dataset, the algorithms under
study are ranked according to the number of enriched
biclusters they return. Table 2 reports the number of
enriched biclusters identified per dataset by each algo-
rithm and its associated rank. The last row reports the
average rank RA of algorithm A over all datasets. The
Friedman statistic has a χ2
F distribution with ν −1 degrees
of freedom where N is the number of datasets and ν the
number of algorithms being tested: The analysis so far has been focusing on the number
of biclusters for which the subset of genes they con-
tain is associated with at least one significant GO term. Since K-CPGC and CCA are the best methods accord-
ing to this analysis, one looks now at all significant GO
terms identified by both algorithms on all 35 datasets. Figure 3 reports the difference metric between p-values of
these GO terms according to equation (4). It shows that
K-CPGC outperforms CCA in this regard since it exhibits
a positive difference in 638 out of 1054 cases. In other
words, K-CPGC identifies gene subsets which are gener-
ally estimated more significant as they correspond more
often to lower p-values. To complement the analysis, we evaluate the p-values
differences on a per dataset basis. Comparing p-values
of terms found by K-CPGC and CCA would have lit-
tle sense whenever the enriched terms differ completely
between both approaches, however. As a consequence, we
first report in Fig. 4a the number of terms found by the
two approaches, as well as the number of terms that are
common to both approaches. Figure 4b reports the num-
ber of the terms common to K-CPGC and CCA for which
an algorithm presents a smaller p-value as compared to
the other algorithm. It shows that when K-CPGC and CCA
return several GO terms in common, the significance of
such terms is typically better with our K-CPGC approach
(see Fig. 4b). Interpretation BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics Page 4 of 13 χ2
F =
12N
ν(ν + 1)
ν
A=1
R2
A −ν(ν + 1)2
4
(2) Interpretation Figure 1b represents the
optimal solution to the maximal sum objective. It defines
a specific rectangular submatrix, or bicluster, of genes and
samples, maximizing the sum of its entries. It can include
a few outliers in terms of high expression levels. For exam-
ple, the -4.1 entry (row 4, column 4) is included in the
optimal solution because such a low value is compensated
along its row and its column by other positive values,
hence all selected rows and selected columns contribute
positively to the objective function. In contrast, as one
looks for a rectangular submatrix, a positive entry may be
excluded from the optimal solution if it is penalized by the
presence of negative values along its row and its column. This is the case, for example, for the entry 4.0 in row 3 and
column 3 of this toy example. Our previous work [8] presents several algorithms to
address problem (1) without any restriction. They include
a mixed integer linear programming (MILP) and two
constraint programming (CP) approaches. The first CP
method combined with large neighborhood search is an
improved version of the work proposed in [13]. Gene
expression analysis results were already reported in this
earlier work but the proposed approach looks for fully
disjoint biclusters. We argue that some overlap may exist
between various expression patterns extracted from the
same data matrix. The second method, denoted CPGC,
includes a global constraint and proved, in our previous
work, to be the most efficient one to solve problem (1). We study here its applicability to discover several, and
possibly overlapping, biclusters from gene expression data
and we show its benefits compared to existing biclustering
algorithms. Figure 1c and d represents the results obtained with
two different biclustering algorithms, namely CCA and
ISA (further described in the “Methods” section), starting
from the same toy example (Fig. 1a). Both their solu-
tions strongly differ from the one represented in Fig. 1b. In particular, the CCA solution includes many negative
entries as they imply a lower variance along selected rows
and selected columns. In contrast, the ISA solution only
includes positive entries but is missing several genes and Fig. 1 Toy example. a Illustration of a full, normalized, matrix, b the associated submatrix of maximal sum, c bicluster returned by CCA and d
bicluster return by ISA uster returned by CCA and d Branders et al. Results When no such overlap exists between the
enriched terms reported by both approaches, this is essen-
tially due to the fact that CCA hardly returns any enriched Table 1 Total number of identified and enriched biclusters
Algorithm
Biclusters
Enriched biclusters
CCA
349
108
ISA
163
90
K-CPGC
342
177
Plaid
102
57
QUBIC
269
107
Spectral
147
44
xMOTIFs
309
60
CPGC
35
35
Results reported for each algorithm on the 35 gene expression datasets from
human tissues and Saccharomyces cerevisae. The defined target is K = 10 biclusters
for each dataset, for a maximum of 350 biclusters overall. A bicluster is considered
significantly enriched if the subset of genes it contains is associated to at least one
GO term with an FDR corrected p-value below 5% Page 5 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Page 5 of 13 Branders et al. Results BMC Bioinformatics Table 2 Number of enriched biclusters found by each algorithm on each dataset
dataset
CCA
ISA
K-CPGC
Plaid
QUBIC
Spectral
xMOTIFs
CPGC
1
1 (5.0)
7 (1.0)
6 (2.0)
1 (5.0)
0 (7.5)
0 (7.5)
2 (3.0)
1 (5.0)
2
0 (7.5)
8 (1.0)
6 (2.0)
1 (5.0)
1 (5.0)
0 (7.5)
2 (3.0)
1 (5.0)
3
1 (6.0)
8 (1.0)
7 (2.0)
1 (6.0)
5 (3.0)
0 (8.0)
3 (4.0)
1 (6.0)
4
1 (5.5)
2 (2.5)
1 (5.5)
2 (2.5)
0 (8.0)
5 (1.0)
1 (5.5)
1 (5.5)
5
2 (4.0)
6 (1.5)
2 (4.0)
1 (6.5)
6 (1.5)
0 (8.0)
2 (4.0)
1 (6.5)
6
1 (5.5)
7 (1.0)
5 (2.0)
2 (4.0)
0 (7.5)
0 (7.5)
3 (3.0)
1 (5.5)
7
2 (5.0)
3 (4.0)
8 (1.0)
1 (7.0)
7 (2.5)
7 (2.5)
1 (7.0)
1 (7.0)
8
3 (5.0)
8 (1.5)
8 (1.5)
1 (7.5)
6 (3.0)
5 (4.0)
2 (6.0)
1 (7.5)
9
1 (7.0)
2 (4.5)
7 (1.0)
1 (7.0)
6 (2.5)
6 (2.5)
2 (4.5)
1 (7.0)
10
1 (5.0)
1 (5.0)
5 (1.0)
1 (5.0)
0 (8.0)
2 (2.0)
1 (5.0)
1 (5.0)
11
0 (7.5)
1 (4.5)
4 (1.5)
0 (7.5)
4 (1.5)
1 (4.5)
1 (4.5)
1 (4.5)
12
2 (3.5)
8 (1.0)
7 (2.0)
0 (7.5)
2 (3.5)
0 (7.5)
1 (5.5)
1 (5.5)
13
0 (7.0)
3 (1.5)
3 (1.5)
0 (7.0)
2 (3.5)
0 (7.0)
2 (3.5)
1 (5.0)
14
2 (4.5)
3 (2.5)
1 (6.5)
0 (8.0)
2 (4.5)
10 (1.0)
3 (2.5)
1 (6.5)
15
3 (2.0)
3 (2.0)
2 (4.5)
0 (8.0)
3 (2.0)
2 (4.5)
1 (6.5)
1 (6.5)
16
1 (5.5)
8 (1.5)
8 (1.5)
0 (7.5)
4 (3.0)
0 (7.5)
2 (4.0)
1 (5.5)
17
0 (7.0)
3 (2.0)
1 (4.5)
0 (7.0)
3 (2.0)
0 (7.0)
3 (2.0)
1 (4.5)
18
2 (2.0)
1 (4.0)
3 (1.0)
0 (7.0)
1 (4.0)
0 (7.0)
0 (7.0)
1 (4.0)
19
8 (2.5)
0 (7.0)
9 (1.0)
6 (4.0)
8 (2.5)
0 (7.0)
0 (7.0)
1 (5.0)
20
6 (2.0)
3 (4.5)
10 (1.0)
3 (4.5)
4 (3.0)
0 (8.0)
2 (6.0)
1 (7.0)
21
2 (4.0)
1 (6.5)
8 (1.0)
4 (2.0)
2 (4.0)
0 (8.0)
2 (4.0)
1 (6.5)
22
6 (2.0)
1 (6.5)
8 (1.0)
0 (8.0)
3 (4.5)
5 (3.0)
3 (4.5)
1 (6.5)
23
2 (2.5)
0 (7.0)
4 (1.0)
0 (7.0)
2 (2.5)
0 (7.0)
1 (4.5)
1 (4.5)
24
4 (1.5)
0 (6.5)
4 (1.5)
0 (6.5)
0 (6.5)
0 (6.5)
1 (3.5)
1 (3.5)
25
5 (1.5)
0 (7.0)
5 (1.5)
3 (3.0)
0 (7.0)
0 (7.0)
1 (4.5)
1 (4.5)
26
4 (1.5)
0 (7.5)
4 (1.5)
2 (4.5)
2 (4.5)
0 (7.5)
3 (3.0)
1 (6.0)
27
4 (1.0)
1 (6.5)
3 (2.0)
2 (4.0)
2 (4.0)
0 (8.0)
2 (4.0)
1 (6.5)
28
5 (1.0)
0 (7.0)
4 (2.0)
2 (3.5)
2 (3.5)
0 (7.0)
0 (7.0)
1 (5.0)
29
3 (3.5)
1 (6.0)
6 (1.0)
3 (3.5)
4 (2.0)
0 (8.0)
1 (6.0)
1 (6.0)
30
5 (1.0)
0 (7.5)
2 (2.5)
1 (5.0)
1 (5.0)
0 (7.5)
2 (2.5)
1 (5.0)
31
4 (2.5)
1 (5.5)
5 (1.0)
4 (2.5)
1 (5.5)
0 (8.0)
1 (5.5)
1 (5.5)
32
8 (1.5)
0 (7.5)
5 (4.5)
7 (3.0)
8 (1.5)
0 (7.5)
5 (4.5)
1 (6.0)
33
6 (3.0)
0 (8.0)
7 (2.0)
3 (4.0)
9 (1.0)
1 (6.0)
1 (6.0)
1 (6.0)
34
6 (2.0)
0 (7.5)
4 (3.0)
3 (4.5)
7 (1.0)
0 (7.5)
3 (4.5)
1 (6.0)
35
7 (1.0)
0 (6.5)
5 (2.0)
2 (3.0)
0 (6.5)
0 (6.5)
0 (6.5)
1 (4.0)
avg. Results rank
3.7
4.5
2.1
5.4
3.9
6.2
4.7
5.6
Numbers in parentheses are the associated ranks. In case of ties, average ranks are assigned. The last row corresponds to the algorithm ranks averaged over the 35 datasets. Best performances are highlighted in bold. It is observed that all enriched biclusters have different GO enrichment. Note that CPGC is the original algorithm identifying a
single submatrix of maximal sum per dataset Numbers in parentheses are the associated ranks. In case of ties, average ranks are assigned. The last row corresponds to the algorithm ranks averaged over the 35 datasets. Best performances are highlighted in bold. It is observed that all enriched biclusters have different GO enrichment. Note that CPGC is the original algorithm identifying a
single submatrix of maximal sum per dataset terms (see Fig. 4a). Such a per dataset analysis further
supports the benefits of our proposed method. identifies in each dataset are consistent with the con-
trolled conditions under which these experiments were
conducted. The full analysis is detailed in the supple-
mentary materials associated with this manuscript [see
Additional file 1]. It shows that the GO terms identified We further analyze the actual gene subsets identified by
K-CPGC from Saccharomyces cerevisae samples to check
whether the 20 most significantly enriched GO terms it Branders et al. BMC Bioinformatics (2019) 20:625 Page 6 of 13 Page 6 of 13 (2019) 20:625 Branders et al. BMC Bioinformatics Fig. 2 Critical difference of ranks. Comparison between the average
rank of each algorithm over N = 35 datasets, with a 5% level of
significance and Hochberg’s correction for multiple testing While this work focuses on the biological relevance of
identified submatrices, it must be stressed that K-CPGC
usually finds the best solutions in less than a minute1. On
average, K-CPGC requires 14.7 s, the median being equal
to 1.7 s. The longest run is performed within 195.7 s on
dataset 18 (Yeoh-v1). Discussion The experiments and results reported in this work show
that the K-CPGC method outperforms six well-known
biclustering algorithms to identify biologically relevant
gene subsets among subgroups of samples. The various
algorithms are compared essentially based on their ability
to return gene subsets which are associated with signifi-
cantly enriched GO terms. One could consider that such a
performance assessment validates only part of the results
as it focuses on the genes (rows) and does not validate a
posteriori the identified subgroups of samples (columns). This is actually a common limitation of the assessment of
biclustering methods from gene expression data [6]. For
the Saccharomyces cerevisae experiments reported here,
there is no gold standard in terms of subgroups of sam-
ples to be identified. Yet, these subgroups of samples
are, at least indirectly, validated because their compo-
nents directly influence the subsets of genes which are
returned. This is particularly clear for the CPGC approach
as one looks for a rectangular submatrix of maximal sum
and the returned genes are directly constrained by the
selected samples in such a submatrix. This is also true
for biclustering algorithms since, for instance, they look Fig. 2 Critical difference of ranks. Comparison between the average
rank of each algorithm over N = 35 datasets, with a 5% level of
significance and Hochberg’s correction for multiple testing in the first four datasets, representative of cell cycles,
are associated with some form of biogenesis, including
ribosome, RNA, peptide and macromolecules synthe-
sis. The GO terms identified in the next 12 datasets
are indeed associated with various forms of response to
stress-induced environments, including many representa-
tives of the response to the stimulus, oxidation-reduction
processes, and cellular responses to stress. Some GO
terms also refer to generic responses to stress which are
less specific to the controlled condition. For example, in
the complete DTT dataset, many GO terms relate to alter-
ation in the general patterns of protein biosyntheses as
reported by Miller et al. [17]. The last experiment related
to yeast sporulation includes GO terms referring to cell
cycle, sporulation, and reproductive processes. Fig. 3 Comparison of K-CPGC and CCA p-values for enriched GO terms. This figure presents the (logarithmic) ratio of corrected p-values associated
to each GO term identified by both K-CPGC and CCA on all the 35 datasets. Positive values (638 GO terms) are in favor of K-CPGC Fig. Discussion 3 Comparison of K-CPGC and CCA p-values for enriched GO terms. This figure presents the (logarithmic) ratio of corrected p-values associated
to each GO term identified by both K-CPGC and CCA on all the 35 datasets. Positive values (638 GO terms) are in favor of K-CPGC Branders et al. BMC Bioinformatics (2019) 20:625 Page 7 of 13 Branders et al. BMC Bioinformatics Fig. 4 Comparison of terms enriched by K-CPGC and CCA for each of the 35 datasets. a Number of terms enriched by K-CPGC and CCA for each
of the 35 datasets. The horizontal line reports the number of terms that are enriched by both approaches. b Number of times that the adjusted
p-value of a term found by an algorithm is smaller than the adjusted p-value of the term found by the other algorithm. Only terms enriched by both
algorithms are considered Fig. 4 Comparison of terms enriched by K-CPGC and CCA for each of the 35 datasets. a Number of terms enriched by K-CPGC and CCA for each
of the 35 datasets. The horizontal line reports the number of terms that are enriched by both approaches. b Number of times that the adjusted
p-value of a term found by an algorithm is smaller than the adjusted p-value of the term found by the other algorithm. Only terms enriched by both
algorithms are considered Fig. 4 Comparison of terms enriched by K-CPGC and CCA for each of the 35 datasets. a Number of terms enriched by K-CPGC and CCA for each
of the 35 datasets. The horizontal line reports the number of terms that are enriched by both approaches. b Number of times that the adjusted
p-value of a term found by an algorithm is smaller than the adjusted p-value of the term found by the other algorithm. Only terms enriched by both
algorithms are considered be interested to play with this parameter as it influences
indirectly the sizes of the biclusters found. In the limit, if
θ is set below the minimal expression value, all entries of
the normalized matrix will be positive and the solution
to the maximal sum problem is trivially identified as the
full matrix. Similarly, if θ is set above the maximal expres-
sion value, all entries of the normalized matrix become
negative and the optimal solution is the empty matrix. An
intermediate θ value between these extreme cases is typ-
ically chosen. Discussion For a fixed data matrix increasing θ tends
to produce smaller biclusters. The actual bicluster sizes
found is difficult to predict exactly, as it also depends on
the actual distribution of expression value in the matrix,
but the analyst may easily play with θ to find biclusters of
interest. for homogeneous expression patterns both across rows
and columns. Notwithstanding, in a medical context, for
example, the actual samples are typically associated with
specific patients. In such a case, direct validation of the
identified subgroups of samples could be performed by
comparing these subgroups with actual clinical annota-
tions. Interpreting the evaluation of unsupervised method
on their ability to recover an expected structure is diffi-
cult, however. As an illustrative example, Padilha et al. [6]
evaluated the ability of several biclustering algorithms to
recover the predefined sample classes. They showed that
the best methods are biased towards methods that force
every row and every column to be biclustered. The proposed K-CPGC method could be considered as
including two control parameters: the number K of biclus-
ters one looks for and the threshold θ defining the level of
expression above which interesting patterns are searched. In the present work, we fix θ to the 75th percentile of
expression values and we argue that this is a reasonable
choice to find high expression patterns. Yet, the user may In the present study, for a fair comparison between all
algorithms, we fix the maximal number of biclusters to be
found to K = 10. In practice, however, this is not a criti-
cal choice since the analyst can start with K = 1 and use
the proposed gene enrichment analysis to check whether Branders et al. BMC Bioinformatics (2019) 20:625 Page 8 of 13 Page 8 of 13 Page 8 of 13 Branders et al. BMC Bioinformatics the successive biclusters returned by increasing K are still
significantly enriched [see Additional file 2]. This could
even be automated in a script and the actual value of K
automatically determined in this way. biclustering algorithms, it does not look for homoge-
neous gene expression values. The specific search order
it follows could also be easily adapted to discover small
relevant submatrices rather than large biclusters, hence
focusing on rare but relevant expression patterns. Conclusions We propose a novel algorithm, K-CPGC, to find K non-
redundant and possibly overlapping submatrices of max-
imal sum from a large gene expression matrix. The
returned solutions have the same bi-dimensional struc-
ture as biclusters produced by existing biclustering algo-
rithms. Yet, the mathematical objective is different and
more explicitly optimized with the proposed methodol-
ogy. Indeed, the role of a matrix entry Mi,j in a submatrix
is clear: its contribution to the decision of including gene
i and sample j in the submatrix is Mi,j. It follows that the
contribution of each gene in the definition of a gene sub-
set, respectively each sample, can be easily computed as
the sum of matrix entries for each of the selected samples,
respectively genes. Discussion As already mentioned in the “Interpretation” section,
the K-CPGC approach can also be used to find low expres-
sion patterns instead of high-level ones simply by consid-
ering the opposite of the normalized data matrix. These
are two obvious possibilities but it is straightforward to
generalize this approach. For instance, if one would be
interested in finding patterns of average expression values
(neither over-expressed nor under-expressed), one can
easily transform the original matrix to a new one, e.g. according to a Gaussian or RBF kernel, in which a higher
value would represent an original entry closer to the aver-
age expression value. This average (or median) value can
be computed overall, row-wise or column-wise. Countless
variants are easy to define and illustrate the flexibility of
this approach. The K-CPGC method and the biclustering algorithms
it is compared to are unsupervised methods since they
do not require any particular annotation of the ana-
lyzed samples. A different and interesting setting arises
when the samples, or at least a fraction of them, are
labeled according to various conditions or clinical vari-
ables. In such a context, a new objective would be to
identify subsets of genes that are maximally relevant to
discriminate between subsets of samples from different
conditions. Methods This section briefly presents six biclustering algorithms
frequently cited in the literature and for which software
implementations are publicly available [6, 7, 19–22]. Next,
we present our own constraint programming approach,
CPGC, to identify a submatrix of maximal sum and its
extension to extract K submatrices. Our evaluation proto-
col, including the data collection and experimental setup,
is also detailed. Implicit search space Iterative Signature Algorithm (ISA) starts from a ran-
domly selected bicluster and greedily adds or removes
columns and rows till reaching some prescribed minimal
average value TC (TR) across the selected columns (rows)
[24]. Several biclusters can be found by restarting from
another randomly selected bicluster. Any feasible solution to the problem is defined by a com-
plete assignment of the selected rows and columns. Such
a complete assignment defines a specific rectangular sub-
matrix (I
⊆R; J
⊆C) of the original matrix. The
full search space includes
2|R| −1
×
2|C| −1
non-
empty feasible solutions. Yet, for any full assignment of
the columns (no unbound Cj variable), the optimal assign-
ment of the rows can be directly computed. Indeed, for
any of the two dimensions being fixed, optimization along
the other dimension is straightforward since it amounts
to select only the subset of entries whose contribution is
positive. For a fixed subset of columns J ⊆C, the optimal
subset of rows I∗
J ⊆R that maximizes the objective value
is identified as I∗
J = {i ∈R |
j∈J Mi,j ≥0}. QUalitative BIClustering (QUBIC) discretizes the orig-
inal matrix and builds a graph where each node corre-
sponds to a gene, and each edge weight is the number
of samples for which two genes have the same nonzero
discretized value. It then searches for biclusters corre-
sponding to heavy subgraphs [19]. Plaid fits a generative statistical model with K compo-
nents from which each entry Mij of the original matrix is
assumed to have been generated [25]. K Mij = B + K
k=1(μk + αik + βjk)ρikκjk + εij where B is a
background level, μk is a specific bicluster effect, αik and
βjk are row and column effects, ρ and κ are cluster mem-
berships respectively along the rows and the columns, ε is
a random noise. The Plaid algorithm fits such an addi-
tive model by minimizing a mean square error between
the modeled and observed data [26]. This algorithm may
actually return less than K biclusters because a specific
bicluster is returned only if it offers a better fit (= a lower
residue) than biclusters found from random permutations
of the original matrix. Efficient search and filtering The CPGC algorithm includes several refinements to
speed up the search for an optimal solution. It uses
a branch and bound strategy to avoid the exploration
of proven suboptimal solutions. A CP algorithm usu-
ally updates a best so far lower bound to the objective
whenever it reaches a leaf of its search tree, that is
when every decision variable is bound. For the MSSM
problem, any partial assignment of the decision variables
can be extended as a complete solution for which the
unbound variables are set to 0. It is thus possible to
update the best lower bound so far at each node of the
search tree, which can improve the filtering of suboptimal
solutions. Spectral relies on singular value decomposition to clus-
ter genes and samples simultaneously after a specific
normalization of rows and columns [27]. It looks for
distinctive checkerboard patterns which form biclusters
including contiguous rows and contiguous columns. The
net result is a set of biclusters of low variance such that
each gene and each sample exactly belong to a single
bicluster. Implicit search space j
In the gene expression analysis context, with order(s)
of magnitude more rows (genes) than columns (samples),
the actual search space is explored only over the column
assignments. For each of the O(2|C|) column assignments,
the optimal subset of rows can then be computed in
linear time. Biclustering algorithms Cheng and Church’s Algorithm (CCA) is based on itera-
tively adding or removing rows and columns to a current
bicluster in order to minimize the variance within it [4]. The variance in a bicluster (I; J) is evaluated as a mean
squared residue MSR =
1
|I||J|
i∈I,j∈J(Mij −MiJ −MIj +
MIJ)2, where Mi,J is the average of the ith row in the
bicluster, MI,j the average of the jth column, and MI,J
the average of all elements in the bicluster. A parameter
δ defines a threshold of maximum MSR for a bicluster
to be accepted. The identification of multiple biclusters is
achieved iteratively by replacing all entries of the previ-
ously identified bicluster(s) by random values within the
range of the original data matrix. Through enrichment analysis performed on 35 gene
expression datasets from human tissues and Saccha-
romyces cerevisae samples, we show that K-CPGC out-
performs biclustering algorithms when looking for bio-
logically relevant gene subsets. Not only is our approach
efficient, but it also identifies more enriched biclusters
than other biclustering methods. The K-CPGC approach
provides stronger results (lower p-values of gene subsets
or GO terms) than these alternative algorithms. These
results illustrate the benefits of the proposed approach in
terms of biological enrichments and biological relevance. Conserved Gene Expression Motifs (xMOTIFs) finds
biclusters with simultaneously conserved genes in sub-
sets of samples in a discretized data matrix [23]. Each
discretized entry corresponds to a continuous range
of expression values from the original matrix. Genes
are considered conserved across a subset of samples
if the discretized expression values are identical. This
approach greedily searches for a largest xMOTIF start-
ing from various random seeds. When such an xMO-
TIF is found, the corresponding samples are removed
from the original matrix and the whole process is iter-
ated. This approach is thus constrained to return biclus-
ters without overlap between the respective samples they
contain. The K-CPGC is, however, not limited to gene expression
analysis. For example, Liu and Wang [18] use a drug activ-
ity dataset consisting of a matrix of 10,000 compounds
with 30 features for each compound. The K-CPGC algo-
rithm could be used to identify subsets of compounds
presenting highly valued entries in subsets of features. This method has the potential to find relevant gene
subsets across various -omics technologies since, unlike Page 9 of 13 Page 9 of 13 Branders et al. Biclustering algorithms BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics The CPGC method The CPGC method has been introduced in [8] to solve
the Max-Sum Submatrix Problem (1) through constraint
programming (CP). A solution to the MSSM problem is
represented by two vectors of boolean decision variables
R = (R1, . . . , Rm) for the rows and C = (C1, . . . , Cn)
for the columns, with Ri ∈{0, 1} and Cj ∈{0, 1}. When
a decision variable is equal to 1, its corresponding row
or column is selected in the solution. When it is equal
to 0, its corresponding row or column is not part of the
selected submatrix. The algorithm searches through the
space of possible variable assignments in the form of a
tree as depicted in Fig. 5. Initially, at the root, all deci-
sions variables are unbound and the algorithm explores
such a tree in a depth-first fashion. Any configuration
with no unbound variable defines a specific submatrix and
is called a feasible solution. The goal is to find an opti-
mal solution, i.e. a solution of maximal sum, among the
feasible solutions. The complexity of this approach is defined by the num-
ber of nodes explored and the complexity of the methods
executed at each node. The CPGC approach explores
O
2|C|
nodes, or possible assignments of column vari-
ables. The time complexity of the methods performed
at each node of the search tree is in O(|R| × |C|). The global time complexity of CPGC is therefore in
O
2|C| × |R| × |C|
.
The space complexity of the nodes is in O(|R| + |C|). The number of nodes to maintain effectively is in O(|C|),
by virtue of the depth-first search exploration strategy. The global space complexity of CPGC is therefore in
O (|C| × (|R| + |C|)). These bounds on the space and time complexities do not
take into account the substantial reduction of the search
space induced by the filtering procedures. In experiments
with instance matrices of 10,000 rows by 1000 columns,
the best solutions are found within short periods of time, Branders et al. BMC Bioinformatics (2019) 20:625 (2019) 20:625 Page 10 of 13 Branders et al. BMC Bioinformatics Fig. 5 Search tree. This figure illustrates the search tree defined on the set of possible submatrices. Identification of K biclusters The CPGC algorithm looks for a single submatrix of max-
imal sum from an original data matrix while there might
be several biclusters to be identified. In gene expres-
sion analysis, the same gene may indeed participate in
multiple pathways. Hence one would like to identify K
biclusters with possible overlaps between them. The con-
trol parameter K must be chosen by the data analyst
(e.g. K = 10) but, as illustrated in the “Results” section,
a biological interpretation of the biclusters found may
help in this regard. Formally, any row and any column
of the original data matrix may belong to zero, one up
to K biclusters. Hence, each decision variable can now
take 2K values. The extension of the MSSM problem to
identify K solutions would thus lead to a search space con-
taining O
2K|R| × 2K|C|
feasible solutions. A completed
assignment of the column variables does not help as in
the “Implicit search space” section. Indeed, each decision
for row i in submatrix k depends on the decisions on row
i for the K −1 other submatrices. Consequently, one can
no longer hope to find optimal solutions in a reasonable
time from real gene expression datasets. Instead, we pro-
pose to follow a greedy strategy as commonly adopted in
several biclustering algorithms [1, 4, 5]. The time complexity of the method is computed as K
times the complexity of the CPGC subroutine. The greedy
procedure does not alter the space complexity. Identifying
K submatrices with a large total sum is performed within a
reasonable time (in the order of a minute), which is unsur-
prising given the performances of the CPGC subroutine. An implementation of this greedy algorithm, called
K-CPGC, is freely available as an R package from https://
github.com/vbranders/mssm. 1All reports of time in the present work are computed from experiments on a
MacBook Pro (OS version 10.10.5) laptop (Intel i7-2720 CPU 2.20-3.30GHz,
1GB RAM per run) with a single thread. The CPGC method A question mark refers to an unbound variable
that can be equal to 0 or 1 usually less than 10 s1. Moreover, providing more time (up
to 1000 s) never improves the objective value. entries in this solution are replaced in the original matrix
by zeros. A zero value is indeed neutral with respect to
the maximal sum objective. In other words, any particular
entry that has already been selected can again be selected
but without any benefit nor loss in the objective value. Such a strategy allows for a possible overlap between sev-
eral biclusters, neither forcing such overlap nor discarding
it a priori. This process can be iterated till producing K
biclusters. These results suggest that CPGC is scalable to tackle
reasonably large problems from biological to biomedical
domains. The interested reader is invited to consult [8] for
further technical details about this approach. An evaluation study on human tissues and on
Saccharomyces cerevisiae In this study, we look for biologically relevant biclus-
ters computed from thirty-five publicly available gene
expression microarray datasets. The first 18 datasets
were obtained from human tissues using single-channel
Affymetrix chips (Affy), proposed and preprocessed by
de Souto et al. [28]. Similarly to the latter work, expres-
sion values are transformed prior to further analyzes:
M∗
i,j ←log2(Mi,j/mi) where mi is the median of row i
and M∗
i,j is the value in row i and column j after trans-
formation. The subsequent 17 datasets, proposed and
preprocessed by [29], were obtained from Saccharomyces
cerevisiae samples under various controlled conditions
using double-channel cDNA (cDNA) technology. These
expression values are left unaltered. Table 3 summarizes
this collection by reporting the number of genes and
samples measurements in each dataset. A first submatrix is found by solving the optimization
problem (1) with CPGC. Next, the values of the selected Page 11 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. An evaluation study on human tissues and on
Saccharomyces cerevisiae BMC Bioinformatics Table 3 Data collection summary
Name
Chip
Genes
Samples
Organism
Tissue/Condition
1
armstrong-v1
Affy
1081
72
Human
Blood
2
armstrong-v2
Affy
2194
72
Human
Blood
3
bhattacharjee
Affy
1543
203
Human
Lung
4
chowdary
Affy
182
104
Human
Breast, Colon
5
dyrskjot
Affy
1203
40
Human
Bladder
6
gordon
Affy
1626
181
Human
Lung
7
laiho
Affy
2202
37
Human
Colon
8
nutt-v1
Affy
1377
50
Human
Brain
9
nutt-v2
Affy
1070
28
Human
Brain
10
nutt-v3
Affy
1152
22
Human
Brain
11
pomeroy-v1
Affy
857
34
Human
Brain
12
pomeroy-v2
Affy
1379
42
Human
Brain
13
ramaswamy
Affy
1363
190
Human
Multi-tissue
14
shipp
Affy
798
77
Human
Blood
15
singh
Affy
339
102
Human
Prostate
16
su
Affy
1571
174
Human
Multi-tissue
17
west
Affy
1198
49
Human
Breast
18
yeoh-v1
Affy
2526
248
Human
Bone marrow
19
alpha factor
cDNA
1099
18
Yeast
Cell cycle synchronisation
20
cdc 15
cDNA
1086
24
Yeast
Cell cycle synchronisation
21
cdc 28
cDNA
1044
17
Yeast
Cell cycle synchronisation
22
elutriation
cDNA
935
14
Yeast
Cell cycle synchronisation
23
1mM menadione
cDNA
1050
9
Yeast
Environmental modification
24
1M sorbitol
cDNA
1030
7
Yeast
Environmental modification
25
15mM diamide
cDNA
1038
8
Yeast
Environmental modification
26
25mM DTT
cDNA
991
8
Yeast
Environmental modification
27
constant 32nM H2O2
cDNA
976
10
Yeast
Environmental modification
28
diauxic shift
cDNA
1016
7
Yeast
Environmental modification
29
complete DTT
cDNA
962
7
Yeast
Environmental modification
30
heat shock 1
cDNA
988
8
Yeast
Environmental modification
31
heat shock 2
cDNA
999
7
Yeast
Environmental modification
32
nitrogen depletion
cDNA
1011
10
Yeast
Environmental modification
33
YPD 1
cDNA
1011
12
Yeast
Environmental modification
34
YPD 2
cDNA
1022
10
Yeast
Environmental modification
35
Yeast sporulation
cDNA
1006
7
Yeast
Sporulation Table 3 Data collection summary To compare all approaches on a fair basis, we look for
(up to) K = 10 biclusters for each controlled experi-
ment. As detailed below, some algorithms do not produce
so many solutions while others, including K-CPGC, could
be tuned to produce more solutions. Ten biclusters from
each data matrix are also considered as reasonable for the
subsequent biological interpretation of the results. Funding
h g
The UCLouvain has fully supported the design of the study, the analysis and
interpretation of data as well as the writing of the manuscript. Results are
reported on free and publicly available datasets. For each GO term, or functional class C, we calculate
the p-value of the current submatrix enrichment as the
probability of selecting at random at least c genes of this
functional class C in the submatrix, where c is the actual
number of genes from this class present in the current
submatrix [19]. The smaller the p-values of the terms asso-
ciated with a submatrix, the more likely the selected genes
come from the same biological process. Availability of data and materials
The K-CPGC approach is freely available as an R package: Evaluation In order to evaluate the biological relevance of the biclus-
ters returned by the various algorithms in this study, a
gene enrichment analysis is performed from the selected
genes in each bicluster. Specifically, we perform an enrich-
ment step for the selected genes through the Gene Ontol-
ogy (GO; considering the Biological Process Ontology)
[32] using the clusterProfiler R package [22]. Additional file 1: Gene subsets identified by K-CPGC. Additional_file_1.pdf provides tables of the 20 most enriched
GO terms identified by K-CPGC on Saccharomyces cerevisiae samples from
17 different conditions. One table is provided per condition. Additional file 2: Evolution of the number of gO terms identified. Additional_file_2.pdf illustrates the evolution of the number of
enriched biclusters and enriched GO terms as K increases. For each of the 35 datasets, each of the 8 algorithms pro-
duces up to 10 biclusters. For each bicluster, the enrich-
ment step provides a list of GO terms and FDR corrected
p-values [33]. This p-value refers to the probability of
selecting at random n genes out of the N genes from the
original expression matrix, with c out of n being associated
to the same functional class C. Let s be the true propor-
tion of the N genes associated to the functional class C,
the p-value associated to a GO term, or functional class C,
is computed as: Supplementary information pp
y
Supplementary information accompanies this paper at
https://doi.org/10.1186/s12859-019-3289-0. pp
y
Supplementary information accompanies this paper at y
Supplementary information accompanies thi
https://doi.org/10.1186/s12859-019-3289-0. Supplementary information accomp Experimental setup Instead, when comparing two algorithms A1 and
A2, for any GO term considered significantly enriched
(FDR corrected p-value < 5%) by both algorithms, one
computes a performance difference as: diff(A1, A2) = −log
pA1
pA2
(4) (4) The larger diff(A1, A2), the smaller the corrected p-value
of pA1 compared to pA2 with a positive difference when-
ever A1 outperforms A2. Experimental setup Our objective is to assess to which extent biclustering
algorithms and our own K-CPGC approach are able to find
biclusters representative of the controlled conditions in
our evaluation study. To do so, we analyze the gene sub-
sets found by each approach and we check which of them
are significantly enriched. Page 12 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics All algorithms used in this work are available through
R packages: biclust [30], isa2 [31] and https://github. com/vbranders/mssm for K-CPGC. By default, the con-
trol parameters of each biclustering algorithm are those
recommended by their original authors. For example, as
proposed by the authors of CCA, the original data matri-
ces are initially multiplied by 100 to match the range
of data values their control parameters are assuming. The discretization step of xMOTIFs is performed with
10 equally spaced intervals from minimum to maximum. The K-CPGC threshold θ (see Interpretation within Prob-
lem definition) is set to the 75th percentile of expression
values, specifically to each dataset. We consider such a
threshold as representative of the objective of capturing
high expression patterns. Given the performances of the
CPGC approach on larger datasets, the K-CPGC method
waits for convergence of the CPGC method. In other
words, each call to the CPGC method is interrupted when-
ever the solution is proved optimal, or the best solution
has not been improved for 10 s. We additionally compare
the performances of the CPGC subroutine to the other
approaches. According to the methodology proposed in [6, 7, 19, 20],
a specific bicluster is considered enriched if there is at
least one GO term with a FDR corrected p-value below
5%. An algorithm is considered better if it produces more
enriched biclusters. A refined analysis has also been proposed in [6, 34]
through pairwise comparison of the smallest p-value
among the GO terms found from the selected genes
returned by each algorithm. Such a comparison could
be criticized as it is limited to a single p-value for each
algorithm, not necessarily computed for comparable GO
terms. Authors’ contributions VB implemented and performed the experiments. VB and PD designed the
study and analyzed the obtained results. VB and PS designed and
implemented the K-CPGC algorithm. VB, PS, and PD wrote the manuscript
and read and approved the final manuscript. Pr(c|N, s, n) =
sN
c
(1−s)N
n−c
N
n
. (3) (3) Abbreviations CCA: Cheng and Church’s algorithm; CP: Constraint programming; CPGC:
Constraint programming with global constraint; FDR: False discovery rate; GO:
Gene ontology; ISA: Iterative signature algorithm; MSSM: Max-sum submatrix;
QUBIC: Qualitative biclustering References Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis
AP, Dolinski K, Dwight SS, Eppig JT, et al. Gene ontology: tool for the
unification of biology. Nat Genet. 2000;25(1):25. 33. Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical
and powerful approach to multiple testing. J R Stat Soc Ser B (Methodol). 1995289–300. https://doi.org/10.1111/j.2517-6161.1995.tb02031.x. 9. Dawande M, Keskinocak P, Tayur S. On the biclique problem in bipartite
graphs. Pittsburgh: GSIA Working Paper: Carnegie Mellon University; 1996. 34. Jaskowiak PA, Campello RJ, Costa IG. On the selection of appropriate
distances for gene expression data clustering. BMC Bioinformatics. 2014;15:2. BioMed Central. 10. Bentley J. Programming pearls: algorithm design techniques. Commun
ACM. 1984;27(9):865–73. 11. Takaoka T. Efficient algorithms for the maximum subarray problem by
distance matrix multiplication. Electron Notes Theor Comput Sci. 2002;61:
191–200. References 25. Lazzeroni L, Owen A. Plaid models for gene expression data. Stat Sin. 2002;12(1):61–86. 1. Madeira SC, Oliveira AL. Biclustering algorithms for biological data
analysis: a survey. IEEE/ACM Trans Comput Biol Bioinform (TCBB). 2004;1(1):24–45. 1. Madeira SC, Oliveira AL. Biclustering algorithms for biological data
analysis: a survey. IEEE/ACM Trans Comput Biol Bioinform (TCBB). 2004;1(1):24–45. 26. Turner H, Bailey T, Krzanowski W. Improved biclustering of microarray
data demonstrated through systematic performance tests. Comput Stat
Data Anal. 2005;48(2):235–54. 2. Xie J, Ma A, Fennell A, Ma Q, Zhao J. It is time to apply biclustering: a
comprehensive review of biclustering applications in biological and
biomedical data. Brief Bioinform. 2018. https://doi.org/10.1093/bib/
bby014. 27. Kluger Y, Basri R, Chang JT, Gerstein M. Spectral biclustering of microarray
data: coclustering genes and conditions. Genome Res. 2003;13(4):703–16. 28. de Souto MC, Costa IG, de Araujo DS, Ludermir TB, Schliep A. Clustering
cancer gene expression data: a comparative study. BMC Bioinformatics. 2008;9(1):497. y
3. Hartigan JA. Direct clustering of a data matrix. J Am Stat Assoc. 1972;67(337):123–9. 3. Hartigan JA. Direct clustering of a data matrix. J Am Stat Assoc 4. Cheng Y, Church GM. Biclustering of expression data. In: Proceedings of
the 8th International Conference on Intelligent Systems for Molecular
Biology, vol. 8. San Diego: ISMB; 2000. p. 93–103. 29. Jaskowiak PA, Campello RJ, Costa Filho IG. Proximity measures for
clustering gene expression microarray data: a validation methodology
and a comparative analysis. IEEE/ACM Trans Comput Biol Bioinform
(TCBB). 2013;10(4):845–57. gy
g
5. Pontes B, Giráldez R, Aguilar-Ruiz JS. Biclustering on expression data: A
review. J Biomed Inform. 2015;57:163–80. 30. Kaiser S, Santamaria R, Khamiakova T, Sill M, Theron R, Quintales L,
Leisch F, De Troyer E. Biclust: BiCluster Algorithms. 2018. R package
version 2.0.1. https://CRAN.R-project.org/package=biclust. Accessed
2018-06-09 and 2019-01-04. 6. Padilha VA, Campello RJ. A systematic comparative evaluation of
biclustering techniques. BMC Bioinformatics. 2017;18(1):55. 7. Eren K, Deveci M, Küçüktunç O, Çatalyürek ÜV. A comparative analysis of
biclustering algorithms for gene expression data. Brief Bioinform. 2012;14(3):279–92. 31. Csárdi G, Kutalik Z, Bergmann S. Modular analysis of gene expression
data with r. Bioinformatics. 2010;26(10):1376–7. 8. Branders V, Schaus P, Dupont P. In: Appice A, Loglisci C, Manco G,
Masciari E, Ras Z, editors. Combinatorial Optimization Algorithms to Mine
a Sub-Matrix of Maximal Sum. Lecture Notes in Artificial Intelligence, vol. 10785. Cham: Springer; 2018, pp. 65–79. https://doi.org/10.1007/978-3-
319-78680-3_5. 32. Competing interests Competing interests
The authors declare that they have no competing interests. 23. Murali T, Kasif S. Extracting conserved gene expression motifs from gene
expression data. In: Biocomputing 2003. Singapore: World Scientific; 2002. p. 77–88. Received: 4 January 2019 Accepted: 21 November 2019 Received: 4 January 2019 Accepted: 21 November 2019 Received: 4 January 2019 Accepted: 21 November 2019 Received: 4 January 2019 Accepted: 21 November 2019 24. Bergmann S, Ihmels J, Barkai N. Iterative signature algorithm for the
analysis of large-scale gene expression data. Phys Rev E. 2003;67(3):
031902. Consent for publication
Not applicable. 22. Yu G, Wang L-G, Han Y, He Q-Y. clusterprofiler: an r package for
comparing biological themes among gene clusters. OMICS J Integr Biol. 2012;16(5):284–7. https://doi.org/10.1089/omi.2011.0118. Ethics approval and consent to participate
Not applicable. 21. Bozda˘g D, Kumar AS, Catalyurek UV. Comparative analysis of biclustering
algorithms. In: Proceedings of the First ACM International Conference on
Bioinformatics and Computational Biology. Niagara Falls: ACM; 2010. p. 265–74. Availability of data and materials y
The K-CPGC approach is freely available as an R package: y
The K-CPGC approach is freely available as an R p Project name: Max-Sum SubMatrix
Project home page: https://github.com/vbranders/mssm
Operating system(s): Platform independent
Programming language: R and Scala
Other requirements: Java 1.7.0 or higher, R version 3.0.0 or higher, rJava
version 0.9-10 or higher Page 13 of 13 Branders et al. BMC Bioinformatics (2019) 20:625 Branders et al. BMC Bioinformatics ( License: GPL-3
Any restrictions to use by non-academics: None
The datasets analyzed during the current study are available in the biclustlib
repository, https://github.com/padilha/biclustlib/tree/master/biclustlib/datasets/data/yeast_benchmark and
https://github.com/padilha/biclustlib/tree/master/biclustlib/datasets/data/cancer_benchmark [6, 29]. License: GPL-3
Any restrictions to use by non-academics: None
The datasets analyzed during the current study are available in the biclustlib
repository, https://github.com/padilha/biclustlib/tree/master/biclustlib/datasets/data/yeast_benchmark and
https://github.com/padilha/biclustlib/tree/master/biclustlib/datasets/data/cancer_benchmark [6, 29]. 19. Li G, Ma Q, Tang H, Paterson AH, Xu Y. Qubic: a qualitative biclustering
algorithm for analyses of gene expression data. Nucleic Acids Res. 2009;37(15):101. 20. Preli´c A, Bleuler S, Zimmermann P, Wille A, Bühlmann P, Gruissem W,
Hennig L, Thiele L, Zitzler E. A systematic comparison and evaluation of
biclustering methods for gene expression data. Bioinformatics. 2006;22(9):1122–9. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 12. Tamaki H, Tokuyama T. Algorithms for the maximum subarray problem
based on matrix multiplication. In: Proceedings of the Annual ACM-SIAM
Symposium on Discrete Algorithms, vol. 1998. San Francisco: SODA; 1998. p. 446–52. 13. Le Van T, Van Leeuwen M, Nijssen S, Fierro AC, Marchal K, De Raedt L. Ranked tiling. In: Joint European Conference on Machine Learning and
Knowledge Discovery in Databases. Berlin: Springer; 2014. p. 98–113. 14. Friedman M. The use of ranks to avoid the assumption of normality
implicit in the analysis of variance. J Am Stat Assoc. 1937;32(200):675–701. 15. Demvsar J. Statistical comparisons of classifiers over multiple data sets. J
Mach Learn Res. 2006;7(Jan):1–30. 16. Hochberg Y. A sharper bonferroni procedure for multiple tests of
significance. Biometrika. 1988;75(4):800–2. 17. Miller MJ, Xuong N-H, Geiduschek EP. A response of protein synthesis to
temperature shift in the yeast saccharomyces cerevisiae. Proc Natl Acad
Sci. 1979;76(10):5222–5. 18. Liu J, Wang W. Op-cluster: Clustering by tendency in high dimensional
space. In: Data Mining, 2003. ICDM 2003. Third IEEE International
Conference On. IEEE; 2003. p. 187–94. https://doi.org/10.1109/icdm.2003. 1250919.
|
https://openalex.org/W4206539984
|
https://link.springer.com/content/pdf/10.1007/JHEP12(2021)051.pdf
|
English
| null |
Flavored leptogenesis and neutrino mass with A4 symmetry
|
The Journal of high energy physics/The journal of high energy physics
| 2,021
|
cc-by
| 13,883
|
Published for SISSA by
Springer Received: June 22, 2021
Revised: November 15, 2021
Accepted: November 21, 2021
Published: December 9, 2021 Received: June 22, 2021
Revised: November 15, 2021
Accepted: November 21, 2021
Published: December 9, 2021 Open Access, c⃝The Authors.
Article funded by SCOAP3. Published for SISSA by
Springer 4
Leptogenesis 4.1
Generation of mass splitting and CP asymmetry 4.1
Generation of mass splitting and CP
4.1.1
Lifting the mass degeneracy
4.1.2
Estimating CP asymmetry 4.2
Solution of Boltzmann equation 5
Conclusion 5
Conclusion A A4 multiplication rules Flavored leptogenesis and neutrino mass with A4
symmetry https://doi.org/10.1007/JHEP12(2021)051 Contents
1
Introduction
1
2
Structure of the model
3
3
Neutrino phenomenology
8
3.1
Constraining the parameter space
8
3.2
Implications for light neutrino masses and low energy phase
10
3.3
Neutrinoless double beta decay
11
3.4
Lepton flavor violation
12
4
Leptogenesis
12
4.1
Generation of mass splitting and CP asymmetry
13
4.1.1
Lifting the mass degeneracy
14
4.1.2
Estimating CP asymmetry
15
4.2
Solution of Boltzmann equation
17
5
Conclusion
20
A A4 multiplication rules
21 Contents
1
Introduction
1
2
Structure of the model
3
3
Neutrino phenomenology
8
3.1
Constraining the parameter space
8
3.2
Implications for light neutrino masses and low energy phase
10
3.3
Neutrinoless double beta decay
11
3.4
Lepton flavor violation
12
4
Leptogenesis
12
4.1
Generation of mass splitting and CP asymmetry
13
4.1.1
Lifting the mass degeneracy
14
4.1.2
Estimating CP asymmetry
15
4.2
Solution of Boltzmann equation
17
5
Conclusion
20
A A4 multiplication rules
21 Contents
1
Introduction
1
2
Structure of the model
3
3
Neutrino phenomenology
8
3.1
Constraining the parameter space
8
3.2
Implications for light neutrino masses and low energy phase
10
3.3
Neutrinoless double beta decay
11
3.4
Lepton flavor violation
12
4
Leptogenesis
12
4.1
Generation of mass splitting and CP asymmetry
13
4.1.1
Lifting the mass degeneracy
14
4.1.2
Estimating CP asymmetry
15
4.2
Solution of Boltzmann equation
17
5
Conclusion
20
A A4 multiplication rules
21 1
Introduction 2
Structure of the model 3
Neutrino phenomenology 3.1
Constraining the parameter space 3.2
Implications for light neutrino masses and low energy phase JHEP12(2021)051 3.2
Implications for light neutrino masses and low energy phase
3.3
Neutrinoless double beta decay 3.3
Neutrinoless double beta decay 3.3
Neutrinoless double beta decay 3.4
Lepton flavor violation Flavored leptogenesis and neutrino mass with A4
symmetry JHEP12(2021)051 Arghyajit Datta,a Biswajit Karmakarb,c and Arunansu Sila
aDepartment of Physics, Indian Institute of Technology,
Guwahati, Assam-781039, India
bDepartment of Physics, Indian Institute of Technology,
Hyderabad, 502285 Telangana, India
cInstitute of Physics, University of Silesia,
40-007 Katowice, Poland
E-mail: datta176121017@iitg.ac.in, biswajit.karmakar@us
asil@iitg.ac.in Arghyajit Datta,a Biswajit Karmakarb,c and Arunansu Sila
aDepartment of Physics, Indian Institute of Technology,
Guwahati, Assam-781039, India
bDepartment of Physics, Indian Institute of Technology,
Hyderabad, 502285 Telangana, India
cInstitute of Physics, University of Silesia,
40-007 Katowice, Poland
E-mail: datta176121017@iitg.ac.in, biswajit.karmakar@us.edu
asil@iitg.ac.in Arghyajit Datta,a Biswajit Karmakarb,c and Arunansu Sila
aDepartment of Physics, Indian Institute of Technology,
Guwahati, Assam-781039, India
bDepartment of Physics, Indian Institute of Technology,
Hyderabad, 502285 Telangana, India
cInstitute of Physics, University of Silesia,
40-007 Katowice, Poland
E-mail: datta176121017@iitg.ac.in, biswajit.karmakar@us.e
asil@iitg.ac.in Abstract: We propose a minimal A4 flavor symmetric model, assisted by Z2×Z3 symme-
try, which can naturally takes care of the appropriate lepton mixing and neutrino masses
via Type-I seesaw. It turns out that the framework, originated due to a specific flavor
structure, favors the normal hierarchy of light neutrinos and simultaneously narrows down
the range of Dirac CP violating phase. It predicts an interesting correlation between the
atmospheric mixing angle and the Dirac CP phase too. While the flavor structure indicates
an exact degeneracy of the right-handed neutrino masses, renormalization group running
of the same from a high scale is shown to make it quasi-degenerate and a successful fla-
vor leptogenesis takes place within the allowed parameter space obtained from neutrino
phenomenology. Keywords: Beyond Standard Model, Neutrino Physics ArXiv ePrint: 2106.06773 Open Access, c⃝The Authors. Article funded by SCOAP3. 1
Introduction Over the last couple of decades, we have witnessed remarkable success in neutrino experi-
ments [1–9] indicating that neutrinos are indeed massive. Furthermore, mixing parameters
have been measured with great precision. In fact, two of the three mixing angles namely
solar (θ12) and atmospheric (θ23) ones are found to be large while the other one, reactor
(θ13) mixing angle, is relatively small. Such a finding clearly shows the distinctive feature
associated to the lepton sector in contrast to the quark one where all the three mixing
angles are measured to be small. To have a deeper understanding of it, one needs to in-
vestigate the origin of the neutrino mass by looking at the neutrino mass matrix as well as
the charged lepton sector from a symmetry perspective. To address the tiny neutrino mass issue, various seesaw mechanisms [10–17] have been
proposed by extending the Standard Model (SM) with heavy fermions/scalars. Among
these, the type-I seesaw mechanism provides perhaps the simplest explanation of tiny
neutrino mass where the SM is extended by three singlet right-handed neutrinos (RHN) [10–
12]. Involvement of flavor symmetries within this simple setup is offcourse an interesting
possibility in order to explain the typical mixing pattern in the lepton sector. Non-abelian
discrete groups (like S3, A4, S4, A5, ∆(27) etc.) in this regard have been extensively used
(see reviews [18–25] and references therein). – 1 – Among the various discrete groups, A4 turns out to be the most economical one.1 It
is a group of even permutations of four objects having three inequivalent one-dimensional
representations (1, 1′ and 1′′) as well as one three-dimensional representation (3). In-
terestingly, the three generations (or flavors) of right-handed charged lepton singlets can
naturally fit into these three inequivalent one-dimensional representations of A4 while the
three SM lepton doublets can be accommodated into the triplet representation of A4 [28–
30]. Works along this direction [28, 29, 31, 32] showed that type-I seesaw model with
A4 flavor symmetry in general leads to a typical tri-bimaximal (TBM) lepton mixing
(sin2 θ12 = 1/3, sin2 θ23 = 1/2 and θ13 = 0) pattern [33, 34] in presence of SM singlet
(though charged under A4) flavon fields. Though such TBM pattern received a great deal
of attention due to its close proximity with experimental observation prior to 2012, it fails
to accommodate the recent observation of small, but non-zero θ13 [8, 35, 36]. 1A4 group was initially proposed as an underlying family symmetry for quark sector by [26, 27]. 1
Introduction Subsequently,
modifications over models based on A4 (and other discrete groups) are suggested to accom-
modate non-zero θ13 either by considering additional flavon fields or including corrections
to vaccuum alignments of the flavons [37, 38] or considering contributions to additional
mixing from the charged lepton sector [39]. JHEP12(2021)051 In this work, we particularly focus on a framework where a non-trivial contribution
to lepton mixing is originated from charged lepton sector. We do not consider any ad-
ditional flavon field apart from those ones incorporated in the original Altarelli-Feruglio
(AF) model [28]. While the RHN mass matrix turns out to be diagonal as a result of the
flavor symmetry imposed, the structure of the charged lepton mass matrix becomes such
that it can be diagonalized by a complex ‘magic’ matrix [29]. Interestingly, an antisym-
metric contribution to the Dirac neutrino mass matrix, originated from the product of two
A4 triplets, plays a crucial role in generating non-zero θ13 [40–43] in our model which was
overlooked in an earlier attempt [44]. In doing the analysis, we find the atmospheric mixing
angle θ23 ≤45◦i.e. to lie in lower octant (LO). We also note that only normal hierarchy
(NH) of light neutrino masses are allowed in this model. This turns out to be another
salient feature of our construction. These predictions can be tested in ongoing and future
neutrino experiments as ambiguities are still present in determining octant for θ23 as well
as hierarchies of light neutrino masses. Additionally, we also discuss the aspects of leptogenesis [45–49] from the CP-violating
decays of RHNs in this A4 based type-I seesaw scenario in line with observations [50–57]. In doing so, since the involvement of the neutrino Yukawa matrix in the charged-lepton
mass diagonal basis is necessary, the specific flavor symmetric construction of it is expected
to play an important role. In fact, due to this symmetry, exactly degenerate heavy RHNs
result at tree level, thereby indicating the breaking of the perturbative field theory involved
in CP asymmetry generation [58]. Following [44], we are able to show that running of the
parameters involved in the neutrino sector from the flavor symmetry breaking scale to the
RHN mass scale actually eliminates such exact degeneracies and as a result, leptogenesis
can indeed be possible. 1
Introduction The present study of matter-antimatter asymmetry generation via
leptogenesis taking into account the effect of running however differs from that of [44] by – 2 – Fields
ℓ
eR
µR
τR
NR
H
ϕ
Φ
Ψ
SM
(2, 1/2)
(1, 1)
(1, 1)
(1, 1)
(1, 0)
(2, −1/2)
(1, 0)
(1, 0)
(1, 0)
A4
3
1
1′
1′′
3
1
1
3
3
Z2
1
1
1
1
−1
1
−1
1
−1
Z3
ω
1
1
1
1
1
ω
ω
ω
Table 1. Representations of the fields under SU(2)L × U(1)Y × A4 × Z2 × Z3 symmetry Table 1. Representations of the fields under SU(2)L × U(1)Y × A4 × Z2 × Z3 symmetry two aspects. Firstly, we use less number of flavon fields and secondly, we present a detailed
analysis of flavored leptogenesis by solving the relevant Boltzmann equations. JHEP12(2021)051 The rest of the paper is organized as follows. In section 2 we present detail structure
of the model including the analysis of the mixing matrices involved. Section 3 deals with
phenomenology of neutrino mixing. Constrains and predictions on neutrino parameters
(including neutrinoless double beta decay) involved are presented here. In section 4 we
perform a detailed study on leptogenesis solving flavored Boltzmann equations. Finally in
section 5 we summarize the results and make final conclusion. 2
Structure of the model To realize the canonical type-I seesaw mechanism, we first consider an extension of the SM
by including three singlet RHN fields (NR). Additionally, three flavon fields namely Φ, Ψ,
ϕ and a discrete symmetry A4 × Z2 × Z3 are also incorporated to probe the typical flavor
structure involved in the lepton sector. Note that same fields content was also present in
the original AF [18] construction. Here NR and the flavon fields Φ, Ψ transform as triplet,
whereas ϕ transforms as a singlet under A4. A judicious choice of additional Z2 × Z3
symmetry assists the leptonic mass matrices to take specific forms and hence forbid several
unwanted contributions. In table 1, we present transformation properties of all the relevant
SM fields, NR and flavons involved in the analysis. The relevant effective Lagrangian involving charged leptons and neutrinos can be writ-
ten as L ⊃yℓ
1
Λ
¯ℓΦ
1 H eR + yℓ
2
Λ
¯ℓΦ
1′′ H µR + yℓ
3
Λ
¯ℓΦ
1′ H τR
(2.1)
+ yν
1
Λ
h
(¯ℓNR)s Ψ
i
1
˜H + yν
2
Λ
h
(¯ℓNR)a Ψ
i
1
˜H + yν
3
Λ
¯ℓNR
1 ϕ ˜H + 1
2M
Nc
RNR
+ h.c., (2.1) where yℓ,ν
i=1,2,3 are the respective coupling constants, M is the mass parameter of RHNs
and Λ is the cut-offscale of the theory. In the first line of eq. (2.1), terms in the first
parentheses represent products of two A4 triplets forming a one-dimensional representation
which further contract with 1, 1′ and 1′′ of A4, corresponding to eR, µR and τR respectively,
to make a true singlet under A4. On the other hand, in the second line of eq. (2.1), the
subscripts s, a correspond to symmetric and anti-symmetric parts of triplet products in
the S diagonal basis of A4. The essential multiplication rules of the A4 group elements are
elaborated in appendix A. – 3 – From table 1 it is evident that the tree level contribution to charged lepton Yukawa in-
teraction, ¯ℓHαR (with α = e, µ, τ), gets forbidden. Instead, such interactions are effectively
generated once the flavon Φ gets a vacuum expectation value (vev) via the dimension-5 op-
erators (present in first line of eq. (2.1)). 2Such vev alignments of the flavons is widely used and can be realised in a natural way by minimisi
the scalar potential following the approach of [18, 40, 44, 59–62]. 2
Structure of the model Similarly in the neutrino sector, the renormalizable
Dirac Yukawa coupling is forbidden as the lepton doublet ℓis charged under Z3 whereas
both NR and H transform trivially under it. However such effective Yukawa coupling is
generated from dimension-5 operators involving flavons Ψ and ϕ, after they obtain vevs. Presence of Z2 symmetry is important in identifying Φ from Ψ (both being A4 triplet) so
that they contribute to the charged lepton and Dirac neutrino Yukawa couplings differently. Th fl
fild b
k th fl
t
A
Z
Z
h
th
i
l
2 JHEP12(2021)051 JHEP12(2021)051 ⟨ϕ⟩= vϕ ,
⟨Φ⟩= vΦ (1, 1, 1) ,
⟨Ψ⟩= vΨ (0, 1, 0) ,
(2.2) (2.2) as a result of which the part of the Lagrangian contributing to the charged lepton sector
can be written as Ll = yℓ
1vΦ
Λ (¯ℓe+¯ℓµ+¯ℓτ)H eR+yℓ
2vΦ
Λ (¯ℓe+ω¯ℓµ+ω2¯ℓτ)H µR+yℓ
3vΦ
Λ (¯ℓe+ω2¯ℓµ+ω¯ℓτ)H τR. (2. Using the above Lagrangian one obtains the charged lepton mass matrix after the elec-
troweak symmetry breaking as Using the above Lagrangian one obtains the charged lepton mass matrix after the elec-
troweak symmetry breaking as Y ℓ= v
fℓ
1
fℓ
2
fℓ
3
fℓ
1 ω fℓ
2 ω2 fℓ
3
fℓ
1 ω2 fℓ
2 ω fℓ
3
;
fℓ
i = vΦ
Λ yℓ
i with i = 1, 2, 3,
(2.4) (2.4) where v= 174 GeV stands for the vev of the SM Higgs. where v= 174 GeV stands for the vev of the SM Higgs. In a similar way, the Lagrangian for neutrino sector after breaking of the flavor sym-
metries can be written as Lν = yν
3
Λ vϕ
¯ℓe N1R + ¯ℓµ N2R + ¯ℓτ N3R
˜H + (yν
1 −yν
2) vΨ
Λ
¯ℓe N3R ˜H
+ (yν
1 + yν
2) vΨ
Λ
¯ℓτ N1R ˜H + M
Nc1RN1R + Nc2RN2R + Nc3RN3R
+ h.c.. with fν
i = vΨ
Λ yν
i , i = 1, 2, 3. with fν
i = vΨ
Λ yν
i , i = 1, 2, 3. 2
Structure of the model (2.5) (2.5) This yields the corresponding Dirac and Majorana mass matrices as Y ν =
fν
3
0 fν
1 −fν
2
0
fν
3
0
fν
1 + fν
2
0
fν
3
,
(2.6)
MR =
M 0
0
0 M 0
0
0 M
,
(2.7) (2.6) (2.7) with fν
i = vΨ
Λ yν
i , i = 1, 2, 3. 2Such vev alignments of the flavons is widely used and can be realised in a natural way by minimising
the scalar potential following the approach of [18, 40, 44, 59–62]. 2Such vev alignments of the flavons is widely used and can be realised in a natural way by minimising
the scalar potential following the approach of [18, 40, 44, 59–62]. – 4 – Let us now discuss the diagonalization of the charged lepton and neutrino mass matrices
so as to obtain the lepton mixing matrix. First we note that the charged lepton mass matrix
given in eq. (2.4) can be diagonalized by a bi-unitary transformation Y ℓ= V dℓI3×3 with dℓ=
√
3v diag (fℓ
1, fℓ
2, fℓ
3),
(2.8) (2.8) where I3×3 is a 3 × 3 identity matrix and where I3×3 is a 3 × 3 identity matrix and V =
1
√
3
1 1
1
1 ω ω2
1 ω2 ω
,
(2.9) (2.9) JHEP12(2021)051 where ω (= e2iπ/3) is the cube root of unity. From eq. (2.7), it is evident that the right-
handed Majorana neutrino mass matrix MR is diagonal having degenerate mass eigenvalues
(M) to start with. where ω (= e2iπ/3) is the cube root of unity. From eq. (2.7), it is evident that the right-
handed Majorana neutrino mass matrix MR is diagonal having degenerate mass eigenvalues
(M) to start with. On the other hand, fν
1 and fν
2
appearing in eq. (2.6) are the symmetric and antisym-
metric contributions to the Dirac neutrino Yukawa respectively, originated as products of
two A4 triplets ℓand NR which further contract with Φ (see the product rules eq. (A.5)
and (A.6). This antisymmetric part plays an instrumental role3 in realizing correct neutrino
oscillation data. 2
Structure of the model Here it is worth mentioning that in the vanishing limit of fν
2 →0, (keeping the structure
of the charged lepton and Majorana mass matrix intact) one can reproduce the TBM mixing
as discussed in [44]. The effective light neutrino mass4 matrix can be obtained within the type-I seesaw
framework as mν = −mDM−1
R mT
D,
(2.10) (2.10) where the structure of MR is given in eq. (2.7). Now, from eq. (2.6) and (2.8), in the basis
where the charged leptons are diagonal, the Dirac neutrino mass matrix can be written as, where the structure of MR is given in eq. (2.7). Now, from eq. (2.6) and (2.8), in the basis
where the charged leptons are diagonal, the Dirac neutrino mass matrix can be written as, mD = vV †Y ν = vYν. (2.11) (2.11) Therefore, substituting eq. (2.11) in the type-I seesaw formula given by eq. (2.10) one
obtains the light neutrino mass matrix as mν = −v2V †Y νM−1
R Y νT V ∗,
(2.12)
= −1
M V †(v2Y νY νT )V ∗. (2.13) (2.12) (2.13) 3Earlier the role of such antisymmetric contributions was analyzed in the context of Dirac neutrinos [40– 3Earlier the role of such antisymmetric contributions was analyzed in the context of Dirac neutrinos [40–
43]. 4Wi h h
i
i
d i
bl 1 i
i
i l
h
ill b
ib
i
h
ff
i
li h y
y
[
43]. 4With the symmetries mentioned in table 1 in principle there will be a contribution to the effective light ]
4With the symmetries mentioned in table 1 in principle, there will be a contribution to the effective light
neutrino mass via a dim-6 operator given by yeff
Λ2 (ℓHℓHΦ). However, in the limit vΦ > M, this additional
contribution can be neglected compared to the dominant type-I contribution considered here. – 5 – Clearly, to get the mass eigenvalues of light neutrinos we need to diagonalize Y νY νT
where Clearly, to get the mass eigenvalues of light neutrinos we need to diagonalize Y νY νT
where
2
2
Y νY νT =
(fν
1 −fν
2 )2 + fν2
3
0
2fν
1 fν
3
0
fν2
3
0
2fν
1 fν
3
0
(fν
1 + fν
2 )2 + fν2
3
. 2
Structure of the model (2.14) (2.14) Though Y ν is in general a complex matrix, Y νY νT being a complex symmetric matrix can
be diagonalized by an orthogonal transformation (in the (1, 3) plane) through the relation UT
13(Y νY νT )U13 = d2
D = diag(λ1, λ2, λ3),
(2.15) (2.15) JHEP12(2021)051 where the rotation matrix U13 (parametrised by angle θ and phase ψ) is given by U13 =
cos θ
0 e−iψ sin θ
0
1
0
−eiψ sin θ 0
cos θ
. (2.16) (2.16) The complex eigenvalues are given by The complex eigenvalues are given by λ1 = fν2
1 + fν2
2 + fν2
3 −2
q
fν2
1 (fν2
2 + fν2
3 ),
(2.17)
λ2 = fν2
3 ,
(2.18)
λ3 = fν2
1 + fν2
2 + fν2
3 + 2
q
fν2
1 (fν2
2 + fν2
3 ). (2.19) λ1 = fν2
1 + fν2
2 + fν2
3 −2
q
fν2
1 (fν2
2 + fν2
3 ),
(2.17)
λ2 = fν2
3 ,
(2.18) λ3 = fν2
1 + fν2
2 + fν2
3 + 2
q
fν2
1 (fν2
2 + fν2
3 ). (2.19) Now substituting eq. (2.15) in eq. (2.13), we get mν = −V †U13
v2d2
D
M
! UT
13V ∗,
(2.20)
= −V †U13 (dν) UT
13V ∗,
(2.21) (2.20) (2.21) where dν = v2d2
D/M is a diagonal matrix having diagonal elements v2λi/M (i = 1, 2, 3),
representative of three complex light neutrino mass eigenvalues. In order to extract the real and positive light neutrino mass eigenvalues, we choose the
following representations of the parameters fν
1,2,3(= |fν
1,2,3|eiφ1,2,3 and φ1,2,3 are the three
phases associated) as fν
1
fν
3
= | fν
1 |
| fν
3 |ei(φ1−φ3) = χ1eiγ1,
(2.22)
fν
2
fν
3
= | fν
2 |
| fν
3 |ei(φ2−φ3) = χ2eiγ2,
(2.23) (2.22) (2.23) where χ1 = |fν
1 /fν
3 |, χ2 = |fν
2 /fν
3 | and (φ1 −φ3) = γ1, (φ2 −φ3) = γ2 are the redefined
parameters used for the rest of our analysis. Now we are in a position to define the rotation angle θ and phase ψ of U13 matrix (see
eq. 2
Structure of the model (2.16)) as: Now we are in a position to define the rotation angle θ and phase ψ of U13 matrix (see
eq. (2.16)) as: tan 2θ =
2χ1
2χ1χ2 cos γ2 cos ψ −
χ2
1 sin γ1 + χ2
2 sin(2γ2 −γ1) −sin γ1
sin ψ,
(2.24)
−2χ1χ2 sin γ2 tan 2θ =
2χ1
2χ1χ2 cos γ2 cos ψ −
χ2
1 sin γ1 + χ2
2 sin(2γ2 −γ1) −sin γ1
sin ψ,
(2.24)
tan ψ =
−2χ1χ2 sin γ2
cos γ1 + χ2
2 cos(2γ2 −γ1) + χ2
1 cos γ1
. (2.25) (2.24) (2.25) – 6 – – 6 – Similarly, the real and positive light neutrino masses can also be expressed in terms of χ1,2
and γ1,2 after we extract the phases from the complex eigenvalues. To proceed, note that
eq. (2.21) can be rewritten as Similarly, the real and positive light neutrino masses can also be expressed in terms of χ1,2
and γ1,2 after we extract the phases from the complex eigenvalues. To proceed, note that
eq. (2.21) can be rewritten as mν ≡Udiag(m1, m2, m3)UT ,
(2.26) (2.26) with with with
U = V †U13ei π
2 Up. (2.27) th
U = V †U13ei π
2 Up. 2
Structure of the model (2.27) (2.27) Here Up stands for a diagonal phase matrix given by Up = diag(1, eiβ21/2, eiβ31/2), and the
real positive light neutrino masses are given by: Here Up stands for a diagonal phase matrix given by Up = diag(1, eiβ21/2, eiβ31/2), and the
real positive light neutrino masses are given by: JHEP12(2021)051 m1 = v2
M | fν2
3
|
q
o2r + o2
i ,
(2.28)
m2 = v2
M | fν2
3
|,
(2.29)
m3 = v2
M | fν2
3
|
q
n2r + n2
i ,
(2.30) m1 = v2
M | fν2
3
|
q
o2r + o2
i ,
(2.28)
m2 = v2
M | fν2
3
|,
(2.29)
m3 = v2
M | fν2
3
|
q
n2r + n2
i ,
(2.30) (2.28) (2.29) (2.30) where or, oi, nr and ni can be written in terms of the associated parameters (χ1, χ2, γ1 and
γ2) in our model as or = χ2
1 cos 2γ1 + χ2
2 cos 2γ2 + 1 −2Aχ1 cos γ1 + 2Bχ1 sin γ1,
(2.31)
oi = χ2
1 sin 2γ1 + χ2
2 sin 2γ2 −2Aχ sin γ1 −2Bχ1 cos γ1,
(2.32)
nr = χ2
1 cos 2γ1 + χ2
2 cos 2γ2 + 1 + 2Aχ1 cos γ1 −2Bχ1 sin γ1,
(2.33)
ni = χ2
1 sin 2γ1 + χ2
2 sin 2γ2 + 2Aχ sin γ1 + 2Bχ1 cos γ1.,
(2.34)
A =
r
1 + χ2
2 cos 2γ2 +
q
1 + χ4
2 + 2χ2
2 cos 2γ2
√
2
, B = χ2
2 sin 2γ2
2A
. (2.35) A =
r
1 + χ2
2 cos 2γ2 +
q
1 + χ4
2 + 2χ2
2 cos 2γ2
√
2
, B = χ2
2 sin 2γ2
2A
. (2.35) The phases β21(31) involved in Up are given by, β21 = −tan−1 oi
or
, β31 = tan−1 ni
nr
−tan−1 oi
or
. (2.36) (2.36) Therefore using eqs. (2.9), (2.16) and (2.27), the final form of the mixing matrix U
which diagonalises the effective light neutrino mass matrix (in the charged lepton diagonal
basis) can now be written as Therefore using eqs. 2
Structure of the model (2.37) and (2.38) we get the correlation
between the neutrino mixing angles (and Dirac CP phase) appearing in UPMNS and the
model parameters as [40] | s13 |2 = 1 + sin 2θ cos ψ
3
,
tan δ =
sin θ sin ψ
cos θ + sin θ cos ψ,
(2.39)
s2
12 =
1
3(1−| s13 |2),
tan 2θ23 cos δ =
1 −2 | s13 |2
| s13 |
p
2 −3 | s13 |2 . (2.40) | s13 |2 = 1 + sin 2θ cos ψ
3
,
s2
12 =
1
3(1−| s13 |2), tan δ =
sin θ sin ψ
cos θ + sin θ cos ψ,
(2.39)
tan 2θ23 cos δ =
1 −2 | s13 |2
| s13 |
p
2 −3 | s13 |2 . (2.40) (2.39) Additionally, the two Majorana phases α21 and α31 are
identified as α21 = β21, and
α31 = β31 (ignoring the irrelevant common phase). These correlations given in eq. (2.39)–
(2.40) are the keys to the subsequent analysis of neutrino phenomenology. 5The Majorana phases are insensitive to neutrino oscillation experiments. However, they may play an
important role in neutrinoless double beta decay [65]. 2
Structure of the model (2.9), (2.16) and (2.27), the final form of the mixing matrix U
which diagonalises the effective light neutrino mass matrix (in the charged lepton diagonal
basis) can now be written as U =
cos θ−eiψ sin θ
√
3
1
√
3
cos θ+e−iψ sin θ
√
3
cos θ−ωeiψ sin θ
√
3
ω2
√
3
ω cos θ+e−iψ sin θ
√
3
cos θ−ω2eiψ sin θ
√
3
ω
√
3
ω2 cos θ+e−iψ sin θ
√
3
eiπ/2Up. (2.37) (2.37) U is therefore the lepton mixing matrix, called the Pontecorvo-Maki-Nakagawa-Sakata
(UPMNS) matrix, the standard form of which is given by [63], UPMNS =
c12c13
s12c13
e−iδs13
−s12s23 −eiδc12s13s23
c12c23 −eiδs12s13s23
c13s23
s12s23 −eiδc12s13s23
−c12c23 −eiδs12s13s23 c13c23
Um,
(2.38) (2.38) – 7 – – 7 – parameters
best fit value
3σ range
sin2 θ12
0.304
0.269 →0.343
sin2 θ23
0.573
0.415 →0.616
sin2 θ13
0.02219
0.02032 →0.02410
δCP /◦
197
120 →369
∆m2
21
10−5 eV 2
7.42
6.82 →8.04
∆m2
31
10−3 eV 2
+2.517
+2.435 →+2.598
Table 2. neutrino oscillation data obtained from NuFIT [64] for NH scenario of light neutrino
mass. Table 2. neutrino oscillation data obtained from NuFIT [64] for NH scenario of light neutrin
mass. Table 2. neutrino oscillation data obtained from NuFIT [64] for NH scenario of light neutrino
mass. JHEP12(2021)051 where cij = cos θij and sij = sin θij, and δ is the CP violating Dirac phase. Also, Um =
diag(1, eiα21/2, eiα31/2) is a phase matrix which contains two Majorana phases α21 and
α31. Comparing above two matrices given in eq. (2.37) and (2.38) we get the correlation
between the neutrino mixing angles (and Dirac CP phase) appearing in UPMNS and the
model parameters as [40] where cij = cos θij and sij = sin θij, and δ is the CP violating Dirac phase. Also, Um =
diag(1, eiα21/2, eiα31/2) is a phase matrix which contains two Majorana phases α21 and
α31. Comparing above two matrices given in eq. 3.1
Constraining the parameter space As seen from eqs. (2.39) and (2.40) in conjugation with eqs. (2.24) and (2.25), all the
mixing angles (θ13, θ12, θ23) and the Dirac CP phase (δ) involved in the lepton mixing matrix
UPMNS are finally determined by the model parameters χ1, χ2, γ1 and γ2. Hence, using the
3σ allowed ranges of the three mixing angles (θ13, θ12, θ23) from neutrino oscillation data5
presented in table 2, we can restrict parameter space for χ1,2 and γ1,2. This parameter
space of the current set-up can be further constrained using the 3σ allowed ranges of the
mass-squared differences (see table 2). For that purpose, we introduce a dimensionless
quantity r, defined as the ratio of solar to atmospheric mass squared difference for normal
hierarchy, i.e., r = ∆m2
21
∆m2
31 with ∆m2
21 = m2
2 −m2
1 and ∆m2
31 = m2
3 −m2
1 . Using the three
light neutrino mass eigenvalues given in eq. (2.28)–(2.30), we are able to rewrite it as r = ∆m2
21
∆m2
31
=
1 −o2
r −o2
i
n2r + n2
i −o2r −o2
i
. (3.1) (3.1) 5The Majorana phases are insensitive to neutrino oscillation experiments. However, they may play an
important role in neutrinoless double beta decay [65]. 5The Majorana phases are insensitive to neutrino oscillation experiments. However, they may play an
important role in neutrinoless double beta decay [65]. – 8 – Figure 1. Allowed parameter spaces of χ1-χ2 (left panel) and γ1-γ2 (right panel) using 3σ ranges
of neutrino oscillation parameters [64]. The light blue dots in both the panels correspond to 3σ
allowed values for the mixing angles while the darker patches in each panel further satisfy constraints
coming from the mass-squared differences, their ratio and sum of absolute masses. ⋆, ▲, ■, ♦marks
of the right panel are indicative of four benchmark points (BP) used in section 4. JHEP12(2021)051 Figure 1. Allowed parameter spaces of χ1-χ2 (left panel) and γ1-γ2 (right panel) using 3σ ranges
of neutrino oscillation parameters [64]. The light blue dots in both the panels correspond to 3σ
allowed values for the mixing angles while the darker patches in each panel further satisfy constraints
coming from the mass-squared differences, their ratio and sum of absolute masses. ⋆, ▲, ■, ♦marks
of the right panel are indicative of four benchmark points (BP) used in section 4. Substituting or,i, nr,i from eq. 3.1
Constraining the parameter space (2.31)–(2.34) into eq. (3.1), we note that r now becomes
function of χ1, χ2, γ1 and γ2. Apart from the satisfaction of r value
obtained from the
ratio of the best fit values of mass-squared differences, we must satisfy both the individual
mass-squared differences, ∆m2
21 and ∆m2
31, independently within their 3σ allowed ranges
using eqs. (2.28)–(2.30). There also exists a cosmological upper bound on sum of the
light neutrinos masses as P
i mi ≤0.11 eV [66, 67] which will also constrain the parameter
space. Note that in order to evaluate P
i mi, we need to get an estimate of the pre-factor
|fν2
3 |v2/M (see eqs. (2.28)–(2.30)) which can be obtained by using the relation |fν2
3 |v2/M =
q
∆m2
21/(1 −o2r −o2
i ),
(3.2) (3.2) with the known value of ∆m2
21 from current global analysis [64]. Equipped with all these, we provide a range of the allowed parameter space of our
model in figure 1. In the left panel, we first indicate the correlation between two of the
parameters χ1 −χ2 while the same for γ1 −γ2 is shown in the right panel, indicated
by the light blue points. The corresponding values of the parameters (light blue points)
satisfy the 3σ allowed ranges of the lepton mixing angles, θ13, θ12, θ23. In obtaining these
points, we varied parameters within a large range. For example, χ1,2 are varied from 0 to
2 while γ1,2 are considered within their full range: 0-360◦. Once we also incorporate the
constraints following from the mass-squared differences as well as the one on the sum of
the light neutrino masses, the entire allowed parameter space is reduced to a smaller region
indicated by the dark blue patch on the left panel (in χ1 −χ2 plane) and four cornered
patches (red, magenta, brown and purple) on the right panel (in γ1 −γ2 plane). From figure 1, we find 0.584 ≲χ1 ≲1.462 whereas the ratio of the magnitudes of
the antisymmetric contribution to the diagonal one (in view of eq. (2.6)) falls in a range:
0.470 ≳χ2 ≳0.145. Turning into the right panel, we find that γ1 and γ2 both are pushed to-
ward four cornered regions represented by red, magenta, brown and purple patches respec-
tively. Here we find that for 0◦≤γ1 ≤69◦the allowed regions for γ2 are (57◦−152◦) and – 9 – (a)
(b)
Figure 2. 3.1
Constraining the parameter space Correlations within δ −θ23 (left panel) and P
i mi −m1 (right panel) are presented
while allowed ranges for χ1, χ2, γ1 and γ2 are used from figure 1. (b) (a) (b) (a) JHEP12(2021)051 Figure 2. Correlations within δ −θ23 (left panel) and P
i mi −m1 (right panel) are presented
while allowed ranges for χ1, χ2, γ1 and γ2 are used from figure 1. (200◦−282◦). Whereas for 291◦≤γ1 ≤360◦, the allowed regions for γ2 are limited within
(78◦−161◦) and (206◦−287◦). Here we also note that, in the right panel of figure 1, ⋆, ▲, ■
and ♦represent four unique benchmark points in the parameter space {χ1, χ2, γ1, γ2}
given by BP1 = (1.37, 0.399, 21.53◦, 135.59◦), BP2 = (0.978, 0.235, 301.81◦, 119.1◦), BP3
= (1.417, 0.372, 341.6◦, 260.83◦) and BP4 = (0.707, 0.209, 68.62◦, 231.15◦). It is important
to note that so far the analysis presented here is applicable only for normal hierarchy of
light neutrino mass. In the present setup, due to the special flavor structure of the model
an inverted hierarchy of light neutrino mass spectrum however can not be accommodated. This is an interesting prediction that will undergo tests in several ongoing and near-future
experiments. (200◦−282◦). Whereas for 291◦≤γ1 ≤360◦, the allowed regions for γ2 are limited within
(78◦−161◦) and (206◦−287◦). Here we also note that, in the right panel of figure 1, ⋆, ▲, ■
and ♦represent four unique benchmark points in the parameter space {χ1, χ2, γ1, γ2}
given by BP1 = (1.37, 0.399, 21.53◦, 135.59◦), BP2 = (0.978, 0.235, 301.81◦, 119.1◦), BP3
= (1.417, 0.372, 341.6◦, 260.83◦) and BP4 = (0.707, 0.209, 68.62◦, 231.15◦). It is important
to note that so far the analysis presented here is applicable only for normal hierarchy of
light neutrino mass. In the present setup, due to the special flavor structure of the model
an inverted hierarchy of light neutrino mass spectrum however can not be accommodated. This is an interesting prediction that will undergo tests in several ongoing and near-future
experiments. 3.2
Implications for light neutrino masses and low energy phase From the previous part of the analysis, we have an understanding on the allowed regions for
the χ1, χ2, γ1 and γ2 which satisfy all the constrains in the form of mass square differences,
mixing angles and sum of the light neutrino masses. Hence, we are now in a position to
study the implications of this allowed parameter space toward the predictions involving
sum of the light neutrino masses, and phases. We already have correlation between the
Dirac CP phase δ and the atmospheric mixing angle θ23 as seen from eqs. (2.39) and (2.40),
both of which are functions of χ1,2, γ1,2 as evident from eqs. (2.24), (2.25). In figure 2a,
we have plotted this correlation in δ −θ23 plane where only the allowed set of points for
χ1, χ2, γ1 and γ2 are employed (as in figure 1). The model seems to predict δ to be in
the range 33◦(213◦) ≲δ ≲80◦(260◦) and 100◦(280◦) ≲δ ≲147◦(327◦) which correspond
to the atmospheric mixing angle θ23 in the lower octant. Similarly, in figure 2a, we use
eqs. (2.28), (2.29), (2.30) along with eq. (3.2) to indicate the predictions related to the sum
of the light neutrino masses against m1, the lightest neutrino mass, indicated by the blue
patch. The region between the black dotted lines represents 3σ allowed range for P
i mi and
the blue patch within it represents the predicted region in our framework. The red shaded
region with P
i mi ≤0.11 eV is disallowed by cosmological observation mentioned earlier. This plot shows that the lightest neutrino mass is O(10−3) eV whereas the sum of the – 10 – Figure 3. Correlation between mββ and lightest neutrino mass m1 (for NH) with allowed ranges
for χ1, χ2, γ1 and γ2 obtained from figure 1. Here the light blue shaded region represents the
combined upper limit of GERDA and KamLAND-Zen experiments whereas the brown and blue
dashed lines stand for future sensitivities of the LEGEND and nEXO experiments respectively. JHEP12(2021)051 Figure 3. Correlation between mββ and lightest neutrino mass m1 (for NH) with allowed ranges
for χ1, χ2, γ1 and γ2 obtained from figure 1. Here the light blue shaded region represents the
combined upper limit of GERDA and KamLAND-Zen experiments whereas the brown and blue
dashed lines stand for future sensitivities of the LEGEND and nEXO experiments respectively. light neutrino masses is around O(0.06) eV. 3.2
Implications for light neutrino masses and low energy phase On top of this, the present set up excludes the
possibility of having maximum CP violation (δ = 90◦/270◦) and at the same time favors θ23
to be below maximal mixing, i.e. θ23 < 45◦. These are the salient features of our proposal. 3.4
Lepton flavor violation Due to the existence of active-sterile neutrino mixing, the possibility of rare lepton flavor
violating processes should arise in our framework. Out of all the processes, contribution to
µ →eγ is the most important one as it is significantly constrained. In the weak basis, i.e. where charged and RHN mass matrix is diagonal, the branching ratio of the same process
can be written as [68, 69]: JHEP12(2021)051 B(µ →eγ) = 3α
8π
X
i
ReiR†
iµF
M2
i
M2
W
2
,
(3.4) (3.4) where α = e2/4π is the fine structure constant, MW stands for W ± mass, R = mDM−1
R
is the mixing matrix representing active-sterile mixing, Mi is the mass of RHN mass
eigenstates Ni and F(x) = x(1−6x+3x2+2x3−6x2 ln x)
2(1−x)4
, with x = Mi/MW . The current upper
bound on the branching ratio of the µ →eγ is found to be BR(µ →eγ) ≲4.2 × 10−13 (at
90% C.L.) [63]. In our analysis, with the allowed ranges for χ1, χ2, γ1 and γ2 (obtained
from figure 1) and Mi in the TeV scale, the contribution towards the branching ratio for
µ →eγ turns out to be insignificant (O(10−35)) compared to the experimental limit. 3.3
Neutrinoless double beta decay It is pertinent to also shed light on the effective neutrino mass parameter, mββ, involved
in the half life of neutrinoless double beta decay in our set-up, which is given by [63] mββ = |m1c2
12c2
13 + m2s2
12c2
13eiα21 + m3s2
13ei(α31−2δ)|. (3.3) (3.3) Note that for the normal hierarchy of light neutrino masses, one can write m2 =
q
(m2
1 + ∆m2
21), and m3 =
q
(m2
1 + ∆m2
31). Recall also that we have already elaborated on
our finding for lightest neutrino masses m1 (see figure 2b), and δ (see figure 2a) in the last
subsections corresponding to the allowed parameter space of {χ1, χ2, γ1, γ2} from figure 1. Using the same, we could also estimate the respective allowed ranges of Majorana phases
α21 and α31 via eq. (2.36) (as α21 = β21 and α31 = β31) and in turn we can evaluate mββ
as function of m1 (substituting m2 and m3 in eq. (3.3)). With the allowed ranges for χ1,
χ2, γ1 and γ2 satisfying all the neutrino data inclusive of the cosmological mass bounds
(i.e. corresponding to the dark blue patch of left panel, and four cornered patches of right
panel of figure 1), we therefore plot mββ as a function of lightest neutrino masses m1 for
normal hierarchy as presented in figure 3 by the red patch. The background light red patch
indicates the allowed region in general when mixing angles, mass squared differences along
with δ are allowed to vary within their 3σ range. Hence from this mββ vs m1 plot (red
patch), we notice that for m1 within the range (0.001-0.027) eV (allowed in our set-up as
per figure 2b), the effective mass parameter is predicted to be: 0.002 ≲mββ ≲0.021 eV. – 11 – This prediction lies well within the limits on mββ by combined analysis of GERDA and
KamLAND-Zen experiments denoted by the light blue shade. The horizontal brown and
blue dashed lines stand for future sensitivity by the LEGEND and nEXO experiments. 4
Leptogenesis The presence of RHNs in the seesaw realization of light neutrino mass provides an oppor-
tunity to study leptogenesis from the CP-violating out-of-equilibrium decay of RHNs into
lepton and Higgs doublets in the early universe [45, 49, 70]. The lepton asymmetry created
is expected to be converted to a baryon asymmetry via the sphaleron process [71, 72]. In
the previous part of our analysis, we have found that the phenomenology of the neutrino
sector is mainly dictated by four parameters i.e χ1, χ2, γ1, and γ2 which in turn deter-
mine most of the observables in the neutrino sector. However we also notice the presence
of the prefactor |fν2
3 |v2/M associated to the light neutrino mass eigenvalues as given in
eq. (2.28)–(2.30). Using eq. (3.2), though this prefactor can be evaluated, we can’t have
specific estimate for the degenerate mass of the RHNs (M) as fν
3 remains undetermined. To have a more concrete picture, we provide a plot for |fν2
3 |v2/M against one of the param-
eters, χ1, in figure 4 obtained using the correlation with other parameters fixed by neutrino
oscillation and cosmological data. Hence barring the ambiguity in determining fν
3 apart
from a conservative limit |fν
3 | < O(1), M is seen to be anywhere from a very large value
(say 1014−15 GeV) to a low one (say TeV). Furthermore, the RHNs are exactly degenerate
in our framework. Hence unless we break this exact degeneracy, no CP asymmetry can
be generated [58] . Below we proceed to discuss leptogenesis mechanism in the present
framework keeping in mind that we need to remove the exact degeneracy of RHN masses
and study of flavored leptogenesis becomes essential (as M can be below 1012 GeV). – 12 – Figure 4. Correlation between |f ν
3 |2v2
M
and χ1 for NH. JHEP12(2021)051 Figure 4. Correlation between |f ν
3 |2v2
M
and χ1 for NH. 4.1.1
Lifting the mass degeneracy The exact mass degeneracy of heavy Majorana neutrinos is the result of the flavor symmetry
imposed in our construction. To remove this degeneracy, here we adopt the renormalization
group effects into consideration [76, 77]. Considering the discrete A4 × Z3 × Z2 symmetry
breaking scale close to the GUT scale ∼Λ (the cut-offscale introduced in eq. (2.1)), we
determine the running of the RHN mass matrix MR and Dirac neutrino Yukawa matrix
Yν from GUT scale to seesaw scale M (assuming M < Λ). Using renormalisation group
equations, the evolution of the RHN mass matrix M (= diag(M1, M2, M3)) and Dirac
neutrino Yukawa matrix Yν (in charged lepton Y ℓdiagonal basis) at one-loop can be
written as [76–78] JHEP12(2021)051 dMi
dt
= 2Mi Hii ,
(4.5)
dYν
dt
=
{T −3
4g2
1 −9
4g2
2}I3 −3
2
Y ℓY ℓ† −YνYν†
Yν + YνR ,
(4.6) (4.5) (4.6) with T = 3Tr(YuY †
u ) + 3Tr(YdY †
d ) + Tr(Y ℓY ℓ†) + Tr(YνYν†),
(4.7) (4.7) where Yu,d are the up-quark and down-quark Yukawa matrices respectively, g1,2 are the
gauge couplings and I3 is the identity matrix of order 3 × 3. Here the matrix R is anti-
hermitian defined by [77] R11 = R22 = R33 = 0,
Rji = −R∗
ij (i ̸= j),
Rij = 2 + δij
δij
Re (Hij) + i
δij
2 + δij
Im (Hij) ,
(4.8) (4.8) δij = Mj
Mi −1 is the degeneracy parameter for the RHN masses and t =
1
16π2 ln
Λ
M
.
Now as the RHNs are exactly degenerate at scale Λ, the right hand side (first term) of
eq. (4.8) becomes singular unless we impose Re(Hij) = 0. Note that, in our construction,
H12 and H23 are already zero due to the flavor symmetry imposed. 4.1
Generation of mass splitting and CP asymmetry The CP asymmetry parameter generated as a result of the interference between the tree
and one loop level decay amplitudes of RHN Ni decaying into a lepton doublet with specific
flavor lα and Higgs (H) is defined by: ϵα
i = Γ(Ni →ℓαH) −Γ(Ni →ℓα ¯H)
Γ(Ni →ℓαH) + Γ(Ni →ℓα ¯H). (4.1) (4.1) Considering the exact mass degeneracy is lifted by some mechanism (will be discussed
soon), the general expression for such asymmetry can be written as [73, 74]: Considering the exact mass degeneracy is lifted by some mechanism (will be discussed
soon), the general expression for such asymmetry can be written as [73, 74]: ϵα
i =
1
8πHii
X
j̸=i
Im[Hij(Yν†)iα(Yν)αj]
"
f(xij) +
√xij(1 −xij)
(1 −xij)2 +
H2
jj
64π2
#
+
1
8πHii
X
j̸=i
Im[Hji(Yν†)iα(Yν)αj]
"
(1 −xij)
(1 −xij)2 +
H2
jj
64π2
#
,
(4.2) (4.2) where Yν (≡V †Y ν in our case, see eq. (2.11)) is the neutrino Yukawa matrix in charge
lepton diagonal basis, H and the loop factor f(xij) are given by H = Yν†Yν = Y ν†Y ν;
(4.3)
f(xij) = √xij
1 −(1 + xij) ln
1 + xij
xij
,
(4.4) (4.3) (4.4) with xij =
M2
j
M2
i where Mi are the masses of the RHNs after the degeneracy is removed. This
is applicable for both hierarchical as well as quasi-degenerate mass spectrum of RHNs [73]. For the hierarchical RHNs, one neglects
H2
jj
64π2 compared to (1 −xij)2 while the entire ex-
pression of eq. (4.2) can be used for quasi-degenerate case inclusive of resonance situation
for which (1 −xij)2 ≃
H2
jj
64π2 [74, 75]. Below we discuss the mass splittings induced by the
running of the heavy RHNs. with xij =
M2
j
M2
i where Mi are the masses of the RHNs after the degeneracy is removed. This
is applicable for both hierarchical as well as quasi-degenerate mass spectrum of RHNs [73]. For the hierarchical RHNs, one neglects
H2
jj
64π2 compared to (1 −xij)2 while the entire ex-
pression of eq. (4.2) can be used for quasi-degenerate case inclusive of resonance situation
for which (1 −xij)2 ≃
H2
jj
64π2 [74, 75]. Below we discuss the mass splittings induced by the
running of the heavy RHNs. – 13 – 4.1.1
Lifting the mass degeneracy Hence the above condi-
tion should be exercised only to realize Re(H13) = 0 in our case which can be materialized
if we choose to use ˜Yν, obtained by performing an orthogonal rotation (by a matrix O say)
on Dirac Yukawa matrix Yν as, ˜Yν = YνO , with
O =
cos Θ 0 sin Θ
0
1
0
−sin Θ 0 cos Θ
,
(4.9) (4.9) having the rotation angle Θ determined by the relation tan 2Θ = 2Re (H13)
H33 −H11
=
−cos γ1
χ2 cos (γ1 −γ2). (4.10) (4.10) In obtaining the rightmost expression above, we employ eqs. (2.6), (2.22), (2.23) in eq. (4.3). This flexibility in using ˜Yν prevails due the following reason. Note that, if we rotate the
Yν in this manner, the neutrino Yukawa Lagrangian gets modified to: In obtaining the rightmost expression above, we employ eqs. (2.6), (2.22), (2.23) in eq. (4.3). This flexibility in using ˜Yν prevails due the following reason. Note that, if we rotate the
Yν in this manner, the neutrino Yukawa Lagrangian gets modified to: ¯ℓLYν ˜HNR = ¯ℓL ˜YνOT ˜HNR. (4.11) ¯ℓLYν ˜HNR = ¯ℓL ˜YνOT ˜HNR. (4.11) – 14 – – 14 – Figure 5. Variation of mass splitting δM
ij with respect to scale M for the benchmark points BP1,
BP2, BP3 and BP4 respectively. Figure 5. Variation of mass splitting δM
ij with respect to scale M for the benchmark points BP1,
BP2, BP3 and BP4 respectively. We can now redefine NR by:
˜NR = OT NR , i.e. if we rotate RHN fields by OT , RH
mass term will not change as NC
R MRNR = ˜NC
R MR ˜NR due to the orthogonal property
O matrix. We can now redefine NR by:
˜NR = OT NR , i.e. if we rotate RHN fields by OT , RHN
mass term will not change as NC
R MRNR = ˜NC
R MR ˜NR due to the orthogonal property of
O matrix. We can now redefine NR by:
˜NR = OT NR , i.e. if we rotate RHN fields by OT , RHN
mass term will not change as NC
R MRNR = ˜NC
R MR ˜NR due to the orthogonal property of
O matrix. JHEP12(2021)051 The eqs. 4.1.1
Lifting the mass degeneracy (4.5) and (4.6) can now be rewritten in terms of ˜H = OT HO and ˜Yν by using
the above relations. The form of ˜H can be obtained by ˜H = ˜Yν† ˜Yν = OT HO =
H11 −∆
0
i Im (H13)
0
H22
0
−i Im (H13)
0
H33 + ∆
,
(4.12) (4.12) where ∆≡tan Θ Re (H13). As seen from the eq. (4.5) (with right hand side written in
terms of ˜H now), we find that a mass splitting generated at a scale (M) as δM
ij = 2( ˜Hii −˜Hjj)t ,
(4.13) (4.13) thanks to the effect of running. Using eq. (4.6), we also get a off-diagonal contribution
(HR
ij, i ̸= j) to ˜H [77], ˜HM
ij = ˜Hij + HR
ij;
HR
ij ≃3y2
τ ˜Yν∗
3i ˜Yν
3j t;
(i ̸= j)
(4.14) (4.14) while ˜HM
ii = ˜Hii. As mentioned earlier, the seesaw scale M remains undetermined even
after applying neutrino mass and mixing constraints, we have shown in figure 5 how such
splitting δM
12 varies with the degenerate RHN mass M due to running corresponding to
benchmark points: BP1, BP2, BP3 and BP4 allowed by the neutrino data. We find that
below M ≃1012 GeV, δM
ij become smaller than O(10−4) implying that the masses of the
three RHNs fall in the quasi-degenerate category [73]. Such a small splitting, although
crucial for generation of CP asymmetry, won’t alter our findings of the neutrino section. Note that the estimated splitting does not correspond to the requirement of resonant
leptogenesis. We are now in a position to evaluate the CP asymmetry generated at scale
M, as discussed below. 4.1.2
Estimating CP asymmetry Starting with exact degeneracy of RHN masses, we have shown that the running of involved
parameters from a typical high scale to the scale of the heavy neutrino masses leads to
a quasi-degenerate spectrum of RHNs. Hence we can now estimate the CP asymmetry
created at a scale M by using eq. (4.2) while replacing H by ˜HM and δij by δM
ij in view – 15 – Figure 6. Variation of individual components of CP asymmetry with respect to model parameter
χ1 for three different scales M = 1013 GeV (top most plot), M = 1011 GeV (plots from second row)
and M = 108 GeV (plots from third row). JHEP12(2021)051 Figure 6. Variation of individual components of CP asymmetry with respect to model parameter
χ1 for three different scales M = 1013 GeV (top most plot), M = 1011 GeV (plots from second row)
and M = 108 GeV (plots from third row). of our discussion above. Furthermore, it can be shown that maximum contribution to
CP asymmetry comes from self energy diagram [48, 79, 80]. Therefore, the asymmetry
expression of eq. (4.2) gets modified to of our discussion above. Furthermore, it can be shown that maximum contribution to
CP asymmetry comes from self energy diagram [48, 79, 80]. Therefore, the asymmetry
expression of eq. (4.2) gets modified to ϵα
i ≃−
1
16π ˜HM
ii
X
j̸=i
δM
ij
(δM
ij )2 +
˜
HM
jj
16π
2
n
Im[ ˜HM
ij ˜Yν∗
αi ˜Yν
αj] + Im[ ˜HM
ji ˜Yν∗
αi ˜Yν
αj]
o
. (4.15) (4.15) Now, using eqs. (4.12) to (4.14) and employing them in eq. (4.15), we estimate for the
cp asymmetry parameter for the heavy RHNs decaying into various flavors which will be
useful to evaluate the final lepton asymmetry taking the flavor effects into account. Since
all the entities of eq. (4.15) are function of set of parameters {χ1, χ2, γ1, γ2} and M, we can
make use of the allowed parameter space from neutrino phenomenology (refer to figure 1)
and finally calculate the CP asymmetries produced from all three RHN decays (i = 1, 2, 3)
to different flavors of lepton doublets and Higgs. 4.1.2
Estimating CP asymmetry For representation purpose, in figure 6, we depict the variation of individual flavor
components of CP asymmetry with respect to χ1 at three different RHN mass scales: M =
1013 (top panel), 1011 (middle panel), 108 (bottom panel) GeV respectively. Since the flavor – 16 – effects are known not to be important beyond T ∼M ≃1012 GeV, we estimate asymmetries
produced by individual RHNs only for top panel. It is found that maximum asymmetry
falls in the ballpark of |ϵi=1,3|max ∼6 × 10−7 whereas (|ϵ2|)max remains subdominant. At
T = 1011 GeV (and above 108 GeV), tau Yukawa comes to equilibrium, so effectively the
scenario with M = 1011 GeV becomes a two flavor scenario (τ and another orthogonal
direction, say a) and the corresponding CP asymmetries are marked by: {ϵτ
i , ϵa=µ+e
i
}. At
this scale, |ϵτ,a
i=2,3|max ∼2 × 10−6 (middle panel of figure 6) and |ϵτ,a
1 |max becomes relatively
small. We also estimate CP asymmetry at M = 108 GeV(bottom panel of figure 6). At this
temperature (or scale), all Yukawa couplings are in equilibrium and hence contributions
to CP asymmetries from all the three flavors, {ϵe
i, ϵµ
i , ϵτ
i }, become important. We find
|ϵτ
i=2,3|max ∼3 × 10−6 and |ϵτ
1|max < |ϵτ
i=2,3|max. An analogous pattern is observed for
ϵµ
i . CP asymmetry along electron flavor is shown in the third plot of the bottom panel of
figure 6 and is found to be |(ϵe
i=2,3)max| ∼1.5 × 10−6 , |(ϵe
1)max| ∼5 × 10−7. With these
various flavor dependent CP asymmetries, we can now proceed for evaluation of baryon
asymmetry by solving the Boltzmann equations as illustrated below. JHEP12(2021)051 4.2
Solution of Boltzmann equation (γDi +2γNis +4γNi
t ) +
X
j̸=i
YNi
Y eq
Ni
YNj
Y eq
Nj
−1
! (γ(1)
NiNj +γ(2)
NiNj)
,
(4.16)
sHz dY∆α
dz
= −
X
i
YNi
Y eq
Ni
−1
! ϵα
i γDi −
X
β
"X
i
1
2
Cℓ
αβ −CH
β
γα
Di
(4.17)
+
Cℓ
αβ
YNi
Y eq
Ni
−
CH
β
2
! γNis +
2Cℓ
αβ −
CH
β
2
1+ YNi
Y eq
Ni
!! γNi
t
! +
X
γ
Cℓ
αβ +Cℓ
γβ −2CH
β
γ(1)αγ
N
+γ(2)αγ
N
X
i,j
Cℓ
αβ −Cℓ
γβ
γ(1)αγ
NiNj
Y∆β
Y eq
, JHEP12(2021)051 where z = Mi/T and α = e, µ, τ. In the above, Y∆α(Ni) = n∆α(Ni)/s denotes the density
of ∆α = B
3 −Lα (relevant heavy neutrino) with respect to the entropy s, Y eq’s are the
respective number densities while in thermal equilibrium. Here, total decay rate density of
Ni is given by γDi =
X
α
[γ(Ni →ℓα + H) + γ(Ni →¯ℓα + ¯H)] = neq
Ni
K1(z)
K2(z)Γi,
(4.18) (4.18) where Γi is the total decay rate of Ni at tree level and written as Γi =
X
α
[Γ(Ni →ℓα + H) + Γ(Ni →¯ℓα + ¯H)],
(4.19) (4.19) and γNis, γNi
t (both are Higgs mediated scattering process with change in lepton number
∆L = 1), γ(1)
NiNj, γ(2)
NiNj (both are neutrino pair annihilation process) are the reaction rate
densities for the scattering processes: [Ni+ℓ↔Q+ ¯U]s, [Ni+ ¯Q ↔¯ℓ+ ¯U]t+[Ni+U ↔¯ℓ+ ¯Q]t,
[Ni + Nj ↔ℓ+ ¯ℓ] and [Ni + Nj ↔H + ¯H] respectively [47, 87]. Here in eq. (4.18), K1(z)
and K2(z) are the modified Bessel functions. With all the ingredients at hand, we first substitute the evaluated CP asymmetry (from
eq. (4.15)) in eq. (4.17) and proceed for solving the coupled Boltzmann equations in order
to find out the final lepton asymmetry as well as final baryon asymmetry. In doing so,
we divide the temperature range into three zones so as to take care of the flavor effects as
discussed before while taking into account the ∆L = 1 processes (and ignoring ∆L = 2
processes). 4.2
Solution of Boltzmann equation It is worth mentioning that while estimating the final lepton asymmetry, one needs to take
care of decays and inverse decays of heavy RHNs as well as various scattering processes. As
stated earlier, we consider the contributions of all three RHNs having Mi ≲1012 GeV. Hence
flavor effects have to be considered [81] as with the mass equivalent temperature regime T ∼
1012 GeV, decay rate of τ (Γτ ∼5×10−3y2
τT) [82, 83] becomes comparable to the Hubble ex-
pansion rate. Below this temperature, the relation becomes Γτ > H indicative of the start
of equilibrium era for τ Yukawa interactions and τ lepton doublet becomes distinguishable. In a similar way, for the temperature regime 108 GeV ≲T ≲1011 GeV, muon Yukawa inter-
action comes to equilibrium (and both µ and τ flavors of lepton doublets are distinguishable
henceforth) and finally below T ≲108 GeV, e Yukawa interaction are in equilibrium. In our analysis, therefore, we include these flavor effects into consideration while con-
structing the Boltzmann equations. We work in a most general setup for leptogenesis, where
all three RHNs are contributing to the asymmetry due to their quasi degenerate spectrum
of masses. As standard, the produced lepton doublets from the RHN decay needs to be
appropriately projected to flavor states in the three above mentioned temperature regimes
differently where the related respective lepton asymmetries are characterized by the Cℓ
matrices (CH stands for that of Higgs) [84, 85]. For example, when only the τ Yukawa
interaction is in equilibrium (1011 GeV ≲T ≲1013 GeV), effectively the scenario becomes a
two flavor case (as the flavor space is spanned by ℓτ and another orthogonal direction) and
so Cl is a matrix of order 2×2. For a further smaller temperature, the situation comprises
of three effective flavors and so Cℓis of 3×3. Below we write down the relevant Boltzmann
equations to study the time evolution of the lepton-number asymmetries (for a system of – 17 – three RHNs) as [84–86] three RHNs) as [84–86] sHz dYNi
dz
= −
YNi
Y eq
Ni
−1
! (γDi +2γNis +4γNi
t ) +
X
j̸=i
YNi
Y eq
Ni
YNj
Y eq
Nj
−1
! (γ(1)
NiNj +γ(2)
NiNj)
,
(4 1 sHz dYNi
dz
= −
YNi
Y eq
Ni
−1
! 4.2
Solution of Boltzmann equation We have considered different benchmark values for RHN degenerate mass M
(splittings are automatically taken cared by running in terms of other parameters): M =
109, 106, 105 GeV so that the effects of flavor can be visible. These benchmark values of M
are so chosen that they can produce requisite amount of baryon asymmetry corresponding
to a specific choice of parameters: {χ1, χ2, γ1, γ2}. In figure 7, we present our findings in terms of estimate of the evolution of the B −L
asymmetry (denoted by red dotted line) as well as B asymmetry (denoted by Magenta
solid line) for specific choices of the parameters {χ1, χ2, γ1, γ2} which correctly produce – 18 – (a)
(b)
(c)
(d)
Figure 7. Variation of YB, YB−L, Y∆e, Y∆µ, Y∆τ (denoted by solid magenta, dotted red, dashed
blue, dashed pink and dashed green lines respectively) presented as function of z = M/T. Here we
have considered one benchmark point from each of the four patches of γ2 vs γ1 plot for the light
neutrino parameters of the model (from figure 1). (a) JHEP12(2021)051 (b) (b)
(d) (a)
(c) (c) (d) Figure 7. Variation of YB, YB−L, Y∆e, Y∆µ, Y∆τ (denoted by solid magenta, dotted red, dashed
blue, dashed pink and dashed green lines respectively) presented as function of z = M/T. Here we
have considered one benchmark point from each of the four patches of γ2 vs γ1 plot for the light
neutrino parameters of the model (from figure 1). Figure 8. Variation of final YB with respect to M (neglecting ∆L = 2 processes) for four bench-
mark point BP1, BP2, BP3, BP4, from each of the four patches of γ2 vs γ1 plot for the light
neutrino parameters of the model (from figure 1). Here the horizontal patch (light greenish-blue)
indicates the observed value of baryon asymmetry [67]. Figure 8. Variation of final YB with respect to M (neglecting ∆L = 2 processes) for four bench-
mark point BP1, BP2, BP3, BP4, from each of the four patches of γ2 vs γ1 plot for the light
neutrino parameters of the model (from figure 1). Here the horizontal patch (light greenish-blue)
indicates the observed value of baryon asymmetry [67]. – 19 – neutrino data as discussed in section 3. 4.2
Solution of Boltzmann equation Figure 7a, 7b, 7c, 7d represent the benchmark
points BP1, BP2, BP3, and BP4 respectively from the allowed cornered patches of γ1 and
γ2 plot of figure 1. Asymmetries of individual flavors are also drawn in these figures. While solving the Boltzmann equations, we have assumed that initially the abundance
of all the RHNs was very less and they were out of equilibrium. Then due to annihilation
of bath particles it gets produced and comes to equilibrium. Around M
T ∼1, the produc-
tion rate and decay rate of the RHN become almost equal and afterward the decay rate
dominates over the production rate and hence it’s abundance starts to fall. The correct
baryon asymmetry can be produced with M ≲106 GeV for BP1, M ≲105 GeV for BP2 and
BP4, M ≲109 GeV for BP3 region respectively. For these individual sets of parameters,
we have checked the variation of final baryon asymmetry, YB, with respect to mass of M
as shown in figure 8. From this figure 8, we also see that final YB is increasing with the
decreasing of M. There seems to be two discontinuities for each such plot. For example,
with blue-dotted line, these are observed at or around M = 1011 GeV and at M = 106 GeV. These are indicative of the eras where different flavors of lepton doublets enter in (or exit
from) equilibrium and the Boltzmann equations get modified. JHEP12(2021)051 5
Conclusion In this analysis, we present an economical, predictive flavor symmetric setup based on
A4 × Z3 × Z2 discrete group to explain neutrino masses, mixing via type-I seesaw mecha-
nism while matter-antimatter asymmetry is also addressed via leptogenesis. In the original
AF model, TBM mixing scheme was realized introducing three flavon fields. With similar
fields content, here we show that correct neutrino mixing and mass-squared differences are
originated from non-trivial structure of the neutrino Dirac Yukawa coupling and diago-
nal RHN mass matrix, thanks to the contribution from the charged lepton sector too. In
particular, the antisymmetric contribution in the Dirac Yukawa coupling plays an instru-
mental role in generating the non-zero θ13. Using the current experimental observation
on neutrino oscillation and other cosmological limits, we find the allowed parameter space
for parameters χ1, χ2, γ1, γ2 which in turn not only restricts some of the observables as-
sociated to neutrinos like Dirac CP phase, neutrino-less double beta decay, lepton flavor
violating decays, estimation of Majorana phases etc. but also are helpful in determining the
matter-antimatter asymmetry of the universe. More specifically, we find that this model
is highly predictive in nature. Only normal mass hierarchies are found to be allowed in
the current setup. Interestingly the atmospheric mixing angle θ23 lies in the lower octant
while the leptonic Dirac CP phase falls within the range 33◦(213◦) ≲δ ≲80◦(260◦) and
100◦(280◦) ≲δ ≲147◦(327◦). Apart from these predictions for absolute neutrino mass
and effective mass parameter appearing the neutrino-less double beta decay have also been
made. The model also predicts an interesting correlation between the atmospheric mixing
angle θ23 and the Dirac CP phase which is a feature of the specific flavor symmetry consid-
ered here. At high scale, owing to the symmetry of the model, the heavy RHNs are found
to be exactly degenerate apparently forbidding the generation of baryon asymmetry via
leptogenesis. However, this is accomplished here elegantly by considering the renormaliza- – 20 – tion group effects into the picture. A tiny mass splitting produced as a result of running
from a high scale (GUT scale) to the scale of RHN mass opens the room for leptogenesis. We have incorporated the flavor effects in leptogenesis as our working regime of RHN mass
falls near or below 109 GeV. Acknowledgments JHEP12(2021)051 The work by BK is supported by the Polish National Science Centre (NCN) under the
Grant Agreement 2020/37/B/ST2/02371, funds granted under the Research Excellence
Initiative of the University of Silesia in Katowice and DST, Govt. of India (SR/MF/PS-
01/2016-IITH/G). BK also acknowledges the support provided by the Institute of High
Energy Physics and the University of Chinese Academy of Sciences, Beijing, China, where
part of the work has been completed. AD would like to thank Rishav Roshan and Dibyendu
Nanda for fruitful discussions. 5
Conclusion Finally, we figure out that the parameter space allowed by the
neutrino data in fact is good enough to generate sufficient amount of baryon asymmetry
of the universe with RHN mass as low as 105 GeV. 6Here S is a 3 × 3 diagonal generator of A4. A
A4 multiplication rules It has four irreducible representations: three one-dimensional and one three dimensional
which are denoted by 1, 1′, 1′′ and 3 respectively. The multiplication rules of the irreducible
representations are given by [18] 1 ⊗1 = 1, 1′ ⊗1′ = 1′′, 1′ ⊗1′′ = 1, 1′′ ⊗1′′ = 1′, 3 ⊗3 = 1 + 1′ + 1′′ + 3a + 3s
(A.1) (A.1) where a and s in the subscript corresponds to anti-symmetric and symmetric parts respec-
tively. Now, if we have two triplets as A = (a1, a2, a3)T and B = (b1, b2, b3)T respectively,
their direct product can be decomposed into the direct sum mentioned above. The product
rule for this two triplets in the S diagonal basis6 can be written as where a and s in the subscript corresponds to anti-symmetric and symmetric parts respec-
tively. Now, if we have two triplets as A = (a1, a2, a3)T and B = (b1, b2, b3)T respectively,
their direct product can be decomposed into the direct sum mentioned above. The product
rule for this two triplets in the S diagonal basis6 can be written as (A × B)1 ∽a1b1 + a2b2 + a3b3,
(A.2)
(A × B)1′ ∽a1b1 + ω2a2b2 + ωa3b3,
(A.3)
(A × B)1′′ ∽a1b1 + ωa2b2 + ω2a3b3,
(A.4)
(A × B)3s ∽(a2b3 + a3b2, a3b1 + a1b3, a1b2 + a2b1),
(A.5)
(A × B)3a ∽(a2b3 −a3b2, a3b1 −a1b3, a1b2 −a2b1),
(A.6) here ω (= e2iπ/3) is the cube root of unity. here ω (= e2iπ/3) is the cube root of unity. here ω (= e2iπ/3) is the cube root of unity. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. – 21 – References [1] Super-Kamiokande collaboration, Constraints on neutrino oscillations using 1258 days of
Super-Kamiokande solar neutrino data, Phys. Rev. Lett. 86 (2001) 5656 [hep-ex/0103033]
[INSPIRE]. [1] Super-Kamiokande collaboration, Constraints on neutrino oscillations using 1258 days of
Super-Kamiokande solar neutrino data, Phys. Rev. Lett. 86 (2001) 5656 [hep-ex/0103033]
[INSPIRE]. [2] Super-Kamiokande collaboration, Determination of solar neutrino oscillation parameters
using 1496 days of Super-Kamiokande I data, Phys. Lett. B 539 (2002) 179
[hep-ex/0205075] [INSPIRE]. [2] Super-Kamiokande collaboration, Determination of solar neutrino oscillation parameters
using 1496 days of Super-Kamiokande I data, Phys. Lett. B 539 (2002) 179
[hep-ex/0205075] [INSPIRE]. [3] Super-Kamiokande collaboration, A measurement of atmospheric neutrino oscillation
parameters by Super-Kamiokande I, Phys. Rev. D 71 (2005) 112005 [hep-ex/0501064]
[INSPIRE]. [3] Super-Kamiokande collaboration, A measurement of atmospheric neutrino oscillation
parameters by Super-Kamiokande I, Phys. Rev. D 71 (2005) 112005 [hep-ex/0501064]
[INSPIRE]. JHEP12(2021)051 [4] SNO collaboration, Direct evidence for neutrino flavor transformation from neutral current
interactions in the Sudbury Neutrino Observatory, Phys. Rev. Lett. 89 (2002) 011301
[nucl-ex/0204008] [INSPIRE]. [4] SNO collaboration, Direct evidence for neutrino flavor transformation from neutral current
interactions in the Sudbury Neutrino Observatory, Phys. Rev. Lett. 89 (2002) 011301
[nucl-ex/0204008] [INSPIRE]. [5] SNO collaboration, Measurement of day and night neutrino energy spectra at SNO and
constraints on neutrino mixing parameters, Phys. Rev. Lett. 89 (2002) 011302
[nucl-ex/0204009] [INSPIRE]. [6] KamLAND collaboration, Precision measurement of neutrino oscillation parameters with
KamLAND, Phys. Rev. Lett. 100 (2008) 221803 [arXiv:0801.4589] [INSPIRE]. [7] T2K collaboration, Indication of electron neutrino appearance from an accelerator-produced
off-axis muon neutrino beam, Phys. Rev. Lett. 107 (2011) 041801 [arXiv:1106.2822]
[INSPIRE]. [8] Double CHOOZ collaboration, Indication of reactor ¯νe disappearance in the double
CHOOZ experiment, Phys. Rev. Lett. 108 (2012) 131801 [arXiv:1112.6353] [INSPIRE]. [9] T2K collaboration, Observation of electron neutrino appearance in a muon neutrino beam,
Phys. Rev. Lett. 112 (2014) 061802 [arXiv:1311.4750] [INSPIRE]. [10] P. Minkowski, µ →eγ at a rate of one out of 109 muon decays?, Phys. Lett. B 67 (1977) 421
[INSPIRE]. [11] M. Gell-Mann, P. Ramond and R. Slansky, Complex spinors and unified theories, Conf. Proc. C 790927 (1979) 315 [arXiv:1306.4669] [INSPIRE]. [12] R.N. Mohapatra and G. Senjanović, Neutrino mass and spontaneous parity nonconservation,
Phys. Rev. Lett. 44 (1980) 912 [INSPIRE]. [13] R.N. Mohapatra, Mechanism for understanding small neutrino mass in superstring theories,
Phys. Rev. Lett. 56 (1986) 561 [INSPIRE]. [14] M. Magg and C. Wetterich, Neutrino mass problem and gauge hierarchy, Phys. Lett. References B 94
(1980) 61 [INSPIRE]. [15] G. Lazarides, Q. Shafiand C. Wetterich, Proton lifetime and fermion masses in an SO(10)
model, Nucl. Phys. B 181 (1981) 287 [INSPIRE]. [16] J. Schechter and J.W.F. Valle, Neutrino masses in SU(2) × U(1) theories, Phys. Rev. D 22
(1980) 2227 [INSPIRE]. [17] R.N. Mohapatra and J.W.F. Valle, Neutrino mass and baryon number nonconservation in
superstring models, Phys. Rev. D 34 (1986) 1642 [INSPIRE]. – 22 – [18] G. Altarelli and F. Feruglio, Discrete flavor symmetries and models of neutrino mixing, Rev. Mod. Phys. 82 (2010) 2701 [arXiv:1002.0211] [INSPIRE]. [19] Z.-Z. Xing, Flavor structures of charged fermions and massive neutrinos, Phys. Rept. 854
(2020) 1 [arXiv:1909.09610] [INSPIRE]. [20] S.F. King, Models of neutrino mass, mixing and CP-violation, J. Phys. G 42 (2015) 123001
[arXiv:1510.02091] [INSPIRE]. [21] W. Grimus and P.O. Ludl, Finite flavour groups of fermions, J. Phys. A 45 (2012) 233001
[arXiv:1110.6376] [INSPIRE]. [22] S.F. King, Unified models of neutrinos, flavour and CP-violation, Prog. Part. Nucl. Phys. 94
(2017) 217 [arXiv:1701.04413] [INSPIRE]. JHEP12(2021)051 [23] S.F. King and C. Luhn, Trimaximal neutrino mixing from vacuum alignment in A4 and S4
models, JHEP 09 (2011) 042 [arXiv:1107.5332] [INSPIRE]. [24] S.F. King and C. Luhn, Neutrino mass and mixing with discrete symmetry, Rept. Prog. Phys. 76 (2013) 056201 [arXiv:1301.1340] [INSPIRE]. [25] H. Ishimori, T. Kobayashi, H. Ohki, Y. Shimizu, H. Okada and M. Tanimoto, Non-Abelian
discrete symmetries in particle physics, Prog. Theor. Phys. Suppl. 183 (2010) 1
[arXiv:1003.3552] [INSPIRE]. [26] D. Wyler, Discrete symmetries in the six quark SU(2) × U(1) model, Phys. Rev. D 19 (1979)
3369 [INSPIRE]. [27] G.C. Branco, H.P. Nilles and V. Rittenberg, Fermion masses and hierarchy of symmetry
breaking, Phys. Rev. D 21 (1980) 3417 [INSPIRE]. [28] G. Altarelli and F. Feruglio, Tri-bimaximal neutrino mixing, A4 and the modular symmetry,
Nucl. Phys. B 741 (2006) 215 [hep-ph/0512103] [INSPIRE]. [29] G. Altarelli and F. Feruglio, Tri-bimaximal neutrino mixing from discrete symmetry in extra
dimensions, Nucl. Phys. B 720 (2005) 64 [hep-ph/0504165] [INSPIRE]. [30] E. Ma and G. Rajasekaran, Softly broken A4 symmetry for nearly degenerate neutrino
masses, Phys. Rev. D 64 (2001) 113012 [hep-ph/0106291] [INSPIRE]. [31] E. Ma, A4 symmetry and neutrinos with very different masses, Phys. Rev. D 70 (2004)
031901 [hep-ph/0404199] [INSPIRE]. [32] G. Altarelli and D. Meloni, A simplest A4 model for tri-bimaximal neutrino mixing, J. Phys. G 36 (2009) 085005 [arXiv:0905.0620] [INSPIRE]. [33] P.F. Harrison, D.H. References Perkins and W.G. Scott, Tri-bimaximal mixing and the neutrino
oscillation data, Phys. Lett. B 530 (2002) 167 [hep-ph/0202074] [INSPIRE]. [34] P.F. Harrison and W.G. Scott, Symmetries and generalizations of tri-bimaximal neutrino
mixing, Phys. Lett. B 535 (2002) 163 [hep-ph/0203209] [INSPIRE]. [34] P.F. Harrison and W.G. Scott, Symmetries and generalizations of tri-bimaximal neutrino
mixing, Phys. Lett. B 535 (2002) 163 [hep-ph/0203209] [INSPIRE]. [35] Daya Bay collaboration, Observation of electron-antineutrino disappearance at Daya Bay,
Phys. Rev. Lett. 108 (2012) 171803 [arXiv:1203.1669] [INSPIRE]. [35] Daya Bay collaboration, Observation of electron-antineutrino disappearance at Daya Bay,
Phys. Rev. Lett. 108 (2012) 171803 [arXiv:1203.1669] [INSPIRE]. [36] RENO collaboration, Observation of reactor electron antineutrino disappearance in the
RENO experiment, Phys. Rev. Lett. 108 (2012) 191802 [arXiv:1204.0626] [INSPIRE]. [36] RENO collaboration, Observation of reactor electron antineutrino disappearance in the
RENO experiment, Phys. Rev. Lett. 108 (2012) 191802 [arXiv:1204.0626] [INSPIRE]. [37] G.C. Branco, R. Gonzalez Felipe, F.R. Joaquim and H. Serodio, Spontaneous leptonic
CP-violation and nonzero θ13, Phys. Rev. D 86 (2012) 076008 [arXiv:1203.2646] [INSPIRE]. [37] G.C. Branco, R. Gonzalez Felipe, F.R. Joaquim and H. Serodio, Spontaneous leptonic
CP-violation and nonzero θ13, Phys. Rev. D 86 (2012) 076008 [arXiv:1203.2646] [INSPIRE]. – 23 – [38] C.-C. Li, J.-N. Lu and G.-J. Ding, A4 and CP symmetry and a model with maximal
CP-violation, Nucl. Phys. B 913 (2016) 110 [arXiv:1608.01860] [INSPIRE]. [39] T. Araki, J. Mei and Z.-Z. Xing, Intrinsic deviation from the tri-bimaximal neutrino mixing
in a class of A4 flavor models, Phys. Lett. B 695 (2011) 165 [arXiv:1010.3065] [INSPIRE]. [40] N. Memenga, W. Rodejohann and H. Zhang, A4 flavor symmetry model for Dirac neutrinos
and sizable Ue3, Phys. Rev. D 87 (2013) 053021 [arXiv:1301.2963] [INSPIRE]. [41] D. Borah and B. Karmakar, A4 flavour model for Dirac neutrinos: type I and inverse
seesaw, Phys. Lett. B 780 (2018) 461 [arXiv:1712.06407] [INSPIRE]. [42] D. Borah, B. Karmakar and D. Nanda, Common origin of Dirac neutrino mass and freeze-in
massive particle dark matter, JCAP 07 (2018) 039 [arXiv:1805.11115] [INSPIRE]. JHEP12(2021)051 [43] D. Borah and B. Karmakar, Linear seesaw for Dirac neutrinos with A4 flavour symmetry,
Phys. Lett. B 789 (2019) 59 [arXiv:1806.10685] [INSPIRE]. [44] G.C. Branco, R. Gonzalez Felipe, M.N. Rebelo and H. Serodio, Resonant leptogenesis and
tribimaximal leptonic mixing with A4 symmetry, Phys. Rev. D 79 (2009) 093008
[arXiv:0904.3076] [INSPIRE]. [45] M. Fukugita and T. Yanagida, Baryogenesis without grand unification, Phys. Lett. B 174
(1986) 45 [INSPIRE]. [46] M.A. References Luty, Baryogenesis via leptogenesis, Phys. Rev. D 45 (1992) 455 [INSPIRE]. [47] M. Plümacher, Baryogenesis and lepton number violation, Z. Phys. C 74 (1997) 549
[hep-ph/9604229] [INSPIRE]. [48] L. Covi, E. Roulet and F. Vissani, CP violating decays in leptogenesis scenarios, Phys. Lett. B 384 (1996) 169 [hep-ph/9605319] [INSPIRE]. [49] A. Datta, R. Roshan and A. Sil, Imprint of the seesaw mechanism on feebly interacting dar
matter and the baryon asymmetry, arXiv:2104.02030 [INSPIRE]. [50] D. Borah, M.K. Das and A. Mukherjee, Common origin of nonzero θ13 and baryon
asymmetry of the universe in a TeV scale seesaw model with A4 flavor symmetry, Phys. Rev. D 97 (2018) 115009 [arXiv:1711.02445] [INSPIRE]. [51] B. Karmakar and A. Sil, Nonzero θ13 and leptogenesis in a type-I seesaw model with A4
symmetry, Phys. Rev. D 91 (2015) 013004 [arXiv:1407.5826] [INSPIRE]. [52] B. Karmakar and A. Sil, Spontaneous CP-violation in lepton-sector: a common origin for
θ13, the Dirac CP phase, and leptogenesis, Phys. Rev. D 93 (2016) 013006
[arXiv:1509.07090] [INSPIRE]. [53] S. Bhattacharya, B. Karmakar, N. Sahu and A. Sil, Unifying the flavor origin of dark matter
with leptonic nonzero θ13, Phys. Rev. D 93 (2016) 115041 [arXiv:1603.04776] [INSPIRE]. [54] S. Bhattacharya, B. Karmakar, N. Sahu and A. Sil, Flavor origin of dark matter and its
relation with leptonic nonzero θ13 and Dirac CP phase δ, JHEP 05 (2017) 068
[arXiv:1611.07419] [INSPIRE]. [55] C. Hagedorn, E. Molinaro and S.T. Petcov, Majorana phases and leptogenesis in see-saw
models with A4 symmetry, JHEP 09 (2009) 115 [arXiv:0908.0240] [INSPIRE]. [56] E.E. Jenkins and A.V. Manohar, Tribimaximal mixing, leptogenesis, and θ13, Phys. Lett. B
668 (2008) 210 [arXiv:0807.4176] [INSPIRE]. – 24 – [57] P. Das, M.K. Das and N. Khan, Phenomenological study of neutrino mass, dark matter and
baryogenesis within the framework of minimal extended seesaw, JHEP 03 (2020) 018
[arXiv:1911.07243] [INSPIRE]. [58] A. Pilaftsis, CP violation and baryogenesis due to heavy Majorana neutrinos, Phys. Rev. D
56 (1997) 5431 [hep-ph/9707235] [INSPIRE]. [59] B. Karmakar and A. Sil, An A4 realization of inverse seesaw: neutrino masses, θ13 and
leptonic non-unitarity, Phys. Rev. D 96 (2017) 015007 [arXiv:1610.01909] [INSPIRE]. [60] X.-G. He, Y.-Y. Keum and R.R. Volkas, A4 flavor symmetry breaking scheme for
understanding quark and neutrino mixing angles, JHEP 04 (2006) 039 [hep-ph/0601001]
[INSPIRE]. JHEP12(2021)051 JHEP12(2021)051 [61] Y. Lin, A predictive A4 model, charged lepton hierarchy and tri-bimaximal sum rule, Nucl. Phys. B 813 (2009) 91 [arXiv:0804.2867] [INSPIRE]. References [62] W. Rodejohann and X.-J. Xu, A left-right symmetric flavor symmetry model, Eur. Phys. J. C 76 (2016) 138 [arXiv:1509.03265] [INSPIRE]. [63] Particle Data Group collaboration, Review of particle physics, Phys. Rev. D 98 (2018)
030001 [INSPIRE]. [64] I. Esteban, M.C. Gonzalez-Garcia, M. Maltoni, T. Schwetz and A. Zhou, The fate of hints:
updated global analysis of three-flavor neutrino oscillations, JHEP 09 (2020) 178
[arXiv:2007.14792] [INSPIRE]. [65] P. Langacker, S.T. Petcov, G. Steigman and S. Toshev, On the Mikheev-Smirnov-Wolfenstein
(MSW) mechanism of amplification of neutrino oscillations in matter, Nucl. Phys. B 282
(1987) 589 [INSPIRE]. [66] S. Vagnozzi et al., Unveiling ν secrets with cosmological data: neutrino masses and mass
hierarchy, Phys. Rev. D 96 (2017) 123503 [arXiv:1701.08172] [INSPIRE]. [67] Planck collaboration, Planck 2018 results. VI. Cosmological parameters, Astron. Astrophys. 641 (2020) A6 [Erratum ibid. 652 (2021) C4] [arXiv:1807.06209] [INSPIRE]. [68] A. Ilakovac and A. Pilaftsis, Flavor violating charged lepton decays in seesaw-type models,
Nucl. Phys. B 437 (1995) 491 [hep-ph/9403398] [INSPIRE]. [69] D. Tommasini, G. Barenboim, J. Bernabeu and C. Jarlskog, Nondecoupling of heavy
neutrinos and lepton flavor violation, Nucl. Phys. B 444 (1995) 451 [hep-ph/9503228]
[INSPIRE]. [70] S. Bhattacharya, R. Roshan, A. Sil and D. Vatsyayan, Symmetry origin of baryon
asymmetry, dark matter and neutrino mass, arXiv:2105.06189 [INSPIRE]. [71] S.Y. Khlebnikov and M.E. Shaposhnikov, The statistical theory of anomalous fermion
number nonconservation, Nucl. Phys. B 308 (1988) 885 [INSPIRE]. [72] P.B. Arnold and L.D. McLerran, The sphaleron strikes back, Phys. Rev. D 37 (1988) 1020
[INSPIRE]. [73] B. Adhikary, M. Chakraborty and A. Ghosal, Flavored leptogenesis with quasidegenerate
neutrinos in a broken cyclic symmetric model, Phys. Rev. D 93 (2016) 113001
[arXiv:1407.6173] [INSPIRE]. [74] A. Pilaftsis and T.E.J. Underwood, Resonant leptogenesis, Nucl. Phys. B 692 (2004) 303
[hep-ph/0309342] [INSPIRE]. – 25 – [75] B. Dev, M. Garny, J. Klaric, P. Millington and D. Teresi, Resonant enhancement in
leptogenesis, Int. J. Mod. Phys. A 33 (2018) 1842003 [arXiv:1711.02863] [INSPIRE]. [76] J.A. Casas, J.R. Espinosa, A. Ibarra and I. Navarro, Naturalness of nearly degenerate
neutrinos, Nucl. Phys. B 556 (1999) 3 [hep-ph/9904395] [INSPIRE]. [77] R. Gonzalez Felipe, F.R. Joaquim and B.M. Nobre, Radiatively induced leptogenesis in a
minimal seesaw model, Phys. Rev. D 70 (2004) 085009 [hep-ph/0311029] [INSPIRE]. [78] P.H. Chankowski and S. Pokorski, Quantum corrections to neutrino masses and mixing
angles, Int. J. Mod. Phys. A 17 (2002) 575 [hep-ph/0110249] [INSPIRE]. [79] M. Flanz, E.A. Paschos, U. References Sarkar and J. Weiss, Baryogenesis through mixing of heavy
Majorana neutrinos, Phys. Lett. B 389 (1996) 693 [hep-ph/9607310] [INSPIRE]. JHEP12(2021)051 JHEP12(2021)051 [80] S. Pascoli, S.T. Petcov and A. Riotto, Leptogenesis and low energy CP-violation in neutrino
physics, Nucl. Phys. B 774 (2007) 1 [hep-ph/0611338] [INSPIRE]. [81] A. Abada, S. Davidson, F.-X. Josse-Michaux, M. Losada and A. Riotto, Flavor issues in
leptogenesis, JCAP 04 (2006) 004 [hep-ph/0601083] [INSPIRE]. [81] A. Abada, S. Davidson, F.-X. Josse-Michaux, M. Losada and A. Riotto, Flavor issues in
leptogenesis, JCAP 04 (2006) 004 [hep-ph/0601083] [INSPIRE]. [82] J.M. Cline, K. Kainulainen and K.A. Olive, Protecting the primordial baryon asymmetry
from erasure by sphalerons, Phys. Rev. D 49 (1994) 6394 [hep-ph/9401208] [INSPIRE]. [82] J.M. Cline, K. Kainulainen and K.A. Olive, Protecting the primordial baryon asymmetry
from erasure by sphalerons, Phys. Rev. D 49 (1994) 6394 [hep-ph/9401208] [INSPIRE]. [83] A. Abada, S. Davidson, A. Ibarra, F.X. Josse-Michaux, M. Losada and A. Riotto, Flavour
matters in leptogenesis, JHEP 09 (2006) 010 [hep-ph/0605281] [INSPIRE]. [83] A. Abada, S. Davidson, A. Ibarra, F.X. Josse-Michaux, M. Losada and A. Riotto, Flavour
matters in leptogenesis, JHEP 09 (2006) 010 [hep-ph/0605281] [INSPIRE]. [84] E. Nardi, Y. Nir, E. Roulet and J. Racker, The importance of flavor in leptogenesis, JHEP
01 (2006) 164 [hep-ph/0601084] [INSPIRE]. [84] E. Nardi, Y. Nir, E. Roulet and J. Racker, The importance of flavor in leptogenesis, JHEP
01 (2006) 164 [hep-ph/0601084] [INSPIRE]. [85] E. Nardi, Y. Nir, J. Racker and E. Roulet, On Higgs and sphaleron effects during the
leptogenesis era, JHEP 01 (2006) 068 [hep-ph/0512052] [INSPIRE]. [85] E. Nardi, Y. Nir, J. Racker and E. Roulet, On Higgs and sphaleron effects during the
leptogenesis era, JHEP 01 (2006) 068 [hep-ph/0512052] [INSPIRE]. [86] T. Asaka and T. Yoshida, Resonant leptogenesis at TeV-scale and neutrinoless double beta
decay, JHEP 09 (2019) 089 [arXiv:1812.11323] [INSPIRE]. [86] T. Asaka and T. Yoshida, Resonant leptogenesis at TeV-scale and neutrinoless double beta
decay, JHEP 09 (2019) 089 [arXiv:1812.11323] [INSPIRE]. [87] M. Plümacher, Baryon asymmetry, neutrino mixing and supersymmetric SO(10) unification,
Ph.D. thesis, Hamburg U., Hamburg, Germany (1998) [hep-ph/9807557] [INSPIRE]. [87] M. Plümacher, Baryon asymmetry, neutrino mixing and supersymmetric SO(10) unification,
Ph.D. thesis, Hamburg U., Hamburg, Germany (1998) [hep-ph/9807557] [INSPIRE]. – 26 –
|
https://openalex.org/W4282542798
|
https://www.researchprotocols.org/2022/7/e37934/PDF
|
English
| null |
Burnout and Associated Psychological Problems Among Teachers and the Impact of the Wellness4Teachers Supportive Text Messaging Program: Protocol for a Cross-sectional and Program Evaluation Study
|
JMIR research protocols
| 2,022
|
cc-by
| 9,871
|
Abstract Background: Stress, burnout, anxiety, and depression continue to be a problem among teachers worldwide. It is not presently
known what the prevalence and correlates for these psychological problems are among teachers in Alberta and Nova Scotia. It
is also not known if a supportive text message program (Wellness4Teachers) would be effective in reducing stress, burnout,
anxiety, or depression symptoms among teachers. Objective: The goal of this study is to evaluate the prevalence and correlates of stress, burnout, symptoms of anxiety, depression,
and low resilience among elementary and high school teachers in Alberta and Nova Scotia, Canada. It also aims to determine if
daily supportive text messages can help reduce the prevalence of these psychological problems in teachers. Methods: This is a cross-sessional mixed methods study with data to be collected from subscribers of Wellness4Teachers using
a web-based survey at baseline (onset of text messaging), 6 weeks, the program’s midpoint (3 months), and end point (6 months). Teachers can subscribe to the Wellness4Teachers program by texting the keyword “TeachWell” to the program phone number. Outcome measures will be assessed using standardized rating scales and key informant interviews. Data will be analyzed with
descriptive and inferential statistics using SPSS and thematic analysis using NVivo. Results: The results of this study are expected 24 months after program launch. It is expected that the prevalence of stress,
burnout, anxiety, depression, and low resilience among teachers in Alberta and Nova Scotia would be comparable to those reported
in other jurisdictions. It is also expected that factors such as gender, number of years teaching, grade of teaching, and school type
(elementary vs high school) will have an association with burnout and other psychological disorders among teachers. Furthermore,
it is expected that Wellness4Teachers will reduce the prevalence and severity of psychological problems in teachers, and subscriber
satisfaction will be high. Conclusions: The Wellness4Teachers project will provide key information regarding prevalence and correlates of common
mental health conditions in teachers in Alberta and Nova Scotia, as well as the impact of daily supportive text messages on these
mental health parameters. Information from this study will be useful for informing policy and decision-making concerning
psychological interventions for schoolteachers. (JMIR Res Protoc 2022;11(7):e37934) doi: 10.2196/37934 Protocol
Burnout and Associated Psychological Problems Among Teachers
and the Impact of the Wellness4Teachers Supportive Text
Messaging Program: Protocol for a Cross-sectional and Program
Evaluation Study
Belinda Agyapong1, MEd; Yifeng Wei1, PhD; Raquel da Luz Dias2,3, PhD; Vincent Israel Opoku Agyapong2, MD,
PhD
1Department of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
2Department of Psychiatry, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
3Nova Scotia Health Authority, Halifax, NS, Canada
Agyapong et al
JMIR RESEARCH PROTOCOLS JMIR RESEARCH PROTOCOLS Agyapong et al https://www.researchprotocols.org/2022/7/e37934 JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 1
(page number not for citation purposes) Protocol Burnout and Associated Psychological Problems Among Teachers
and the Impact of the Wellness4Teachers Supportive Text
Messaging Program: Protocol for a Cross-sectional and Program
Evaluation Study Belinda Agyapong1, MEd; Yifeng Wei1, PhD; Raquel da Luz Dias2,3, PhD; Vincent Israel Opoku Agyapong2, MD,
PhD 1Department of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, A
2Department of Psychiatry, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
3Nova Scotia Health Authority, Halifax, NS, Canada Corresponding Author:
Vincent Israel Opoku Agyapong, MD, PhD
Department of Psychiatry
Faculty of Medicine
Dalhousie University
5909 Veterans' Memorial Lane
8th Floor Abbie J Lane Memorial Building QEII Health Sciences Centre
Halifax, NS, B3H 4R2
Canada
Phone: 1 7807144315
Email: vincent.agyapong@nshealth.ca Corresponding Author:
Vincent Israel Opoku Agyapong, MD, PhD
Department of Psychiatry
Faculty of Medicine
Dalhousie University
5909 Veterans' Memorial Lane
8th Floor Abbie J Lane Memorial Building QEII Health Sciences Centre
Halifax, NS, B3H 4R2
Canada
Phone: 1 7807144315
Email: vincent.agyapong@nshealth.ca Background A recent study by Li et al [10] reported that
53.2 % of teachers identified work as a source of long-term
stress, leading to burnout. The results of a transversal study
conducted in Tunisia reported that most teachers (66.4%)
acknowledged being stressed at work, and burnout syndrome
was found in 21% of those teachers [3]. A systematic review
indicated that burnout was an important predictor of both
physical and psychological consequences, including insomnia,
depressive symptoms, and mortality below the age of 45 years;
hospitalization for mental disorders; and psychological ill-health
symptoms [11]. Another study reported that physical illnesses
are more common among individuals with burnout compared
with those without (64% vs 54%; P<.001) with increased
prevalence of diseases associated with severity of burnout [12]. A study finding also showed that high burnout was associated
with a high level of emotional exhaustion, low personal
accomplishment, and depersonalization, while low burnout was
linked to high personal accomplishment [7]. The professional
outcomes of burnout include job dissatisfaction and absenteeism
[11]. Absence due to sickness was more prevalent among
employees with burnout compared with those without burnout
[13]. The level of satisfaction is a significant factor that impacts
the mental and physical health of teachers as well as other
workers. Those with low job satisfaction are more susceptible
to experiencing burnout, high anxiety levels, depression, and
low self-esteem [7,14]. A study also showed that participants
who reported high social anxiety levels reported high burnout
levels as well [15]. A survey conducted in Canada and the
United States confirmed that workplace improvements could
prevent adverse sequelae, improve health outcomes, and reduce
health care expenditures [16]. Data on the prevalence of burnout
and other psychological problems among teachers in Canada In a longitudinal study, individual teachers who experienced an
increase in the states of burnout had an increase in depression
in comparison to those with decrease in burnout, which
corresponded to less depression [7,24]. This was also observed
in a study where 86% of the teachers who identified as
burned-out met the criteria for a provisional diagnosis of
depression [25]. The results of a study in Quebec, Canada found that the
proportion of teachers who reported a high level of
psychological distress was twice as high (40%) than that
reported for a Quebec-wide sample (20%) [26], an indication
that teachers in Canada are also prone to stress. Background Educators and the public alike see stress and burnout as a distinct
problem of the teaching profession [1,2]. Burnout is defined as
a state of emotional, mental, and physical exhaustion resulting
from prolonged and lengthy stress at work [3,4], as well as a
response to chronic emotional and interpersonal stressors. Burnout is defined by the 3 dimensions of emotional exhaustion,
cynicism, and inefficacy [5]. Emotional exhaustion represents
emotional depletion and loss of energy; depersonalization or
cynicism is the interpersonal dimension of burnout and refers
to a negative, callous, or excessively detached response to other
people. Reduced accomplishment describes the self-evaluation
dimension of burnout and refers to feelings of incompetence
and a lack of achievement and productivity at work [5,6]. In a
cross-sectional study, 33.3% of teachers reported high burnout
while 27.6% were at risk for having moderate burnout [7]. Similarly, 34.9% of teachers indicated they might be threatened
by burnout syndrome [8]. The relationship between burnout and health exhibits
complicated pattern in the sense that poor health contributes to
burnout, and burnout contributes to poor health [17]. Burnout
is a risk factor for poor physical and mental well-being, and it
may adversely affect health [11,18]. There is increasing evidence
that burnout as a stress response represents a risk factor not only
for depression but also for cardiovascular and other somatic
diseases [19]. Burnout is occupational-specific dysphoria, which
is different from depression—a general mental illness [5]. Burnout is regarded as a stress-related state, and the rates of
clinical depression increase with the severity of burnout [19]. Burnout is also job related and dependent on the situation or
condition, while depression is more general and context‐free
[6]. Cross-sectional studies showed that there is a relationship
between burnout and depression with greater risk of major
depressive disorder (MDD) when burnout is severe [12]. Teachers with MDD also had higher levels of perceived stress,
anxiety, disorder, and lower quality of life [20]; moreover, poor
workplace environment was a factor associated with both
increased anxiety and depressive symptoms [21]. The published
results of a study reported a high prevalence of depression
(49.1%) among teachers [22] as well as a relatively high
prevalence of anxiety 68.0% [23]. Literature shows that teachers experience considerable stress
in the workplace resulting in higher burnout rates, which poses
a health risk [7,9]. (JMIR Res Protoc 2022;11(7):e37934) doi: 10.2196/37934 https://www.researchprotocols.org/2022/7/e37934 https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al KEYWORDS burnout; stress; Wellness4Teachers; anxiety; depression; e-mental health; teachers; support; text message; mental health; SMS;
high school; elementary school; prevalence; psychological intervention; school burnout; stress; Wellness4Teachers; anxiety; depression; e-mental health; teachers; support; text message; mental health; SMS;
high school; elementary school; prevalence; psychological intervention; school are limited in the literature. It has been suggested that this is
because North American jurisdictions have been hesitant to
recognize burnout as a clinical diagnosis, partly due to concerns
about increasing requests for disability coverage [6]. https://www.researchprotocols.org/2022/7/e37934 JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 2
(page number not for citation purposes) Background The ability to
be able to cope under stress and pressure is an important factor
to reduce burnout. Self-efficacy is viewed as a significant
personal resource associated with coping with stress, and
teacher’s self-efficacy was positively correlated with general
self-efficacy but negatively with job burnout [27]. According
to psychologists, resilience is the process of adapting well in
the face of adversity, trauma, tragedy, threats, or significant
sources of stress including workplace stressors [28]. Low
resilience is predicted to reduce the individual’s ability to cope
with stress and therefore will lead to increased levels of burnout. Increased levels of job support, however, were a protective
factor against emotional exhaustion [29]. A study’s results also
indicated that the prevalence of resilience was exclusively XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al predicted by factors including the participant’s level of trauma
exposure, social support, and recent and past life stressors [30]. is currently unknown whether supportive text messages will be
helpful in reducing stress, anxiety, and depression while
improving resilience among elementary and high school
teachers. Given the generally high psychological burden among
teachers and the evidence of effectiveness of supportive text
message interventions in the literature, we propose to use
Wellness4Teachers, a supportive text message program to help
reduce stress, burnout, anxiety, and depression and to improve
resilience among teachers. Elementary and high school teachers must constantly deal with
students’ discipline issues while at the same time ensuring the
timely delivery of the curriculum. Teachers must also deal with
their own personal and family day-to-day stressors while helping
to support students under their care. This leads to heightened
levels of occupational stress and amplified risk of mental
disorders [1]. The stress of the job sometimes takes a toll on
the teachers, giving rise to burnout, increased anxiety and
depression, and sometimes reduced resilience [5,17,31]. Meditation is effective in improving resilience, psychological
distress, fatigue, and burnout. Thus, teachers may benefit from
in-school wellness programs that incorporate mindfulness and
meditation [31]. Additionally, the quest for professional
fulfillment is more challenging in schools with high discipline
issues and poor classroom settings. Furthermore, in the last 2
years, the global pandemic has led to changes in the school
system, including intermittent web-based learning, closure of
schools, and cancellation of provincial exams, thus creating
major uncertainties for both students and teachers. Wellness4Teachers Program Wellness4Teachers is a self-subscription daily supportive text
message intervention program designed to address stress,
burnout, anxiety, and depression, and to build resilience and
improve
professional
satisfaction
in
teachers. The
Wellness4Teachers program is powered by the ResilienceNHope
web-based application [40] and provided by the Global
Psychological eHealth Foundation [41]. ResilienceNHope is an
evidence-informed e–mental health program that incorporates
cognitive behavioral therapy based on daily supportive messages
(mobile text or email), weekly mental health literacy
information, web-based mental health self-assessments, and
other mental health resources to help address part of the mental
health literacy and the psychological treatment gap for
individuals and communities globally. The Wellness4Teachers
application will deliver one-way (noninteractive) psychological
intervention messages to mobile phones. Subscribers will be
made aware of the noninteractive nature of the supportive
messaging program through the welcome and introductory
message they receive upon subscribing to the program. They
will also be offered the phone number of the mental health crisis
service for their province or region to call if they are in crisis. The daily supportive messages delivered through the
Wellness4Teachers program were crafted by psychiatrists,
mental health therapists, and psychologists based on the
cognitive behavioral therapy principles. The messages were
further reviewed by the lead author, who is an education
specialist, before they were built into the Wellness4Teachers
program. Different messages will be received daily from a bank
of messages. Examples of the text messages are as follows: p
g
y
The daily supportive messages delivered through the
Wellness4Teachers program were crafted by psychiatrists,
mental health therapists, and psychologists based on the
cognitive behavioral therapy principles. The messages were
further reviewed by the lead author, who is an education
specialist, before they were built into the Wellness4Teachers
program. Different messages will be received daily from a bank
of messages. Examples of the text messages are as follows: Deep breathing is a skill. You may need to practice
it often and for more than 5 minutes to feel calmer. When you are feeling stressed or tense, shrug your
shoulders up to your ears, hold for 5 seconds, release
a n d
r e p e a t
2
m o r e
t i m e s . https://www.youtube.com/watch?v=cOOd-wlMMRg. As a teacher, it is very important for your well-being
to spend time talking, laughing, and sharing with your
colleagues. Background It is currently
unknown if the additional stressors experienced from the
pandemic impacts the levels of stress, anxiety, depression,
burnout, and resilience in teachers in elementary and high
schools. Given the aforementioned, teachers may benefit from
in-school intervention and wellness programs to alleviate their
stress and burnout. Meditation techniques such as mindfulness
have been suggested to help teachers cope with stress and
burnout. Mindfulness is the practice of bringing awareness to
the here and now using a variety of methods [32], and it has
been suggested as beneficial in coping with job-related stress
and burnout in the teaching profession [33,34]. Mindfulness
can also improve the interpersonal faculties of teachers’ sense
of efficacy and perceived stress [33], as well as reducing
depression [34]. However, the nature of these programs requires
focusing and concentration, and this can be challenging to
pursue in the busyness of the school environment and especially
when teachers are stressed or burnt-out. Thus, the teachers may
not be in the position to complete these programs. As mentioned,
these programs can be time-consuming and may require teachers
to consciously set time apart to participate. In addition,
mindfulness may not be easily accessible and scalable in all
schools. Furthermore, mindfulness may not be suitable or
convenient for some teachers. An innovative way to offer
intervention to teachers is through mobile text technology. https://www.researchprotocols.org/2022/7/e37934 Wellness4Teachers Program Subscribers of Text4Hope (launched in Alberta during the
COVID-19 pandemic [44]), who had been enrolled for 6 weeks
(intervention group) had a significantly lower prevalence of
moderate-to-high stress (78.8% vs 88.0%); moderate-to-high
anxiety symptoms (31.4% vs 46.5%); and moderate-to-high
depression symptoms (36.8% vs 52.1%), suicidal ideation
(16.9% vs 26.6%), and disturbed sleep (76.9% vs 85.1%)
compared to new subscribers, respectively, during the same
time period (control group) [45]. Furthermore, there were
statistically significant reductions in both the prevalence and
mean scores on standardized measures for stress, anxiety, and
depression at 6 weeks and 3 months for subscribers to the
Text4Hope program [36,37]. receive supportive text messages. Teachers will receive
supportive text messages at no cost to themselves or their
institutions and will not receive any reimbursement or incentives
for participating. Wellness4Teachers supportive text messages
will be delivered to subscriber cell phones at 12 PM Mountain
Standard Time in Alberta and 9 AM Atlantic Standard Time in
Nova Scotia each day, and subscribers will receive the daily
messages for 6 months. Based on a 10% dropout rate recorded
for the Text4Hope program [36,37], the dropout rate expected
for the Wellness4Teachers program is less than 15% [42]. receive supportive text messages. Teachers will receive
supportive text messages at no cost to themselves or their
institutions and will not receive any reimbursement or incentives
for participating. Wellness4Teachers supportive text messages
will be delivered to subscriber cell phones at 12 PM Mountain
Standard Time in Alberta and 9 AM Atlantic Standard Time in
Nova Scotia each day, and subscribers will receive the daily
messages for 6 months. Based on a 10% dropout rate recorded
for the Text4Hope program [36,37], the dropout rate expected
for the Wellness4Teachers program is less than 15% [42]. The effectiveness of the ResilienceNHope suite of programs
have been evaluated and established through several randomized
controlled clinical trials and evaluations of population level
programs. In a randomized controlled trial (RCT) in Fort
McMurray, Alberta, Canada, involving 73 patients diagnosed
with MDD, the intervention group (n=35, 48%) received
twice-daily supportive text messages for 3 months (intervention
group) as part of their outpatient treatment, while the control
group (n=38, 52%) received a single thank-you message (control
group) every fortnight (20.8, SD 11.7 vs 24.9, SD 11.5,
respectively; F1,60=4.83; P=.03, ηp
2=0.07). The mean difference
in the Beck Depression Inventory (BDI) score change was
significant with an effect size (Cohen d) of 0.67 [43]. Wellness4Teachers Program If you feel overwhelmed, take time to do
something kind for yourself such as a cup of tea, or
nature walk. Deep breathing is a skill. You may need to practice
it often and for more than 5 minutes to feel calmer. When you are feeling stressed or tense, shrug your
shoulders up to your ears, hold for 5 seconds, release
a n d
r e p e a t
2
m o r e
t i m e s . https://www.youtube.com/watch?v=cOOd-wlMMRg. Mobile text technology is a unique and innovative way that
offers a convenient, low-cost, and easily accessible way of
delivering psychological interventions to the general public
with mental health problems [35]. Supportive text messages
can be used to supplement mental health therapy and hence
indirectly reduce waitlist and the number of days required to
attend group-based or face-to-face therapy programs that span
months and require a lot of human resources for their delivery. Text messages have been effectively used to support the mental
health of the general Albertan population and was effective in
reducing stress, anxiety, and depression [36,37]. Supportive
text messaging has also been used to reduce depression and
increase abstinence duration in alcohol use disorder [38,39]. It As a teacher, it is very important for your well-being
to spend time talking, laughing, and sharing with your
colleagues. If you feel overwhelmed, take time to do
something kind for yourself such as a cup of tea, or
nature walk. Visualize yourself coping with the current challenging
student behavior or workload. See yourself confidently
facing these challenges. You can do it! No matter the
challenges. Teachers in both Alberta and Nova Scotia can subscribe to the
Wellness4Teachers program by texting “TeachWell” to a
designated phone number to be automatically registered to JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 3
(page number not for citation purposes) XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al adjusting for baseline scores, there was a statistically significant
difference in the 3-month BDI-II scores between the intervention
and control groups (8.5, SD 8.0 vs 16.7, SD 10.3, respectively;
F1,49=9.54; P=.003, ηp
2=0.17. The mean difference in change
BDI-II scores was –7.9 (95% CI –13.06 to –2.76; Cohen d=0.85)
[39]. Ethics Approval The study has approval from the University of Alberta Ethics
Review Board (Pro00117558) and is currently seeking approval
from the Dalhousie University Human Research Ethics Review
Board. Consent to participate will be implied when participants
complete and submit the web-based survey responses. The web-based questionnaires will be designed to collect
demographic, professional, and clinical variables including
stress, burnout, anxiety, depression, and resilience. Follow-up
surveys will also include subscriber experience and satisfaction
questions. Teachers in Alberta and Nova Scotia will be invited
to subscribe to the Wellness4Teachers program through an
advertisement organized in collaboration with Alberta Teachers
Association, the Alberta School Boards Association, the Nova
Scotia School Boards Association, and the Nova Scotia Teachers Study Design This study will use a mixed-methods quantitative and qualitative
cross-sectional survey design. Quantitative data will be collected
using web-based–administered questionnaires through the
University of Alberta REDCap platform [46], a secure web
application for building and managing web-based surveys and
databases. Qualitative data will be collected through key
informant interviews. Wellness4Teachers Program In an
earlier RCT in Dublin, Ireland, 54 patients with MDD and
comorbid alcohol use disorder were also randomized to receive
either twice-daily supportive text messages (intervention group)
or a thank-you text message (control group) for 3 months. After Main objectives •
To determine the prevalence and correlates of burnout, moderate to high stress, likely generalized anxiety disorder, likely major depressive
disorder, and low resilience among elementary and high school teachers in Alberta and Nova Scotia
•
To determine if the daily supportive text messaging program, Wellness4Teachers, can reduce the prevalence and severity of stress, burnout,
anxiety, and depression, and to improve resilience among elementary and high school teachers in Alberta and Nova Scotia
•
To assess Wellness4Teachers program subscriber experience and satisfaction with the daily supportive text messaging program •
To determine the prevalence and correlates of burnout, moderate to high stress, likely generalized anxiety disorder, likely major depressive
disorder, and low resilience among elementary and high school teachers in Alberta and Nova Scotia •
To determine if the daily supportive text messaging program, Wellness4Teachers, can reduce the prevalence and severity of stress, burnout,
anxiety, and depression, and to improve resilience among elementary and high school teachers in Alberta and Nova Scotia •
To assess Wellness4Teachers program subscriber experience and satisfaction with the daily supportive text messaging Union. The web-based surveys will be distributed to subscribers
upon enrollment, at 6 weeks, 3 months, and 6 months. Key
informant interview questionnaire will be developed to assess
and explore the factors that contribute to stress, burnout, anxiety,
and depression among teachers, the impact of the
Wellness4Teachers program on the levels of these mental health
variables in subscribers, and subscriber satisfaction with the
daily supportive text messaging program. Union. The web-based surveys will be distributed to subscribers
upon enrollment, at 6 weeks, 3 months, and 6 months. Key
informant interview questionnaire will be developed to assess
and explore the factors that contribute to stress, burnout, anxiety,
and depression among teachers, the impact of the
Wellness4Teachers program on the levels of these mental health
variables in subscribers, and subscriber satisfaction with the
daily supportive text messaging program. https://www.researchprotocols.org/2022/7/e37934 Study Aims One goal of this study is to evaluate the prevalence and
correlates of burnout, probable mental health disorders, and low
resilience among elementary and high school teachers in Alberta
and Nova Scotia, Canada. Another goal of this study is to
determine if daily supportive text messages can help reduce the
prevalence of burnout, stress, symptoms of anxiety, and
depression, and improve resilience among elementary and high
school teachers (Textbox 1). Textbox 1. Study objectives. e tbo
. Study object ves. Main objectives
•
To determine the prevalence and correlates of burnout, moderate to high stress, likely generalized anxiety disorder, likely major depressive
disorder, and low resilience among elementary and high school teachers in Alberta and Nova Scotia
•
To determine if the daily supportive text messaging program, Wellness4Teachers, can reduce the prevalence and severity of stress, burnout,
anxiety, and depression, and to improve resilience among elementary and high school teachers in Alberta and Nova Scotia
•
To assess Wellness4Teachers program subscriber experience and satisfaction with the daily supportive text messaging program Hypothesis We hypothesize that the prevalence of stress, burnout, symptoms
of anxiety and depression, as well as low resilience among
teachers in Alberta and Nova Scotia would be comparable to
those reported in other jurisdictions [8,66]. Outcomes and Measures Clinical outcomes will be assessed using validated screening
scales for self-reported symptoms, including Perceived Stress
Scale (PSS-10; a score of ≥10 indicates a likely moderate or
high stress) [55], the 7-item GAD scale (GAD-7; a score of ≥10
indicates likely generalized anxiety disorder) [56], the Patient
Health Questionnaire-9 (PHQ-9; a score ≥10 indicates likely
MDD) [57], and the Brief Resilience Scale (BRS; mean scores
ranging from 1.00 to 2.99 indicate low resilience, from 3.00 to
4.30 suggest normal resilience, and from 4.31 to 5.00 suggest
high resilience) [58,59].Validated scales have been chosen to
better understand self-reported symptoms and potential symptom
severity and to screen for the likely presence of
psychopathology. These scales are not intended as diagnostic
tools but instead are to identify risk factors and early symptoms
of potential mental disorders such as depression and anxiety
disorders. In addition, we will assess burnout using the Maslach
Burnout Inventory (MBI) [60]. The MBI-Educators Survey will
be used in this case, which is a version of the original MBI for
use with educators, including teachers, administrators, other
staff members, and volunteers working in any educational setting
[61]. The primary outcome measures will be prevalence of
moderate-to-high stress, burnout, likely GAD, likely MDD, and
low resilience at baseline in subscribers of Wellness4Teachers. Other primary outcome measures will be changes in prevalence
of moderate-to-high stress, burnout, likely GAD, likely MDD,
and low resilience as well as changes in mean scores on the
PSS-10, MBI, GAD-7, PHQ-9, and the BRS from baseline to
6 weeks, 3 months, and 6 months. Secondary outcome measures
will include sociodemographic, clinical, and professional
correlates of moderate-to-high stress, burnout, likely MDD,
likely GAD, and low resilience among subscribers of
Wellness4Teachers at baseline. An exploratory outcome will
be a measurement of the adoption of the Wellness4Teachers
program by teachers in Alberta and Nova Scotia. This will be
assessed by measuring the proportion of the target population
(teachers in Alberta and Nova Scotia) who subscribe to the daily
supportive text messages. We will analyze qualitative data (obtained by audio recording
and transcribing responses from key informant interviews) using
thematic analysis with NVivo (version 9; QSR International). The results will be reported as themes and subthemes supported
by verbatim quotes. Statistical Analysis Quantitative data from the surveys will be analyzed using SPSS
(version 25, IBM Corp) [65]. Descriptive statistics will be
provided for demographic, clinical, and burnout-related variables
based on the province of residence. Cross-tabular analyses using
the chi-square test will explore the differences between
elementary and high school teachers with respect to
demographic, clinical, and professional variables. Descriptive
characteristics will be presented as numbers and percentages,
and a 2-tailed P≤.05 will be used to determine statistical
significance for all analyses. We will use the chi-square test and
logistic regression analysis to identify demographic, clinical,
and work-related correlates of anxiety, depression, stress, low
resilience, and burnout for elementary and high school teachers
separately. Furthermore, we will assess the impact of the
Wellness4Teachers program in reducing moderate-to-high stress,
burnout, likely GAD, likely MDD, and improving resilience
among Wellness4Teachers subscribers by assessing the mean
changes in these parameters from baseline to 6 weeks, 3 months,
and 6 months using the 2-tailed paired t test. To assess the
effects of the intervention against a control group, we will
choose a defined period of 3 months during the study period
(eg, from the beginning of November 2022 to the end of January
2023) and compare the prevalence and mean scores on
standardized scales for stress, burnout, anxiety, and depression
at 6 weeks for subscribers who have received the daily
supportive text messages for 6 weeks (intervention group) to
the baseline prevalence and mean scores on the same scales for
new subscribers during the period (control group). Surveys with
more than 50% missing responses will be omitted from data
analysis. For the included survey responses, there will be no
imputation for missing data, and the analysis and results will
be based on completed survey data. Study Setting The study will occur in Alberta and Nova Scotia. Alberta is a
province in Western Canada, with an estimated population of
4,067,175 in 2016 [47]. Elementary and high schools in Alberta
are run by 61 school boards [48]. In 2013, Alberta’s school JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 4
(page number not for citation purposes) XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al jurisdictions employed approximately 35,000 full-time
equivalent teachers. Alberta has more than 150 private school
authorities, which operate about 180 schools and serve more
than 38,000 students [49]. Nova Scotia is a province in Eastern
Canada, with a population of 1 million residents in 2021,
according to Statistics Canada [50]. Elementary and high schools
in Nova Scotia are located in 8 school districts with 7
English-language school boards and 1 French–first language
school board. Public schools in Nova Scotia are managed by
the provincial department of education, called Education and
Early Childhood Development. There were 372 public schools
in Nova Scotia in the 2017-18 school year [51,52]. Nova Scotia
also has more than 20 private or independent schools, many of
which are in Halifax, the provincial capital [53]. There are more
than 10,000 public school teachers in Nova Scotia, who are
represented by the Nova Scotia Teachers Union [54]. that the sample size needed for our prevalence estimates with
a 95% CI and 3% margin of error for moderate-to-high stress,
burnout, likely GAD, likely MDD, and low resilience among
teachers in Alberta and Nova Scotia is 1043. Based on the
response rates achieved for the Text4Hope and Text4Mood
programs in Alberta [35,63,64], we expect a maximum of 20%
survey completion rate for the Wellness4Teachers program. Thus, to achieve the 1043 completed surveys at baseline, we
expect to enroll 5515 teachers on the Wellness4Teachers
program within 12 months. JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 5
(page number not for citation purposes) https://www.researchprotocols.org/2022/7/e37934 Sample Size Estimation We also hypothesize that factors such as gender, sex, age,
marital status, number of years teaching, grade of teaching, and
school type (elementary vs high school) will have an association With a teacher population of approximately 45,000 in Alberta
and Nova Scotia, using a web-based script [62], we estimate JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 5
(page number not for citation purposes) https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al with burnout and other psychological disorders in teachers
[67-72]. with burnout and other psychological disorders in teachers
[67-72]. school policy and decision makers regarding psychological
interventions for teachers, especially during the ongoing
COVID-19 pandemic or similar stressful situations. We hope
that the outcome of this study will promote the integration of
supportive text messaging into many organizations’occupational
health programs to provide readily available psychological
support to individuals who need it, while at the same time
improving their overall resilience and promoting professional
fulfilment. Finally, we hypothesize that the Wellness4Teachers program
will reduce the prevalence and severity of stress, anxiety,
depression, burnout, and low resilience symptoms among
teachers by at least 20% [43]. This specific hypothesis is based
on related research findings. In the 2 RCTs conducted in Ireland
and Canada, there was a greater than 20% reduction in
depression symptom scores in the intervention group compared
to the control group [73,74]. Furthermore, for the Text4Hope
program in Alberta, there was a greater than 20% reduction in
anxiety symptom scores in subscribers at 6 weeks and 3 months
[36,37]. Conclusion The outcome of this study will establish the prevalence and
correlates of the common risk factors for psychological disorders
under study in teachers in Alberta and Nova Scotia. The study
will have a significant impact on the management of stress,
burnout, anxiety, depression, and low resilience among teachers. If the findings are positive, the Wellness4Teachers program can
be promoted as a tool to support the mental health of teachers
in Canada and internationally. The study outcome will also
compliment policy decision-making for health care resource
allocation in support of the education sector. The outcomes of this study will be evaluated with standardized
and empirically validated questionnaires. The findings will
contribute to knowledge on eHealth approaches in the education
sector and will provide key information about the prevalence
rates of stress, burnout, anxiety, depression, and low resilience
as well as their correlates in teachers. The findings will also
provide evidence of effectiveness for the use of daily supportive
text messaging programs to address stress, burnout, anxiety,
depression, and low resilience among teachers. Information
from this study will thus be critical and useful for informing Expected Findings Stress, burnout, anxiety, and depression can have a significant
impact on the health, lifestyle, psychological safety, and
well-being of teachers, leading to low levels of resilience and
reduced professional fulfilment. The psychological impact is
likely to be more significant for those with prior mental health
conditions or those who have been exposed to previous traumas. Mental health support for groups such as teachers require
innovative techniques that can provide support for more
teachers. This protocol outlines the use of mobile health
technology as a convenient, cost-effective, and accessible means
for implementing a psychological intervention for teachers who
may be experiencing stress, burnout, anxiety, and depression,
and improve their overall resilience. Limitations of the Study First, the self-report scales used to assess mental health variables
such as likely MDD, although standardized, are not meant to
be diagnostic. Second, it is possible that participants’
demographics in the study may not reflect the demographics of
the teachers’population in Alberta or Nova Scotia, and therefore
the study findings may not be generalizable to all teachers in
the 2 provinces. Furthermore, web-based surveys with survey
links delivered through text messages usually achieve a response
rate of less than 20% [42,63,64,75-78], and therefore it is
possible that we may not achieve our desired sample size. Lastly,
the supportive text messages will be delivered for 6 months,
and the outcome measures will be evaluated at 6 weeks, 3
months, and the end point of 6 months. It is unclear what the
effects of the intervention would be if it were prolonged. It is
also unclear if the benefits of the intervention would wane with
the cessation of the daily supportive text messages. These
limitations notwithstanding, this study is the first to examine
the prevalence and correlates of stress, burnout, anxiety, and
depression among teachers in the provinces of Alberta and Nova
Scotia in Canada, aided by a text message program. This study
is also the first globally to assess if daily supportive text
messages delivered through the Wellness4Teachers program
can reduce the prevalence and severity of stress, burnout,
anxiety, and depression, and improve resilience among
elementary and high school teachers. The findings would
therefore be of interest to policy makers, especially those
working in the education sector. Results The Wellness4Teachers program is expected to be launched in
September 2022 when the new academic year is scheduled to
begin. Enrollment will last for approximately 1 year, and data
collection will continue for another 6 months. Study results will
be disseminated with stakeholders in the education sector in
Alberta and Nova Scotia and globally through workshops,
conference presentations, and peer-reviewed publications. JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 6
(page number not for citation purposes) Acknowledgments This study is being funded by the Douglas Harding Trust Fund, the Alberta Mental Health Foundation, and the Global Psychological
eHealth Foundation. This study is being funded by the Douglas Harding Trust Fund, the Alberta Mental Health Foundation, and the Global Psychological
eHealth Foundation. References 1. Hillert A, Koch S, Lehr D. [Burnout phenomenon exemplified by the teaching profession: paradigms, findings and
perspectives of profession-related therapy and prevention approaches]. Nervenarzt 2013 Jul;84(7):806-812. [doi:
10.1007/s00115-013-3745-4] [Medline: 23836330] 1. Hillert A, Koch S, Lehr D. [Burnout phenomenon exemplified by the teaching profession: paradigms, findings and
perspectives of profession-related therapy and prevention approaches]. Nervenarzt 2013 Jul;84(7):806-812. [doi:
10.1007/s00115-013-3745-4] [Medline: 23836330] 2. Chang M. An Appraisal Perspective of Teacher Burnout: Examining the Emotional Work of Teachers. Educ Psychol Rev
2009 Jun 30;21(3):193-218. [doi: 10.1007/s10648-009-9106-y] 2. Chang M. An Appraisal Perspective of Teacher Burnout: Examining the Emotional Work of Teachers. Educ Psychol Rev
2009 Jun 30;21(3):193-218. [doi: 10.1007/s10648-009-9106-y] ;
( )
[
y]
3. Chennoufi L, Ellouze F, Cherif W, Mersni M, M'rad MF. [Stress and burnout among Tunisian teachers]. Encephale 2012
Dec;38(6):480-487. [doi: 10.1016/j.encep.2011.12.012] [Medline: 23200614] y
3. Chennoufi L, Ellouze F, Cherif W, Mersni M, M'rad MF. [Stress and burnout among Tunisian teachers]. Encephale 2012
Dec;38(6):480-487. [doi: 10.1016/j.encep.2011.12.012] [Medline: 23200614]
4. Burnout. Psychology Today. 2021. URL: https://www.psychologytoday.com/us/basics/burnout [accessed 2022-07-06] p y
6. Maslach C, Leiter MP. Understanding the burnout experience: recent research and its implications for psychiatry. World
Psychiatry 2016 Jun 05;15(2):103-111 [FREE Full text] [doi: 10.1002/wps.20311] [Medline: 27265691] 6. Maslach C, Leiter MP. Understanding the burnout experience: recent research and its implications for psychiatry. World
Psychiatry 2016 Jun 05;15(2):103-111 [FREE Full text] [doi: 10.1002/wps.20311] [Medline: 27265691] 7. Méndez I, Martínez-Ramón JP, Ruiz-Esteban C, García-Fernández JM. Latent Profiles of Burnout, Self-Esteem and
Depressive Symptomatology among Teachers. Int J Environ Res Public Health 2020 Sep 16;17(18):6760 [FREE Full text]
[doi: 10.3390/ijerph17186760] [Medline: 32948075] 7. Méndez I, Martínez-Ramón JP, Ruiz-Esteban C, García-Fernández JM. Latent Profiles of Burnout, Self-Esteem and
Depressive Symptomatology among Teachers. Int J Environ Res Public Health 2020 Sep 16;17(18):6760 [FREE Full text]
[doi: 10.3390/ijerph17186760] [Medline: 32948075] j p
8. Ptáček R, Vnukova M, Raboch J, Smetackova I, Sanders E, Svandova L, et al. Burnout Syndrome and Lifestyle Among
Primary School Teachers: A Czech Representative Study. Med Sci Monit 2019 Jul 05;25:4974-4981. [doi:
10.12659/msm.914205] 9. Belcastro P, Gold RS. Teacher stress and burnout: implications for school health personnel. J Sch Health 1983
Sep;53(7):404-407. [doi: 10.1111/j.1746-1561.1983.tb03148.x] [Medline: 6556388] 10. Li S, Li Y, Lv H, Jiang R, Zhao P, Zheng X, et al. The prevalence and correlates of burnout among Chinese preschool
teachers. BMC Public Health 2020 Feb 03;20(1):160 [FREE Full text] [doi: 10.1186/s12889-020-8287-7] [Medline:
32013939] 11. Conflicts of Interest None declared. JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 6
(page number not for citation purposes) https://www.researchprotocols.org/2022/7/e37934 https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al https://www.researchprotocols.org/2022/7/e37934 10.1016/j.jpsychores.2007.06.022] [Medline: 18222132] j jp y
14. Montgomery C, Rupp AA. A Meta-Analysis for Exploring the Diverse Causes and Effects of Stress in Teachers. Canadian
Journal of Education / Revue canadienne de l'éducation 2005;28(3):458. [doi: 10.2307/4126479] 15. Vasilopoulos S. Job burnout and its relation to social anxiety in teachers of primary education. Hellenic Journal of Psychology
2012;9:18-44. 16. Wu S, Singh-Carlson S, Odell A, Reynolds G, Su Y. Compassion Fatigue, Burnout, and Compassio
Oncology Nurses in the United States and Canada. ONF 2016 Jul 1;43(4):E161-E169. [doi: 10.118 . Bakker AB, Maslach C. Burnout at Work: A Psychological Perspective. London, England: Psychology 17. Bakker AB, Maslach C. Burnout at Work: A Psychological Perspective. London, England: Psychology Press; 2014. y
g
p
g
y
gy
18. Chesak SS, Khalsa TK, Bhagra A, Jenkins SM, Bauer BA, Sood A. Stress Management and Resiliency Training for public
school teachers and staff: A novel intervention to enhance resilience and positively impact student interactions. Complement 18. Chesak SS, Khalsa TK, Bhagra A, Jenkins SM, Bauer BA, Sood A. Stress Management and Resiliency Training for public
school teachers and staff: A novel intervention to enhance resilience and positively impact student interactions. Complement
Ther Clin Pract 2019 Nov;37:32-38 [FREE Full text] [doi: 10.1016/j.ctcp.2019.08.001] [Medline: 31445365] j
p
19. Bianchi R, Laurent E, Schonfeld IS. Burnout: An analysis of the status quo. International Journal of Stress Management
2019;26(01):36-45 [FREE Full text] [doi: 10.4414/sanp.2010.02136] 19. Bianchi R, Laurent E, Schonfeld IS. Burnout: An analysis of the status quo. Internatio
2019;26(01):36-45 [FREE Full text] [doi: 10.4414/sanp.2010.02136] 20. Besse R, Howard K, Gonzalez S, Howard J. Major Depressive Disorder and Public School Teachers: Evaluating Occupational
and Health Predictors and Outcomes. Journal of Applied Biobehavioral Research 2015 Jun 01;20(2):71-83. [doi:
10.1111/jabr.12043] 21. Peele M, Wolf S. Predictors of anxiety and depressive symptoms among teachers in Ghana: Evidence from a randomized
controlled trial. Soc Sci Med 2020 May;253:112957 [FREE Full text] [doi: 10.1016/j.socscimed.2020.112957] [Medline:
32251932] 22. Hadi AA, Naing NN, Daud A, Nordin R. Work related depression among secondary school teachers in
Malaysia. International Medical Journal 2008;15(2):145-152. 23. Othman Z, Sivasubramaniam V. Depression, anxiety, and stress among secondary school teachers in Klang, Malaysia. International Medical Journal 2019;26(2):71-74. 23. Othman Z, Sivasubramaniam V. Depression, anxiety, and stress among secondary school teachers in Klang, Malaysia. International Medical Journal 2019;26(2):71-74. ;
( )
24. Bianchi R, Schonfeld IS, Laurent E. Burnout-depression overlap: a review. Clin Psychol Rev 2015;36:28-41. 24. References Salvagioni DAJ, Melanda FN, Mesas AE, González AD, Gabani FL, Andrade SMD. Physical, psychological and occupational
consequences of job burnout: A systematic review of prospective studies. PLoS One 2017 Oct 4;12(10):e0185781 [FREE
Full text] [doi: 10.1371/journal.pone.0185781] [Medline: 28977041] 12. Ahola K, Honkonen T, Isometsä E, Kalimo R, Nykyri E, Aromaa A, et al. The relationship between job-related burnout
and depressive disorders--results from the Finnish Health 2000 Study. J Affect Disord 2005 Sep;88(1):55-62. [doi:
10.1016/j.jad.2005.06.004] [Medline: 16038984] 13. Ahola K, Kivimäki M, Honkonen T, Virtanen M, Koskinen S, Vahtera J, et al. Occupational burnout and medically certified
sickness absence: a population-based study of Finnish employees. J Psychosom Res 2008 Feb;64(2):185-193. [doi:
10.1016/j.jpsychores.2007.06.022] [Medline: 18222132] 10.1016/j.jpsychores.2007.06.022] [Medline: 18222132] Valosek L, Wendt S, Link J, Abrams A, Hipps J, Grant J, et al. Meditation Effective in Reducing T
Improving Resilience: A Randomized Controlled Study. Front. Educ 2021 Mar 4:1-6. [doi: 10.338 31. Valosek L, Wendt S, Link J, Abrams A, Hipps J, Grant J, et al. Meditation Effective in Reducing Teacher Burnout and
Improving Resilience: A Randomized Controlled Study. Front. Educ 2021 Mar 4:1-6. [doi: 10.3389/feduc.2021.627923]
32. Stathas SA, Frazer C. Mindfulness: being present in the moment. International Journal of Childbirth Education. 2015. URL:
https://scholarworks.waldenu.edu/cgi/viewcontent.cgi?article=1052&context=sn_pubs [accessed 2022-07-06]
33. Tarrasch R, Berger R, Grossman D. Mindfulness and Compassion as Key Factors in Improving teacher’s Well Being. Mindfulness 2020 Feb 10;11(4):1049-1061 [doi: 10 1007/s12671-020-01304-x] Improving Resilience: A Randomized Controlled Study. Front. Educ 2021 Mar 4:1 6. [doi: 10.3389/feduc.2021.627923]
32. Stathas SA, Frazer C. Mindfulness: being present in the moment. International Journal of Childbirth Education. 2015. URL:
https://scholarworks.waldenu.edu/cgi/viewcontent.cgi?article=1052&context=sn_pubs [accessed 2022-07-06] 32. Stathas SA, Frazer C. Mindfulness: being present in the moment. International Journal of Childbirth
https://scholarworks.waldenu.edu/cgi/viewcontent.cgi?article=1052&context=sn_pubs [accessed 2 32. Stathas SA, Frazer C. Mindfulness: being present in the moment. International Journal of Childbirth Education. 2015. URL:
https://scholarworks.waldenu.edu/cgi/viewcontent.cgi?article=1052&context=sn_pubs [accessed 2022-07-06]
33. Tarrasch R, Berger R, Grossman D. Mindfulness and Compassion as Key Factors in Improving teacher’s Well Being. Mindfulness 2020 Feb 10;11(4):1049-1061. [doi: 10.1007/s12671-020-01304-x] p
g
g
p
33. Tarrasch R, Berger R, Grossman D. Mindfulness and Compassion as Key Factors in Improving teacher’s Well Being. Mindfulness 2020 Feb 10;11(4):1049-1061. [doi: 10.1007/s12671-020-01304-x] p
g
g
p
33. Tarrasch R, Berger R, Grossman D. Mindfulness and Compassion as Key Factors in Improving teacher’s Well Being. Mindfulness 2020 Feb 10;11(4):1049-1061. [doi: 10.1007/s12671-020-01304-x] 34. Cheng X, Zhang H, Cao J, Ma Y. The Effect of Mindfulness-Based Programs on Psychological Distress and Burnout in
Kindergarten Teachers: A Pilot Study. Early Childhood Educ J 2021 Aug 18:1-11. [doi: 10.1007/s10643-021-01254-6] 34. Cheng X, Zhang H, Cao J, Ma Y. The Effect of Mindfulness-Based Programs on Psychological Distress and Burnout in
Kindergarten Teachers: A Pilot Study. Early Childhood Educ J 2021 Aug 18:1-11. [doi: 10.1007/s10643-021-01254-6]
35. Agyapong V. Cross-sectional survey evaluating Text4Mood: mobile health program to reduce psychological treatment gap
in mental healthcare in Alberta through daily supportive text messages. BMC Psychiatry 2016;16(1):378. [doi:
10.26226/morressier.58c95390d462b8028d891cb0] 34. Cheng X, Zhang H, Cao J, Ma Y. The Effect of Mindfulness-Based Programs on Psychological Distress and Burnout in
Kindergarten Teachers: A Pilot Study. Early Childhood Educ J 2021 Aug 18:1-11. [doi: 10.1007/s10643-021-01254-6]
35. 10.1016/j.jpsychores.2007.06.022] [Medline: 18222132] Bianchi R, Schonfeld IS, Laurent E. Burnout-depression overlap: a review. Clin Psychol Rev 2015;36:28-41. 25. Schonfeld IS, Bianchi R. Burnout and Depression: Two Entities or One? J Clin Psychol 2016 Jan 09;72(1):22-37. [doi:
10.1002/jclp.22229] [Medline: 26451877] 24. Bianchi R, Schonfeld IS, Laurent E. Burnout-depression overlap: a review. Clin Psychol Rev 2015;36:28-41. 25
S h
f ld IS Bi
hi R B
d D
i
T
E i i
O
? J Cli P
h l 2016 J
09 72(1) 22 37 [d i 24. Bianchi R, Schonfeld IS, Laurent E. Burnout-depression overlap: a review. Clin Psychol Rev 2015;36:28-41. 25. Schonfeld IS, Bianchi R. Burnout and Depression: Two Entities or One? J Clin Psychol 2016 Jan 09;72(1):22-37. [doi:
10 1002/jclp 22229] [Medline: 26451877] 24. Bianchi R, Schonfeld IS, Laurent E. Burnout depression overlap: a review. Clin Psychol Rev 2015;36:28 41. 25. Schonfeld IS, Bianchi R. Burnout and Depression: Two Entities or One? J Clin Psychol 2016 Jan 09;72(1):22-37. [doi:
10.1002/jclp.22229] [Medline: 26451877] 25. Schonfeld IS, Bianchi R. Burnout and Depression: Two Entities or One? J Clin Psychol 2016 Jan 09;72(1):22-37. [doi:
10.1002/jclp.22229] [Medline: 26451877] JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 7
(page number not for citation purposes) JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 7
(page number not for citation purposes) https://www.researchprotocols.org/2022/7/e37934 https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al 26. Biron C, Brun J, Ivers H. Extent and sources of occupational stress in university staff. Work 2008;30(4):511-522. [Medline:
18725713] 26. Biron C, Brun J, Ivers H. Extent and sources of occupational stress in university staff. Work 2008;30(4):511-522. [Medline:
18725713] 27. Baka. [Norwegian Teacher Self-Efficacy Scale - Psychometric properties of the Polish version of the scale]. Med Pr 2017
Oct 17;68(6):743-755 [FREE Full text] [doi: 10.13075/mp.5893.00569] [Medline: 28857090] 28. Building your resilience. American Psychological Association. URL: https://www.apa.org/topics/resilience/
building-your-resilience [accessed 2022-07-06] 29. Aronsson G, Theorell T, Grape T, Hammarström A, Hogstedt C, Marteinsdottir I, et al. A systematic review including
meta-analysis of work environment and burnout symptoms. BMC Public Health 2017 Mar 16;17(1):264 [FREE Full text]
[doi: 10.1186/s12889-017-4153-7] [Medline: 28302088] 30. Bonanno GA, Galea S, Bucciarelli A, Vlahov D. What predicts psychological resilience after disaster? The role of
demographics, resources, and life stress. Journal of Consulting and Clinical Psychology 2007;75(5):671-682. [doi:
10.1037/0022-006x.75.5.671] 31. 10.2196/24184] [Medline: 33750738] ] [
]
43. Agyapong VIO, Mrklas K, Suen VYM, Rose MS, Jahn M, Gladue I, et al. Supportive text messages to reduce mood
symptoms and problem drinking in patients with primary depression or alcohol use disorder: protocol for an implementation
research study. JMIR Res Protoc 2015 May 15;4(2):e55 [FREE Full text] [doi: 10.2196/resprot.4371] [Medline: 25979786]
44. Agyapong VIO, Hrabok M, Vuong W, Gusnowski A, Shalaby R, Mrklas K, et al. Closing the Psychological Treatment
Gap During the COVID-19 Pandemic With a Supportive Text Messaging Program: Protocol for Implementation and 43. Agyapong VIO, Mrklas K, Suen VYM, Rose MS, Jahn M, Gladue I, et al. Supportive text messages to reduce mood
symptoms and problem drinking in patients with primary depression or alcohol use disorder: protocol for an implementation
research study. JMIR Res Protoc 2015 May 15;4(2):e55 [FREE Full text] [doi: 10.2196/resprot.4371] [Medline: 25979786] 44. Agyapong VIO, Hrabok M, Vuong W, Gusnowski A, Shalaby R, Mrklas K, et al. Closing the Psychological Treatment
Gap During the COVID-19 Pandemic With a Supportive Text Messaging Program: Protocol for Implementation and
Evaluation. JMIR Res Protoc 2020 Jun 22;9(6):e19292. [doi: 10.2196/19292] 45. Agyapong VIO, Shalaby R, Hrabok M, Vuong W, Noble JM, Gusnowski A, et al. Mental Health Outreach via Supportive
Text Messages during the COVID-19 Pandemic: Improved Mental Health and Reduced Suicidal Ideation after Six Weeks
in Subscribers of Text4Hope Compared to a Control Population. Int J Environ Res Public Health 2021 Feb 23;18(4):2157
[FREE Full text] [doi: 10.3390/ijerph18042157] [Medline: 33672120] 45. Agyapong VIO, Shalaby R, Hrabok M, Vuong W, Noble JM, Gusnowski A, et al. Mental Health Outreach via Supportive
Text Messages during the COVID-19 Pandemic: Improved Mental Health and Reduced Suicidal Ideation after Six Weeks
in Subscribers of Text4Hope Compared to a Control Population. Int J Environ Res Public Health 2021 Feb 23;18(4):2157
[FREE Full text] [doi: 10.3390/ijerph18042157] [Medline: 33672120] j p
46. REDCap. Vanderbilt University. URL: https://redcap.vanderbilt.edu/ [accessed 2022-07-06] 46. REDCap. Vanderbilt University. URL: https://redcap.vanderbilt.edu/ [accessed 2022-07-06] p
y
p
p
47. Focus on Geography Series, 2016 Census. Statistics Canada. 2016. URL: https://www12.statcan.gc.ca/census-recensement/
2016/as-sa/fogs-spg/Facts-can-eng.cfm?Lang=Eng&GK=CAN&GC=01&TOPIC=1 [accessed 2022-07-06]
48. Alberta Schools Board Association. URL: https://www.asba.ab.ca/ [accessed 2022-07-06]
49
P i
t
h
l
G
t f Alb t
URL htt
//
lb t
/
i
t
h
l
[
d 2022 07 06] 47. Focus on Geography Series, 2016 Census. Statistics Canada. 2016. 10.1016/j.jpsychores.2007.06.022] [Medline: 18222132] Agyapong V. Cross-sectional survey evaluating Text4Mood: mobile health program to reduce psychological treatment gap
in mental healthcare in Alberta through daily supportive text messages. BMC Psychiatry 2016;16(1):378. [doi:
10.26226/morressier.58c95390d462b8028d891cb0] 35. Agyapong V. Cross-sectional survey evaluating Text4Mood: mobile health program to reduce psychological treatment gap
in mental healthcare in Alberta through daily supportive text messages. BMC Psychiatry 2016;16(1):378. [doi:
10.26226/morressier.58c95390d462b8028d891cb0] 36. Agyapong VI, Hrabok M, Shalaby R, Vuong W, Noble JM, Gusnowski A, et al. Text4Hope: Receiving Daily Supportive
Text Messages for 3 Months During the COVID-19 Pandemic Reduces Stress, Anxiety, and Depression. Disaster Med
Public Health Prep 2021 Feb 08:1-5 [FREE Full text] [doi: 10.1017/dmp.2021.27] [Medline: 33551009] 37. Agyapong VIO, Hrabok M, Vuong W, Shalaby R, Noble JM, Gusnowski A, et al. Changes in Stress, Anxiety, and Depression
Levels of Subscribers to a Daily Supportive Text Message Program (Text4Hope) During the COVID-19 Pandemic:
Cross-Sectional Survey Study. JMIR Ment Health 2020 Dec 18;7(12):e22423 [FREE Full text] [doi: 10.2196/22423]
[Medline: 33296330] 38. Agyapong VIO, Milnes J, McLoughlin DM, Farren CK. Perception of patients with alcohol use disorder and comorbid
depression about the usefulness of supportive text messages. THC 2013 Jan 01;21(1):31-39. [doi: 10.3233/thc-120707] 39. Agyapong VI, Ahern S, McLoughlin DM, Farren CK. Supportive text messaging for depression and comorbid alcohol use
disorder: single-blind randomised trial. J Affect Disord 2012 Dec 10;141(2-3):168-176. [doi: 10.1016/j.jad.2012.02.040]
[Medline: 22464008] 39. Agyapong VI, Ahern S, McLoughlin DM, Farren CK. Supportive text messaging for depression and comorbid alcohol use
disorder: single-blind randomised trial. J Affect Disord 2012 Dec 10;141(2-3):168-176. [doi: 10.1016/j.jad.2012.02.040]
[Medline: 22464008] 40. Building resilience and inspiring hope in individuals and communities globally. ResilienceNHope. URL: https://www. resiliencenhope.org/ [accessed 2022-07-06] 40. Building resilience and inspiring hope in individuals and communities globally. ResilienceNHope. URL: https://www. resiliencenhope.org/ [accessed 2022-07-06] p
g [
]
41. Closing the psychological treatment and mental health literacy gaps globally. Global Psychological eHealth Foundation. URL: https://www.gpehealth.org/ [accessed 2022-07-06] 41. Closing the psychological treatment and mental health literacy gaps globally. Global Psychological eHealth Foundation. URL: https://www.gpehealth.org/ [accessed 2022-07-06] 42. Shalaby R, Vuong W, Hrabok M, Gusnowski A, Mrklas K, Li D, et al. Gender Differences in Satisfaction With a Text
Messaging Program (Text4Hope) and Anticipated Receptivity to Technology-Based Health Support During the COVID-19
Pandemic: Cross-sectional Survey Study. JMIR Mhealth Uhealth 2021 Apr 15;9(4):e24184 [FREE Full text] [doi:
10.2196/24184] [Medline: 33750738] 10.2196/24184] [Medline: 33750738] URL: https://www12.statcan
2016/as-sa/fogs-spg/Facts-can-eng.cfm?Lang=Eng&GK=CAN&GC=01&TOPIC=1 [accessed 2016/as sa/fogs spg/Facts can eng.cfm?Lang=Eng&GK=CAN&GC=01&TOPIC=1 [accessed 2022 07 06]
48. Alberta Schools Board Association. URL: https://www.asba.ab.ca/ [accessed 2022-07-06] Alberta Schools Board Association. URL: https://www.asba.ab.ca/ [accessed 2022-07-06] 48. Alberta Schools Board Association. URL: https://www.asba.ab.ca/ [accessed 2022-07-06] JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 8
(page number not for citation purposes) https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS Agyapong et al 50. A big day for Nova Scotia. Statistics Canada. URL: https://www.statcan.gc.ca/o1/en/plus/245-big-day-nova-scotia [accessed
2022-07-06] 51. Byrne S. Nova Scotia. London, UK: Faber and Faber; 2008. 51. Byrne S. Nova Scotia. London, UK: Faber and Faber; 2008. 52. Internationally Educated Teachers Multi-Stakeholder Work Group. URL: https://teach-in-novascotia.ca/overviewnovascotia/
overviewnovascotiaeecd/ [accessed 2022-07-06] 53. Nova Scotia Overview: Alternatives to Public Education. Internationally Educated Teachers Multi-
Group. 2022. URL: https://teach-in-novascotia.ca/overviewnovascotia/overviewnovascotiaalts/ [ac 54. Nova Scotia teachers recognized for making a difference. Nova Scotia Teachers Union. 2015. URL: https://nstu.ca/the-nstu/
communications/the-media-room/education-news?c=nova-scotia-teachers-recognized-for-making-a-difference [accessed
2022-07-06] 55. Cohen S, Kamarck T, Mermelstein R. A Global Measure of Perceived Stress. Journal of Health and Social Behavior 1983
Dec;24(4):385. [doi: 10.2307/2136404] 56. Spitzer RL, Kroenke K, Williams JBW, Löwe B. A brief measure for assessing generalized anxiety
Arch Intern Med 2006 May 22;166(10):1092-1097. [doi: 10.1001/archinte.166.10.1092] [Medline Arch Intern Med 2006 May 22;166(10):1092-1097. [doi: 10.1001/archinte.166.10.1092] [Medline: 16717171]
57. Kroenke K, Spitzer RL, Williams JBW. The PHQ-9: validity of a brief depression severity measure. J Gen Intern Med
2001 Sep;16(9):606-613 [FREE Full text] [doi: 10.1046/j.1525-1497.2001.016009606.x] [Medline: 11556941]
58. Smith BW, Dalen J, Wiggins K, Tooley E, Christopher P, Bernard J. The brief resilience scale: assessing the ability to
bounce back. Int J Behav Med 2008 Sep;15(3):194-200. [doi: 10.1080/10705500802222972] [Medline: 18696313]
59. Smith BW, Epstein EM, Ortiz JA, Christopher PJ, Tooley EM. The foundations of resilience: what are the critical resources
for bouncing back from stress? In: Resilience in Children, Adolescents, and Adults. New York, US: Springer; 2013:167-187. y
;
(
)
[
] [
]
57. Kroenke K, Spitzer RL, Williams JBW. The PHQ-9: validity of a brief depression severity measure. J Gen Intern Med
2001 Sep;16(9):606-613 [FREE Full text] [doi: 10.1046/j.1525-1497.2001.016009606.x] [Medline: 11556941] 58. Smith BW, Dalen J, Wiggins K, Tooley E, Christopher P, Bernard J. The brief resilience scale: assessing the ability to
bounce back. Int J Behav Med 2008 Sep;15(3):194-200. [doi: 10.1080/10705500802222972] [Medline: 18696313] p
59. Smith BW, Epstein EM, Ortiz JA, Christopher PJ, Tooley EM. 10.2196/24184] [Medline: 33750738] The foundations of resilience: what are the critical resources
for bouncing back from stress? In: Resilience in Children, Adolescents, and Adults. New York, US: Springer; 2013:167-187. 60. Maslach C, Jackson SE, Leiter M. Maslach burnout inventory. In: Evaluating Stress: A Book of Resources. Michigan, US:
Scarecrow Education; 1997:191-218. 61. MBI: Educators Survey. Mind Garden. 2022. URL: https://www.mindgarden.com/316-mbi-educators-survey [accessed
2022-07-06] 62. Sample size calculator. SurveyMonkey. URL: https://www.surveymonkey.com/mp/sample-size-calculator [accessed
2022-07-06] 63. Nwachukwu I, Nkire N, Shalaby R, Hrabok M, Vuong W, Gusnowski A, et al. COVID-19 Pandemic: Age-Related Differences
in Measures of Stress, Anxiety and Depression in Canada. Int J Environ Res Public Health 2020 Sep 01;17(17):6366 [FREE
Full text] [doi: 10.3390/ijerph17176366] [Medline: 32882922] 64. Abba-Aji A, Li D, Hrabok M, Shalaby R, Gusnowski A, Vuong W, et al. COVID-19 Pandemic and Mental Health: Prevalence
and Correlates of New-Onset Obsessive-Compulsive Symptoms in a Canadian Province. Int J Environ Res Public Health
2020 Sep 24;17(19):6986 [FREE Full text] [doi: 10.3390/ijerph17196986] [Medline: 32987764] p
j p
65. Release notes: IBM® SPSS® Statistics 28. IBM support. URL: https://www.ibm.com/support/pages/
release-notes-ibm%C2%AE-spss%C2%AE-statistics-28 [accessed 2022-07-06] 65. Release notes: IBM® SPSS® Statistics 28. IBM support. URL: https://www.ibm.com/support/pages/
l
ib %C2%AE
%C2%AE
i i
28 [
d 2022 07 06] 65. Release notes: IBM® SPSS® Statistics 28. IBM support. URL: https://www.ibm.com
release-notes-ibm%C2%AE-spss%C2%AE-statistics-28 [accessed 2022-07-06] 66. Katsantonis I. Factors Associated with Psychological Well-Being and Stress: A Cross-Cultural Perspective on Psychological
Well-Being and Gender Differences in a Population of Teachers. PEDAGOGICAL RES 2020;5(4):em0066. [doi:
10.29333/pr/8235] p
67. Ali MF, Kundra S, Alam MA, Alam M. Investigating stress, anxiety, social support and sex satisfaction on physical education
and sports teachers during the COVID-19 pandemic. Heliyon 2021 Aug;7(8):e07860 [FREE Full text] [doi:
10.1016/j.heliyon.2021.e07860] [Medline: 34485739] 68. Desouky D, Allam H. Occupational stress, anxiety and depression among Egyptian teachers. J Epide
Sep;7(3):191-198 [FREE Full text] [doi: 10.1016/j.jegh.2017.06.002] [Medline: 28756829] 69. Gosnell NM, O'Neal CR, Atapattu R. Stress, mental health, and self-care among refugee teachers in Malaysia. Asian
American Journal of Psychology 2021 Sep;12(3):176-192. [doi: 10.1037/aap0000249] 70. Bianchi R, Manzano-García G, Rolland J. Is Burnout Primarily Linked to Work-Situated Factors? A Relative Weight
Analytic Study. Front Psychol 2020 Jan 13;11:623912 [FREE Full text] [doi: 10.3389/fpsyg.2020.623912] [Medline:
33519650] 71. Ratanasiripong P, Ratanasiripong NT, Nungdanjark W, Thongthammarat Y, Toyama S. Mental hea
teachers in Thailand. JHR 2021 Jan 13;36(3):404-416. [doi: 10.1108/jhr-05-2020-0181] 72. Akın MA. An Investigation into Teacher Burnout in Relatıon To Some Varibles. IJPE 2019 Aug 02;15(4):47-65. https://www.researchprotocols.org/2022/7/e37934 10.2196/24184] [Medline: 33750738] [doi:
10.29329/ijpe.2019.203.4] 73. Agyapong V. Randomized controlled pilot trial of supportive text messages for patients with depression. BMC Psychiatry
2017;17(1):286. [doi: 10.26226/morressier.58c95390d462b8028d891cc4] 74. Agyapong VI, Juhás M, Mrklas K, Hrabok M, Omeje J, Gladue I, et al. Randomized controlled pilot trial of supportive text
messaging for alcohol use disorder patients. J Subst Abuse Treat 2018 Nov;94:74-80. [doi: 10.1016/j.jsat.2018.08.014]
[Medline: 30243421] 75. Nkire N, Mrklas K, Hrabok M, Gusnowski A, Vuong W, Surood S, et al. COVID-19 Pandemic: Demographic Predictors
of Self-Isolation or Self-Quarantine and Impact of Isolation and Quarantine on Perceived Stress, Anxiety, and Depression. Front Psychiatry 2021 Feb 1;12:553468 [FREE Full text] [doi: 10.3389/fpsyt.2021.553468] [Medline: 33597900] https://www.researchprotocols.org/2022/7/e37934 XSL•FO
RenderX XSL•FO
RenderX JMIR RESEARCH PROTOCOLS 76. Lawal MA, Shalaby R, Chima C, Vuong W, Hrabok M, Gusnowski A, et al. COVID-19 Pandemic: Stress, Anxiety, and
Depression Levels Highest amongst Indigenous Peoples in Alberta. Behav Sci (Basel) 2021 Aug 24;11(9):115 [FREE Full
text] [doi: 10.3390/bs11090115] [Medline: 34562953] 77. Hrabok M, Nwachukwu I, Gusnowski A, Shalaby R, Vuong W, Surood S, et al. Mental Health Outreach via Supportive
Text Messages during the COVID-19 Pandemic: One-week Prevalence and Correlates of Anxiety Symptoms. Can J
Psychiatry 2021 Jan 02;66(1):59-61 [FREE Full text] [doi: 10.1177/0706743720969384] [Medline: 33131318] Psychiatry 2021 Jan 02;66(1):59 61 [FREE Full text] [doi: 10.1177/0706743720969384] [Medline: 33131318]
78. Mrklas K, Shalaby R, Hrabok M, Gusnowski A, Vuong W, Surood S, et al. Prevalence of Perceived Stress, Anxiety,
Depression, and Obsessive-Compulsive Symptoms in Health Care Workers and Other Workers in Alberta During the
COVID-19 Pandemic: Cross-Sectional Survey. JMIR Ment Health 2020 Sep 25;7(9):e22408 [FREE Full text] [doi:
10.2196/22408] [Medline: 32915764] y
y
( )
[
] [
] [
]
78. Mrklas K, Shalaby R, Hrabok M, Gusnowski A, Vuong W, Surood S, et al. Prevalence of Perceived Stress, Anxiety,
Depression, and Obsessive-Compulsive Symptoms in Health Care Workers and Other Workers in Alberta During the
COVID-19 Pandemic: Cross-Sectional Survey. JMIR Ment Health 2020 Sep 25;7(9):e22408 [FREE Full text] [doi:
10.2196/22408] [Medline: 32915764] Please cite as:
Agyapong B, Wei Y, da Luz Dias R, Agyapong VIO
Burnout and Associated Psychological Problems Among Teachers and the Impact of the Wellness4Teachers Supportive Text Messaging
Program: Protocol for a Cross-sectional and Program Evaluation Study
JMIR Res Protoc 2022;11(7):e37934
URL: https://www.researchprotocols.org/2022/7/e37934
doi: 10.2196/37934
PMID: 76.
Lawal MA, Shalaby R, Chima C, Vuong W, Hrabok M, Gusnowski A, et al. COVID-19 Pandemic: Stress, Anxiety, and
Depression Levels Highest amongst Indigenous Peoples in Alberta. Behav Sci (Basel) 2021 Aug 24;11(9):115 [FREE Full
text] [doi: 10.3390/bs11090115] [Medline: 34562953] Abbreviations by T Leung; submitted 12.03.22; peer-reviewed by K Adapa, J Beames; comments to author 10.05.22; revised version receive
22; accepted 13.06.22; published 14.07.22 ©Belinda Agyapong, Yifeng Wei, Raquel da Luz Dias, Vincent Israel Opoku Agyapong. Originally published in JMIR Research
Protocols (https://www.researchprotocols.org), 14.07.2022. This is an open-access article distributed under the terms of the
Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution,
and reproduction in any medium, provided the original work, first published in JMIR Research Protocols, is properly cited. The
complete bibliographic information, a link to the original publication on https://www.researchprotocols.org, as well as this
copyright and license information must be included. https://www.researchprotocols.org/2022/7/e37934 https://www.researchprotocols.org/2022/7/e37934 JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 10
(page number not for citation purposes) JMIR Res Protoc 2022 | vol. 11 | iss. 7 | e37934 | p. 10
(page number not for citation purposes) XSL•FO
RenderX
|
https://openalex.org/W3006526054
|
https://hal.science/hal-03353449/document
|
English
| null |
Inhibition of Carbohydrate Hydrolysing Enzymes, Antioxidant Activity and Polyphenolic Content of Beilschmiedia Species Extracts
|
IOP conference series. Materials science and engineering
| 2,020
|
cc-by
| 6,121
|
PAPER • OPEN ACCESS PAPER • OPEN ACCESS IOP Conference Series: Materials Science and Engineering IOP Conference Series: Materials Science and Engineering Inhibition of Carbohydrate Hydrolysing Enzymes, Antioxidant Activity and
Polyphenolic Content of Beilschmiedia Species Extracts To cite this article: Y N Tay et al 2020 IOP Conf. Ser.: Mater. Sci. Eng. 716 012007 View the article online for updates and enhancements. This content was downloaded from IP address 157.136.47.200 on 24/09/2021 at 08:35 This content was downloaded from IP address 157.136.47.200 on 24/09/2021 at 08:35 This content was downloaded from IP address 157.136.47.200 on 24/09/2021 at 08:35 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
nder licence by IOP Publishing Ltd
1 1 Bioprocess Technology Division, School of Industrial Technology, Universiti Sains Malaysia,
11800, Minden, Gelugor, Penang, Malaysia 1 Bioprocess Technology Division, School of Industrial Technology, Universiti Sains Malaysia,
11800, Minden, Gelugor, Penang, Malaysia 2 School of Chemical Sciences, Universiti Sains Malaysia, 11800, Minden, Gelugor, Penang,
Malaysia 3Centre for Natural Product Research and Drug Discovery (CENAR), Department of Chemistry,
Faculty of Science, University of Malaya, 50603 Kuala Lumpur, Malaysia 4 Institut de Chimie des Substances Naturelles, CNRS-ICSN UPR2301, Univ. Paris-Sud 11, av. de la Terrasse, 91198 Gif-sur-Yvette, France *Email: mhafizi88@usm.my *Email: mhafizi88@usm.my Abstract. The goal of the present study was to provide in vitro evidence for potential inhibition
of carbohydrate hydrolysing enzymes and antioxidant activities of methanol and ethyl acetate
extracts from barks of two different Beilschmiedia
-
-glucosidase inhibitory activities, mode of enzyme inhibition, total polyphenolic
content (TPC) and antioxidant capabilities. Methanolic bark extract of Beilschmiedia insignis
--glucosidase with IC50 values
of 3.233 µg/mL and 12.357 µg/mL, respectively. Further analysis of inhibition mode revealed
that the extract demonstrated a mixed inhibition against both enzymes. In comparison to other
extracts, methanolic bark extract of Beilschmiedia insignis demonstrated the highest TPC content
of 420.393 mg GAE/g extract, lowest IC50 value of 12.103 µg/mL for DPPH radical scavenging
ability and highest FRAP value of 1904.247 µM Fe (II)/mg extracts, indicating the antioxidant
potential of the extract. A significant strong correlation coefficient was observed between TPC
with FRAP (r = 0.994, p < 0.01) and TPC with DPPH (r = -0.860, p < 0.01), signifying that
antioxidant activity and reducing capability were contributed by the polyphenolic compounds
present in the crude extract. Collectively, methanolic bark extract of Beilschmiedia insignis
possessed significant carbohydrate hydrolyzing enzyme inhibitory effects and antioxidant
activity, suggesting its possible alternative application for diabetes and postprandial
hyperglycemia treatment. Inhibition
of
Carbohydrate
Hydrolysing
Enzymes,
Antioxidant
Activity
and
Polyphenolic
Content
of
Beilschmiedia Species Extracts Y N Tay1, M H A Bakar1*, M N Azmi2, N A Saad2, K Awang3, M Litaudon4, and M
A Kassim1 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 leading cause of death in women [1]. DM is characterized by high glucose level in the blood
(hyperglycemia) associated by disturbances in carbohydrates, proteins and fats metabolism. Such
defects in these metabolic pathways may lead to complete or partial insufficiency of insulin actionand/
or insulin resistance with macro-microvascular complications [2]. Previous studies reported that
prolonged hyperglycemia is the key to these DM complications as it causes an increase in oxidative
stress due to excess generation of free radicals through protein glycation, glucose oxidation and lipid
peroxidation [3]. Therefore, the therapeutic approach for DM should be based on targeting glucose
metabolism and oxidative stress caused by hyperglycemia-related conditions [3]. There are numerous conventional drugs available for DM, which varies in mechanism of treatment
[4]. One of the pharmacological approaches is by using carbohydrate enzyme inhibitor drugs such as
acarbose, voglibose and miglitol [5]. These drugs inhibit both -amylase and -glucosidase, which are
enzymes responsible for the breakdown of carbohydrates. Such inhibition can be achieved by delaying
the carbohydrate digestion, which decrease the rate of glucose absorption, thus maintaining blood
glucose level as close to normal as possible. However, these current antidiabetic drugs suffer from a
number of undesirable side effects, leading researchers to seek traditional medicinal plants as
alternatives for diabetic treatment [4]. Beilschmiedia is a genus of approximately 250 species that are trees or shrubs in the family
Lauraceae [6]. One of the previous phytochemical investigations of plants of the genus Beilschmiedia
reported the presence of polyphenols which are the secondary metabolites of plants [7,8]. Polyphenols
are organic chemicals characterized by the presence of large multiple phenol structural units. They are
among the naturally occurring antidiabetic agents because polyphenols exhibit various important
biochemical properties including carbohydrate hydrolysing enzyme inhibition and their capabilities to
act as antioxidants [9]. In the present study, the methanol and ethyl acetate extracts from barks of
Beilschmiedia lumutensis and Beilschmiedia insignis were evaluated on carbohydrate hydrolysing
enzyme inhibition potential, polyphenolic content and antioxidant activities. 2.1. Plant material and preparation crude extracts 2.1. Plant material and preparation crude extracts
The bark of Beilschmiedia lumutensis and Beilschmiedia insignis were collected at Machang, Kelantan
on 2006 and at Kuala Lipis, Pahang on 2007, respectively. This plant was identified by T. Leong Eng,
a botanist in University of Malaya. The voucher specimens (KL-5269 and KL-5368, respectively) have
been deposited at the Herbarium of the Department of Chemistry, Faculty of Science, University of
Malaya, Kuala Lumpur, Malaysia. The air-dried barks of Beilschmiedia lumutensis and Beilschmiedia
insignis (each 200 g) were sliced, ground and extracted with EtOAc (3 × 0.5 L) followed by MeOH (3
× 0.5 L) at room temperature using maceration method. The solvents were filtered and removed using
rotary evaporator to gave the respective extracts. Collectively, four crude extracts were produced for
biological evaluation in this study, BLM: Beilschmiedia lumutensis-methanol; BLEA: Beilschmiedia
lumutensis-ethyl acetate; BIM: Beilschmiedia insignis-methanol; BIEA: Beilschmiedia insignis-ethyl
acetate. The extracts were carried out for carbohydrate hydrolysing enzyme inhibition potential,
polyphenolic content and antioxidant activities. 2.
Materials and method 2.1. Plant material and preparation crude extracts 1.
Introduction In 2012, it was estimated that 1.5 million deaths worldwide were caused by diabetes mellitus (DM),
causing it to be ranked number eight among the leading cause of death among both sexes and the fifth In 2012, it was estimated that 1.5 million deaths worldwide were caused by diabetes mellitus (DM),
causing it to be ranked number eight among the leading cause of death among both sexes and the fifth The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 The Third Bioprocessing and Biomanufacturing Symposium 2019 IOP Publishing 2.2. -amylase inhibition assay The -amylase inhibition assay was determined according to Kazeem et al., [10] with minor
!
different concentrations (0.004-0.333
"!#
! "! -
$%
phosphate buffer (pH 6.9). The mixture was pre-incubated for 10 minutes at 25°C in a water bath. Then,
! &'
$%
() *+#
incubated for 10 minutes at 25°C. The reaction was terminated by adding 500 ! of DNS reagent, 2 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 e Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Publ The Third Bioprocessing and Biomanufacturing Symposium 2019 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 P Conf. Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/01
$!
distilled water and the absorbance was measured at ,$ using the Hitachi U-1900 spectrophotometer. Acarbose was used as a positive control. The percentage of enzyme inhibition was calculated by using
the following equation:
$!
distilled water and the absorbance was measured at ,$ using the Hitachi U-1900 spectrophotometer. Acarbose was used as a positive control. The percentage of enzyme inhibition was calculated by using
the following equation: Inhibition (%) =
x 100%
(1) (1) IC50 which is defined as the concentration of extracts required to achieve 50% of enzyme inhibition was
calculated using GraphPad Prism. 2.3. -glucosidase inhibition assay g
y
The -glucosidase inhibition assay was performed accordingly to a previous method with slight
modifications [11]. Yeast -glucosidase (1U/mL) and pNPG (3 mM) were prepared in 0.02 M phosphate
buffer. An amount of 100 ! of -glucosidase enzyme (1U/mL) was added with 10 ! of plant extracts
with different concentrations ranging from 0.004 mg/mL to 0.333 mg/mL and incubated for 10 minutes
-./0
!123
37 °C for 20 minutes. The reaction was terminated by adding 2 mL 0.1 M sodium carbonate. The
absorbance reading of the yellow p-nitrophenol was measured at 405 nm using the Hitachi U-1900
spectrophotometer. Acarbose was used as the positive control. Phosphate buffer was used to replace the
enzyme for the blank and for negative control, plant extracts were replaced by phosphate buffer. The
percentage of enzyme inhibition for -glucosidase was calculated using equation (1) and IC50 was
calculated using GraphPad Prism. 2.4.
-amylase inhibition The extract with the lowest IC50 4
-amylase inhibition assay was evaluated for mode of
inhibition [10]. Firstly, 250 ! of the extract was mixed with 250 ! of -amylase enzyme. For control
!)*+
pre-incubated for 10 minutes at 25 °C in a
!
concentrations ranging from 0.30 to 5.0 mg/mL was added to both set of the reaction mixtures to initiate
the reaction. The mixture was further incubated for 10 minutes at 25 °C and 500 ! of DNS reagent was
added to terminate the reaction. The amount of reducing sugars released was determined
spectrophotometrically at 540 nm using a maltose standard curve generated using the maltose assay by
DNS method. The mode of inhibition on -amylase was determined by analyzing the Lineweaver-Burk
plot using Michaelis-Menten kinetics. The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007
2.6. Determination of total polyphenolic content (TPC) 2.6. Determination of total polyphenolic content (TPC) The amount of total polyphenolic content (TPC) was determined by using the Folin–Ciocalteu reagent
with slight modifications [12]. Each of the methanol and ethyl acetate Beilschmiedia extracts was
dissolved in DMSO to a final concentration of 0.2 mg/mL. Then, 0.5 mL of the plant extract was
dissolved in 2.5 mL of the Folin- Ciocalteu reagent (1/10 dilution) and the mixture was topped up to 10
mL with distilled water. The mixture was left for 5 minutes at room temperature, followed by the
addition of 2 mL of 7.5% Na2CO3 solution. The final mixture was vortexed and incubated for 2 hours
in a dark room at room temperature. Absorbance of the samples were measured at 765 nm using the
Hitachi U-1900 spectrophotometer. A gallic acid standard curve was prepared ranging from gallic acid
concentrations of 0.2-1.0 mg/mL and TPC was expressed in terms of mg of gallic acid equivalents (GAE)
per gram of extract (mg GAE/g extract). The equation below was used for thecalculation: TPC (mg GAE/g extract) = C X
(2) (2) where C represents the concentration determined from the gallic acid standard curve (mg/mL), V
represents the volume of extracts used in the assay (mL) and M represents the mass of extracts used in
the assay (g). 2.7. DPPH radical scavenging assay DPPH is a dark- purple coloured crystalline powder composed of stable free-radical molecules. This
assay is used to determine the antioxidant ability of the extract being tested by observing the change in
colour from purple to yellow by the reduction process caused by antioxidants present in the extract. The
DPPH radical scavenging assay was performed accordingly with minor modifications [5]. An amount
of 1.5 mL of 0.1 mM DPPH prepared in methanol was added to 0.5 mL of the sample extracts of different
concentrations (0.004 to 0.333 mg/mL) in a test tube. The mixture was vortexed for 30 seconds and left
to stand in the dark at room temperature for 30 minutes. Then, the absorbance was measured at 517nm
using the Hitachi U-1900 spectrophotometer. The positive control used was ascorbic acid. The negative
control was prepared by replacing the extracts with methanol and the blank was prepared by replacing
DPPH with methanol. The IC50 values were determined using GraphPad Prism and total DPPH radical
scavenging ability (%) was calculated using the equation: DPPH radical scavenging ability (%) =
x 100%
(3) DPPH radical scavenging ability (%) =
x 100%
(3) (3) 2.9. Statistical analysis
-glucosidase inhibition The extract with the lowest IC50 value from -glucosidase inhibition assay was evaluated for mode of
5&67
& !
& !-glucosidase
enzyme. The mixture was pre-incubated for 10 minutes at 37 °C in a water bath while pH 6.9 phosphate
!1234$%
phosphate buffer (pH 6.9) was added at increasing concentrations ranging from 0.63 to 2.0 mg/mL to
both set of the reaction mixtures to initiate the reaction. The mixture was further incubated for 10
minutes at 37 °C and $ ! of sodium carbonate was addedto stop the reaction. The amount of reducing
sugars released was determined spectrophotometrically at 405 nm by using a p-nitrophenol standard
4
-glucosidase was determined by analyzing the Lineweaver-Burk
plot using Michaelis-Menten kinetics. 3 2.8. Ferric ion reducing antioxidant power (FRAP) assay 2.8. Ferric ion reducing antioxidant power (FRAP) assay
The FRAP assay was performed with slight modifications [13]. In brief, an amount of 3 mL of FRAP
8& !
(---"!#4
was placed in a water bath at 37°C for 30 minutes in a dark condition and the absorbance was measured
at 593 nm using the Hitachi U-1900 spectrophotometer. Ascorbic acid was used as the positive control. A ferrous sulphate standard curve ranging from 5-100 µM was constructed. The absorbance reading
obtained was substituted into the standard curve to obtain the concentration of ferrous sulphate and the
9:;24( %9(77#" extracts). 3 Results and discussion The barks of Beilschmiedia lumutensis and Beilschmiedia insignis were extracted using two different
solvents which were methanol and ethyl acetate. The resulting IC50 values of each extracts were
calculated and presented in Table 1, where a lower IC50 value indicates higher enzyme inhibition activity. The bark methanolic extract of Beilschmiedia insignis was observed to exhibit as promising -amylase
and -glucosidase inhibitor. For -amylase inhibition, BIM extract had the lowest IC50 value of 3.233 ±
0.512 µg/mL, which explains the better potency of BIM extract in
-amylase, thus delaying
the breakdown and absorption of carbohydrates and lowering the glucose peaks encountered in
postprandial glucose [14]. As for -glucosidase inhibition, BIM extract demonstrated lowest IC50 value
of 12.357 ± 1.785 µg/mL compared to other extracts. Plant species are known to contain a broad supply of bioactive compounds or secondary metabolites
that are devoted to the beneficial medicinal effects [15]. These bioactive compounds differ in solubility
when extracted using different extraction solvents such as methanol and ethyl acetate. Therefore,
different active compounds extracted differently by exhibiting different yields when different extraction
solvents were used [16]. In the current study, the bioactive compound in the crude extract responsible
for -amylase and -glucosidase inhibition was more likely to be extracted by methanol. This indicates
that the inhibitory activity was influenced by the choice of solvent used during extraction and the
solubility of the bioactive compounds. Table 1. IC50 values for -amylase and -glucosidase inhibitory activity of two
Beilschmiedia species (Beilschmiedia lumutensis and Beilschmiedia insignis)
extracted using two different solvents (methanol and ethyl acetate). Extract
IC50 v
-amylase
(μg/mL)
IC50
-glucosidase
(μg/mL)
BLM
7.398 ± 1.091
58.377 ± 6.675*
BLEA
7.905 ± 1.002
21.913 ± 3.933*
BIM
3.233 ± 0.512
12.357 ± 1.785 *
BIEA
19.203 ± 1.892
46.700 ± 4.963*
Acarbose
13.784 ± 3.703
4148.333 ± 650.177
Each value represent the mean IC50 value (N=3, mean ± SEM). * Values are significantly different (p < 0.05) as compared to acarbose. * Values are significantly different (p < 0.05) as compared to acarbose. BIM extract with the lowest IC50 4<
4
-
-glucosidase activities. The results in the form of Lineweaver-Burk plot were shown in
Fig. 1 and 2. It was shown that both the Vmax and Km were influenced by the presence of BIM extract
which indicated a mixed inhibition. 2.9. Statistical analysis y
All experiments were performed in triplicates and data was presented in terms of mean ± standard error
of mean (SEM). The IC50 values were calculated using GraphPad Prism. The differences between the
data obtained and positive control were assessed using t-test and a p value of less than 0.05 is considered 4 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 as significantly different. Pearson correlation was used to correlate TPC and biological activities of
extracts accordingly. as significantly different. Pearson correlation was used to correlate TPC and biological activities of
extracts accordingly. . Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 In mixed inhibition, inhibitors tend to attach to the allosteric site of the enzyme instead of the active
site. Therefore, it can be concluded that the active compounds in BIM extract interact with the enzyme
by binding to the allosteric site of the free enzyme, causing conformational changes to the active site
of the enzyme and lowers the enzyme affinity for the substrate, which explains the increase in Km
value. The decrease in Vmax value observed indicated such inihibition that can be resulted in a retarded
breakdown of disaccharides into absorbable monosaccharides, which lowers hyperglycemia peaks in
type 2 diabetes [17]. Figure 2. %-glucosidase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 1. % -amylase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 2. %-glucosidase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 1. % -amylase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 2. %-glucosidase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 2. %-glucosidase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 2. %-glucosidase inhibition by
BIM extract using Lineweaver-Burk plot. Figure 1. % -amylase inhibition by
BIM extract using Lineweaver-Burk plot. In mixed inhibition, inhibitors tend to attach to the allosteric site of the enzyme instead of the active
site. Therefore, it can be concluded that the active compounds in BIM extract interact with the enzyme
by binding to the allosteric site of the free enzyme, causing conformational changes to the active site
of the enzyme and lowers the enzyme affinity for the substrate, which explains the increase in Km
value. The decrease in Vmax value observed indicated such inihibition that can be resulted in a retarded
breakdown of disaccharides into absorbable monosaccharides, which lowers hyperglycemia peaks in
type 2 diabetes [17]. In the present study, the TPC of three Beilschmiedia species extracted using two different solvents
were determined and shown in Table 2. All four extracts contained polyphenolic compounds. The TPC
of all four extracts ranged from 60.439 to 420.393 mg GAE/g extract. The results gathered followed
the order: BIM > BLM > BIEA > BLEA. All methanolic extracts had a higher TPC value than their
respective ethyl acetate extracts. This result indicated that methanol is a preferred extraction solvent
when compared to ethyl acetate in the extraction of polyphenolic compounds due to its higher polarity
index. 3 Results and discussion The active compounds that contributed to -amylase and -
glucosidase inhibition present in BIM extract is believed to bind preferably to the free enzyme instead
of the enzyme-substrate complex. 5 The Third Bioprocessing and Biomanufacturing Symposium 2019 IOP Publishing The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 p
g
g
y p
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
g
doi:10.1088/1757-899X/716/1/012007 . Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 This confirmed that choice of solvent, the polarity index and the solubility of TPC in the
solvent affects the recovery of polyphenolic contents [18]. The antioxidant activity of polyphenolic
compounds result from their redox properties, enabling them to neutralize free radicals, act as reducing
agents, hydrogen donors, quenching singlet and triplet oxygen and metal chelators [12]. Polyphenolic
compounds were also reported to contribute towards enzyme inhibition due to their hydroxyl group
that is able to bind with proteins, which explains the ability of most Beilschmiedia extracts in the
current research in inhibiting -amylase and -glucosidase [19]. Table 2. Total polyphenolic content of three Beilschmiedia species
extracted using two extraction solvents, methanol and ethyl acetate. Extract
Total phenolic content (mg GAE/g extract)
BLM (bark)
344.202 ± 9.275
BLEA (bark)
60.439 ± 4.684
BIM (bark)
420.393 ± 8.010
BIEA (bark)
82.836 ± 7.928 Table 2. Total polyphenolic content of three Beilschmiedia species
extracted using two extraction solvents, methanol and ethyl acetate. 6 The Third Bioprocessing and Biomanufacturing Symposium 2019 IOP Publishing IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 The resulting IC50 values for DPPH radical scavenging ability of each extracts were presented in Table 3
in comparison to ascorbic acid (AA). All extracts were weaker than ascorbic acid in scavenging the
DPPH radical and had IC50 values that were significantly higher (p < 0.05) than ascorbic acid. BIM
extract with the lowest IC50 value of 12.103 ± 0.312 µg/mL demonstrated the strongest DPPH radical
scavenging ability whereas BLEA extract with the highest IC50 value of 245.867 ± 35.220 µg/mL
demonstrated the weakest DPPH radical scavenging ability. The results of the current study proved that
TPC of the extracts were obtained in a more polar solvent with increased level of antioxidants. This
finding is in line with previous findings where the antioxidant property of the plant extract was correlated
to the levels of polyphenolic content and that antioxidant activity of plants were dependent and
influenced by the choice of extracting solvents [20]. This finding is of significant as plant extracts with
DPPH scavenging ability are capable to donate their hydrogen atom or electrons, acting as primary
antioxidants, thus neutralizing the free radicals in hyperglycemia-induced oxidative stress that leads to
complications in type 2 diabetes [21] Table 3. IC50 values for DPPH radical scavenging ability of three Beilschmiedia species. . Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 Extracts
IC50 values for DPPH (µg/mL)
BLM
13.170 ± 0.935*
BLEA
245.867 ± 35.220*
BIM
12.103 ± 0.312*
BIEA
137.950 ± 15.650*
AA
4.930 ± 0.316
* Values are significantly different (p < 0.05) as compared to AA. Table 3. IC50 values for DPPH radical scavenging ability of three Beilschmiedia species. The reducing potential of all Beilschmiedia extracts were evaluated for their ability to reduce the straw
colour TPTZ-Fe (III) complex into blue colour, TPTZ-Fe (II). The results revealed that all of the
Beilschmiedia extracts possessed reducing power, indicated by their respective FRAP values ranging
from 499.212 ± 18.884 to 1904.247 ± 24.588 µM Fe (II)/mg extracts (Fig. 3). The results obtained were
in the order: AA > BIM > BLM > BIEA > BLEA, which was almost similar to current findings inTPC
and DPPH assay. Based on Figure 3, it was observed that both methanolic extracts exhibited higher
FRAP values than their respective ethyl acetate extracts, which reconfirmed the trend in our previous
findings in TPC and DPPH assay. Highest FRAP value was exhibited by BIM extract. This result was
in parallel with a previous study [22], which discovered that the extraction of active compounds was
solvent dependent and polar solvent (methanol) is an efficient solvent for extraction of antioxidants and
polyphenolic compounds. Therefore, it can be deduced that the high reducing ability of BIM extract was
mostly contributed by the polyphenolic compounds present [23]. 7 7 The Third Bioprocessing and Biomanufacturing Symposium 2019 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 6 0 0 0
4 0 0 0
2 0 0 0
0
B L M
B L E A
B I M
B I E A
A A
E x t r a c t s
Figure 3. FRAP value of two Beilschmiedia species extracted
using two extraction solvents, methanol and ethyl acetate. * Values
are significantly different (p < 0.05) as compared to AA. *
*
*
*
F R A P v a l u e ( μ M F e ( I I ) / m g e x t r a c t s ) Figure 3. FRAP value of two Beilschmiedia species extracted
using two extraction solvents, methanol and ethyl acetate. . Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 * Values
are significantly different (p < 0.05) as compared to AA. Pearson correlation analysis was conducted to analyze the correlations between TPC and some
biological activities. Based on Table 4, the highest correlation coefficient, r was found between TPC
and FRAP activity and the lowest correlation coefficient was found between TPC and -glucosidase
inhibitory activity. TPC had significant strong correlations with both DPPH and FRAP antioxidant
assays with respective correlation coefficient of -0.860 and 0.994. Similar results were reported from a
previos report [24], where a strong correlation between TPC and both DPPH and FRAP antioxidant
assays were observed with correlation coefficients of 0.921 and 0.868 respectively. This indicated that
polyphenolic content found in Beilschmiedia extracts used in the current research strongly contributed
to the radical scavenging capability and reducing strength seen in both antioxidant assays, which is in
line with a previous analysis [25]. TPC and enzyme inhibitory activities were also correlated. it was
observed that a higher correlation coefficient (-0.589, p > 0.01) was seen between TPC and -amylase
inhibitory activity compared to TPC and -glucosidase inhibitory activity ( -0.191, p > 0.01). There is a
-amylase
inhibition than to -glucosidase inhibition. Therefore, -glucosidase inhibition activity demonstrated by
Beilschmiedia extracts in the current study may be contributed by other phytochemicals or secondary
metabolites but not in the form of polyphenolic compounds. Pearson correlation analysis was conducted to analyze the correlations between TPC and some
biological activities. Based on Table 4, the highest correlation coefficient, r was found between TPC
and FRAP activity and the lowest correlation coefficient was found between TPC and -glucosidase
inhibitory activity. TPC had significant strong correlations with both DPPH and FRAP antioxidant
assays with respective correlation coefficient of -0.860 and 0.994. Similar results were reported from a
previos report [24], where a strong correlation between TPC and both DPPH and FRAP antioxidant
assays were observed with correlation coefficients of 0.921 and 0.868 respectively. This indicated that
polyphenolic content found in Beilschmiedia extracts used in the current research strongly contributed
to the radical scavenging capability and reducing strength seen in both antioxidant assays, which is in
line with a previous analysis [25]. TPC and enzyme inhibitory activities were also correlated. Conclusion It can be concluded that BIM extract serves as a promising candidate for further evaluation as diabetic
--glucosidase by mixed inhibition. Along with
promising enzyme inhibition potential, BIM extract also possessed antioxidant activity. BIM extract
demonstrated the highest TPC content, the lowest IC50 in DPPH radical scavenging assay and highest
FRAP value out of all tested extracts. This revealed the strong correlation between TPC and both DPPH
and FRAP antioxidant assays. Taken together, all these findings supported the potential of methanolic
bark extract of Beilschmiedia insignis to be part of the potential medicinal plants that may serve as one
of the alternative treatments for hyperglycemia-related conditions. . Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/012007 it was
observed that a higher correlation coefficient (-0.589, p > 0.01) was seen between TPC and -amylase
inhibitory activity compared to TPC and -glucosidase inhibitory activity ( -0.191, p > 0.01). There is a
-amylase
inhibition than to -glucosidase inhibition. Therefore, -glucosidase inhibition activity demonstrated by
Beilschmiedia extracts in the current study may be contributed by other phytochemicals or secondary
metabolites but not in the form of polyphenolic compounds. Table 4. Pearson correlation coefficient, r between total polyphenolic content
(TPC) and the biological activities of Beilschmiedia species. Table 4. Pearson correlation coefficient, r between total polyphenolic content
(TPC) and the biological activities of Beilschmiedia species. Biological Activities
Pearson correlation coefficient, r
TPC
DPPH scavenging ability
-0.860**
FRAP ability
0.994**
-amylase inhibitory activity
-0.589
-glucosidase inhibitory activity
-0.191
** significant correlation at p < 0.01. 8 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 The Third Bioprocessing and Biomanufacturing Symposium 2019 The Third Bioprocessing and Biomanufacturing Symposium 2019
IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
IOP Publishing
doi:10.1088/1757-899X/716/1/012007 IOP Conf. Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/ References [1]Abu Bakar M H, Sarmidi M R, Cheng K K, Ali Khan A, Chua L S, Zaman Huri H and Yaakob H
2015 Metabolomics - The Complementary Field in Systems Biology: A Review on Obesity and
Type 2 Diabetes Mol. Biosyst. 11 1742–74 [2] Abu Bakar M H and Sarmidi M R 2017 Association of cultured myotubes and fasting plasma
metabolite profiles with mitochondrial dysfunction in type 2 diabetes subjects Mol. BioSyst. 13
1838–53 [3] Hafizi Abu Bakar M, Kian Kai C, Wan Hassan W N, Sarmidi M R, Yaakob H and Zaman Huri H
2015 Mitochondrial dysfunction as a central event for mechanisms underlying insulin resistance:
the roles of long chain fatty acids Diabetes. Metab. Res. Rev. 31 453–75 g
y
[4] Alam F, Islam M A, Kamal M A and Gan S H 2018 Updates on managing type 2 diabetes mellitus
with natural products: towards antidiabetic drug development Curr. Med. Chem. 25 5395–431 [5] Padilla-Camberos E, Lazcano-Díaz E, Flores-Fernandez J M, Owolabi M S, Allen K and Villanueva-
Rodríguez S 2014 Evaluation of the inhibition of carbohydrate hydrolyzing enzymes, the
antioxidant activity, and the polyphenolic content of Citrus limetta peel extract Sci. World J. 2014 1–4 ishida S 2008 Taxonomic revision of Beilschmiedia (Lauraceae) in Borneo Blumea-Biodiversit
Evol. Biogeogr. Plants 53 345–83 [6] Nishida S 2008 Taxonomic revision of Beilschmiedia (Lauraceae) in Borneo Blumea-Biodiversity,
Evol. Biogeogr. Plants 53 345–83
[7] Salleh W M N H W Ahmad F Yen K H and Zulkifli R M 2016 Chemical composition and biological g
g
[7] Salleh W M N H W, Ahmad F, Yen K H and Zulkifli R M 2016 Chemical composition and bi
activities of essential oil of Beilschmiedia pulverulenta Pharm. Biol. 54 322–30 [8] Salleh W M N H W, Ahmad F, Khong H Y and Mohamed Zulkifli R 2016 Comparative study of the
essential oils of three Beilschmiedia species and their biological activities Int. J. Food Sci. Technol. 51 240–9 [9] Olaokun O O, McGaw L J, Eloff J N and Naidoo V 2013 Evaluation of the inhibition of carbohydrate
hydrolysing enzymes, antioxidant activity and polyphenolic content of extracts of ten African
Ficus species (Moraceae) used traditionally to treat diabetes BMC Complement. Altern. Med. 13
94 =<%7;>??7;&-%
-
glucosidase by aqueous extract of Morinda lucida Benth leaf Biomed Res. Int. References 2013 [10] =<%7;>??7;&-%
glucosidase by aqueous extract of Morinda lucida Benth leaf Biomed Res. Int. 2013
[11] Kim Y-M, Jeong Y-K, Wang M-H, Lee W-Y and Rhee H-I 2005 Inhibitory effect of pine extract glucosidase by aqueous extract of Morinda lucida Benth leaf Biomed Res. Int. 2013
[11] Kim Y-M, Jeong Y-K, Wang M-H, Lee W-Y and Rhee H-I 2005 Inhibitory effect of pine extract
-glucosidase activity and postprandial hyperglycemia Nutrition 21 756–61 glucosidase by aqueous extract of Morinda lucida Benth leaf Biomed Res. Int. 2013
[11] Kim Y-M, Jeong Y-K, Wang M-H, Lee W-Y and Rhee H-I 2005 Inhibitory effect of pine extract
-glucosidase activity and postprandial hyperglycemia Nutrition 21 756–61 Kim Y-M, Jeong Y-K, Wang M-H, Lee W-Y and Rhee H-I 2005 Inhibitory effect of pine extra
-glucosidase activity and postprandial hyperglycemia Nutrition 21 756–61 [12] Djeridane A, Yousfi M, Nadjemi B, Boutassouna D, Stocker P and Vidal N 2006 Antioxidant
activity of some Algerian medicinal plants extracts containing phenolic compounds Food Chem. 97 654–60 [13] Benzie I F F and Strain J J 1996 The ferric reducing ability of plasma (FRAP) as a measure of
“antioxidant power”: the FRAP assay Anal. Biochem. 239 70–6 [14] Kotowaroo M I, Mahomoodally M F, Gurib- Fakim A and Subratty A H 2006 Screening of
traditional antidiabetic medicinal plants of mauritius for possible - amylase inhibitory effects
in vitro Phyther. Res. An Int. J. Devoted to Pharmacol. Toxicol. Eval. Nat. Prod. Deriv. 20 228–
31 [15]B Gaikwad S, Krishna Mohan G and Sandhya Rani M 2014 Phytochemicals for diabetes
management
Pharm. Crop. 5 5 9 The Third Bioprocessing and Biomanufacturing Symposium 2019 P Conf. Series: Materials Science and Engineering 716 (2020) 012007
doi:10.1088/1757-899X/716/1/01 [16] Mahomoodally M F and Muthoora D D 2014 Kinetic of inhibition of carbohydrate-hydrolysing
enzymes, antioxidant activity and polyphenolic content of Phyllanthus amarus Schum. &
Thonn.(Phyllanthaceae) J. Herb. Med. 4 208–23 [17] Kazeem M, Kazeem M I, Oyedapo B F, Raimi O G and Adu O B 2013 Management of Diabetes
Mellitus in vitro J. Med. Sci 13 269–75 [18]Abarca-Vargas R, Peña Malacara C and Petricevich V 2016 Characterization of chemical
compounds with antioxidant and cytotoxic activities in bougainvillea x buttiana holttum and
standl,(Var. References rose) extracts Antioxidants 5 45 [19]Mai T T, Thu N N, Tien P G and Van Chuyen N 2007 Alpha-glucosidase inhibitory and antioxidant
activities of Vietnamese edible plants and their relationships with polyphenol contents J. Nutr. Sci. Vitaminol. (Tokyo). 53 267–76 [20]Hossain M A and Shah M D 2015 A study on the total phenols content and antioxidant activity of
essential oil and different solvent extracts of endemic plant Merremia borneensis Arab. J. Chem. 8 66–71 [21]Matough F A, Budin S B, Hamid Z A, Alwahaibi N and Mohamed J 2012 The role of oxidative
stress and antioxidants in diabetic complications Sultan Qaboos Univ. Med. J. 12 5 [22]Barchan A, Bakkali M, Arakrak A, Pagán R and Laglaoui A 2014 The effects of solvents polarity
on the phenolic contents and antioxidant activity of three Mentha species extracts Int J Curr
Microbiol App Sci 3 399–412 [23]Sadeghi Z, Valizadeh J, Shermeh O A and Akaberi M 2015 Antioxidant activity and total phenolic
content of Boerhavia elegans (choisy) grown in Baluchestan, Iran Avicenna J. phytomedicine 5
1 [24] Hyun T K, Kim H-C, Ko Y-J and Kim J-@&*;-glucosidase inhibitory and anti-
inflammatory effects of aerial parts extract from Korean crowberry (Empetrum nigrum var. japonicum) Saudi J. Biol. Sci. 23 181–8 [25] Liu H, Qiu N, Ding H and Yao R 2008 Polyphenols contents and antioxidant capacity of 68 Chinese
herbals suitable for medical or food uses Food Res. Int. 41 363–70 Acknowledgement This study was supported by the TWAS-COMSTECH Joint Research Grant-18-420 RG/PHA/AS_C,
Universiti Sains Malaysia Short Term Grants (Reference no: 304/PTEKIND/6313329 and
304/PKIMIA/6313330) and RUI USM 1001/PKIMIA/8012310. This research was conducted within the
frame of the auspices of CNRS-UM; Associated International Laboratory (LIA) under International
French Malaysian Natural Product Laboratory (IFM-NatProLab). We thank Nor, D.M., Syamsir, R., and
Teo, L.E. (UM) for the collection and identification of plant material. 10 10
|
https://openalex.org/W2052868483
|
https://zenodo.org/record/2240608/files/article.pdf
|
English
| null |
SOME NEW SPECIES OF THE GENUS LONCHÆA (DIPTERA, LONCHÆIDÆ)
|
The Canadian entomologist/Canadian Entomologist
| 1,920
|
public-domain
| 1,010
|
Lonchaea nigrocaerulea, sp. n. iWale.-Blue-black, almost metallic in colour. Antennz and palpi black;
arista pale a t base; upper orbits and ocellar triangle glossy. Legs black. Wings,
calyptrz, and halteres as in major. Frons about 1.5 as long as wide, sparsely hairy; upper orbits highly glossy
smooth; third antennal segment about four times as long as wide, extending
below mouth margin; arista as in major; palpi dilated, slightly protruded. Praescutellar acrostichals very long; scutellum as in major; pteropleura bare;
no bristly hairs adjacent to stigmatal bristle. Abdomen with longer hairs
than in major, especially a t apex of fourth tergite; fourth tergite about twice as
long as third. Venation as in major, but the antepenultimate section of fourth
vein is only two-thirds as long as penultimate, whereas in major it is three-
fourths as long. Hind femur with a few distinct anteroventral bristles. Length 4 mm. ~~pe.-darbados (E. F. Becher). Type in British Museum. ~~pe.-darbados (E. F. Becher). Type in British Museum. ~~pe.-darbados (E. F. Becher). Type in British Museum. Lonchaea major, sp. n. ~Vale.~Shining
black, with a slight bluish tinge. A n t e n n ~ and palpi
black; arista yellowish at base. Legs pitchy black, the hind tarsi hardly paler
than their tibiz. Wings hyaline, veins brownish yellow, whitish a t bases. Calyptrz white, fringes concolorous except a t junction of upper and lower,
where there are some long, black, setulose hairs. Halteres black. Eyes bare; frons about twice as long as wide, parallel-sided, surface with
short, moderately dense hairs; upper orbits slightly rugose above, bare; frontal
lunule hairy; longest hairs on arista over twice as long as its basal diameter;
third antennal segment about four times as long as its width, extending to mouth
margin. Scutellum with setulose hairs on margins and between apical bristles. the disc bare; pteropleura bare; no hairs adjacent to the stigmatal bristle. Abdomen broad, with rather dense, short, setulose hairs on dorsum; fourth
tergite about 1.5 as long as third. Hind femur without distinct anteroventral
bristles. Auxiliary vein almost fused with first a t its apex. Length 6.5 mm. TJJ@~.-Amazon, South America. Type in British Museum. 246 246 THE CANADI-4N ENTObIOLOGIST Lonchaea striatifrons, sp. n. Male.-Glossy
steel-blue, the abdomen paler than the thorax. Frons
shining black, ocellar spot and upper orbits glossy blue; third antennal segment
reddish a t base below. Legs black, tarsi with the exception of the apical two
or three segments reddish testaceous. Wings clear, yellow a t bases. C a l y p t r ~
white, fringes concolorous. Halteres black. Frons less than twice as long as wide a t anterior margin, not distinctly
November. 1920 247 THE CASADIAX EKTOMOLOGIST narrowed anteriorly, the surface of interfrontalia finely striate on upper half
laterally; orbits narrow, distinctly separated from ocellar triangle posteriorly
their surfaces rnicroscopically diagonally striate anteriorly; hairs on frons short
and sparse; third antennal segment three times as long as wide; cheek narrow,
without dense hairs or strong bristles. Thorax as in poliin Say. Basal
abdominal sternite with some hairs on each side. Legs and wings as in polita. Fringes of calyptrz longer than usual, about six of the hairs at apex of the fold
setulose and longer than the calyptrz. narrowed anteriorly, the surface of interfrontalia finely striate on upper half
laterally; orbits narrow, distinctly separated from ocellar triangle posteriorly
their surfaces rnicroscopically diagonally striate anteriorly; hairs on frons short
and sparse; third antennal segment three times as long as wide; cheek narrow,
without dense hairs or strong bristles. Thorax as in poliin Say. Basal
abdominal sternite with some hairs on each side. Legs and wings as in polita. Fringes of calyptrz longer than usual, about six of the hairs at apex of the fold
setulose and longer than the calyptrz. Female.-Frons
at least one-third of the head-width and less than 1.5 a
long as wide, not so distinctly striated as in male. Ovipositor as in politz Say Length 4-4.5 mm. Type.-Male,
allotype, and one male paratypc, Santa Clara, Cal. (Baker) ;
one male, San Diego, Cal. (Harkins collection); one male, Palo Alto, Cal.,
August 3. Type in collection of University of California. Lonchaea bakeri, sp. n. Female.-Glossy
black, without distinct bluish tinge, the frons greenish
blue anteriorly. Face and cheeks with whitish pruinosity; from shining upper,
orbits and ocellar triangle glossy; antennz brownish black. Legs black, tarsi
yellow, apical two segments darkened. Wings clear, veins yellow. Calyptrz
and their fringes white. Frons a t vertex one-third of the head-width, not narrowed anteriorly, its
length about 1.5 of its width, surface microscopically striate on upper half
granulose anteriorly, with sparse hairs: upper orbits almost imperceptibly
striate; third antennal segment not twice as long as wide; face not carinate,
cheek with 3 or 4 strong, but not very long bristles on lower margin anteriorly. A strong bristle on upper margin of mesopleura a little behind spiracle and
considerably cephalad of the vertical series at anterior margin of haired area;
scutellum without hairs between apical bristles. Ovipositor not broad, the
apical hairs very short. Hind femora without antero-ventral bristles; antero-
dorsal setulz on hind tibiz stronger than usual. Veins 3 and 4 very slightly
convergent apically. Fringes of calyptrz normal. Length 3 mm., exclusive of ovipositor. Type.-Chinangega,
Nicaragua (F. C. Baker). Type.-Chinangega,
Nicaragua (F. C. Baker). Named in honour of the collector. Named in honour of the collector. This species is closely allied to albiceps Malloch, having the same armature
of the mesopleura, and the same type of frons but without the transverse de-
pression, and the calyptrz white, and venation different. Type in collection of University of California. AN ADDITION TO BIBLIOGRAPHY ON AGRILUS (Coleop.). Through an oversight on our part, a recent paper of Burke's was omitted
from the Agrilzu bibliography, (Can. Ent., Sept., 1920, p. 204), and is given
below. Burke, Jour. Econ. Ent., Vol. 10, No. 3, pp. 325-332, 1917. Contains
notes on food plants and habits of Agrilus angelicus Horn, A. niaeiventris Horn,
A. granztlatus Say, A. anxius Gory, A. acutipennis Mann., A. politus Say. C. A. FROST
and H. B. WEISS.
|
https://openalex.org/W4238053870
|
https://osf.io/z3tsd/download
|
English
| null |
Perceptual Boundaries Cause Mnemonic Trade-Offs Between Local Boundary Processing and Across-Trial Associative Binding
| null | 2,017
|
cc-by
| 21,276
|
unning head: PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY unning head: PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Perceptual boundaries cause mnemonic trade-offs between local boundary processing
and across-trial associative binding
Andrew C. Heusser1, Youssef Ezzyat1, Ilana Shiff1, and Lila Davachi1,2
1Department of Psychology, New York University
2Center for Neural Science, New York University
Affiliation
Author Note
Corresponding Author: Lila Davachi
Email: lila.davachi@nyu.edu
Phone Number: (212) 992-9612
Address:
New York University
Department of Psychology
6 Washington Pl. Room 871A
New York, NY 10003
This research was supported by NIMH RO1 MH074692 to Lila Davachi. Perceptual boundaries cause mnemonic trade-offs between local boundary processing
and across-trial associative binding Andrew C. Heusser1, Youssef Ezzyat1, Ilana Shiff1, and Lila Davachi1,2
1Department of Psychology, New York University
2Center for Neural Science, New York University
Affiliation Andrew C. Heusser1, Youssef Ezzyat1, Ilana Shiff1, and Lila Davachi1,2 Author Note Author Note Corresponding Author: Lila Davachi
Email: lila.davachi@nyu.edu
Phone Number: (212) 992-9612 This research was supported by NIMH RO1 MH074692 to Lila Davachi. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 2 2 Abstract PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 3 Perceptual boundaries cause mnemonic trade-offs between local boundary processing
and across-trial associative binding Perceptual boundaries cause mnemonic trade-offs between local boundary processing
and across-trial associative binding Abstract Episodic memories are not veridical records of our lives, but rather are better described
as organized summaries of experience. Theories and empirical research suggest that
shifts in perceptual, temporal and semantic information lead to a chunking of our
continuous experiences into segments, or ‘events’. However, the consequences of these
contextual shifts on memory formation and organization remains unclear. In a series of
three behavioral studies, we introduced context shifts (or ‘event boundaries’) between
trains of stimuli and then examined the influence of the boundaries on several measures
of associative memory. In Experiment 1, we found that perceptual event boundaries
strengthened associative binding of item-context pairings present at event boundaries. In Experiment 2, we observed reduced temporal order memory for items encoded in
distinct events relative to items encoded within the same event, and a trade-offbetween
the speed of processing at boundaries, and temporal order memory for items that
flanked those boundaries. Finally, in Experiment 3 we found that event organization
imprinted structure on the order in which items were freely recalled. These results
provide insight into how boundary- and event-related organizational processes during
encoding shape subsequent representations of events in episodic memory. Keywords: episodic memory, event boundaries, temporal order memory,
associative memory PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Introduction Although our experiences unfold in a forward and continuous manner, our memories for
those experiences are structured and organized around specific events. For example,
imagine spending a night out in New York City. You might go out to dinner with
friends, stop at a bar for a cocktail, and then proceed to an evening concert. Prior
research suggests that the experiential details within a specific event (i.e. dinner, bar, or
concert) are more tightly linked in memory than details experienced in distinct events
(Dubrow & Davachi, 2013; DuBrow & Davachi, 2016; Ezzyat & Davachi, 2011). One
possible explanation for this finding is that associative processes that serve to link
adjacent representations of an event are enhanced when contextual aspects of an
experience are shared across time. Thus, the contents of a memory may be structured
and grouped by the context in which the experience occurred. However, it is also known
that contextual novelty is beneficial for some forms of encoding and, thus, memory may
also benefit from distinctiveness in contextual representations (Ranganath & Rainer,
2003; Restorff, 1933). Across a series of studies, we aimed to understand how contextual
stability and distinctiveness both benefit memory. Specifically, the work is focused on
elucidating the different forms of associative memory that might benefit from shared
and distinctive context. A large body of prior work supports the idea that organizational processes engaged at
encoding modulate the structure of our memories for those experiences (Atkinson &
Shiffrin, 1971; Farrell, 2012; Lee & Estes, 1981; Lehman & Malmberg, 2013; Miller,
1956; Murdock, 1983; Raaijmakers & Shiffrin, 1981). One computational account for
how this occurs suggests that the contents of our experiences are maintained in a
limited-capacity buffer during encoding (Lehman & Malmberg, 2009, 2013). Item and
context representations that co-occupy the buffer become associatively bound. When
those maintained representations are no longer of use to the participants, a ‘compartmentalization’ operation is hypothesized to clear the contents of the buff ‘compartmentalization’ operation is hypothesized to clear the contents of the buffer. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 4 Thus, episodic ‘events’ may become bound in long-term memory as a downstream
consequence of encoding-related organizational processes that compartmentalize
information through a selective integration mechanism. Another conceptually related framework called Event Segmentation Theory (EST)
hypothesizes that ‘segmentation’ processes parse ongoing experience into events and
serve to guide efficient allocation of cognitive processing resources in the moment
(Reynolds, Zacks, & Braver, 2007; Zacks, Speer, Swallow, Braver, & Reynolds, 2007). This model proposes that incoming perceptual information and prior experience are
actively integrated in working memory to generate predictions about what is likely to
occur in the near future. At event boundaries, when future input may be unpredictable
or surprising, attention is drawn to novel perceptual features in the environment and
the prior event model is abandoned. Prior behavioral and neuroimaging results support
the notion that people can segment ongoing experience into events and do so in a
similar fashion (Radvansky, 2012; Speer & Zacks, 2005; Swallow, Zacks, & Abrams,
2009; Zacks et al., 2001, 2007). Furthermore, there is evidence that information
contained at event boundaries is better remembered than information contained within
an event (Boltz, 1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). While somewhat different in their implementation, both of these models make the
unique and interesting prediction that shifts in context may lead to enhanced memory
for boundary information at the expense of ongoing integration processes. Put another
way, while event boundaries may lead to a memory enhancement for information
encountered at the contextual shift, they may in fact have a detrimental effect on
associative, or sequential, memory for pairs of items that flank that boundary due to an
interruption of ongoing maintenance/integration processes. Prior research has typically
focused on the positive effects of boundaries on item memory (Boltz, 1992; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004). However, this series of experiments was
designed to test the idea that contextual shifts may be good for ‘in-the-moment’
(within-trial) associative memory encoding at the expense of across-trial sequence
memory. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 6 encoded lists of object stimuli that were grouped into smaller mini-lists (i.e. events) by a
shared background color. This simple perceptual manipulation of the background color
allowed us to ask whether low-level perceptual shifts in context have consequences for
later memory. In Experiment 1, we tested whether items at perceptual event boundaries
are more strongly bound to their context (i.e. the color background), relative to trials
where there was no contextual shift. In Experiment 2, we tested whether event
structuring led to reduced binding between items encountered in distinct events vs. within events, and also whether the speed of processing at boundaries is related to the
cost in across-event associative memory for pairs of items. Finally, in Experiment 3 we
utilize a more naturalistic retrieval task (a free recall paradigm) to ask whether and
how recall behavior is organized according to the event structure of the experiment. encoded lists of object stimuli that were grouped into smaller mini-lists (i.e. events) by a
shared background color. This simple perceptual manipulation of the background color
allowed us to ask whether low-level perceptual shifts in context have consequences for
later memory. In Experiment 1, we tested whether items at perceptual event boundaries
are more strongly bound to their context (i.e. the color background), relative to trials
where there was no contextual shift. In Experiment 2, we tested whether event cturing led to reduced binding between items encountered in distinct events vs. within events, and also whether the speed of processing at boundaries is related to the
cost in across-event associative memory for pairs of items. Finally, in Experiment 3 we
utilize a more naturalistic retrieval task (a free recall paradigm) to ask whether and
how recall behavior is organized according to the event structure of the experiment. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 5 First, we predicted that items encountered at event boundaries would be more tightly
bound to their context, as attention may be shifted away from the maintenance of
previous ‘within-event’ information to the changing contextual features in the
environment. While previous studies suggest that that item memory at boundaries may
be boosted (Boltz, 1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004), here
we explore specifically whether these items are more tightly bound to their associated
contexts at event boundaries. We addressed this question in our first experiment. Second, we predicted that integration processes across contiguous items that share the
same context (i.e. an ‘event’) will be enhanced relative to pairs of items that were
encountered in neighboring events. Put another way, while event boundaries may lead
to a memory enhancement for information encountered at the contextual shift, they may
in fact have a detrimental effect on relational memory for pairs of items that flank that
boundary due to an interruption of ongoing item-item integration processes. Recent
work using narrative cued recall (Ezzyat & Davachi, 2011), recency discrimination for
sequences of visual images (Dubrow & Davachi, 2013; DuBrow & Davachi, 2016), and
temporal proximity judgments (Ezzyat & Davachi, 2014) is consistent with this
prediction, showing that several measures of associative memory are reduced for pairs
stimuli that flank an event boundary (compared to items within the same event). Finally, we test whether these two memory effects are in fact related. Specifically, we
test whether there is a trade-offbetween item-context processing at event boundaries
and across-event integration processes, such that a stronger boundary effect may result
in worse across-event integration. We hypothesize that, at boundaries, attentional
resources are redirected from the integration/maintenance of previous within-event
representations to changing features in the environment. In other words, the subjective
strength of the event boundary should influence associative memory for pairs of items
studied across that boundary, such that a ‘larger’ boundary should result in worse
across event associative memory. The present set of experiments was designed to test these predictions by assessing
multiple forms of associative memory. In each of these experiments, participants PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 7 object-color associative memory. We predicted that the memory enhancement would be
specific to the boundary object-color pair. A pattern of this nature would suggest a
transient memory effect, perhaps driven by a boundary-driven allocation of attentional
resources (Kurby & Zacks, 2008). Experiment 1: Perceptual boundaries facilitate object-color associative
memory. In Experiment 1, we sought to understand how perceptual boundaries influence
associative memory for the local information presented at boundaries. Participants
encoded lists of objects that were embedded in a colored frame (Figure 1). On each
trial, they were instructed to imagine the displayed object in the color of the
background frame and to make a pleasant/unpleasant judgment on the object-color
combination. Importantly, the color of the frame did not change for six consecutive
trials before switching to a new background color. We operationalized an “event” as
consecutive trials where the color of the frame stayed the same. After each encoding
list, participants performed an object-color associative memory test. “Boundary” trials
were defined as trials on which the presented color frame was different from the
previous trial; “non-boundary” trials were all other trials (i.e. the presented color
matched the color from the preceding trial). Boundary objects were therefore objects
that were encoded concurrently with a color frame switch, while non-boundary objects
were all other objects. The goal of Experiment 1 was to assess whether perceptual event boundaries increased PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Methods Participants. Participants were 26 individuals (ages 18-35) recruited from New York
University and the greater New York Metropolitan Area. All participants gave informed
written consent in accordance with the University Committee on Activities Involving
Human Subjects (UCAIHS) and participated in exchange for monetary compensation. For all three experiments, the sample size was chosen based on a power analysis
(power=.8, alpha=.05) of a separate study on boundary-related memory effects from
(Dubrow & Davachi, 2013). Materials. For all experiments, we used a stimulus set consisting of 576 gray-scale
pictures of objects from various online databases. A subset of these stimuli was used for
Experiment 1 (432 objects). Each one was resized to a fixed size of 350x350 pixels. To
generate colors for the frames, 24 unique colors were selected from color continuum
ranging from [0,0,0] to [255, 255, 255] RGB values. Lists of colors for each block were
generated, such that no two colors that occurred consecutively at encoding could be
perceptually similar. For example, if the previous event color was red, the next color
could not be orange, but it could be blue or green. Furthermore, the same color could
not appear in a list more than once and colors were recycled after every four lists. Stimulus order varied for each subject and stimulus-color pairings were randomized
across subject. Design and Procedure. Before the experiment began, there was a brief practice
version of the experiment to ensure that participants understood the task. For each of
12 study lists, participants intentionally encoded lists of 36 trial-unique gray-scale
objects that were embedded on a colored frame. Participants were instructed to imagine
the object in the color of the frame and decide if the object-color pair was pleasing. The PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 8 participants were instructed to respond as soon as they made a pleasantness decision by
pressing one of two buttons on the keyboard (‘j’ or ‘k’). The color of the frame was
identical for six consecutive objects before switching to a new color for the next six
objects. An ‘event’ was defined as six consecutive objects with the same colored frame. There were six events per study list. On boundary trials, the frame color updated at
trial onset (i.e. concurrently with the object). All other trials (event positions 2-6) were
called non-boundary trials. Objects were presented for a fixed time of 2.5 seconds (s)
with a fixed 2 s inter-trial interval (ITI) followed by a .5 s fixation cross before the onset
of the next trial. The colored frame remained on the screen continuously during the
presentation of each event (including the 2 s ITI and a .5 s fixation cross) and only
changed concurrently with boundary objects. It is important to note that the objects
remained on the screen for a fixed period of time (2.5 seconds). Thus, encoding
response times in the rest of this manuscript refer to the amount of time it took for the
participant to complete the pleasantness decision, not the duration that the stimulus
was on the screen. participants were instructed to respond as soon as they made a pleasantness decision by
pressing one of two buttons on the keyboard (‘j’ or ‘k’). The color of the frame was
identical for six consecutive objects before switching to a new color for the next six
objects. An ‘event’ was defined as six consecutive objects with the same colored frame. There were six events per study list. On boundary trials, the frame color updated at
trial onset (i.e. concurrently with the object). All other trials (event positions 2-6) were
called non-boundary trials. Objects were presented for a fixed time of 2.5 seconds (s)
with a fixed 2 s inter-trial interval (ITI) followed by a .5 s fixation cross before the onset
of the next trial. The colored frame remained on the screen continuously during the
presentation of each event (including the 2 s ITI and a .5 s fixation cross) and only
changed concurrently with boundary objects. It is important to note that the objects
remained on the screen for a fixed period of time (2.5 seconds). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 9 during the test (HC left color, LC left color, HC, right color, LC right color). Test trials
were self-paced and advanced as soon as a response was given, with a fixed .5 s ITI
between test trials. Half of the items in each encoding list were tested: We alternated
between testing of even and odd trials on each list. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Thus, encoding
response times in the rest of this manuscript refer to the amount of time it took for the
participant to complete the pleasantness decision, not the duration that the stimulus
was on the screen. Following each encoding list, we tested object-color associative memory. To minimize
recency memory effects, the test was structured such that objects presented in the first
half of the list (1:18) were tested first and objects presented in the second half of the list
(19:36) were tested second. However, within each half, the test trials were randomized. For each test trial, participants were shown a previously studied object with a grey
border presented above two colors that were positioned on the left and right side of the
computer screen (Figure 1). One of these colors (target) was originally paired with the
object while the other color (lure) was always one of the colored frames that had
immediately preceded or followed the target color at encoding. The lure was
counterbalanced such that it was equally likely to precede or follow the target color. Targets and lures were also equally likely to appear in the left or right positions on
screen. In one step, participants were asked to indicate which of the two colors had
been paired with the object at encoding and also to indicate their confidence in their
decision (high/low confidence, HC/LC). Thus, there were a total of 4 possible responses PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 10 correct boundary trials were speeded relative to non-boundary trials, suggesting that
information studied at boundaries is more accessible than non-boundary information. Encoding Response times. RTs during encoding varied as a function of event
position [F(5,115) = 60.7, p<.001, η2=.72]. A planned contrast confirmed that RTs to
boundary trials (event position 1) were significantly slower than those on non-boundary
trials (positions 2-6; t(25)=9.52, p<.001, Cohen’s d=2.86). Follow-up pairwise t-tests
also show that boundary RTs are significantly slower than all other tested non-boundary
positions [1 vs. 2: t(25)=9.5, p<.001, Cohen’s d=.97; 1 vs. 3: t(25)=9.21, p<.001,
Cohen’s d=1.03; 1 vs. 4: t(25)=9.44, p<.001, Cohen’s d=1.14, 1 vs. 5: t(25)=8.98,
p<.001, Cohen’s d=1.14; 1 vs. 6: t(25)=8.29, p<.001, Cohen’s d=1.07]. correct boundary trials were speeded relative to non-boundary trials, suggesting that
information studied at boundaries is more accessible than non-boundary information. Encoding Response times. RTs during encoding varied as a function of event
position [F(5,115) = 60.7, p<.001, η2=.72]. A planned contrast confirmed that RTs to
boundary trials (event position 1) were significantly slower than those on non-boundary
trials (positions 2-6; t(25)=9.52, p<.001, Cohen’s d=2.86). Follow-up pairwise t-tests
also show that boundary RTs are significantly slower than all other tested non-boundary
positions [1 vs. 2: t(25)=9.5, p<.001, Cohen’s d=.97; 1 vs. 3: t(25)=9.21, p<.001,
Cohen’s d=1.03; 1 vs. 4: t(25)=9.44, p<.001, Cohen’s d=1.14, 1 vs. 5: t(25)=8.98,
p<.001, Cohen’s d=1.14; 1 vs. 6: t(25)=8.29, p<.001, Cohen’s d=1.07]. Results Effect of perceptual boundaries on color memory performance.. We found
that memory for the object-color association varied as a function of event position
[Figure 2; F(5,125)=4.27, p=.001, η2=.15]. The position by confidence interaction was
not significant [F(5,125)=1.28, p>.1], so we collapsed across high and low confidence
trials. A planned contrast revealed that color memory was significantly better for the
boundary trials compared to non-boundary trials [t(25)=4.68, p<.001, Cohen’s d=.41]
and follow up pairwise t-tests show that memory for the boundary condition was
significantly better than each non-boundary condition [1 vs. 2: t(25)=2.87, p=.008,
Cohen’s d=.33; 1 vs. 3: t(25)=3.44, p<.002, Cohen’s d=.42; 1 vs. 4: t(25)=4.29,
p<.001, Cohen’s d=.42; 1 vs. 5: t(25)=3.69, p=.001, Cohen’s d=.40; 1 vs. 6: t(25)=3.5,
p=.002, Cohen’s d=.36]. Thus, object-color associative memory at boundaries was
significantly enhanced relative to trials that are not studied at perceptual boundaries. Next, we asked whether perceptual boundaries also impacted RTs during the successful
retrieval of the object-color associations. We found that RTs to correctly remembered
trials varied as a function of event position [F(5,125) = 4.18, p=.001, η2=.143]. The
position by confidence interaction was not significant, so we collapsed across confidence
[F(5,125)=1.23, p>.1]. A planned contrast revealed that retrieval of items from the
boundary condition was significantly faster than the non-boundary conditions
[t(25)=2.95, p=.007, Cohen’s d=.22]. Subsequent pairwise t-tests revealed that position
1 was significantly faster than positions 3, 4 and 6, and a trend for an effect for position
2 and 5 [1 vs. 2: t(25)=1.88, p=.07, Cohen’s d=.18; 1 vs. 3: t(25)=2.15, p=.04, Cohen’s
d=.15; 1 vs. 4: t(25)=3.62, p=.001, Cohen’s d=.22; 1 vs 5: t(25)=1.84, p=.08, Cohen’s
d=.20; 1 vs. 6: t(25)=3.56, p=.002, Cohen’s d=.35]. Thus, during retrieval, RTs to [t(25)=2.95, p=.007, Cohen’s d=.22]. Subsequent pairwise t-tests revealed that position
1 was significantly faster than positions 3, 4 and 6, and a trend for an effect for position
2 and 5 [1 vs. 2: t(25)=1.88, p=.07, Cohen’s d=.18; 1 vs. 3: t(25)=2.15, p=.04, Cohen’s
d=.15; 1 vs. 4: t(25)=3.62, p=.001, Cohen’s d=.22; 1 vs 5: t(25)=1.84, p=.08, Cohen’s
d=.20; 1 vs. 6: t(25)=3.56, p=.002, Cohen’s d=.35]. Thus, during retrieval, RTs to PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Discussion Experiment 1 revealed that associative memory was enhanced for trials that appeared
at perceptual event boundaries. Prior studies that have reported better overall memory
for information studied at event boundaries (Boltz, 1992; Newtson & Engquist, 1976;
Schwan & Garsoffky, 2004), used clips from studied movies as retrieval cues and these
cues taken from event boundaries contained more diagnostic information about the
clips, which could ultimately account for the memory benefit. By contrast, in the
present study, the only difference between the boundary and non-boundary conditions
was a change in the color of the background frame in the boundary condition. Therefore, during retrieval, the amount of available perceptual information on each test
trial was the same and so, any differential effects we see in boundary memory must be
related to processes that occurred during encoding. Thus, the current finding is
consistent with these prior results but importantly extend them to a situation where the
retrieval content is matched, which implicates that processes that occur at the time of
the boundary itself are responsible for enhancing memory for boundary information. In one relevant study, Swallow et al. (2009) found that memory for objects occurring at
event boundaries was better than memory for non-boundary objects when object
recognition memory was probed very shortly after ( 5 seconds) an event boundary, but Therefore, during retrieval, the amount of available perceptual information on each test
trial was the same and so, any differential effects we see in boundary memory must be
related to processes that occurred during encoding. Thus, the current finding is
consistent with these prior results but importantly extend them to a situation where the
retrieval content is matched, which implicates that processes that occur at the time of
the boundary itself are responsible for enhancing memory for boundary information. In one relevant study, Swallow et al. (2009) found that memory for objects occurring at
event boundaries was better than memory for non-boundary objects when object
recognition memory was probed very shortly after ( 5 seconds) an event boundary, but PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 11 11 not when memory was probed within the same event. The authors interpreted this
effect to suggest that retrieving across event boundaries relies on the access of long-term
item representations (as opposed to accessing working memory representations). They
reasoned that since EST predicts better encoding of boundary information into
long-term memory, the recognition memory difference for boundary and non-boundary
objects should be maximal when the test occurs after an event boundary. The results of
the current experiment are consistent with the results of this prior study. However, our
study is novel in a few critical ways: First, we test memory after a substantially longer
delay ( 3-5 minutes as compared to 5 seconds). This confirms the claim that long-term
boundary memory is enhanced, rather than a difference in working memory accessibility
between boundary and non-boundary information. Second, we test associative memory
between an object and its accompanying color background rather than item memory. Thus, our findings extend previous work to suggest that at event boundaries, items are
more strongly bound to their context (i.e. the color background). Finally, while the
previous study used naturalistic movies as their stimuli, we opted for a simpler stimulus
set consisting of objects and color backgrounds. While there are undoubtedly benefits
to using naturalistic stimuli, our choice of simple object and color associations allowed
us to carefully control for the quantity and quality of information available at event
boundaries. Thus, the current experiment supports and extends previous work on
boundary-related memory enhancements. not when memory was probed within the same event. The authors interpreted this
effect to suggest that retrieving across event boundaries relies on the access of long-term
item representations (as opposed to accessing working memory representations). They
reasoned that since EST predicts better encoding of boundary information into
long-term memory, the recognition memory difference for boundary and non-boundary
objects should be maximal when the test occurs after an event boundary. The results of
the current experiment are consistent with the results of this prior study. However, our
study is novel in a few critical ways: First, we test memory after a substantially longer
delay ( 3-5 minutes as compared to 5 seconds). This confirms the claim that long-term
boundary memory is enhanced, rather than a difference in working memory accessibility
between boundary and non-boundary information. Second, we test associative memory
between an object and its accompanying color background rather than item memory. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 12 items within the same list (as opposed to lists with no boundaries). Another notable
difference between the studies is that Polyn utilized a free recall task to probe memory, items within the same list (as opposed to lists with no boundaries). Another notable
difference between the studies is that Polyn utilized a free recall task to probe memory,
whereas, in the current study, we used a forced-choice associative recognition test. If
free recall of the boundary item ‘reinstates’ its associated temporal (Howard & Kahana,
2002; Polyn, Norman, & Kahana, 2009a) or source (Frost, 1971; Hintzman, Block, &
Inskeep, 1972; Murdock & Walker, 1969; Nilsson, 1974; Polyn et al., 2009b) context, the
context reinstatement could act as a cue to facilitate retrieval of neighboring items, and
result in enhanced memory for items that neighbored the boundary item. Thus, the
enhancement of items following the boundary item in the free recall study could be
driven by organizational processes during retrieval, rather than boundary-driven
segmentation during encoding. In contrast, retrieval processes are unlikely to interact
with the boundary enhancements reported in the current study because we probed
associative recognition memory and the amount of retrieval content was matched
between conditions. However, importantly, both studies employ a shift in processing
during study to evoke a boundary and see that information encountered at a boundary
are more likely to be remembered. difference between the studies is that Polyn utilized a free recall task to probe memory,
whereas, in the current study, we used a forced-choice associative recognition test. If
free recall of the boundary item ‘reinstates’ its associated temporal (Howard & Kahana,
2002; Polyn, Norman, & Kahana, 2009a) or source (Frost, 1971; Hintzman, Block, &
Inskeep, 1972; Murdock & Walker, 1969; Nilsson, 1974; Polyn et al., 2009b) context, the
context reinstatement could act as a cue to facilitate retrieval of neighboring items, and
result in enhanced memory for items that neighbored the boundary item. Thus, the
enhancement of items following the boundary item in the free recall study could be
driven by organizational processes during retrieval, rather than boundary-driven
segmentation during encoding. In contrast, retrieval processes are unlikely to interact
with the boundary enhancements reported in the current study because we probed
associative recognition memory and the amount of retrieval content was matched
between conditions. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Thus, our findings extend previous work to suggest that at event boundaries, items are
more strongly bound to their context (i.e. the color background). Finally, while the
previous study used naturalistic movies as their stimuli, we opted for a simpler stimulus
set consisting of objects and color backgrounds. While there are undoubtedly benefits
to using naturalistic stimuli, our choice of simple object and color associations allowed
us to carefully control for the quantity and quality of information available at event
boundaries. Thus, the current experiment supports and extends previous work on
boundary-related memory enhancements. Another related study showed that switching encoding tasks midway through a short
list of words resulted in a significant increase in the free recall of words that followed
the task switch (specifically, n and n+1) relative to recall of items (in the same serial
position) of a control list with only one task (Polyn, Norman, & Kahana, 2009b). Although interpreted as evidence for the notion that task context serves as a retrieval
cue, the task switch may have additionally acted as an event boundary thus, facilitating
the encoding of words that followed it. While the effect reported in (Polyn et al.,
2009b) compared lists containing a task switch to lists with no task switch, the
boundary-related memory enhancement reported here is relative to other non-boundary PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 13 the memory benefit could be a result of novelty driven attentional priority. In summary,
these results add to a growing body of literature suggesting that contextual novelty, or
event boundaries, promote memory encoding. One final, but important, point is that in this experiment and the two that follow, the
color background was a task-relevant feature of the experiment. Participants made
pleasantness judgments on the object-color pairing. When the context is task relevant,
we see a boost in item-context binding at event boundaries. Whether or not task
relevance of the context is a necessary part of the experimental design should be
addressed in future research. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY However, importantly, both studies employ a shift in processing
during study to evoke a boundary and see that information encountered at a boundary
are more likely to be remembered. This enhancement in memory observed at event boundaries is also reminiscent of the
Von Restorffeffect, the empirical finding that items with features that are novel within
the local context of an experiment are better remembered (Ranganath & Rainer, 2003;
Restorff, 1933). However, this study is unique in that we don’t test item memory, but
rather we measure associative memory between the encoded item and the contextual
feature that changed (a colored background in this case). Furthermore, it emphasizes
the transient nature of novelty-driven associative memory encoding: we observed an
associative memory enhancement specifically at the boundaries where associative
memory for the remaining non-boundary positions is reduced and not significantly
different from one another. One explanation for the boundary-related memory
enhancements we observed here is that the switch in context drives attention toward
the novel feature in the environment (the colored background) and since attentional
priority is high for this trial, binding between the object and the color is boosted. Thus, PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 14 modified the design of Experiment 1 to include a temporal order memory test (while
keeping the test of object-color background memory). The encoding task and
parameters in Experiment 2 were identical to encoding during Experiment 1, except
that we encouraged subjects to associate items across time to increase temporal order
memory performance. After each encoding list, we tested temporal order memory for
object pairs studied within the same event (the ‘within-event’ condition) and compared
that to temporal order memory for objects studied in two adjacent events (the
‘across-event’ condition), keeping the actual lag between tested items the same. We also
tested object-color memory after each list. We predicted that perceptual boundaries
would 1) increase object-color associative memory for boundary trials (replicating
Experiment 1), and 2) result in reduced temporal order memory for objects studied in
adjacent events. Furthermore, we hypothesized that the magnitude of the boundary
effect (i.e. the time spent processing the boundary item) should be directly related to
the decrement in across-event temporal order memory. Experiment 2: Perceptual boundaries facilitate object-color binding, but
reduce across-event temporal order memory. Experiment 1 provided evidence that associative binding is enhanced for local
representations encountered at event boundaries compared to those encountered in the
midst of an event (i.e. non-boundary items). The enhancement in binding
representations present at event boundaries is consistent with the notion that attention
to boundary representations is enhanced. If this is the case, then we reasoned that
another form of memory, namely temporal order memory, may be disrupted. If
perceptual boundaries caused a shift in attention to the novel color information, then
the associative binding between pairs of items flanking that boundary would be
disrupted. Indeed, prior experiments using temporal shifts in narrative as well as
category and task switches at boundaries has shown this to be the case (Dubrow &
Davachi, 2013; DuBrow & Davachi, 2016; Ezzyat & Davachi, 2011, 2014). Thus, we
aimed to extend that work and see if boundaries as defined in this paradigm (i.e. the
color shifts) are associated with reduced temporal order memory. Thus, in Experiment
2, we assessed the effect of perceptual boundaries on temporal order memory, as well as
object-color associative memory. Furthermore, this experimental design allowed us to
ask whether temporal order memory for pairs items encountered across an event
boundary is related to the enhanced processing of the boundary information itself. We boundary is related to the enhanced processing of the boundary information itself. We PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 15 color condition. Objects that were studied in the middle of the list (specifically, in the
4th position of the event) made up the “non-boundary” color condition. To assess
temporal order memory, participants made order judgments on pairs of items: objects
studied in the second and sixth positions of each event were paired together and made
up the “within-event” order condition. Objects that were studied in the fifth and third
positions of two adjacent events were paired together and made up the “across-event”
order condition. Note that a given item was never tested more than once. An item was
either tested for color memory or temporal order memory (but never both). There were
a total of 80 test trials for each of the four conditions. The only procedural difference during encoding (compared to Experiment 1) was that
participants were encouraged to adopt an associative memory strategy to promote later
temporal order memory. Specifically, we told participants to imagine the objects
interacting with each other over time. Critically, participants were instructed to
associate objects irrespective of the presence of different color frames. We added this The only procedural difference during encoding (compared to Experiment 1) was that
participants were encouraged to adopt an associative memory strategy to promote later
temporal order memory. Specifically, we told participants to imagine the objects
interacting with each other over time. Critically, participants were instructed to
associate objects irrespective of the presence of different color frames. We added this
additional instruction since we reasoned that after the first temporal order memory test,
participants may adopt this kind of strategy to be successful on temporal order memory
judgments in subsequent lists. There was a short practice session to assure that subjects
understood the task instructions. After each study list, color memory was tested first, with the same design as Experiment
1. Following completion of the color memory test, participants were tested on their
memory for the temporal order of pairs of objects. For each test trial, two previously
studied objects appeared side by side on the screen (Figure 1). Participants were asked
to indicate which of the two objects appeared earlier in the list. The tested pairs of
objects were chosen such that there were always three intervening objects between them
at encoding. Critically, this was the case for both within-event and across-event
trial-pairs. Methods Participants. Participants were 31 individuals (ages 18-35) recruited from New York
University and the greater New York Metropolitan Area. All participants gave informed
written consent in accordance with the University Committee on Activities Involving
Human Subjects (UCAIHS) and participated in exchange for monetary compensation. One participant was excluded for failure to press any buttons during encoding. The
remaining 30 participants were used for all analyses. Materials. Materials were the same as Experiment 1. The entire stimulus set was
used for Experiment 2 (576 objects). Design and Procedure. The design of the encoding was very similar to Experiment
1, except that we had 16 study/test blocks (compared to 12 in Experiment 1). Design and Procedure. The design of the encoding was very similar to Experiment
1, except that we had 16 study/test blocks (compared to 12 in Experiment 1). Following each encoding list, we tested object-color memory followed by temporal order
memory. To assess object-color memory, we tested two items from each event. Objects
that appeared concurrently with a change in the color frame made up the “boundary” Following each encoding list, we tested object-color memory followed by temporal order
memory. To assess object-color memory, we tested two items from each event. Objects
that appeared concurrently with a change in the color frame made up the “boundary” PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 16 confidence in their decision (high/low). Test trials were self-paced and advanced as soon
a response was given, with a fixed .5 s ITI included between test trials. confidence in their decision (high/low). Test trials were self-paced and advanced as soon
a response was given, with a fixed .5 s ITI included between test trials. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Thus, the actual number of intervening items between the two conditions
was constant (3 intervening items) but the across-event test-pairs were studied with a
boundary between them while within-event pairs were studied with the same color
frame (i.e. in the same event; Figure 1). Participants were again asked to indicate their PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Results Effect of perceptual boundaries on object-color and temporal order memory. Accuracy for object-color memory and temporal order memory was calculated in two
ways: First, we looked at the overall proportion of correct responses as a function of
test condition. Secondly, if the data varied by confidence, then we separated correct
trials by confidence (HC/LC) and calculated memory accuracy for each condition. Finally, we assessed whether there was an interaction between boundary/non-boundary
status and memory test type (color/order). We found that object-color memory
accuracy for boundary trials was significantly better than non-boundary trials
[t(29)=6.84, p<.001, Cohen’s d=.61; see Figure 3a]. There was no condition by
confidence interaction, so we did not separate the data by confidence [F(1,29)=.73,
p>.1]. These analyses suggest that the event boundary significantly increased memory
for the object-color association. This result replicates the boundary-related memory
enhancement reported in Experiment 1. Effect of perceptual boundaries on object-color and temporal order memory. Accuracy for object-color memory and temporal order memory was calculated in two
ways: First, we looked at the overall proportion of correct responses as a function of
test condition. Secondly, if the data varied by confidence, then we separated correct
trials by confidence (HC/LC) and calculated memory accuracy for each condition. By contrast, temporal order memory was significantly better for the within-event
condition relative to the across-event condition [t(29)=4.82, p<.001, Cohen’s d=1.02]. The condition by confidence interaction was not significant [F(1,29)=2.71, p>.1]. Taken
together with the data above, this suggests that the boundaries led to a reduction in
associative memory across events while simultaneously increasing associative binding of
representations at the boundary itself. To directly test for this interaction, we
performed a two-way repeated measures ANOVA and found a significant test type
(color/order) by condition (Boundary/Across-event and Non-boundary/Within-event)
interaction [Figure 3a; F(1,29)=45.34, p<.001, η2=.61]. This data shows that
perceptual boundaries improved object-color memory at the boundary itself, but
disrupted temporal order memory for object pairs that spanned the boundary. Together,
these findings suggest a boundary-related trade-off, where memory for boundary By contrast, temporal order memory was significantly better for the within-event
condition relative to the across-event condition [t(29)=4.82, p<.001, Cohen’s d=1.02]. The condition by confidence interaction was not significant [F(1,29)=2.71, p>.1]. Taken
together with the data above, this suggests that the boundaries led to a reduction in
associative memory across events while simultaneously increasing associative binding of
representations at the boundary itself. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 17 information is enhanced, perhaps at the cost of across-event associative binding. Across-event temporal order memory negatively related to boundary processing. As a
further means for asking whether there is a trade-offbetween boundary processing and
these different forms of memory, our next analysis assessed whether response times to
boundaries at encoding were related to later color and order memory. We reasoned that
increased encoding response times to boundary items might reflect greater attention to
the item and color on boundary trials and may, in turn, be related to the temporal
order reductions. Thus, we hypothesized that longer boundary response times may
result in worse order memory for pairs of objects that spanned the boundary. Crucially,
however, we expected no such relationship between non-boundary response times and
temporal order memory for within-event trial pairs. Across-event temporal order memory negatively related to boundary processing. As a
further means for asking whether there is a trade-offbetween boundary processing and
these different forms of memory, our next analysis assessed whether response times to
boundaries at encoding were related to later color and order memory. We reasoned that
increased encoding response times to boundary items might reflect greater attention to
the item and color on boundary trials and may, in turn, be related to the temporal
order reductions. Thus, we hypothesized that longer boundary response times may
result in worse order memory for pairs of objects that spanned the boundary. Crucially,
however, we expected no such relationship between non-boundary response times and
temporal order memory for within-event trial pairs. To test this hypothesis, we divided boundary encoding response times into terciles and
assessed temporal order memory separately for each bin. This analysis allowed us to
visualize the data as well as reduce some of the variance of response times driven by
noise. To test whether boundary (but not non-boundary) response times are related to
temporal order memory, we conducted a two-way repeated measures ANOVA. There
was a significant condition (boundary/non-boundary) by response time tercile (slowest,
middle, fastest) interaction [F(2,58)=3.52, p=.036, η2 = .11]. This interaction was
driven by the fact that order memory performance was the lowest in the slowest tercile
of response times and was the best in the fastest tercile of boundary response times
[Figure 3b; fastest vs. slowest: t(29)=2.8; p=.009, Cohen’s d=.60]. Results To directly test for this interaction, we PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Crucially, no effect
of response time on order memory for the analogous intervening trial in the
non-boundary condition was evident [fastest vs. slowest: t(29)=-1.01; p=.32]. That is,
the response time to the item in the 4th event position was not related to within-event
order memory (between the items in the 2nd and 6th event position). Furthermore,
there was a significant linear trend for across-boundary temporal order memory as a
function of boundary response tercile [F(2,58)=7.86, p=.007, η2=.12] that was not
present for the analogous within-event condition [F(2,58)=.91, p=.34], suggesting that
the linear trend was specific to the across-boundary condition. These data support the PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 18 notion that event boundaries disrupt temporal order memory and provide evidence that
response time variability on boundary trials is related to the outcome of temporal order
memory for the trials that span the boundary. In contrast, response times to an
intervening item within events do not appear to be related to temporal order memory. We also performed a logistic regression using boundary response times (i.e. task
responses to position 1 items) and non-boundary response times (task responses to
position 4 items) to predict within-event/across-boundary temporal order accuracy
(position 5 and 3 items). Neither regression was significant [boundary: coefficient=-.04,
z(29)=-.51, p=.61; non-boundary: coefficient=.13, z(29)=1.61, p=.11], but the
interaction was [coefficient=.45, z(29)=4.9, p<.001]. We then ran a separate control analysis to test whether this relationship between
boundary response time and temporal order memory was specific to the boundary item. It’s possible that rather than temporal order memory being specifically related to
processing at the boundary, memory could vary as a function of the overall speed of
processing across the sequence of items. In other words, order memory could vary as a
function of the mean encoding response time across the tested items (i.e. all trials that
intervened the later tested items), rather than to the boundary item specifically. To
address this, we averaged encoding response times across sequences of items that
crossed a boundary, where the flanking items of the sequence were boundary temporal
order test pairs. Importantly, we excluded the boundary response itself, but included
the other intervening items. Then, we again sorted the data into terciles, and computed
temporal order memory separately for each response time bin. If the relationship
between the speed of boundary response time and temporal order memory were specific
to the processing of the boundary item, then the average response time across the
sequence would not predict temporal order memory. However, if temporal order
memory co-varied with the mean response time across a sequence, than we would
expect a pattern similar to the previous analysis, where longer response times predicted
worse order memory performance. A one-way ANOVA revealed that mean response
time for sequences of trials that crossed an event boundary was not predictive of PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 19 temporal order memory [F(1,85)=1.59, p>.1], providing further evidence that boundary
processing is specifically related to across-trial associative encoding. Discussion The reduction in temporal order memory observed is consistent with previous work
showing event boundary-related reductions in cued recall for narrative stimuli (Ezzyat
& Davachi, 2011), as well as an influence of boundaries on temporal memory for visual
images (Dubrow & Davachi, 2013; DuBrow & Davachi, 2016; Ezzyat & Davachi, 2014). Interestingly, our temporal order memory effects emerged using a simple color
manipulation, demonstrating that boundary-related temporal memory disruptions can
result from simple changes in a perceptual feature of an event. Moreover, we found that
slower boundary encoding response times were associated with worse temporal order
memory for objects spanning those boundaries. In other words, the larger the
magnitude of the “boundary effect” (as indexed by response time), the worse the
temporal order memory for pairs of objects that spanned the boundary. The current
data supports previous work by replicating the boundary-related reduction of
across-event temporal order memory and importantly extends it to suggest a trade-off
between boundary processing itself and across-event order memory. In other words, this
data highlights the idea that orienting to something salient in the environment comes at
the cost of the ongoing maintenance of items over time. Our finding of relatively better
temporal order memory for within-event items as compared to across-event items is also
consistent with buffer models of episodic memory (Atkinson & Shiffrin, 1968; Lehman &
Malmberg, 2009, 2013; Raaijmakers & Shiffrin, 1981). Lehman and Malmberg (2013)
buffer model hypothesizes that during encoding, a buffer process exists that can
maintain or drop information depending upon the goals of the subject or the demands
of the task. Items and contexts that are maintained in the buffer become associatively
linked, while information experienced in different buffers does not become as strongly
associated. In our task, we hypothesize that items encountered in the same color are
maintained in the same buffer whereas a switch in color (i.e. perceptual event The results of the Experiment 2 provide evidence that while associative memory was
enhanced for stimuli presented at perceptual boundaries, these boundaries resulted in a
decrease in temporal order memory for items studied in adjacent events (Figure 3a). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 20 PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Together with the
accuracy data described above, these results argue for a trade-offbetween boundary
processing and across-event mnemonic binding. Encoding response times. Replicating the results from Experiment 1, we see that
response times during encoding varied as a function of within-event position [Figure 3c;
F(5,155)=54.89, p<.001, η2=.66], and a planned contrast revealed that task responses
on boundary items (position 1) were significantly slower than non-boundary items
[position 2-6; t(29)=8.60, p<.001, Cohen’s d=.61]. Retrieval response times. Finally, we compared response times for correct color
and order memory retrieval as a function of condition. The goal of this analysis was to
see whether the relative increase in memory performance we observed in the previous
color and order accuracy analyses (i.e. Figure 3a) was also accompanied by a speeding
of the retrieval response. To test whether the pattern of response times across
conditions was dependent on confidence, we conducted a repeated measures two-way
ANOVA and assessed the condition by confidence interaction. The interaction was not
significant for order [F(1,28)=.06, p>.1] or color [F(1,28)=.07, p>.1], so we collapsed
across confidence. We found that response times for correct color memory retrieval
trials were significantly faster for boundary trials relative to non-boundary trials
[t(29)=6.07, p<.001, Cohen’s d=.52; Figure 3d]. On the order memory test, better
performance on the within-event trials was accompanied by faster response times
relative to the across-event trials [t(29)=3.85, p<.001, Cohen’s d=.40]. Additionally, a
two-way repeated measures ANOVA revealed a significant memory test by condition
interaction [F(1,29)=28.62, p< .001, η2=.50]. In sum, mnemonic representations in
conditions with better memory (boundary object color and within-event temporal
order) were also accessed more quickly at retrieval. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Discussion Discussion
The results of the Experiment 2 provide evidence that while associative memory was
enhanced for stimuli presented at perceptual boundaries, these boundaries resulted in a
decrease in temporal order memory for items studied in adjacent events (Figure 3a). The reduction in temporal order memory observed is consistent with previous work
showing event boundary-related reductions in cued recall for narrative stimuli (Ezzyat
& Davachi, 2011), as well as an influence of boundaries on temporal memory for visual
images (Dubrow & Davachi, 2013; DuBrow & Davachi, 2016; Ezzyat & Davachi, 2014). Interestingly, our temporal order memory effects emerged using a simple color
manipulation, demonstrating that boundary-related temporal memory disruptions can
result from simple changes in a perceptual feature of an event. Moreover, we found that
slower boundary encoding response times were associated with worse temporal order
memory for objects spanning those boundaries. In other words, the larger the
magnitude of the “boundary effect” (as indexed by response time), the worse the
temporal order memory for pairs of objects that spanned the boundary. The current
data supports previous work by replicating the boundary-related reduction of
across-event temporal order memory and importantly extends it to suggest a trade-off
between boundary processing itself and across-event order memory. In other words, this
data highlights the idea that orienting to something salient in the environment comes at
the cost of the ongoing maintenance of items over time. Our finding of relatively better
temporal order memory for within-event items as compared to across-event items is also
consistent with buffer models of episodic memory (Atkinson & Shiffrin, 1968; Lehman &
Malmberg, 2009, 2013; Raaijmakers & Shiffrin, 1981). Lehman and Malmberg (2013)
buffer model hypothesizes that during encoding, a buffer process exists that can
maintain or drop information depending upon the goals of the subject or the demands
of the task. Items and contexts that are maintained in the buffer become associatively
linked, while information experienced in different buffers does not become as strongly
associated. In our task, we hypothesize that items encountered in the same color are
maintained in the same buffer whereas a switch in color (i.e. perceptual event Discussion
The results of the Experiment 2 provide evidence that while associative memory was
enhanced for stimuli presented at perceptual boundaries, these boundaries resulted in a
decrease in temporal order memory for items studied in adjacent events (Figure 3a). Discussion The reduction in temporal order memory observed is consistent with previous work
showing event boundary-related reductions in cued recall for narrative stimuli (Ezzyat
& Davachi, 2011), as well as an influence of boundaries on temporal memory for visual
images (Dubrow & Davachi, 2013; DuBrow & Davachi, 2016; Ezzyat & Davachi, 2014). Interestingly, our temporal order memory effects emerged using a simple color
manipulation, demonstrating that boundary-related temporal memory disruptions can
result from simple changes in a perceptual feature of an event. Moreover, we found that
slower boundary encoding response times were associated with worse temporal order
memory for objects spanning those boundaries. In other words, the larger the
magnitude of the “boundary effect” (as indexed by response time), the worse the
temporal order memory for pairs of objects that spanned the boundary. The current
data supports previous work by replicating the boundary-related reduction of across-event temporal order memory and importantly extends it to suggest a trade-off
between boundary processing itself and across-event order memory. In other words, this
data highlights the idea that orienting to something salient in the environment comes at
the cost of the ongoing maintenance of items over time. Our finding of relatively better
temporal order memory for within-event items as compared to across-event items is also
consistent with buffer models of episodic memory (Atkinson & Shiffrin, 1968; Lehman &
Malmberg, 2009, 2013; Raaijmakers & Shiffrin, 1981). Lehman and Malmberg (2013)
buffer model hypothesizes that during encoding, a buffer process exists that can
maintain or drop information depending upon the goals of the subject or the demands
of the task. Items and contexts that are maintained in the buffer become associatively
linked, while information experienced in different buffers does not become as strongly
associated. In our task, we hypothesize that items encountered in the same color are
maintained in the same buffer whereas a switch in color (i.e. perceptual event PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 21 boundary) may serve as a cue for the brain to flush the contents of the current buffer,
thus creating an associative disconnect between items studied in different contexts. Thus, one possible explanation for our observed difference between within and across
event temporal order memory is that items encountered within the same event occupy
the same buffer and thus are more strongly bound to each other than items encountered
in different events (i.e. distinct buffers). Buffer models of episodic memory have been
quite successful at accounting for patterns in episodic memory, particularly in studies
with an intentional forgetting component (Lehman & Malmberg, 2013). Typically in
these studies, at the end of an encoding list, subjects are instructed on whether or not
to forget the previously studied list. The model predicts that the cue to forget causes a
flushing of the previously studied items from the buffer (a buffer operation the authors
call “compartmentalization”). One major difference between our study and these prior
studies is that we do not explicitly instruct participants to forget between events. In
fact, we encourage participants to bind together items irrespective of the background
color. Thus, a possible interpretation of our findings is that perceptual event boundaries
serve as a bottom-up cue that triggers the brain to remove the contents of the current
buffer. Thus, compartmentalization may occur spontaneously if there is sufficient
perceptual change in the environment. Future work could be conducted to characterize
whether the nature of the task (i.e. top-down vs. bottom-up compartmentalization) has
differential consequences for the organization of events in episodic memory. Finally, the
memory “trade-offs” reported here can be contrasted with a body of literature
investigating block-level or instruction-level trade-offs in item vs. associative in
formation in memory (Einstein & Reed, 1980; Gronlund & Ratcliff, 1989; Hockley &
Cristi, 1996; Hunt & Einstein, 1981; Sharps & Tindall, 1992). In this literature, the
overarching theme is that when item encoding is prioritized over associative or
relational encoding, item memory benefits and associative memory suffers. In contrast,
when associative memory is prioritized, there is a benefit for associative memory but
interestingly, item memory remains intact. In the current work, we show that at event
boundaries, when attention is presumably redirected from item-item associative boundary) may serve as a cue for the brain to flush the contents of the current buffer,
thus creating an associative disconnect between items studied in different contexts. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Thus, one possible explanation for our observed difference between within and across
event temporal order memory is that items encountered within the same event occupy
the same buffer and thus are more strongly bound to each other than items encountered
in different events (i.e. distinct buffers). Buffer models of episodic memory have been
quite successful at accounting for patterns in episodic memory, particularly in studies
with an intentional forgetting component (Lehman & Malmberg, 2013). Typically in
these studies, at the end of an encoding list, subjects are instructed on whether or not
to forget the previously studied list. The model predicts that the cue to forget causes a
flushing of the previously studied items from the buffer (a buffer operation the authors
call “compartmentalization”). One major difference between our study and these prior
studies is that we do not explicitly instruct participants to forget between events. In
fact, we encourage participants to bind together items irrespective of the background
color. Thus, a possible interpretation of our findings is that perceptual event boundaries
serve as a bottom-up cue that triggers the brain to remove the contents of the current
buffer. Thus, compartmentalization may occur spontaneously if there is sufficient
perceptual change in the environment. Future work could be conducted to characterize
whether the nature of the task (i.e. top-down vs. bottom-up compartmentalization) has
differential consequences for the organization of events in episodic memory. Finally, the
memory “trade-offs” reported here can be contrasted with a body of literature
investigating block-level or instruction-level trade-offs in item vs. associative in
formation in memory (Einstein & Reed, 1980; Gronlund & Ratcliff, 1989; Hockley &
Cristi, 1996; Hunt & Einstein, 1981; Sharps & Tindall, 1992). In this literature, the
overarching theme is that when item encoding is prioritized over associative or
relational encoding, item memory benefits and associative memory suffers. In contrast,
when associative memory is prioritized, there is a benefit for associative memory but boundary) may serve as a cue for the brain to flush the contents of the current buffer,
thus creating an associative disconnect between items studied in different contexts. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 22 processing to more local item-context processing, across-event temporal order memory
suffers, while boundary item-context memory is enhanced. To coalesce these findings, it
appears that regardless of whether the manipulation is top-down and extended in time
(such as an instructional manipulation) or bottom-up and dynamic (such as a
perceptual event boundary in the current design), attention to “in-the-moment”
representations trades offwith more temporally extended relational encoding (i.e. focusing on item-item relationships). Thus, in contrast to previous work, the results
reported in the current study highlight the temporally dynamic nature of item and
relational tradeoffs during episodic memory encoding. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 23 with an accompanying verbal label, and after a short distractor task were instructed to
verbally recall as many items as possible. Critically, like the previous experiments, the
studied objects were embedded on a colored frame that periodically changed in color. Experiment 3: Perceptual boundaries impose structure on verbal free recall So far, we’ve provided evidence that perceptual boundaries enhance item-context
associative memory, while simultaneously reducing across-event temporal order memory,
and that the magnitude of the boundary effect is predictive of the cost in temporal order
memory. One intuitive explanation for this pattern of results is that when encountering
a perceptual boundary, there is a shift in attention to the processing of the novel color
information, which trades offwith the integration of the previous item representation
(i.e. the pre-boundary trial) and the current (boundary) trial. We reasoned that if
within-event item representations are more strongly linked than items that span a
boundary, then one might expect within-event items may be represented more similarly
in memory. If asked to recall the items, this could lead to a greater likelihood of
sequentially recalling within-event items relative to across event items. Thus, in
Experiment 3, we tested the hypothesis that the likelihood of making a local forward
transition (e.g. n+1, n+2, n+3) from boundary items to other within-event items would
be greater than the likelihood of a local forward transition from pre-boundary items,
where forward transitions would be to items in a new event. To test this hypothesis, we
employed a modified version of the encoding paradigm used in Experiments 1 and 2 that
was optimized to test memory using verbal free recall (see Design for details). In this
experiment, participants encoded lists of visual objects embedded in a colored frame PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Methods Participants. Participants were 24 individuals (ages 18-35) recruited from New York
University and the greater New York Metropolitan Area. All participants gave informed
written consent in accordance with the University Committee on Activities Involving
Human Subjects (ACAIHS) and participated in exchange for monetary compensation. One person was excluded for not completing the experiment, leaving 23 participants for
all analyses. Materials. For this experiment, we used a subset of the objects (totaling 384
grey-scale objects) used in Experiments 1 and 2. We also included a written label
displayed below each presented object to encourage participants to use the same label
during verbal recall. Each list was designed to have minimal conceptual overlap, to
minimize confusion during free recall scoring as well as semantic clustering at retrieval. Design. In this experiment, participants studied lists of 24 objects (along with a
written label) embedded in a colored frame that changed to a new color after every 4
trials. Like the previous experiments, there were 6 ‘events’ and 5 ‘event boundaries’ per
list. We chose to present 24 items per list rather than 36 (as in Experiment 1 and 2)
due to pilot data suggesting poor free recall performance when longer study lists were
used. Additionally, we reduced event length from 6 to 4 items to ensure adequate power
for the free recall analyses (i.e. to have sufficient boundary trials). Like Experiments 1
and 2, trials that were studied concurrently with a color change are considered
“boundary” trials and objects studied in the other event positions (2-4) are called
“non-boundary” trials. rocedure. For each list (12 total), participants encoded 24 object-color pairs. Procedure. For each list (12 total), participants encoded 24 object-color pairs. Participants were instructed to imagine the object in the color of the frame and make a
pleasantness judgment on the object/color combination. After each study list,
participants completed a distractor task in which they were asked to indicate whether PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 24 arithmetic problems were correct or incorrect (e.g. “5+4+2=11?”). The numbers 1-6
were used for the arithmetic problems, and the probability of the answer being correct
was 50%. Each problem was presented for 3 seconds for a total of 10 problems during
each distractor period (30 seconds). They were also given immediate feedback to
encourage engagement. Following the distractor task, participants were presented with
a screen prompting them to say “Next Block” and then verbally recall as many words as
they could. They were given a minimum of 90 seconds and told to use more time if they
felt they could recall more words. Audio was recorded throughout the entire session. Unclear responses were excluded
from the analysis. Synonyms to words that were actually studied were not considered
correct responses. For example, if the correct response was “panther” and the subject
reported “leopard”, this would not be considered a correct response. However, partial
answers were counted as correct. For example, if the correct response was “toy train”
and the subject responded “train”, it would be marked as correct. The total number of
excluded trials (combining across synonyms, unclear responses and prior list intrusions)
was small (3.7%). Analysis of the free recall audio files was performed by one author
and one research assistant using Penn TotalRecall (http://memory.psych.upenn.edu/TotalRecall). Using this program, the onset and
serial recall order of each retrieved object was recorded. Crucially, scorers were blind to
the encoding condition to which each object belonged. After each free recall period, participants were given an object-color memory task
following the same protocol as Experiments 1 and 2. The object-color memory test was
self-paced. For this experiment, we tested color memory for all 24 studied items in the
list. Across the entire experiment, there were a total of 36 color memory test trials for
each condition (event positions: 1-4). Results Overall Free Recall Performance. Participants recalled an average of 31.30%
(SD=12.6%) of the items presented for each list (or 7.51 out of 24 items per list). As PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 25 expected, free recall varied as a function of serial position of the list [F(23,506)=6.82,
p<.001, η2=.237, Figure 4a], where items at the beginning and the end of the list were
more likely to be recalled than items in the middle of the list (Murdock, 1962). We also
computed free recall performance as a function of event position within an event, but
did not observe an effect [F(3,66)=.96, p>.1], meaning that all event positions 1-4 were
equally likely to be recalled. We discuss the implication of this finding in more detail in
the general discussion. Then, we computed the mean lag-conditional response probability (lag-CRP) curve
(Figure 4b; see Kahana (1996)) which showed that, given free recall of an item, Then, we computed the mean lag-conditional response probability (lag-CRP) curve
(Figure 4b; see Kahana (1996)) which showed that, given free recall of an item,
participants were most likely to make free recall transitions to items in neighboring list
positions, consistent with previous reports (Howard & Kahana, 2002; Kahana, 1996). participants were most likely to make free recall transitions to items in neighboring list
positions, consistent with previous reports (Howard & Kahana, 2002; Kahana, 1996). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 26 items recalled. The results of this analysis are plotted in Figure 5a. Consistent with our
hypothesis, relatively more local forward transitions were made from boundary items
than pre-boundary items [t(22)=1.88, p= .07, Cohen’s d = .71]. These data is
consistent with the idea that perceptual event boundaries influence the structure of free
recall behavior. Next, we tested the idea that local backward transitions from pre-boundary items might
be relatively more likely than local backwards transitions from boundary items because
for pre-boundary items, local backwards transitions were to other within-event items. Next, we tested the idea that local backward transitions from pre-boundary items might
be relatively more likely than local backwards transitions from boundary items because
for pre-boundary items, local backwards transitions were to other within-event items. We performed the same analysis as described above, but now for only local backwards
transitions as a function of within-event position (Figure 5b). Interestingly, we did not
observe the predicted effect that local backward transitions would be relatively more
likely for pre-boundary items as compared to boundary items [t(22)=.10, p>.9]. To
summarize, while local forward transitions were more likely from boundary relative to
pre-boundary items, there was no difference in the likelihood of backward transitions. We performed the same analysis as described above, but now for only local backwards
transitions as a function of within-event position (Figure 5b). Interestingly, we did not
observe the predicted effect that local backward transitions would be relatively more
likely for pre-boundary items as compared to boundary items [t(22)=.10, p>.9]. To
summarize, while local forward transitions were more likely from boundary relative to
pre-boundary items, there was no difference in the likelihood of backward transitions. Distal Transition Probabilities in Free Recall. The intriguing result that there
were no differences in backward transition probabilities led us to the follow question: If
participants are not transitioning from pre-boundary items to other within-event items
(i.e. local backward transitions), to which items are they are more likely to transition? We reasoned that if local forward transitions from pre-boundary items are relatively
unlikely (as compared to boundary items) and there were no differences in local
backward transitions, then transitions from pre-boundary items must be to more distal
items in the list. To quantify this, we computed the average transition distance as a
function of position (Figure 5c). Local Transition Probabilities in Free Recall.
To measure the influence of Local Transition Probabilities in Free Recall. To measure the influence of
perceptual event boundaries on free recall, our next analysis focused on local transition
probabilities. That is, given the recall of item n, what is the likelihood of the next item
recalled being locally forward (i.e. n+1, n+2, or n+3) or locally backward (i.e. n-1, n-2,
or n-3)?. First, we focused on local forward transitions up to a lag of three because for
boundary items, local forward transitions would be to other within-event items whereas
for pre-boundary items (i.e. position 4 items), local forward transitions would be to
items in the next event. We predicted that there would be a greater likelihood of local
forward transitions from boundary items as compared to pre-boundary items due to the
fact that local forward transitions from boundary items would be to other within-event
items. To test this prediction, for each within-event position, we computed the
likelihood of a local forward transition (i.e. the sum of the number of transitions from n
to n+1, n+2, and n+3) divided by the number of transitions to all other items. This
resulted in a measure representing the proportion of the time participants made a local
forward transition relative to all other transitions to items elsewhere in the list. Critically there were no differences in the total number of items recalled for each Critically, there were no differences in the total number of items recalled for each
within-event position (see Free Recall Performance Section) and thus, the above
analysis is only sensitive to the order of free recall, rather than the total number of PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY That is, given the recall of item n, what is the average
lag of the next recalled item? For this analysis, our hypothesis was that transitions
from pre-boundary items would be to more distal items relative to all other
within-event positions. Put another way, when one recalls the last item in an event, we
predicted that they would be relatively more likely to transition to a distal item. To
test this hypothesis, we computed a contrast of the average transition distance from
pre-boundary items relative to the other within-event positions. The analysis revealed PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 27 that the average transition distance from pre-boundary items was significantly more
distal than the average transition distance from other within-event positions
[t(22)=2.63, p<.05, Cohen’s d=.48]. Furthermore, the direct comparison of average
transition distance from pre-boundary and boundary items revealed that pre-boundary
transitions are significantly more distal than boundary transitions [t(22)=2.55, p<.05,
Cohen’s d=.39]. Thus, compared to other within-event positions, free recall transitions
from pre-boundary trials are to relatively more distal items providing further support for
the idea that perceptual event boundaries influence the structure of free recall behavior. Transitions from Pre-boundary Items. Our last free recall analysis was designed
to test the idea that transitions from pre-boundary items would be disproportionately
more likely to boundary items relative to items in other within-event positions. We
predicted that given the recall of the last item in an event (and thus terminating the
recall of a particular episode), one might initiate a memory search process in an
attempt to recall additional items. If boundary items somehow ‘stand out’ in memory
(Radvansky, 2012; Zacks et al., 2007), then the likelihood of transitioning to a boundary
item given the recall of a pre-boundary item may be relatively higher than transitioning
to other within-event positions. In this way, boundary items may serve as a ‘gateway’
into an episodic event. To test this prediction, we computed the conditional likelihood
of transitioning to each within-event position given the recall of a pre-boundary item
(Figure 5d). A contrast of pre-boundary transitions to boundary items relative to items
in other positions suggests that following the recall of a pre-boundary item, there is a
trending effect for boundary items to be recalled next [t(22)=1.89, p<.10, Cohen’s
d=.79]. One potential issue with the analysis described above is that the effect could be
driven solely by local forward transitions (i.e. a temporal contiguity effect). To rule out
this explanation, we performed the analysis again, now removing all local transitions (n
+/- 1, 2 or 3). When analyzing only transitions from pre-boundary items to other distal
items (greater than 3 positions away), the trend remained [t(22)=1.73, p<.10, Cohen’s
d=.60]. Thus consistent with our prediction (albeit a trend), following the recall of the
last item in an event, distal boundary items are more likely to be recalled next (as PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 28 compared to other within event positions). Together with the free recall analyses
described above, these data support the idea that perceptual boundaries introduce
structure into free recall behavior. Color Memory Performance. Analysis of variance revealed a trend for color
memory to vary as a function of within-event position [F(3,66)=2.57, p=.06, η2=.11]. A
planned contrast demonstrated object-color memory was better for boundary trials than
non-boundary trials [t(22)=2.67, p=.01, Cohen’s d=.80]. Post-hoc pairwise t-tests Color Memory Performance. Analysis of variance revealed a trend for color
memory to vary as a function of within-event position [F(3,66)=2.57, p=.06, η2=.11]. A
planned contrast demonstrated object-color memory was better for boundary trials than
non-boundary trials [t(22)=2.67, p=.01, Cohen’s d=.80]. Post-hoc pairwise t-tests
revealed that memory was significantly better for boundary trials than all
non-boundary trials [1 vs. 2: t(23)=2.1, p<.05, Cohen’s d=.24; 1 vs. 3: t(23)=2.84,
p<.05, Cohen’s d=.31; 1 vs. 4: t(23)=2.1, p<.05, Cohen’s d=.22]. The interaction
between confidence and condition was not significant. Note that in this experiment, we
replicate Experiments 1 and 2 by showing that boundary object-color memory accuracy
was better than non-boundary memory. While the effect was modest in this version of
the paradigm, together with the color memory enhancements observed in both
Experiments 1 and 2, these results provide consistent evidence for boundary-related
memory enhancements. Response times for correct color memory retrieval trials also varied as a function of
within-event position [F(3,66)=10.29, p<.001, η2=.319]. A planned contrast between
boundary and non-boundary color retrieval RTs revealed that boundary RTs were
significantly faster than non-boundary RTs [t(22)=-4.24, p<.001, Cohen’s d=1.26]. Post-hoc tests showed that color retrieval RTs were significantly faster for boundary
trials compared to all non-boundary trials [1 vs. 2: t(23)=4.71, p<.001, Cohen’s d=.48;
1 vs. 3: t(23)=2.47, p<.05, Cohen’s d=.29; 1 vs. 4: t(23)=4.08, p<.001, Cohen’s d=.5]. There was no significant interaction between condition and confidence, so these analyses
were performed on data collapsed across condition. Encoding Response Times. There was a significant effect of event position on
encoding response times [F(3,66)=28.90, p<.001, η2=.57]. A planned contrast reveals
that boundary response times were significantly slower than non-boundary [t(22)=6.72,
p<.001, Cohen’s d=2.04]. Pairwise t-tests revealed that boundary encoding response PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 29 times were significantly slower than all non-boundary trials [1 vs. 2: t(23)=7.08,
p<.001, Cohen’s d=.55; 1 vs. 3: t(23)=5.21, p<.001, Cohen’s d=.54; 1 vs. 4:
t(23)=7.11, p<.001, Cohen’s d=.55] and there were no other differences. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY This finding
replicates Experiments 1 and 2 and extends it to include shorter events (four as
compared with six items in Experiments 1 and 2). Math Accuracy. Accuracy on the math task was high (mean=.89, SD=.08) and all
participants performed statistically above chance. Discussion In the current experiment, we aimed to examine whether and how free recall
organization was influenced by perceptual event boundaries. Overall, we found that
transition likelihoods varied as a function of within-event position (Figure 5). First, our
results suggest that local forward transitions were significantly more likely from
boundary items as compared to preboundary items whereas there were no differences
between conditions for local backward transitions (Figure 5a, b). Second, we found that
transitions from preboundary items were on average to more distal items than
transitions from other within-event positions. Lastly, transitions from pre-boundary
items were most likely to be to boundary items as compared to other within-event
positions. These findings argue that perceptual event boundaries influence the structure
of free recall behavior. Our finding that local forward transitions (n+1, n+2, n+3) were more likely from
boundary items than from pre-boundary items is consistent with the idea that items
encountered in the same event are more strongly associated to each other than items in
distinct events. For boundary items, forward local transitions were all to other within
event items, whereas for pre-boundary items local forward transitions were all to items
in the neighboring event. This result is in line with temporal context models of memory
(Howard & Kahana, 2002; Manning, Polyn, Baltuch, Litt, & Kahana, 2011; Polyn,
Natu, Cohen, & Norman, 2005; Polyn et al., 2009a), that propose that during the study
of a list of stimuli, items are bound to a slowly-changing representation of context. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 30 Although the particular features (e.g. semantic, source, temporal) that are included in
the context representation vary according to the specific model, all retrieved context
models propose that when an item is recalled from memory, the context representation
is reinstated and used to guide the retrieval process. Because the context Although the particular features (e.g. semantic, source, temporal) that are included in
the context representation vary according to the specific model, all retrieved context
models propose that when an item is recalled from memory, the context representation
is reinstated and used to guide the retrieval process. Because the context
representations of neighboring items are most similar, this leads to free recall transitions
between neighboring items, and the overall lag-CRP pattern. Our data are in line with
such a retrieval interpretation to the extent that the perceptual details associated with
each item are also reinstated during recall. Thus, reinstatement of the color associated
with an object may make it more likely that participants will recall other objects
encoded with the same color. Although the particular features (e.g. semantic, source, temporal) that are included in
the context representation vary according to the specific model, all retrieved context
models propose that when an item is recalled from memory, the context representation
is reinstated and used to guide the retrieval process. Because the context
representations of neighboring items are most similar, this leads to free recall transitions
between neighboring items, and the overall lag-CRP pattern. Our data are in line with
such a retrieval interpretation to the extent that the perceptual details associated with
each item are also reinstated during recall. Thus, reinstatement of the color associated
with an object may make it more likely that participants will recall other objects
encoded with the same color. Although the particular features (e.g. semantic, source, temporal) that are included in
the context representation vary according to the specific model, all retrieved context
models propose that when an item is recalled from memory, the context representation
is reinstated and used to guide the retrieval process. Because the context representations of neighboring items are most similar, this leads to free recall transitions
between neighboring items, and the overall lag-CRP pattern. Our data are in line with
such a retrieval interpretation to the extent that the perceptual details associated with
each item are also reinstated during recall. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Thus, reinstatement of the color associated
with an object may make it more likely that participants will recall other objects
encoded with the same color. In a previous study, Polyn et al. (2009b) found that when freely recalling a short list of
12 words that included one task switch at the halfway point in the list, participants
tended to cluster their recall responses by items that shared an encoding task. That is,
more free recall transitions were made between words that were encoded using the same
task as compared to words encoded under two different tasks. Our results are consistent
with that result and extend it to suggest that the change in a perceptual feature during
experience is sufficient to impose structure in the free recall of events. While Polyn and
colleagues focused their analyses on the effect of task boundaries on the likelihood of
within- vs. across-event transitions (irrespective of the list position of the item), we
specifically asked whether items that flanked a perceptual boundary would show a
within-event bias. This analytic approach allowed us to determine precisely how
boundaries modulate the likelihood of within-event recall transitions. Interestingly, while we found that local forward transitions are significantly more likely
from boundary items relative to pre-boundary items, we found no difference between
the two conditions in local backwards transitions. If shared context results in stronger
associative binding between items in the same event, one might expect local backwards
transitions to be relatively greater for pre-boundary items compared to other within-event positions, since local backwards transitions would be to other within-event
items. While we note that the aforementioned result is a null finding (and therefore not PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 31 31 directly interpretable), we can offer a few speculations as to why we might not expect to
see an effect. Previous studies suggest that free recall is reliably bias in the forward
direction (Howard & Kahana, 2002; Kahana, 1996) and backwards transitions are
relatively more rare. We see this pattern in our data as well (Figure 4b, 5a, b). Thus,
it’s possible that perceptual boundaries exert a substantially stronger effect on forward
transition probabilities. An alternative explanation is that our experimental design was
not sensitive enough to detect the effect of boundaries on backward transitions (e.g.,
lists too long, events too short or boundaries not strong enough). Nonetheless, the fact
that that we do observe a greater likelihood of local forward transitions from boundary
items as compared to pre-boundary items is evidence that perceptual boundaries do
indeed shape free recall behavior. A second notable observation from this experiment was that the average transition
distance from pre-boundary items was significantly further than from boundary items. On other words, given the successful recall of a pre-boundary item, participants were
more likely to next recall a more distal item in the list. One possible explanation for
this finding is that perceptual event boundaries result in a weak associative link
between a pre-boundary item and its neighboring boundary item (Dubrow & Davachi,
2013; Ezzyat & Davachi, 2011). Because of this weak associative link, after the
successful recall of a pre-boundary item, a memory search process might be initiated
and as a consequence, more distal item may be subsequently recalled. This finding is
consistent with the idea that event boundaries disrupt associative binding between
items and suggest that transitions following the recall of the last item in an event are on
average more distal than transitions fro other within-event positions. A second notable observation from this experiment was that the average transition
distance from pre-boundary items was significantly further than from boundary items. On other words, given the successful recall of a pre-boundary item, participants were
more likely to next recall a more distal item in the list. One possible explanation for
this finding is that perceptual event boundaries result in a weak associative link
between a pre-boundary item and its neighboring boundary item (Dubrow & Davachi,
2013; Ezzyat & Davachi, 2011). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 32 tends to be a boundary item. An intriguing interpretation of this finding is that event
boundaries may serve as a ‘gateway’ into an episodic event. In other words, after
successfully recalling the end of a previous event and during a mnemonic search for
more items, boundary items might stand out as entry points into other mnemonic
episodes. Consistent with this interpretation, we found that on average transitions from
pre-boundary items were more distal than from other positions and out of those distal
transitions, transitions to boundary items were most probable. While the ‘gateway’ idea
is certainly attractive, future studies will be necessary to determine if this is the most
likely explanation for this pattern of results. Finally, event segmentation theory suggests that items encountered at event boundaries
may be more memorable than items encountered elsewhere in an event, possibly due to
increased attention at boundaries (Radvansky, 2012; Zacks et al., 2007). All three
experiments are consistent with this idea by showing that object-color memory is better
at event boundaries than at other within-event positions. Interestingly, however, in
Experiment 3 we did not observe an overall increase in free recall of boundary items, as
one might have predicted from EST. While we hesitate to over interpret this null
finding, we can offer some speculation to why we observed this effect. Rather than
boundaries generally boosting memory for boundary information, boundaries may
selectively increase associative binding between a boundary item and its context. A
mechanism of this nature would predict greater object-color associative memory, but
not necessarily better encoding of boundary items alone. Alternatively, perceptual
boundaries may generally enhance encoding, but our study may not have been sensitive
enough to detect it. Future work will be necessary to disentangle whether event
boundaries differentially influence item memory vs. item-context associative binding. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Because of this weak associative link, after the successful recall of a pre-boundary item, a memory search process might be initiated
and as a consequence, more distal item may be subsequently recalled. This finding is
consistent with the idea that event boundaries disrupt associative binding between
items and suggest that transitions following the recall of the last item in an event are on
average more distal than transitions fro other within-event positions. Another interesting finding from this experiment was that following the successful recall
of a pre-boundary item, the next item recalled is most likely to be a boundary item. Given that pre-boundary items are neighbored by boundary items and that participants
generally tend to transition forward in free recall, this may not seem entirely surprising. However, this effect remains significant after removing local items from the analysis,
suggesting that when one transitions from a pre-boundary item to a more distal item, it Another interesting finding from this experiment was that following the successful recall
of a pre-boundary item, the next item recalled is most likely to be a boundary item. Another interesting finding from this experiment was that following the successful recall
of a pre-boundary item, the next item recalled is most likely to be a boundary item. Given that pre-boundary items are neighbored by boundary items and that participants PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY General Discussion The studies presented here demonstrate that perceptual boundaries influence the
organization of events stored in long-term memory. In Experiment 1, we found that
perceptual boundaries enhanced associative binding between an object and a color PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Finally, in Experiment
3, we found that participants exhibited recall behavior that was structured by
perceptual event boundaries. Taken together, this work provides compelling evidence
that perceptual boundaries have a lasting influence on the structure of our memories. background. In Experiment 2, we show that while boundary-related associative memory
was enhanced, temporal order memory for pairs of items that span a perceptual
boundary was disrupted relative to order memory for within-event item pairs. background. In Experiment 2, we show that while boundary-related associative memory
was enhanced, temporal order memory for pairs of items that span a perceptual
boundary was disrupted relative to order memory for within-event item pairs. Furthermore, the magnitude of the boundary effect (i.e. the response time to the
boundary) predicted the cost in temporal order memory suggesting a trade-offbetween
boundary processing and across-event temporal order memory. Finally, in Experiment
3, we found that participants exhibited recall behavior that was structured by
perceptual event boundaries. Taken together, this work provides compelling evidence
that perceptual boundaries have a lasting influence on the structure of our memories. These results add to a growing body of literature characterizing the influence of event
segmentation on long-term memory (Baldassano et al., 2017; Boltz, 1992; Chen et al.,
2016; Davachi & DuBrow, 2015; Dubrow & Davachi, 2013; DuBrow & Davachi, 2016;
Ezzyat & Davachi, 2011, 2014; Heusser, Poeppel, Ezzyat, & Davachi, 2016; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004; Zacks, Speer, Vettel, & Jacoby, 2006). Previous studies using naturalistic stimuli have provided data consistent with the idea
that information experienced at event boundaries is better encoded in memory (Boltz,
1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). However, there is some
concern that these effects could be explained by differences in the amount of diagnostic background. In Experiment 2, we show that while boundary related associative memory
was enhanced, temporal order memory for pairs of items that span a perceptual
boundary was disrupted relative to order memory for within-event item pairs. Furthermore, the magnitude of the boundary effect (i.e. the response time to the
boundary) predicted the cost in temporal order memory suggesting a trade-offbetween
boundary processing and across-event temporal order memory. Finally, in Experiment
3, we found that participants exhibited recall behavior that was structured by
perceptual event boundaries. Taken together, this work provides compelling evidence
that perceptual boundaries have a lasting influence on the structure of our memories. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY These results add to a growing body of literature characterizing the influence of event
segmentation on long-term memory (Baldassano et al., 2017; Boltz, 1992; Chen et al.,
2016; Davachi & DuBrow, 2015; Dubrow & Davachi, 2013; DuBrow & Davachi, 2016;
Ezzyat & Davachi, 2011, 2014; Heusser, Poeppel, Ezzyat, & Davachi, 2016; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004; Zacks, Speer, Vettel, & Jacoby, 2006). Previous studies using naturalistic stimuli have provided data consistent with the idea
that information experienced at event boundaries is better encoded in memory (Boltz,
1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). However, there is some
concern that these effects could be explained by differences in the amount of diagnostic
information between conditions; that is, if boundary test items provide a better
‘summary’ of a particular event than non-boundary test items, one might expect higher
boundary memory that is not driven by event segmentation processes, per se. By
contrast, in the current study, we carefully matched the boundary and non-boundary
conditions during retrieval, such that the only difference between the two was their
position within an event during encoding. Thus, the best explanation for the
boundary-related memory enhancement in our study is an influence during encoding of
the perceptual boundary on associative binding (between the object and color). This
effect, which we see across three experiments is consistent with previous research
demonstrating boundary-related memory enhancements, and confirms that
segmentation processes during encoding lead to better memory for information encoded Furthermore, the magnitude of the boundary effect (i.e. the response time to the
boundary) predicted the cost in temporal order memory suggesting a trade-offbetween
boundary processing and across-event temporal order memory. Finally, in Experiment
3, we found that participants exhibited recall behavior that was structured by
perceptual event boundaries. Taken together, this work provides compelling evidence
that perceptual boundaries have a lasting influence on the structure of our memories. that perceptual boundaries have a lasting influence on the structure of our memories. These results add to a growing body of literature characterizing the influence of event
segmentation on long-term memory (Baldassano et al., 2017; Boltz, 1992; Chen et al.,
2016; Davachi & DuBrow, 2015; Dubrow & Davachi, 2013; DuBrow & Davachi, 2016;
Ezzyat & Davachi, 2011, 2014; Heusser, Poeppel, Ezzyat, & Davachi, 2016; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004; Zacks, Speer, Vettel, & Jacoby, 2006). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 33 background. In Experiment 2, we show that while boundary-related associative memory
was enhanced, temporal order memory for pairs of items that span a perceptual
boundary was disrupted relative to order memory for within-event item pairs. Furthermore, the magnitude of the boundary effect (i.e. the response time to the
boundary) predicted the cost in temporal order memory suggesting a trade-offbetween
boundary processing and across-event temporal order memory. Finally, in Experiment
3, we found that participants exhibited recall behavior that was structured by
perceptual event boundaries. Taken together, this work provides compelling evidence
that perceptual boundaries have a lasting influence on the structure of our memories. These results add to a growing body of literature characterizing the influence of event
segmentation on long-term memory (Baldassano et al., 2017; Boltz, 1992; Chen et al.,
2016; Davachi & DuBrow, 2015; Dubrow & Davachi, 2013; DuBrow & Davachi, 2016;
Ezzyat & Davachi, 2011, 2014; Heusser, Poeppel, Ezzyat, & Davachi, 2016; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004; Zacks, Speer, Vettel, & Jacoby, 2006). Previous studies using naturalistic stimuli have provided data consistent with the idea
that information experienced at event boundaries is better encoded in memory (Boltz,
1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). However, there is some
concern that these effects could be explained by differences in the amount of diagnostic
information between conditions; that is, if boundary test items provide a better
‘summary’ of a particular event than non-boundary test items, one might expect higher
boundary memory that is not driven by event segmentation processes, per se. By
contrast, in the current study, we carefully matched the boundary and non-boundary
conditions during retrieval, such that the only difference between the two was their
position within an event during encoding. Thus, the best explanation for the
boundary-related memory enhancement in our study is an influence during encoding of
the perceptual boundary on associative binding (between the object and color) This background. In Experiment 2, we show that while boundary-related associative memory
was enhanced, temporal order memory for pairs of items that span a perceptual
boundary was disrupted relative to order memory for within-event item pairs. Furthermore, the magnitude of the boundary effect (i.e. the response time to the
boundary) predicted the cost in temporal order memory suggesting a trade-offbetween
boundary processing and across-event temporal order memory. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 34 at event boundaries. at event boundaries. These results are also consistent with studies of contextual novelty that find that items
that are in someway deviant from the local surroundings show a boost in memory
(Cimbalo, 1978; Fabiani & Donchin, 1995; Lin, Pype, Murray, & Boynton, 2010;
Swallow & Jiang, 2011, 2013; Wallace, 1965). Typically, these studies have observed
differences in item memory based on deviance status. The present study is novel in that
we find enhanced item-context associative binding for contextually novel trials (i.e. object-color pairs encoded at perceptual event boundaries). While this distinction may
seem subtle, it does not follow that better item encoding should necessarily entail better
item-context associative memory. For instance, compared to neutral stimuli, These results are also consistent with studies of contextual novelty that find that items
that are in someway deviant from the local surroundings show a boost in memory
(Cimbalo, 1978; Fabiani & Donchin, 1995; Lin, Pype, Murray, & Boynton, 2010;
Swallow & Jiang, 2011, 2013; Wallace, 1965). Typically, these studies have observed
differences in item memory based on deviance status. The present study is novel in that
we find enhanced item-context associative binding for contextually novel trials (i.e. object-color pairs encoded at perceptual event boundaries). While this distinction may
seem subtle, it does not follow that better item encoding should necessarily entail better
item-context associative memory. For instance, compared to neutral stimuli,
emotionally arousing stimuli show better item memory and worse item-context
associative memory (Bisby & Burgess, 2014; Madan, Caplan, Lau, & Fujiwara, 2012). Furthermore, it is now well established that different neural structures support the
encoding of item information vs. the binding of an item to its context (Davachi, 2006;
Davachi, Mitchell, & Wagner, 2003; Ranganath et al., 2004). Therefore, it is conceivable
that item memory and item-context associative memory are dissociable memory
representations. Future work should test the relationship between item memory and
item-context associative memory at perceptual boundaries. In Experiment 2, we found that temporal order memory was relatively worse for
across-event trial pairs relative to within-event trial pairs. This is consistent with
previous results that show that cued recall (Ezzyat & Davachi, 2011) and temporal
order memory decisions (Dubrow & Davachi, 2013) are more accurate for test items
that were from the same ‘event’ compared to those from adjacent ‘events’ – even though
the actual temporal lag was the same in both conditions. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Previous studies using naturalistic stimuli have provided data consistent with the idea
that information experienced at event boundaries is better encoded in memory (Boltz,
1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). However, there is some
concern that these effects could be explained by differences in the amount of diagnostic
information between conditions; that is, if boundary test items provide a better
‘summary’ of a particular event than non-boundary test items, one might expect higher
boundary memory that is not driven by event segmentation processes, per se. By These results add to a growing body of literature characterizing the influence of event
segmentation on long-term memory (Baldassano et al., 2017; Boltz, 1992; Chen et al.,
2016; Davachi & DuBrow, 2015; Dubrow & Davachi, 2013; DuBrow & Davachi, 2016;
Ezzyat & Davachi, 2011, 2014; Heusser, Poeppel, Ezzyat, & Davachi, 2016; Newtson &
Engquist, 1976; Schwan & Garsoffky, 2004; Zacks, Speer, Vettel, & Jacoby, 2006). Previous studies using naturalistic stimuli have provided data consistent with the idea
that information experienced at event boundaries is better encoded in memory (Boltz,
1992; Newtson & Engquist, 1976; Schwan & Garsoffky, 2004). However, there is some
concern that these effects could be explained by differences in the amount of diagnostic
information between conditions; that is, if boundary test items provide a better
‘summary’ of a particular event than non-boundary test items, one might expect higher
boundary memory that is not driven by event segmentation processes, per se. By
contrast, in the current study, we carefully matched the boundary and non-boundary
conditions during retrieval, such that the only difference between the two was their
position within an event during encoding. Thus, the best explanation for the
boundary-related memory enhancement in our study is an influence during encoding of
the perceptual boundary on associative binding (between the object and color). This
effect, which we see across three experiments is consistent with previous research
demonstrating boundary-related memory enhancements, and confirms that
segmentation processes during encoding lead to better memory for information encoded PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY The current study
complements these previous results that used more complex boundaries (e.g. task/stimulus class switches, narrative temporal boundaries) by demonstrating that
simple perceptual boundaries are sufficient to induce event segmentation processes that
result in better within-event versus across-event associative memory. It’s worthwhile to
note that some theories of recency memory might predict the opposite pattern of results In Experiment 2, we found that temporal order memory was relatively worse for
across-event trial pairs relative to within-event trial pairs. This is consistent with
previous results that show that cued recall (Ezzyat & Davachi, 2011) and temporal
order memory decisions (Dubrow & Davachi, 2013) are more accurate for test items
that were from the same ‘event’ compared to those from adjacent ‘events’ – even though
the actual temporal lag was the same in both conditions. The current study
complements these previous results that used more complex boundaries (e.g. task/stimulus class switches, narrative temporal boundaries) by demonstrating that task/stimulus class switches, narrative temporal boundaries) by demonstrating that
simple perceptual boundaries are sufficient to induce event segmentation processes that
result in better within-event versus across-event associative memory. It’s worthwhile to
note that some theories of recency memory might predict the opposite pattern of results PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 35 (see Friedman (1993) for review). For instance, if participants were using an
item-strength or contextual overlap retrieval strategy to recover recency information, a
change in context between items could be beneficial for performance. On the other
hand, if participants are performing recency discrimination by recovering associative
information among a set of items, one might predict that within-event temporal order
memory would be greater than across-event temporal order memory since shared
contextual features can help to bind items across time. The latter prediction is
consistent with our results, suggesting that rather than a distance-based retrieval
strategy, participants may be relying on retrieving the associative links between a series
of items. Further evidence for this type of retrieval mechanism comes from a study that
found that during a recency discrimination test, the speed of retrieval for items that
intervened the recency test pair during encoding is facilitated relative to items that did
not intervene the test pair (DuBrow & Davachi, 2014). Furthermore, in a related fMRI
experiment, the category of items that intervened the recency test probes during
encoding was “reactivated” during successful recency discrimination (DuBrow &
Davachi, 2014). Together, these findings suggest that in at least some cases (i.e. when
the lag between the tested items is short), recency discrimination can be successfully
performed by recovering the items that intervened the test pair. (see Friedman (1993) for review). For instance, if participants were using an
item-strength or contextual overlap retrieval strategy to recover recency information, a
change in context between items could be beneficial for performance. On the other
hand, if participants are performing recency discrimination by recovering associative
information among a set of items, one might predict that within-event temporal order
memory would be greater than across-event temporal order memory since shared
contextual features can help to bind items across time. The latter prediction is
consistent with our results, suggesting that rather than a distance-based retrieval
strategy, participants may be relying on retrieving the associative links between a series
of items. Further evidence for this type of retrieval mechanism comes from a study that
found that during a recency discrimination test, the speed of retrieval for items that
intervened the recency test pair during encoding is facilitated relative to items that did
not intervene the test pair (DuBrow & Davachi, 2014). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY One interpretation of this
result is that when a participant recalls an item that occurred just prior to an event
boundary, the associative link to the next item was severed by the perceptual boundary,
thus prompting a memory search to recall other items in the list. A mechanism of this
nature could lead to selectively more distal transitions for pre-boundary items relative
to other within-event positions. Lastly, we found that following the successful recall of a
pre-boundary item, there was a trend for boundary items to be recalled next. This was
evident for local transitions as well as distal transitions. One explanation for this
pattern of results is that following the recall of the end of an event, participants may
initiate a memory search process in an effort to recover additional list items. If
boundary items ‘stand out’ in memory due to better overall encoding or better
item-context binding, then the likelihood of a boundary transition would be greater than
the likelihood of transitioning to other list positions. This last preliminary data point is
consistent with the idea that event boundaries may act as ‘gateways’ into an episodic
events. That is, during free recall, boundaries may stand out as entry points into an
episodic memory and facilitate the retrieval of additional within-event information. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY Furthermore, in a related fMRI
experiment, the category of items that intervened the recency test probes during
encoding was “reactivated” during successful recency discrimination (DuBrow &
Davachi, 2014). Together, these findings suggest that in at least some cases (i.e. when
the lag between the tested items is short), recency discrimination can be successfully
performed by recovering the items that intervened the test pair. Finally, the results from our free recall data (Experiment 3) underscore the influence of
perceptual event boundaries on memory organization. Namely, we found that
perceptual boundaries modulated free recall transition probabilities: local forward
transitions from boundary items were more likely as compared to local forward
transitions from pre-boundary items (Figure 5). This is likely due to the fact that for
boundary items, local forward transitions were to other within-event items where as
local forward transitions from pre-boundary items were to items in a different event. This result is consistent with previous studies that find evidence for recall organization
according to the source of the stimuli (Frost, 1971; Hintzman et al., 1972; Murdock &
Walker, 1969; Nilsson, 1974; Polyn et al., 2009b). Interestingly, however, we did not find
that local backwards transitions we more likely for pre-boundary items, as one might Finally, the results from our free recall data (Experiment 3) underscore the influence of
perceptual event boundaries on memory organization. Namely, we found that
perceptual boundaries modulated free recall transition probabilities: local forward
transitions from boundary items were more likely as compared to local forward
transitions from pre-boundary items (Figure 5). This is likely due to the fact that for
boundary items, local forward transitions were to other within-event items where as
local forward transitions from pre-boundary items were to items in a different event. This result is consistent with previous studies that find evidence for recall organization This result is consistent with previous studies that find evidence for recall organization
according to the source of the stimuli (Frost, 1971; Hintzman et al., 1972; Murdock &
Walker, 1969; Nilsson, 1974; Polyn et al., 2009b). Interestingly, however, we did not find
that local backwards transitions we more likely for pre-boundary items, as one might PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 36 expect if recall organization is strongly influenced by source information. However,
since this was a null finding, its interpretation is not entirely straight-forward as many
factors can influence the lack of a finding. Nonetheless, the fact that we see a larger
proportion of local forward transitions from boundary items compared to pre-boundary
items is evidence that perceptual event boundaries structure memory recall behavior. We also found that transitions from pre-boundary items were more likely to be to distal
items (as compared to transitions from boundary items). One interpretation of this
result is that when a participant recalls an item that occurred just prior to an event
boundary, the associative link to the next item was severed by the perceptual boundary,
thus prompting a memory search to recall other items in the list. A mechanism of this
nature could lead to selectively more distal transitions for pre-boundary items relative
to other within-event positions. Lastly, we found that following the successful recall of a
pre-boundary item, there was a trend for boundary items to be recalled next. This was
evident for local transitions as well as distal transitions. One explanation for this
pattern of results is that following the recall of the end of an event, participants may
initiate a memory search process in an effort to recover additional list items. If
boundary items ‘stand out’ in memory due to better overall encoding or better
item-context binding, then the likelihood of a boundary transition would be greater than
the likelihood of transitioning to other list positions. This last preliminary data point is
consistent with the idea that event boundaries may act as ‘gateways’ into an episodic
events. That is, during free recall, boundaries may stand out as entry points into an
episodic memory and facilitate the retrieval of additional within-event information. expect if recall organization is strongly influenced by source information. However,
since this was a null finding, its interpretation is not entirely straight-forward as many
factors can influence the lack of a finding. Nonetheless, the fact that we see a larger
proportion of local forward transitions from boundary items compared to pre-boundary
items is evidence that perceptual event boundaries structure memory recall behavior. We also found that transitions from pre-boundary items were more likely to be to distal
items (as compared to transitions from boundary items). Conclusions Together, Experiments 1 and 2 suggest that while perceptual boundaries may enhance
some forms of memory (i.e. object-color associative memory), this comes at the cost of
reduced across-event associative memory (temporal order memory). In other words,
shifting one’s attention to a novel stimulus in the environment trades offwith the
ongoing maintenance and integration of representations into an event model, and this PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 38 PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 37 causes a disruption in the associative binding of items encountered across time. Finally,
Experiment 3 highlights that perceptual boundaries influence natural recall behavior
and suggests the possibility of a mechanism where event boundaries may serve as a
‘gateway’ into an episodic memory. In summary, the findings from all three studies
highlight that organizational processes during encoding influence the structure of later
episodic memories. References Atkinson, R. C., & Shiffrin, R. M. (1968). Human memory: A proposed system and its
control processes. Psychology of Learning and Motivation, 2, 89–195. Atkinson, R. C., & Shiffrin, R. M. (1968). Human memory: A proposed system and its
control processes. Psychology of Learning and Motivation, 2, 89–195. Atkinson, R. C., & Shiffrin, R. M. (1971). The control of short-term memory. Scientific
American, 225(2), 82–90. doi: 10.1038/scientificamerican0871-82
Baldassano, C., Chen, J., Zadbood, A., Pillow, J. W., Hasson, U., & Norman, K. A. (2017, aug). Discovering event structure in continuous narrative perception and
memory. Neuron, 95(3), 709–721.e5. Retrieved from
https://doi.org/10.1016/j.neuron.2017.06.041 doi:
10.1016/j.neuron.2017.06.041 Atkinson, R. C., & Shiffrin, R. M. (1971). The control of short-term memory. Scientific
American, 225(2), 82–90. doi: 10.1038/scientificamerican0871-82
Baldassano, C., Chen, J., Zadbood, A., Pillow, J. W., Hasson, U., & Norman, K. A. (2017, aug). Discovering event structure in continuous narrative perception and
memory. Neuron, 95(3), 709–721.e5. Retrieved from
https://doi org/10 1016/j neuron 2017 06 041 doi: Atkinson, R. C., & Shiffrin, R. M. (1971). The control of short-term memory. Scientific
American, 225(2), 82–90. doi: 10.1038/scientificamerican0871-82 American, 225(2), 82–90. doi: 10.1038/scientificamerican0871-82
Baldassano, C., Chen, J., Zadbood, A., Pillow, J. W., Hasson, U., & Norman, K. A. (2017, aug). Discovering event structure in continuous narrative perception and
memory. Neuron, 95(3), 709–721.e5. Retrieved from
https://doi.org/10.1016/j.neuron.2017.06.041 doi:
10.1016/j.neuron.2017.06.041 Baldassano, C., Chen, J., Zadbood, A., Pillow, J. W., Hasson, U., & Norman, K. A. (2017, aug). Discovering event structure in continuous narrative perception and
memory. Neuron, 95(3), 709–721.e5. Retrieved from
https://doi.org/10.1016/j.neuron.2017.06.041 doi:
/ memory. Neuron, 95(3), 709–721.e5. Retrieved from Bisby, J. A., & Burgess, N. (2014, January). Negative affect impairs associative
memory but not item memory. Learning & Memory, 21(1), 21–27. doi:
10.1101/lm.032409.113 10.1101/lm.032409.113 Boltz, M. (1992). Temporal accent structure and the remembering of filmed narratives. Journal of Experimental Psychology: Human Perception and Performance, 18(1),
90–105. doi: 10.1037/0096-1523.18.1.90 Chen, J., Leong, Y. C., Honey, C. J., Yong, C. H., Norman, K. A., & Hasson, U. (2016,
dec). Shared memories reveal shared structure in neural activity across
individuals. Nature Neuroscience, 20(1), 115–125. Retrieved from
https://doi.org/10.1038/nn.4450 doi: 10.1038/nn.4450 Cimbalo, R. (1978). Making something stand out: The isolation effect in memory
performance. Practical aspects of memory, 1(101). Davachi, L. (2006, December). Item, context and relational episodic encoding in
humans. Current Opinion in Neurobiology, 16(6), 693–700. doi:
10.1016/j.conb.2006.10.012 Davachi, L., & DuBrow, S. (2015, feb). How the hippocampus preserves order: the role
of prediction and context. Trends in Cognitive Sciences, 19(2), 92–99. Retrieved
from https://doi.org/10.1016/j.tics.2014.12.004 doi:
10.1016/j.tics.2014.12.004 PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 39 Davachi, L., Mitchell, J. P., & Wagner, A. D. (2003, February). Multiple routes to
memory: Distinct medial temporal lobe processes build item and source
memories. Proceedings of the National Academy of Sciences, 100(4), 2157–2162. doi: 10.1073/pnas.0337195100 Dubrow, S., & Davachi, L. (2013, August). The Influence of Context Boundaries on
Memory for the Sequential Order of Events. Journal of experimental psychology. General. doi: 10.1037/a0034024 DuBrow, S., & Davachi, L. (2014, October). Temporal Memory Is Shaped by Encoding
Stability and Intervening Item Reactivation. The Journal of Neuroscience,
34(42), 13998–14005. doi: 10.1523/JNEUROSCI.2535-14.2014
DuBrow, S., & Davachi, L. (2016, oct). Temporal binding within and across events. Neurobiology of Learning and Memory, 134, 107–114. Retrieved from
https://doi.org/10.1016/j.nlm.2016.07.011 doi: 10.1016/j.nlm.2016.07.011 row, S., & Davachi, L. (2016, oct). Temporal binding within and across events. Neurobiology of Learning and Memory, 134, 107–114. Retrieved from Einstein, G. O., & Reed, R. (1980). Levels of processing and organization: Additive
effects of individual-item and relational processing. , 6(5), 588–598. doi:
10.1037/0278-7393.6.5.588 Ezzyat, Y., & Davachi, L. (2011, February). What constitutes an episode in episodic
memory? Psychological science, 22(2), 243–252. doi: 10.1177/0956797610393742 Ezzyat, Y., & Davachi, L. (2014, May). Similarity Breeds Proximity: Pattern Similarity
within and across Contexts Is Related to Later Mnemonic Judgments of Temporal
Proximity. Neuron, 81(5), 1179–1189. doi: 10.1016/j.neuron.2014.01.042 Fabiani, M., & Donchin, E. (1995). Encoding processes and memory organization: A
model of the von Restorffeffect. Journal of Experimental Psychology: Learning,
Memory, and Cognition, 21(1), 224–240. doi: 10.1037/0278-7393.21.1.224 Farrell, S. (2012). Temporal clustering and sequencing in short-term memory and
episodic memory. Psychological Review, 119(2), 223–271. doi: 10.1037/a0027371 Friedman, W. J. (1993). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 41 Cognition, 35(4), 970–988. doi: 10.1037/a0015728 Cognition, 35(4), 970–988. doi: 10.1037/a0015728 Lehman, M., & Malmberg, K. J. (2013). A buffer model of memory encoding and
temporal correlations in retrieval. Psychological Review, 120(1), 155–189. doi:
10.1037/a0030851 Lin, J. Y., Pype, A. D., Murray, S. O., & Boynton, G. M. (2010, March). Enhanced
Memory for Scenes Presented at Behaviorally Relevant Points in Time. PLoS
Biol, 8(3), e1000337. doi: 10.1371/journal.pbio.1000337 Madan, C. R., Caplan, J. B., Lau, C. S. M., & Fujiwara, E. (2012, May). Emotional
arousal does not enhance association-memory. Journal of Memory and Language,
66(4), 695–716. doi: 10.1016/j.jml.2012.04.001 Manning, J. R., Polyn, S. M., Baltuch, G. H., Litt, B., & Kahana, M. J. (2011,
August). Oscillatory patterns in temporal lobe reveal context reinstatement
during memory search. Proceedings of the National Academy of Sciences of the
United States of America, 108(31), 12893–12897. doi: 10.1073/pnas.1015174108 Miller, G. A. (1956). The magical number seven, plus or minus two: some limits on our
capacity for processing information. Psychological Review, 63(2), 81–97. doi:
10.1037/h0043158 10.1101/lm.032409.113 Memory for the time of past events. Psychological Bulletin,
113(1), 44–66. doi: 10.1037/0033-2909.113.1.44 Friedman, W. J. (1993). Memory for the time of past events. Psychological Bulletin,
113(1), 44–66. doi: 10.1037/0033-2909.113.1.44 PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 40 Frost, N. (1971). Clustering by visual shape in the free recall of pictorial stimuli. Frost, N. (1971). Clustering by visual shape in the free recall of pictorial stimuli. Journal of Experimental Psychology, 88(3), 409–413. doi: 10.1037/h0030906 ,
(
)
g
y
p
p
Journal of Experimental Psychology, 88(3), 409–413. doi: 10.1037/h0030906 Gronlund, S. D., & Ratcliff, R. (1989, September). Time course of item and associative
information: implications for global memory models. , 15(5), 846–858. Heusser, A. C., Poeppel, D., Ezzyat, Y., & Davachi, L. (2016, aug). Episodic sequence
memory is supported by a theta-gamma phase code. Nature Neuroscience, 19(10),
1374–1380. Retrieved from https://doi.org/10.1038/nn.4374 doi:
10.1038/nn.4374 Hintzman, D. L., Block, R. A., & Inskeep, N. R. (1972, December). Memory for mode
of input. Journal of Verbal Learning and Verbal Behavior, 11(6), 741–749. doi:
10.1016/S0022-5371(72)80008-2 Hockley, W. E., & Cristi, C. (1996, March). Tests of encoding tradeoffs between item
and associative information. , 24(2), 202–216. Howard, M. W., & Kahana, M. J. (2002, June). A Distributed Representation of
Temporal Context. Journal of Mathematical Psychology, 46(3), 269–299. doi:
10.1006/jmps.2001.1388 Hunt, R. R., & Einstein, G. O. (1981, October). Relational and item-specific
information in memory. , 20(5), 497–514. doi: 10.1016/S0022-5371(81)90138-9 Kahana, M. J. (1996, January). Associative retrieval processes in free recall. Memory &
cognition, 24(1), 103–109. Kurby, C. A., & Zacks, J. M. (2008, February). Segmentation in the perception and
memory of events. Trends in cognitive sciences, 12(2), 72–79. doi:
10.1016/j.tics.2007.11.004 10.1016/j.tics.2007.11.004 Lee, C. L., & Estes, W. K. (1981). Item and order information in short-term memory:
Evidence for multilevel perturbation processes. Journal of Experimental
Psychology: Human Learning and Memory, 7(3), 149–169. doi:
10.1037/0278-7393.7.3.149 Lehman, M., & Malmberg, K. J. (2009). A global theory of remembering and forgetting
from multiple lists. Journal of Experimental Psychology: Learning, Memory, and PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 10.1037/h0043158 Murdock, B. B. (1983). A distributed memory model for serial-order information. Psychological Review, 90(4), 316–338. doi: 10.1037/0033-295X.90.4.316 Murdock, B. B., & Walker, K. D. (1969, October). Modality effects in free recall. Journal of Verbal Learning and Verbal Behavior 8(5) 665 676 doi: Murdock, B. B., & Walker, K. D. (1969, October). Modality effects in free recall. Journal of Verbal Learning and Verbal Behavior, 8(5), 665–676. doi:
10.1016/S0022-5371(69)80120-9 Newtson, D., & Engquist, G. (1976, September). The perceptual organization of
ongoing behavior. Journal of Experimental Social Psychology, 12(5), 436–450. doi: 10.1016/0022-1031(76)90076-7 Nilsson, L.-G. (1974). Further evidence for organization by modality in immediate free
recall. Journal of Experimental Psychology, 103(5), 948–957. doi:
10.1037/h0037406 Polyn, S. M., Natu, V. S., Cohen, J. D., & Norman, K. A. (2005, December). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 42 Category-specific cortical activity precedes retrieval during memory search. Science (New York, N.Y.), 310(5756), 1963–1966. doi: 10.1126/science.1117645 Category-specific cortical activity precedes retrieval during memory search. Science (New York, N.Y.), 310(5756), 1963–1966. doi: 10.1126/science.1117645
Polyn, S. M., Norman, K. A., & Kahana, M. J. (2009a, January). A context
maintenance and retrieval model of organizational processes in free recall. Psychological review, 116(1), 129–156. doi: 10.1037/a0014420 Polyn, S. M., Norman, K. A., & Kahana, M. J. (2009a, January). A context
maintenance and retrieval model of organizational processes in free recall. Psychological review, 116(1), 129–156. doi: 10.1037/a0014420 Polyn, S. M., Norman, K. A., & Kahana, M. J. (2009b, September). Task context and
organization in free recall. Neuropsychologia, 47(11), 2158–2163. doi:
10.1016/j.neuropsychologia.2009.02.013 Raaijmakers, J. G., & Shiffrin, R. M. (1981). Search of associative memory. Psychological Review, 88(2), 93–134. doi: 10.1037/0033-295X.88.2.93
Radvansky, G. A. (2012, August). Across the Event Horizon. Current Directions in
Psychological Science, 21(4), 269–272. doi: 10.1177/0963721412451274 Psychological Review, 88(2), 93–134. doi: 10.1037/0033-295X.88.2.93
Radvansky, G. A. (2012, August). Across the Event Horizon. Current Directions in
Psychological Science, 21(4), 269–272. doi: 10.1177/0963721412451274 Radvansky, G. A. (2012, August). Across the Event Horizon. Current Directions in
Psychological Science, 21(4), 269–272. doi: 10.1177/0963721412451274 Ranganath, C., & Rainer, G. (2003, March). Neural mechanisms for detecting and
remembering novel events. Nature Reviews Neuroscience, 4(3), 193–202. doi:
10.1038/nrn1052 Ranganath, C., Yonelinas, A. P., Cohen, M. X., Dy, C. J., Tom, S. M., & D’Esposito, Ranganath, C., Yonelinas, A. P., Cohen, M. X., Dy, C. J., Tom, S. M., & D’Esposito,
M. (2004). Dissociable correlates of recollection and familiarity within the medial
temporal lobes. Neuropsychologia, 42(1), 2–13. doi:
10.1016/j.neuropsychologia.2003.07.006 Restorff, H. v. 10.1037/h0043158 (1933, December). Über die Wirkung von Bereichsbildungen im
Spurenfeld. Psychologische Forschung, 18(1), 299–342. doi: 10.1007/BF02409636 Reynolds, J. R., Zacks, J. M., & Braver, T. S. (2007, July). A computational model of
event segmentation from perceptual prediction. Cognitive science, 31(4), 613–643. doi: 10.1080/15326900701399913 Schwan, S., & Garsoffky, B. (2004). The cognitive representation of filmic event
summaries. Applied Cognitive Psychology, 18(1), 37–55. doi: 10.1002/acp.940 Sharps, M. J., & Tindall, M. H. (1992, March). Relational and item-specific
information in the determination of "blocking effects". , 20(2), 183–191. Speer, N. K., & Zacks, J. M. (2005, July). Temporal changes as event boundaries PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 43 Processing and memory consequences of narrative time shifts. Journal of Memory
and Language, 53(1), 125–140. doi: 10.1016/j.jml.2005.02.009 Swallow, K. M., & Jiang, Y. V. (2011, February). The role of timing in the attentional
boost effect. Attention, Perception, & Psychophysics, 73(2), 389–404. doi:
10.3758/s13414-010-0045-y Swallow, K. M., & Jiang, Y. V. (2013, May). Attentional Load and Attentional Boost:
A Review of Data and Theory. Frontiers in Psychology, 4. doi:
10.3389/fpsyg.2013.00274 Swallow, K. M., Zacks, J. M., & Abrams, R. A. (2009, May). Event Boundaries in
Perception Affect Memory Encoding and Updating. Journal of experimental
psychology. General, 138(2), 236. doi: 10.1037/a0015631 Wallace, W. P. (1965). Review of the historical, empirical, and theoretical status of the
von Restorffphenomenon. Psychological Bulletin, 63(6), 410–424. doi:
10.1037/h0022001 10.1037/h0022001 Zacks, J. M., Braver, T. S., Sheridan, M. A., Donaldson, D. I., Snyder, A. Z., Ollinger,
J. M., . . . Raichle, M. E. (2001, June). Human brain activity time-locked to
perceptual event boundaries. Nature Neuroscience, 4(6), 651–655. doi:
10.1038/88486 Zacks, J. M., Speer, N. K., Swallow, K. M., Braver, T. S., & Reynolds, J. R. (2007,
March). Event perception: a mind-brain perspective. Psychological bulletin,
133(2), 273–293. doi: 10.1037/0033-2909.133.2.273 Zacks, J. M., Speer, N. K., Vettel, J. M., & Jacoby, L. L. (2006, September). Event
understanding and memory in healthy aging and dementia of the Alzheimer type. Psychology and aging, 21(3), 466–482. doi: 10.1037/0882-7974.21.3.466 PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 44 ure 1. Schematic of the Task. Participants made pleasant/unpleasant judg Figure 1. Schematic of the Task. Participants made pleasant/unpleasant judgments on
object-color pairs. Critically, the color switched every 6 trials. Object-color associative
memory test. (Bottom, left) After encoding, participants performed a two alternative
forced choice object-color memory test. The object-color test was in both Experiment 1
and 2. Temporal order memory test. (Bottom, right) After the color test, temporal
order memory was tested using a two alternative forced choice task. Participants
indicated which of two studied objects appeared first in the list. The temporal order
test was only in Experiment 2. Figure 1. Schematic of the Task. Participants made pleasant/unpleasant judgments on
object-color pairs. Critically, the color switched every 6 trials. Object-color associative
memory test. (Bottom, left) After encoding, participants performed a two alternative
forced choice object-color memory test. The object-color test was in both Experiment 1
and 2. Temporal order memory test. (Bottom, right) After the color test, temporal
order memory was tested using a two alternative forced choice task. Participants
indicated which of two studied objects appeared first in the list. The temporal order
test was only in Experiment 2. Figure 1. Schematic of the Task. Participants made pleasant/unpleasant judgments on
object-color pairs. Critically, the color switched every 6 trials. Object-color associative
memory test. (Bottom, left) After encoding, participants performed a two alternative
forced choice object-color memory test. The object-color test was in both Experiment 1
and 2. Temporal order memory test. (Bottom, right) After the color test, temporal
order memory was tested using a two alternative forced choice task. Participants
indicated which of two studied objects appeared first in the list. The temporal order
test was only in Experiment 2. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 45 1
2
3
4
5
6
position
0.5
0.6
0.7
0.8
0.9
1.0
mean(accuracy)
***
A
1
2
3
4
5
6
position
1.0
1.2
1.4
1.6
1.8
2.0
2.2
mean(response time)
***
B
Figure 2. Experiment 1 Results. Object-color associative memory accuracy (A) and
response times are shown as a function of within-event position (B). Error bars
represent 95% confidence intervals. *p < .05, **p < .005, ***p < .001. 2B Figure 2. Experiment 1 Results. Object-color associative memory accuracy (A) and
response times are shown as a function of within-event position (B). Error bars
represent 95% confidence intervals. *p < .05, **p < .005, ***p < .001. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 46 object-color
temporal order
test
0.5
0.6
0.7
0.8
0.9
1.0
mean(accuracy)
***
***
***
A
boundary
nonboundary
boundary
nonboundary
condition
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
mean(accuracy)
***
n.s. *
B
fastest
middle
slowest
1
2
3
4
5
6
position
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
mean(response time)
***
C
object-color
temporal order
test
1
2
3
4
5
6
mean(response time)
***
***
***
D
boundary
nonboundary
Figure 3. Experiment 2 Results. (A) Memory accuracy is shown as a function of test
and condition. (B) Temporal order memory accuracy split into terciles by encoding
response time of intervening boundary (for across-event) or non-boundary (for
within-event) trial. (C) Task response times during encoding as a function of event
position. (D) Retrieval response times for correct trials as a function of condition and
memory test. All error bars represent 95% confidence intervals. *p<.05, **p<.005,
***p<.001. boundary
nonboundary
condition
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
mean(accuracy)
***
n.s. *
B
fastest
middle
slowest
D object-color
temporal order
test
0.5
0.6
0.7
0.8
0.9
1.0
mean(accuracy)
***
***
***
A
boundary
nonboundary
C 0 B condition
object-color
temporal order
test
1
2
3
4
5
6
mean(response time)
***
***
***
D
boundary
nonboundary 6 D C 1
2
3
4
5
6
position
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
mean(response time)
***
C Figure 3. Experiment 2 Results. (A) Memory accuracy is shown as a function of test
and condition. (B) Temporal order memory accuracy split into terciles by encoding
response time of intervening boundary (for across-event) or non-boundary (for
within-event) trial. (C) Task response times during encoding as a function of event
position. (D) Retrieval response times for correct trials as a function of condition and
memory test. All error bars represent 95% confidence intervals. *p<.05, **p<.005,
***p<.001. PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 47 A
B
Figure 4. Experiment 3: Serial Position Curve and Lag-CRP (A) Memory accuracy
broken down by list position. (B) Given the recall of an item in position n, this graph
plots the probability of recalling a neighboring items next in the recall sequence (+/- 5). B A B Figure 4. Experiment 3: Serial Position Curve and Lag-CRP (A) Memory accuracy
broken down by list position. (B) Given the recall of an item in position n, this graph
plots the probability of recalling a neighboring items next in the recall sequence (+/- 5). Figure 4. Experiment 3: Serial Position Curve and Lag-CRP (A) Memory accuracy
broken down by list position. (B) Given the recall of an item in position n, this graph
plots the probability of recalling a neighboring items next in the recall sequence (+/- 5). PERCEPTUAL BOUNDARIES AND ASSOCIATIVE MEMORY 48 1
2
3
4
position
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
mean(transition probability)
~
A
1
2
3
4
position
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
mean(transition probability)
n.s. B
1
2
3
4
position
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
mean(transition distance)
**
C
1
2
3
4
position
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
mean(transition probability)
~
D
Figure 5. Experiment 3 Results. (A) Local forward (sum of n+1, n+2, n+3) transition
likelihood as a function of within-event position. (B) Local backward (sum of n-1, n-2,
n-3) transition likelihood as a function of within-event position. (C) Average transition
distance as a function of within-event position. (D) Likelihood of transition from
pre-boundary items as a function of within-event position. Error bars represent 95%
confidence intervals. ~p<.10, *p<.05, **p<.005. 1
2
3
4
position
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
mean(transition probability)
~
A
C 1
2
3
4
position
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
mean(transition probability)
n.s. B
D B D Figure 5. Experiment 3 Results. (A) Local forward (sum of n+1, n+2, n+3) transition
likelihood as a function of within-event position. (B) Local backward (sum of n-1, n-2,
n-3) transition likelihood as a function of within-event position. (C) Average transition
distance as a function of within-event position. (D) Likelihood of transition from
pre-boundary items as a function of within-event position. Error bars represent 95%
confidence intervals. ~p<.10, *p<.05, **p<.005.
|
https://openalex.org/W4220967738
|
https://www.researchsquare.com/article/rs-893209/latest.pdf
|
English
| null |
A multi-environment framework to evaluate the adaptation of wheat (Triticum aestivum) to heat stress
|
Theoretical and applied genetics
| 2,022
|
cc-by
| 24,978
|
Authors:
3 Assessing adaptation to abiotic stresses such as high temperature conditions across multiple
12
environments presents opportunities for breeders to target selection for broad adaptation and
13
specific adaptation. 14 Assessing adaptation to abiotic stresses such as high temperature conditions across multiple
12
environments presents opportunities for breeders to target selection for broad adaptation and
13
specific adaptation. 14 Assessing adaptation to abiotic stresses such as high temperature conditions across multiple
12
environments presents opportunities for breeders to target selection for broad adaptation and
13
specific adaptation. 14 Research Article Keywords: Heat-stress, QTL, multi-environment, adaptation
Posted Date: September 21st, 2021
DOI: https://doi.org/10.21203/rs.3.rs-893209/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Keywords: Heat-stress, QTL, multi-environment, adaptation License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Version of Record: A version of this preprint was published at Theoretical and Applied Genetics on
January 20th, 2022. See the published version at https://doi.org/10.1007/s00122-021-04024-5. A multi-environment framework to evaluate the adaptation of wheat
1
(Triticum aestivum) to heat stress
2
Authors:
3
Paul Telfer1,2*, James Edwards1,2, Julian Taylor2, Jason A. Able2, Haydn Kuchel1,2
4
1 Australian Grain Technologies, 20 Leitch Road, Roseworthy, SA 5371, Australia
5
2 School of Agriculture, Food and Wine, The University of Adelaide, Waite Campus, PMB 1 Glen
6
Osmond, Adelaide, SA 5064, Australia
7
* Corresponding author. E-mail address: paul.telfer@agtbreeding.com.au
8
Keywords:
9
Heat-stress, QTL, multi-environment, adaptation
10
Key Message:
11
Assessing adaptation to abiotic stresses such as high temperature conditions across multiple
12
environments presents opportunities for breeders to target selection for broad adaptation and
13
specific adaptation. 14
Supplementary Material
15
Supplementary Table 1. Consensus map and individual linkage maps for all populations affixed with
16
RefSeq physical positions of QTL identified. 17
Supplementary Table 2. All QTL identified by trait measured, QTL type (responsive or performance; if
18
responsive the climatic co-variate to which responsiveness was found), interval position (cM)
19
(consensus map position), the effect of each QTL, P-Value, LOD, and physical position (RefSeq). 20
Conflict of interest statement
21 Supplementary Material
15 Supplementary Table 1. Consensus map and individual linkage maps for all populations affixed with
16
RefSeq physical positions of QTL identified. 17 Supplementary Table 1. Consensus map and individual linkage maps for all populations affixed with
16
RefSeq physical positions of QTL identified. 17 Supplementary Table 2. All QTL identified by trait measured, QTL type (responsive or performance; if
18
responsive the climatic co-variate to which responsiveness was found), interval position (cM)
19
(consensus map position), the effect of each QTL, P-Value, LOD, and physical position (RefSeq). 20 On behalf of all authors, the corresponding author states that there is no conflict of interest. 22
Data availability
23
The datasets generated during the current study are available from the corresponding author on
24
reasonable request. 25 On behalf of all authors, the corresponding author states that there is no conflict of interest. 22 On behalf of all authors, the corresponding author states that there is no conflict of interest. The datasets generated during the current study are available from the corresponding author on
24
reasonable request. 25 The datasets generated during the current study are available from the corresponding author on
24
reasonable request. 25 26 Abstract
27 Adaptation of wheat to heat stress is an important component of adaptation in variable climates such
28
as the cereal producing areas of Australia. However, in variable climates stress conditions may not be
29
present in every season or is present at different levels, at different times during the season. Such
30
conditions complicate plant breeder’s ability to select for adaptation to abiotic stress. This study
31
presents a framework for the assessment of the genetic basis of adaptation to heat stress conditions
32
with improved relevance to breeder’s selection objectives. The framework was applied here with the
33
evaluation of 1225 doubled haploid lines from five populations across six environments (three
34
environments selected for contrasting temperature stress conditions during anthesis and grain fill
35
periods, over two consecutive seasons), using regionally best practice planting times to evaluate the
36
role of heat stress conditions in genotype adaptation. Temperature co-variates were determined for
37
each genotype, in each environment, for the anthesis and grain fill periods. Genome wide QTL analysis
38
identified performance QTL for stable effects across all environments, and QTL that illustrated
39
responsiveness to heat stress conditions across the sampled environments. A total of 199 QTL were
40
identified, including 60 performance QTL, and 139 responsiveness QTL. Of the identified QTL, 99
41
occurred iseparate to the 21 anthesis date QTL identified. Assessing adaptation to heat stress
42
conditions as the combination of performance and responsiveness offers breeders opportunities to
43
select for grain yield stability across a range of environments, as well as genotypes with higher relative
44
yield in stress conditions. 45 Adaptation of wheat to heat stress is an important component of adaptation in variable climates such
28
as the cereal producing areas of Australia. However, in variable climates stress conditions may not be
29
present in every season or is present at different levels, at different times during the season. Such
30
conditions complicate plant breeder’s ability to select for adaptation to abiotic stress. This study
31
presents a framework for the assessment of the genetic basis of adaptation to heat stress conditions
32
with improved relevance to breeder’s selection objectives. Abstract
27 The framework was applied here with the
33
evaluation of 1225 doubled haploid lines from five populations across six environments (three
34
environments selected for contrasting temperature stress conditions during anthesis and grain fill
35
periods, over two consecutive seasons), using regionally best practice planting times to evaluate the
36
role of heat stress conditions in genotype adaptation. Temperature co-variates were determined for
37
each genotype, in each environment, for the anthesis and grain fill periods. Genome wide QTL analysis
38
identified performance QTL for stable effects across all environments, and QTL that illustrated
39
responsiveness to heat stress conditions across the sampled environments. A total of 199 QTL were
40
identified, including 60 performance QTL, and 139 responsiveness QTL. Of the identified QTL, 99
41
occurred iseparate to the 21 anthesis date QTL identified. Assessing adaptation to heat stress
42
conditions as the combination of performance and responsiveness offers breeders opportunities to
43
select for grain yield stability across a range of environments, as well as genotypes with higher relative
44
yield in stress conditions. 45 46 Introduction
47 Many regions throughout the world experience heat, drought, and frost stress that limit crop
48
production. In the Mediterranean-type climates of southern Australia heat stress conditions during
49
the sensitive stage of anthesis and early grain filling are common (Zheng et al. 2012), often co-
50
occurring with other abiotic stresses such as drought and wind (Machado and Paulsen 2001; Shah and
51
Paulsen 2003). In southern Australia heat stress conditions during anthesis and early grain fill are
52
typically short periods, of up to a few days in length, with daily maximum temperatures in excess of
53
35ᵒC accompanied with winds in excess of 40 km h-1 (Alexander et al. 2010; Talukder et al. 2013). The
54
impacts of such stress events can be significant, with Kuchel et al. (2007a) and Bennett et al. (2012b)
55
reporting yield loss of up to 187 kg ha-1 for every one-degree increase in average temperature during
56
anthesis and grain fill in field experiments conducted across southern Australia. This was confirmed
57
by Telfer et al. (2018), who identified a reduction in grain yield of 161 kg ha-1 for each day with a
58
maximum temperature in excess of 30ᵒC during grain fill, and a reduction of 302 kg ha-1 for each day
59
with maximum temperature in excess of 30ᵒC during anthesis. 60 Stress conditions, like those described, impact negatively on a range of developmental stages and
61
physiological processes (Wahid et al. 2007). Plant mechanisms that manage antioxidants, heat shock
62
proteins, maintenance of cell membrane stability, and maintenance of protein stability and function
63
often underpin a plant's ability to cope with stress (Dolferus et al. 2011; Wahid et al. 2007). In the
64
field, heat stress results in reduced pollen viability and seed set when it occurs during anthesis
65
(Dolferus et al. 2011; Saini et al. 1999). Stress during grain filling leads to reduced starch and protein
66
accumulation (Bhullar and Jenner 1985; Zahedi et al. 2004), accelerated plant development,
67
premature leaf senescence, and reduced photosynthetic rate and capacity (Stone and Nicolas 1995;
68
Tewolde et al. 2006), which ultimately reduces grain size (Sharma et al. 2008; Stone and Nicolas 1995;
69
Talukder et al. 2014a; Wardlaw 1994) and grain yield (Talukder et al. 2014a; Tewolde et al. 2006). Introduction
47 70 Stress conditions, like those described, impact negatively on a range of developmental stages and
61
physiological processes (Wahid et al. 2007). Plant mechanisms that manage antioxidants, heat shock
62
proteins, maintenance of cell membrane stability, and maintenance of protein stability and function
63
often underpin a plant's ability to cope with stress (Dolferus et al. 2011; Wahid et al. 2007). In the
64
field, heat stress results in reduced pollen viability and seed set when it occurs during anthesis
65
(Dolferus et al. 2011; Saini et al. 1999). Stress during grain filling leads to reduced starch and protein
66
accumulation (Bhullar and Jenner 1985; Zahedi et al. 2004), accelerated plant development,
67
premature leaf senescence, and reduced photosynthetic rate and capacity (Stone and Nicolas 1995;
68
Tewolde et al. 2006), which ultimately reduces grain size (Sharma et al. 2008; Stone and Nicolas 1995;
69
Talukder et al. 2014a; Wardlaw 1994) and grain yield (Talukder et al. 2014a; Tewolde et al. 2006). 70 Tolerance to heat stress in wheat has been previously reported. This includes the Australian wheat
71
varieties; Halberd (Hays et al. 2007) and Gladius (Fleury et al. 2010; Talukder et al. 2014a), as well as
72
breeding and research line, RAC875 (Bennett et al. 2012a; Izanloo et al. 2008). This was also confirmed
73
by Telfer et al. (2018) who showed that Halberd expressed tolerance to heat stress during flowering,
74
and Gladius and RAC875 that expressed tolerance to heat stress experienced during grain filling. 75
Additionally, Gladius and RAC875 have been reported as drought-tolerant (Bennett et al. 2012a; Fleury
76
et al. 2010; Izanloo et al. 2008; Shirdelmoghanloo et al. 2016a). 77 Tolerance to heat stress in wheat has been previously reported. This includes the Australian wheat
71
varieties; Halberd (Hays et al. 2007) and Gladius (Fleury et al. 2010; Talukder et al. 2014a), as well as
72
breeding and research line, RAC875 (Bennett et al. 2012a; Izanloo et al. 2008). This was also confirmed
73
by Telfer et al. (2018) who showed that Halberd expressed tolerance to heat stress during flowering,
74
and Gladius and RAC875 that expressed tolerance to heat stress experienced during grain filling. 75
Additionally, Gladius and RAC875 have been reported as drought-tolerant (Bennett et al. 2012a; Fleury
76
et al. 2010; Izanloo et al. 2008; Shirdelmoghanloo et al. 2016a). Introduction
47 77 Various methods have been used to evaluate performance under heat stress conditions, using
78
controlled environments or in-field conditions, including Telfer et al. (2018) who compared a
79
controlled environment assay and a field assay for the evaluation of adaption to heat stress conditions. 80 Various methods have been used to evaluate performance under heat stress conditions, using
78
controlled environments or in-field conditions, including Telfer et al. (2018) who compared a
79
controlled environment assay and a field assay for the evaluation of adaption to heat stress conditions. 80
Controlled environment conditions offer many advantages; including ensuring a consistent and
81
repeatable stress environment and being able to manage a range of confounding factors that may be
82
present in field conditions. The oftentimes confounding effects of maturity can be managed using
83
controlled environments, in contrast to field experiments where material that develops at a different
84
rate may be exposed to different temperature stress conditions making comparisons challenging. 85
Despite the advantages of controlled environments, validation is required under representative field
86
conditions. To ensure a high incidence of heat stress conditions, delayed sowing has been a commonly
87
used methodology to ensure that sensitive developmental stages coincide with heat stress conditions
88
typically experienced later in the season (Bennett et al. 2012b; Esten Mason et al. 2013; Pinto et al. 89
2010; Reynolds et al. 2007; Sadras et al. 2015). Unfortunately in this system plants are exposed to
90
growing conditions that are not representative of agronomic practices employed by grain producers,
91
such as longer photoperiod and altered plant available water (Sadras et al. 2015). With phenological
92
development a primary driver of adaptation, and development rate interacting strongly with sowing
93
date, assessments of heat stress adaptation using sowing date variation are consequently
94
confounded, precluding clear conclusions being drawn from such studies. 95 Various methods have been used to evaluate performance under heat stress conditions, using
78
controlled environments or in-field conditions, including Telfer et al. (2018) who compared a
79
controlled environment assay and a field assay for the evaluation of adaption to heat stress conditions. 80
Controlled environment conditions offer many advantages; including ensuring a consistent and
81
repeatable stress environment and being able to manage a range of confounding factors that may be
82
present in field conditions. Introduction
47 (2018) previously discussed an alternative approach whereby the heat stress tolerance of
103
wheat germplasm is evaluated across a multi-environment (contrasting for heat stress) study. Such a
104
system enables the material to be grown in representative growing environments using regional best
105
practice agronomy and using the natural variation in temperature across the environments to evaluate
106
genotype response to heat stress. This provides the opportunity to evaluate adaptation to heat stress
107
conditions in large-scale breeding trials across a range of environments, subsequently enabling the
108
identification and validation of genetic loci using genetic mapping populations. Kuchel et al. (2007a)
109
also reported similar results, having evaluated doubled haploid bi-parental material across multiple
110
representative environments. In that study, variable expression of QTL for grain yield, and associated
111
traits, were attributable to environmental factors such as temperature and rainfall conditions varying
112
across the environments sampled. Similarly, Tura et al. (2020) was able to identify QTL-by-
113
environment interactions for grain yield and related traits. 114 Telfer et al. (2018) previously discussed an alternative approach whereby the heat stress tolerance of
103
wheat germplasm is evaluated across a multi-environment (contrasting for heat stress) study. Such a
104
system enables the material to be grown in representative growing environments using regional best
105
practice agronomy and using the natural variation in temperature across the environments to evaluate
106
genotype response to heat stress. This provides the opportunity to evaluate adaptation to heat stress
107
conditions in large-scale breeding trials across a range of environments, subsequently enabling the
108
identification and validation of genetic loci using genetic mapping populations. Kuchel et al. (2007a)
109
also reported similar results, having evaluated doubled haploid bi-parental material across multiple
110
representative environments. In that study, variable expression of QTL for grain yield, and associated
111
traits, were attributable to environmental factors such as temperature and rainfall conditions varying
112
across the environments sampled. Similarly, Tura et al. (2020) was able to identify QTL-by-
113
environment interactions for grain yield and related traits. 114 A number of studies have identified QTL for adaptation to heat stress conditions that potentially
115
confer improved grain yield (Bennett et al. 2012b; Bhusal et al. 2017; Esten Mason et al. 2013; Liu et
116
al. 2019; Paliwal et al. 2012; Pinto et al. 2016; Pinto et al. 2010; Tadesse et al. 2019; Vijayalakshmi et
117
al. Introduction
47 The oftentimes confounding effects of maturity can be managed using
83
controlled environments, in contrast to field experiments where material that develops at a different
84
rate may be exposed to different temperature stress conditions making comparisons challenging. 85
Despite the advantages of controlled environments, validation is required under representative field
86
conditions. To ensure a high incidence of heat stress conditions, delayed sowing has been a commonly
87
used methodology to ensure that sensitive developmental stages coincide with heat stress conditions
88
typically experienced later in the season (Bennett et al. 2012b; Esten Mason et al. 2013; Pinto et al. 89
2010; Reynolds et al. 2007; Sadras et al. 2015). Unfortunately in this system plants are exposed to
90
growing conditions that are not representative of agronomic practices employed by grain producers,
91
such as longer photoperiod and altered plant available water (Sadras et al. 2015). With phenological
92
development a primary driver of adaptation, and development rate interacting strongly with sowing
93
date, assessments of heat stress adaptation using sowing date variation are consequently
94
confounded, precluding clear conclusions being drawn from such studies. 95 Field evaluation of heat stress adaptation has also been carried out using portable heat chambers in
96
the field to induce heat stress treatments (Alexander et al. 2010; Talukder et al. 2013; Thistlethwaite
97
et al. 2020). Such methodology provides the relevance of a field trial, being managed to agronomic
98
best practice, with the added benefit of controlled environment evaluation through consistent heat
99
stress treatments and fewer confounding factors arising from variation in phenology. The physical
100
encumbrance of handling heat chambers in the field, however, largely limits such systems to smaller
101
exploratory experiments with far fewer genotypes. 102 Field evaluation of heat stress adaptation has also been carried out using portable heat chambers in
96
the field to induce heat stress treatments (Alexander et al. 2010; Talukder et al. 2013; Thistlethwaite
97
et al. 2020). Such methodology provides the relevance of a field trial, being managed to agronomic
98
best practice, with the added benefit of controlled environment evaluation through consistent heat
99
stress treatments and fewer confounding factors arising from variation in phenology. The physical
100
encumbrance of handling heat chambers in the field, however, largely limits such systems to smaller
101
exploratory experiments with far fewer genotypes. 102 Telfer et al. Introduction
47 2010), grain size (Ali et al. 2013; Bennett et al. 2012b; Bhusal et al. 2017; Esten Mason et al. 2010;
118
Guan et al. 2018; Liu et al. 2019; Mason et al. 2011; Mohammadi et al. 2008; Paliwal et al. 2012; Pinto
119
et al. 2016; Pinto et al. 2010; Shirdelmoghanloo 2014; Shirdelmoghanloo et al. 2016b; Tadesse et al. 120 2019), grain number (Bhusal et al. 2017; Esten Mason et al. 2010; Guan et al. 2018; Liu et al. 2019;
121
Mason et al. 2011; Pinto et al. 2016; Pinto et al. 2010; Telfer et al. 2021), grain fill rate (Paliwal et al. 122
2012; Pinto et al. 2016; Shirdelmoghanloo 2014), harvest index (Shirdelmoghanloo 2014), senescence
123
rate (Pinto et al. 2016; Shirdelmoghanloo 2014; Vijayalakshmi et al. 2010) and maturation rate (Bhusal
124
et al. 2017; Paliwal et al. 2012; Shirdelmoghanloo 2014). QTL for physiological traits potentially related
125
to heat stress tolerance have also been identified, including leaf chlorophyll content (Ali et al. 2013;
126
Liu et al. 2019; Pinto et al. 2016; Pinto et al. 2010; Shirdelmoghanloo 2014; Talukder et al. 2014b;
127
Vijayalakshmi et al. 2010), canopy temperature (Ali et al. 2013; Bennett et al. 2012b; Liu et al. 2019;
128
Paliwal et al. 2012; Pinto et al. 2016; Pinto et al. 2010), photosystem II efficiency (Fv/Mv) (Sharma et
129
al. 2017; Vijayalakshmi et al. 2010), NDVI (Liu et al. 2019; Pinto et al. 2016; Pinto et al. 2010) and
130
membrane damage (Talukder et al. 2014b). These studies have primarily been undertaken using
131
delayed sowing systems in the field (Bennett et al. 2012b; Bhusal et al. 2017; Esten Mason et al. 2013;
132
Liu et al. 2019; Paliwal et al. 2012; Pinto et al. 2016; Pinto et al. 2010) or in controlled environment
133
assays (Mason et al. 2011; Mohammadi et al. 2008; Shirdelmoghanloo 2014; Talukder et al. 2014b;
134
Telfer et al. 2021; Vijayalakshmi et al. 2010). 135 2019), grain number (Bhusal et al. 2017; Esten Mason et al. 2010; Guan et al. 2018; Liu et al. 2019;
121
Mason et al. 2011; Pinto et al. 2016; Pinto et al. 2010; Telfer et al. 2021), grain fill rate (Paliwal et al. 122
2012; Pinto et al. 2016; Shirdelmoghanloo 2014), harvest index (Shirdelmoghanloo 2014), senescence
123
rate (Pinto et al. 2016; Shirdelmoghanloo 2014; Vijayalakshmi et al. 2010) and maturation rate (Bhusal
124
et al. Introduction
47 2017; Paliwal et al. 2012; Shirdelmoghanloo 2014). QTL for physiological traits potentially related
125
to heat stress tolerance have also been identified, including leaf chlorophyll content (Ali et al. 2013;
126
Liu et al. 2019; Pinto et al. 2016; Pinto et al. 2010; Shirdelmoghanloo 2014; Talukder et al. 2014b;
127
Vijayalakshmi et al. 2010), canopy temperature (Ali et al. 2013; Bennett et al. 2012b; Liu et al. 2019;
128
Paliwal et al. 2012; Pinto et al. 2016; Pinto et al. 2010), photosystem II efficiency (Fv/Mv) (Sharma et
129
al. 2017; Vijayalakshmi et al. 2010), NDVI (Liu et al. 2019; Pinto et al. 2016; Pinto et al. 2010) and
130
membrane damage (Talukder et al. 2014b). These studies have primarily been undertaken using
131
delayed sowing systems in the field (Bennett et al. 2012b; Bhusal et al. 2017; Esten Mason et al. 2013;
132
Liu et al. 2019; Paliwal et al. 2012; Pinto et al. 2016; Pinto et al. 2010) or in controlled environment
133
assays (Mason et al. 2011; Mohammadi et al. 2008; Shirdelmoghanloo 2014; Talukder et al. 2014b;
134
Telfer et al. 2021; Vijayalakshmi et al. 2010). 135 As discussed by Lemerle et al. (2006), tolerance has previously been defined as the difference in trait
136
expression between an unstressed control and a stressed treatment. Usually there is a strong
137
correlation between trait expression in both stressed and unstressed conditions, making this a
138
potentially misleading definition. Lemerle et al. (2006) and Dolferus et al. (2019) further defined
139
tolerance as a positive deviation from the expected response between the stressed and unstressed
140
treatments. As discussed by Telfer et al. (2021), this deviation from the expected response under
141
stress conditions is more accurately interpreted as responsiveness to stress conditions, and should be
142
considered as an independent factor in adaptation in combination with performance value across all
143
conditions. 144 This study builds on the research carried out by Telfer et al. (2021), by applying a framework for the
145
evaluation of the genetic basis of adaptation to heat stress conditions in representative field
146
conditions, and considers adaptation as the combination of performance and responsiveness. Telfer
147
et al. (2021) identified QTL for performance and heat stress responsiveness in controlled environment
148
conditions. This study uses the same populations to explore adaptation to heat stress conditions in
149
representative field conditions. Methods and Materials
154
Germplasm and genotyping
155 Eight doubled haploid populations were used to evaluate adaptation to heat stress conditions in
156
Mediterranean-type environments of southern Australia, and to identify QTL for grain yield and
157
related traits across multiple representative environments. The populations used are described by
158
Telfer et al. (2021) and are summarised in Table 1. In brief, these were developed to encompass
159
historical germplasm pools representative of the Australian breeding germplasm pool, as well as to
160
evaluate potential novel sources of heat stress tolerance identified in a heat stress FIGS set as
161
mentioned by Telfer et al. (2021). All lines evaluated in this study from each population were
162
genotyped using a custom AxiomTM Affymetrix array containing 18,101 SNP markers as described by
163
Norman et al. (2017). Further, the linkage maps used for QTL analysis (Supplementary Table 1) were
164
created through the R statistical environment (R Core Team 2018) using a combination of the R/qtl
165
(Broman and Sen 2009; Broman and Wu 2015) and R/ASMap (Taylor and Butler 2017) package
166
(Norman et al. 2017), resulting in excess of 5000 polymorphic markers for each population (exact
167
numbers shown in Table 1). To prepare the linkage maps for analysis the functionality of the WGAIM
168
R package (Taylor and Verbyla 2011) was used to numerically encode the alleles (AA = 1, BB = -1),
169
impute missing values using the rules of Martínez and Curnow (1994) and generate unique interval
170
markers using Verbyla et al. (2007). 171 Introduction
47 Here, QTL are discussed in relation to their role in adaptation to heat
150
stress conditions as experienced in Mediterranean-type environments of southern Australia, and their
151
relevance to breeding objectives. 152 This study builds on the research carried out by Telfer et al. (2021), by applying a framework for the
145
evaluation of the genetic basis of adaptation to heat stress conditions in representative field
146
conditions, and considers adaptation as the combination of performance and responsiveness. Telfer
147
et al. (2021) identified QTL for performance and heat stress responsiveness in controlled environment
148
conditions. This study uses the same populations to explore adaptation to heat stress conditions in
149
representative field conditions. Here, QTL are discussed in relation to their role in adaptation to heat
150
stress conditions as experienced in Mediterranean-type environments of southern Australia, and their
151
relevance to breeding objectives. 152 153 Experimental design and plot management
172 The methodology described by Telfer et al. (2018) to evaluate adaptation to heat stress conditions
173
under representative field conditions across multiple environments was used as the basis for this
174
study. Genetic material was evaluated at three cereal producing environments in South Australia;
175
Angas Valley, Roseworthy, and Winulta, across two seasons in 2015 and 2016 (the details of each
176
experiment are shown in Table 2). These environments were targeted to achieve a range in heat stress
177
conditions, with Winulta having a maritime climate with relatively mild conditions during anthesis and
178 grain filling compared to the inland site of Angas Valley which typically has warmer conditions. 179
Roseworthy historically is intermediate in anthesis and grain fill conditions as is demonstrated by the
180
temperature conditions during anthesis and grain filling in Table 2. 181 grain filling compared to the inland site of Angas Valley which typically has warmer conditions. 179
Roseworthy historically is intermediate in anthesis and grain fill conditions as is demonstrated by the
180
temperature conditions during anthesis and grain filling in Table 2. 181 Populations were assigned to separate experiments except for the MG, SM, and SG populations, which
182
due to common parentage across the populations, were grouped and referred to as the GSM
183
populations. Fewer lines were evaluated in 2016 compared to 2015. For 2016, entries are a subset of
184
the 2015 entries selected to remove extreme maturity types as identified in the 2015 season. Lines
185
with other extreme adverse phenotypes such as plant height were also removed. No direct selection
186
occurred for grain yield and physical quality grain attributes which were the focus of this study. Field
187
plots within experiments were sown in a grid format, and the experiment details are shown in Table
188
2. The experimental design used the principles of partially replicated design as discussed by (Cullis et
189
al. 2006), with each doubled haploid line in each population present in each environment and each
190
doubled haploid line replicated in one of the three environments of that year. Consequently, doubled
191
haploid lines were replicated on average 1.33 times at each environment, with check varieties
192
(doubled-haploid parents and locally adapted varieties) fully replicated in each environment (Table 2). Experimental design and plot management
172 193
Within each experiment, plots were sown 1.32 m wide by 5 m long, with plots reduced to a length of
194
3.2 m before anthesis using herbicide. Each experiment was sown to achieve 200 seeds m-2. Field
195
experiments were managed using regional best practice agronomy, encompassing sowing and harvest
196
times, crop nutrition, and pest (weed, insect, and fungal) management. 197 Populations were assigned to separate experiments except for the MG, SM, and SG populations, which
182
due to common parentage across the populations, were grouped and referred to as the GSM
183
populations. Fewer lines were evaluated in 2016 compared to 2015. For 2016, entries are a subset of
184
the 2015 entries selected to remove extreme maturity types as identified in the 2015 season. Lines
185
with other extreme adverse phenotypes such as plant height were also removed. No direct selection
186
occurred for grain yield and physical quality grain attributes which were the focus of this study. Field
187
plots within experiments were sown in a grid format, and the experiment details are shown in Table
188
2. The experimental design used the principles of partially replicated design as discussed by (Cullis et
189
al. 2006), with each doubled haploid line in each population present in each environment and each
190
doubled haploid line replicated in one of the three environments of that year. Consequently, doubled
191
haploid lines were replicated on average 1.33 times at each environment, with check varieties
192
(doubled-haploid parents and locally adapted varieties) fully replicated in each environment (Table 2). 193
Within each experiment, plots were sown 1.32 m wide by 5 m long, with plots reduced to a length of
194
3.2 m before anthesis using herbicide. Each experiment was sown to achieve 200 seeds m-2. Field
195
experiments were managed using regional best practice agronomy, encompassing sowing and harvest
196
times, crop nutrition, and pest (weed, insect, and fungal) management. 197 At Roseworthy, in each year of the study, each plot was assessed to determine spike emergence date
199
(50% of spikes fully emerged from the flag leaf sheath) of each plot. Experimental design and plot management
172 Along with temperature data
200
collected at each environment (explained in further detail later), a degree-day model (Sadras and
201
Monzon 2006) was used to estimate the anthesis date of each line in each environment, using daily
202 At Roseworthy, in each year of the study, each plot was assessed to determine spike emergence date
199
(50% of spikes fully emerged from the flag leaf sheath) of each plot. Along with temperature data
200
collected at each environment (explained in further detail later), a degree-day model (Sadras and
201
Monzon 2006) was used to estimate the anthesis date of each line in each environment, using daily
202 mean temperature >0ᵒC. Relative maturity observations were also made at each location in each year
203
of the study to confirm the accuracy of the modelled anthesis date as described by Telfer et al. (2018). 204
All experiments were harvested and weighed after reaching physiological maturity, to determine grain
205
yield (kg ha-1). The grain was further evaluated for screenings percentage assessed by determining the
206
weight of matter that passes through a 2 mm slotted sieve and test weight (TWT, kg hl-1) assessed by
207
weighing a 500 mL sample. 208 Statistical methods - Baseline model
228 For each of the populations, assume a set of 𝑟 progeny varieties were sown in 𝑡 environments and let
229
𝒚= (𝒚1
𝑇… 𝒚𝑡
𝑇)𝑇 be a vector of observed responses such as grain yield, screenings or TWT. The
230
response was then analysed using a baseline multi-environment linear mixed model (ME-LMM) of the
231
form
232 For each of the populations, assume a set of 𝑟 progeny varieties were sown in 𝑡 environments and let
229
𝒚= (𝒚1
𝑇… 𝒚𝑡
𝑇)𝑇 be a vector of observed responses such as grain yield, screenings or TWT. The
230
response was then analysed using a baseline multi-environment linear mixed model (ME-LMM) of the
231
form
232 𝒚= 𝑿𝝉+ 𝒁𝒖+ 𝒁𝑔𝒖𝑔+ 𝒆 (1)
233 (1) where 𝑿𝝉 was a fixed component containing a vector of fixed effects for estimating experiment means
234
as well as an overall mean for the population, parents, and controls specific to each environment. 𝒁𝒖
235
was a random component consisting of effects 𝒖 that were conformably partitioned to account for
236
environment specific variation such as aspects of the experimental designs including blocks or
237
replicates, and also variation due to potential extraneous non-linear trends potentially existing across
238
the Row or Column of the experiment. To further improve the flexibility of the ME-LMM to model
239
local spatial variability, the residuals were partitioned to 𝒆= (𝒆1
𝑇… 𝒆𝑡
𝑇)𝑇 where the residuals within
240
the 𝑗th environment were assumed to be distributed 𝒆𝑗 ~ 𝑁(𝟎, 𝜎𝑗
2𝑹𝑗) with 𝑹𝑗 parameterized as a
241
separable auto-regressive structure of order one in the Row and Column direction. The important
242
focus of this ME-LMM is the random genotype by environment interaction term 𝒁𝑔𝒖𝑔, with effects
243
𝒖𝑔 of length 𝑟× 𝑡 and indicator matrix 𝒁𝑔 that maps the genotypes to the plots within each
244
experiment. These effects were assumed to be distributed 𝒖𝑔 ~ 𝑁(𝟎, 𝚫⊗𝑰𝑟) where 𝚫 is a 𝑡× 𝑡
245
covariance matrix consisting of environment-specific variances on its diagonal to capture genetic
246
variation of the progeny lines within each environment and covariances on its off diagonals to model
247
the genetic relatedness of the progeny between each pair of environments. Climatic co-variates to describe crop stress conditions
209 Temperature data was collected in each environment for the duration of the growing season using a
210
single factory-calibrated temperature logger (TinyTagTM Talk2), logging on half-hourly intervals. The
211
temperature logger was situated immediately adjacent to the block of experiments all situated
212
adjacent to each other in each location, at 1 m in height to replicate approximate crop height at
213
anthesis and grain fill. 214 Temperature data was collected in each environment for the duration of the growing season using a
210
single factory-calibrated temperature logger (TinyTagTM Talk2), logging on half-hourly intervals. The
211
temperature logger was situated immediately adjacent to the block of experiments all situated
212
adjacent to each other in each location, at 1 m in height to replicate approximate crop height at
213
anthesis and grain fill. 214 Temperature observations were used to calculate climatic co-variates to describe the temperature
215
conditions experienced by each line in each environment during the key developmental periods,
216
anthesis (300 °Cd before anthesis to 100 °Cd post-anthesis), and grain filling (100 °Cd to 600 °Cd post
217
anthesis). Climatic co-variates calculated for each line in each environment included average
218
maximum temperature (°C), number of days >30°C, and number of days >35°C, during both anthesis
219
and grain filling (Dreccer et al. 2008; Telfer et al. 2018). Growing season rainfall (mm for May to
220
October rainfall), was also recorded in each environment. In the 2015 season this was taken from the
221
nearest Australian Bureau of Meteorology (BOM) weather station; Angas Valley sourced from Cambrai
222
BOM station (No. 024513), Roseworthy sourced from Roseworthy BOM station (No. 023021) and
223
Winulta sourced from Ardrossan BOM station (No. 022021)). In the 2016 season, this was measured
224
on-site using a factory-calibrated DavisR Vantage Vue Weather Station situated adjacent to the
225
experiments logging on 15-minute intervals from before planting until harvest. The mean climatic co-
226
variate observed across all lines in each experiment is shown in Table 2. 227 Statistical methods - Baseline model
228 Similar
269
to the previous sections, where necessary, the marker based additive and residual genotype by
270
environment effects were both parsimoniously approximated by a Factor Analytic model. 271
In the second run, the focus was on detecting QTL displaying significant responsiveness across the
272
numerical range of the climatic covariate. If 𝒄 is the climatic covariate then the climate covariate QTL
273
model used an extended ME LMM with 𝒄𝒎𝑏
replacing the first term on the right hand side of (2)
274 For a given population, let 𝑴 be an 𝑟× 𝑝 matrix of unique interval markers. For each trait from this
255
population, a QTL analysis was conducted using a whole genome scanning approach with two separate
256
runs. In the first run the focus was to obtain overall performance QTL across environments. Let 𝒎𝑖𝑗
257
be the 𝑗th interval marker in the 𝑖th chromosome then the performance QTL model was an extension
258
of the ME-LMM defined in (1) where the total genetic effects were partitioned as
259 For a given population, let 𝑴 be an 𝑟× 𝑝 matrix of unique interval markers. For each trait from this
255
population, a QTL analysis was conducted using a whole genome scanning approach with two separate
256
runs. In the first run the focus was to obtain overall performance QTL across environments. Let 𝒎𝑖𝑗
257
be the 𝑗th interval marker in the 𝑖th chromosome then the performance QTL model was an extension
258
of the ME-LMM defined in (1) where the total genetic effects were partitioned as
259 𝒖𝑔= 𝒎𝑖𝑗𝑎𝑖𝑗+ 𝒖𝑎+ 𝒖𝑝 (2)
260 𝒖𝑔= 𝒎𝑖𝑗𝑎𝑖𝑗+ 𝒖𝑎+ 𝒖𝑝 (2)
260 𝒖𝑔= 𝒎𝑖𝑗𝑎𝑖𝑗+ 𝒖𝑎+ 𝒖𝑝 (2) (2) In this extended genetic model 𝑎𝑖𝑗 represents the main or overall performance effect of the interval
261
marker 𝒎𝑖𝑗 across the 𝑡 environments. We used the strategy of Rincent et al. (2014) for improving
262
the power of detecting significant marker or marker by climatic interaction effects by including
263
additional genomic and residual genetic terms in (2). Specifically, we include 𝒖𝑎, a vector of random
264
marker based additive genotype by environment effects that are assumed to be distributed 𝒖𝑎 ~ 𝑁(𝟎,
265
𝚫𝑎⊗𝑮−𝑖) where 𝑮−𝑖= 𝑴−𝑖𝑴−𝑖
𝑇 is an 𝑟× 𝑟 genomic relationship matrix with the interval markers
266
from the 𝑖th chromosome removed and 𝚫𝑎 is an 𝑡× 𝑡 additive genetic covariance matrix. Statistical methods - Baseline model
228 When 𝑡 was moderately
248
large the estimation of 𝚫 became problematic and we sought the use of a parsimonious approximation
249
by defining the genotype by environment effects to have a Factor Analytic (FAk) model (Smith et al. 250
2001; Smith et al. 2005) with variance 𝚲𝚲𝑇+ 𝚿≈𝚫 where 𝚲 is 𝑡× 𝑘 matrix of environment loadings
251 and 𝚿 is a diagonal matrix containing environment specific variances. The number of factors 𝑘 used
252
in the FA model depended on the number of environments the population progeny was sown. 253 and 𝚿 is a diagonal matrix containing environment specific variances. The number of factors 𝑘 used
252
in the FA model depended on the number of environments the population progeny was sown. 253 in the FA model depended on the number of environments the population progeny was sown. 253
Statistical methods - QTL analysis
254
For a given population, let 𝑴 be an 𝑟× 𝑝 matrix of unique interval markers. For each trait from this
255
population, a QTL analysis was conducted using a whole genome scanning approach with two separate
256
runs. In the first run the focus was to obtain overall performance QTL across environments. Let 𝒎𝑖𝑗
257
be the 𝑗th interval marker in the 𝑖th chromosome then the performance QTL model was an extension
258
of the ME-LMM defined in (1) where the total genetic effects were partitioned as
259
𝒖𝑔= 𝒎𝑖𝑗𝑎𝑖𝑗+ 𝒖𝑎+ 𝒖𝑝 (2)
260
In this extended genetic model 𝑎𝑖𝑗 represents the main or overall performance effect of the interval
261
marker 𝒎𝑖𝑗 across the 𝑡 environments. We used the strategy of Rincent et al. (2014) for improving
262
the power of detecting significant marker or marker by climatic interaction effects by including
263
additional genomic and residual genetic terms in (2). Specifically, we include 𝒖𝑎, a vector of random
264
marker based additive genotype by environment effects that are assumed to be distributed 𝒖𝑎 ~ 𝑁(𝟎,
265
𝚫𝑎⊗𝑮−𝑖) where 𝑮−𝑖= 𝑴−𝑖𝑴−𝑖
𝑇 is an 𝑟× 𝑟 genomic relationship matrix with the interval markers
266
from the 𝑖th chromosome removed and 𝚫𝑎 is an 𝑡× 𝑡 additive genetic covariance matrix. We also
267
include 𝒖𝑝, a vector of random polygenic residual genotype by environment effects that are assumed
268
to be distributed 𝒖𝑝 ~ 𝑁(𝟎, 𝚫𝑝⊗𝑰𝑟) where 𝚫𝑝 is a 𝑡× 𝑡 residual genetic covariance matrix. Statistical methods - Baseline model
228 For each of the QTL, a linked marker was used to identify the RefSeq physical
292
position (Alaux et al. 2018), with the base pair position at the start of the candidate marker sequence. 293
Analysis to identify QTL for anthesis data was only conducted using the described methodology to
294
identify performance QTL, as this data was only collected in the experiments collected at Roseworthy
295
in each year of the study. 296 Statistical methods - Baseline model
228 We also
267
include 𝒖𝑝, a vector of random polygenic residual genotype by environment effects that are assumed
268
to be distributed 𝒖𝑝 ~ 𝑁(𝟎, 𝚫𝑝⊗𝑰𝑟) where 𝚫𝑝 is a 𝑡× 𝑡 residual genetic covariance matrix. Similar
269
to the previous sections, where necessary, the marker based additive and residual genotype by
270
environment effects were both parsimoniously approximated by a Factor Analytic model. 271 In the second run, the focus was on detecting QTL displaying significant responsiveness across the
272
numerical range of the climatic covariate. If 𝒄 is the climatic covariate then the climate covariate QTL
273
model used an extended ME-LMM with 𝒄𝒎𝑖𝑗𝑏𝑖𝑗 replacing the first term on the right-hand side of (2)
274 In this new term 𝑏𝑖𝑗 represents the interval marker by climatic covariate interaction effect or
275
responsiveness effect of the interval marker across environments. 276 The two QTL models were then used to scan the complete 𝑝 interval markers across the 21
277
chromosomes of the wheat genome and Wald statistics were calculated for each performance and
278
responsiveness effect. Initial effect significance was determined using the thresholding technique of
279
Li and Ji (2005) outlined for QTL ME-LMMs in Bonneau et al. (2013). Interval marker effects above the
280
significance threshold were omitted from further analysis if they were within a window of 30 cM
281
adjacent to an interval marker effect with greater significance. The remaining set of 𝑛𝑠 significant
282
interval markers were then considered linked to putative QTL and additively included in a final QTL
283
model where, for the significant performance QTL for example, was
284 𝒖𝑔= ∑
𝒎𝑠𝑎𝑠+
𝒏𝒔
𝒔=𝟏
𝒖𝑎∗+ 𝒖𝑝 (3) 𝒖𝑔= ∑
𝒎𝑠𝑎𝑠+
𝒏𝒔
𝒔=𝟏
𝒖𝑎∗+ 𝒖𝑝 (3)
285 (3) where 𝒖𝑎∗ ~ 𝑁(𝟎, 𝚫𝑎⊗𝑮−𝑠) and 𝑮−𝑠= 𝑴−𝑠𝑴−𝑠
𝑇 is the genomic relationship matrix with interval
286
markers excluded if they were within a 30 cM window of the interval markers in the final model. The
287
significant performance and responsiveness QTL were then summarized with their chromosome,
288
genetic distance, LOD score, and additive effect size. To aid in the interpretation of the size of the
289
additive effect for responsiveness, a normalisation was conducted that multiplied each additive effect
290
by the numerical range of the covariate over the environments. The normalised additive effect size
291
was also provided. QTL identified for performance
310 In total 199 QTL were found in this study, of which 60 were found to be important for performance,
311
with a stable effect across all environments sampled. QTL were spread across all chromosomes except
312
for chromosome 3D, as shown in Figure 1 (additional details for each QTL identified are shown in
313
Supplementary Table 2). Of the 60 QTL for trait performance, 21 were identified for anthesis date, 14
314
for grain yield, 18 for TWT, and seven for screenings. Performance QTL were identified in all
315
populations, although not for each trait in each population. Grain yield QTL were not identified in the
316
RG population, TWT QTL were not identified in the SG population, while screenings QTL were not
317
identified in the MG and SM populations. Anthesis date QTL were identified in all populations. 318 QTL identified for responsiveness to climatic co-variates
319 A further 139 QTL (Figure 2 and Supplementary Table 2) were identified that showed a significant
320
interaction with the climatic co-variates measured for each genotype in each environment. These QTL
321
are termed ‘responsive’, indicating that there is variable trait expression in response to the climatic
322
co-variates from each environment. Grain yield accounted for 44 of the QTL for responsiveness
323
identified across all populations and climatic co-variates. For screenings, 43 responsiveness QTL were
324
identified in the MG, SM, RG, and L2G populations, while none were identified in the SG population. 325
A further 52 responsiveness QTL were found for TWT across all populations and all climatic co-variates,
326
except for the MG population where only one responsiveness QTL was found for grain fill days >35 °C. 327 Statistical methods - Computations
297 Baseline ME-LMMs were fitted using the flexible linear mixed modelling software package ASReml-R
298
(Butler et al. 2018) available in the R statistical computing environment and downloadable through
299
VSNi website from https://www.vsni.co.uk/software/asreml. The ASReml-R package contains a suite
300
of functionality for fitting and diagnosing complex linear mixed models and uses the REML algorithm
301
of Patterson and Thompson (1971) to estimate model parameters. Diagnostic assessment of models
302
was conducted using ASReml-R functions as well as functions from the post-processing package
303
ASExtras available for download from https://mmade.org/. QTL analyses were conducted using the
304
GWASReml R software package available from https://github.com/DrJ001/GWASReml. The package
305
provides functionality for conducting one-stage QTL and GWAS analyses through extensions of the
306
baseline ASReml-R model. 307 Baseline ME-LMMs were fitted using the flexible linear mixed modelling software package ASReml-R
298
(Butler et al. 2018) available in the R statistical computing environment and downloadable through
299
VSNi website from https://www.vsni.co.uk/software/asreml. The ASReml-R package contains a suite
300
of functionality for fitting and diagnosing complex linear mixed models and uses the REML algorithm
301
of Patterson and Thompson (1971) to estimate model parameters. Diagnostic assessment of models
302
was conducted using ASReml-R functions as well as functions from the post-processing package
303
ASExtras available for download from https://mmade.org/. QTL analyses were conducted using the
304
GWASReml R software package available from https://github.com/DrJ001/GWASReml. The package
305
provides functionality for conducting one-stage QTL and GWAS analyses through extensions of the
306
baseline ASReml-R model. 307 308 Clusters of QTL
328 This included a genomic region on chromosome 2B where three anthesis
342
date QTL were identified between 34.2 cM and 38.8 cM in the RG, MG, and SG populations, and these
343
clustered with 24 other QTL between 29.8 cM and 43.5 cM. Although not specifically mapped in this
344
study, this region likely aligns with the Ppd-B1 photoperiod gene found on chromosome 2B (Scarth
345
and Law 1983). QTL associated with this cluster were encompassed by each of the populations
346
evaluated, each trait assessed, and each climatic co-variate measured. Similar but smaller clusters
347
were found on chromosome 2D (likely associated with Ppd-D1 (Law et al. 1978), chromosome 5B
348
(likely associated with Vrn-B1 (Iwaki et al. 2002)), chromosome 5D (likely associated with Vrn-D1 (Law
349
et al. 1976)), as well as chromosomes 7A, 7B and 7D likely associated with the FT gene (Bonnin et al. 350
2008). On chromosome 5A three anthesis date QTL were found to be clustered with one TWT QTL
351
(QTwt.agt-RG.5A), which likely aligns to Vrn-A1 (Law et al. 1976). These regions will not be discussed
352
in depth as there are well understood associations with crop performance and phenology genes, as
353
well as a strong confounding influence on adaptation to heat stress effect because anthesis date will
354
influence the level of stress experienced. 355 Of the 21 QTL identified for anthesis date, all except one (QFlt.agt-SM.7B on chromosome 7B)
341
clustered with other QTL. This included a genomic region on chromosome 2B where three anthesis
342
date QTL were identified between 34.2 cM and 38.8 cM in the RG, MG, and SG populations, and these
343
clustered with 24 other QTL between 29.8 cM and 43.5 cM. Although not specifically mapped in this
344
study, this region likely aligns with the Ppd-B1 photoperiod gene found on chromosome 2B (Scarth
345
and Law 1983). QTL associated with this cluster were encompassed by each of the populations
346
evaluated, each trait assessed, and each climatic co-variate measured. Similar but smaller clusters
347
were found on chromosome 2D (likely associated with Ppd-D1 (Law et al. 1978), chromosome 5B
348
(likely associated with Vrn-B1 (Iwaki et al. 2002)), chromosome 5D (likely associated with Vrn-D1 (Law
349
et al. 1976)), as well as chromosomes 7A, 7B and 7D likely associated with the FT gene (Bonnin et al. 350
2008). Clusters of QTL
328 On chromosome 5A three anthesis date QTL were found to be clustered with one TWT QTL
351
(QTwt.agt-RG.5A), which likely aligns to Vrn-A1 (Law et al. 1976). These regions will not be discussed
352
in depth as there are well understood associations with crop performance and phenology genes, as
353
well as a strong confounding influence on adaptation to heat stress effect because anthesis date will
354
influence the level of stress experienced. 355 Clusters of QTL
328 Of the 199 QTL identified, 18 occurred independently of any other QTL identified. The remaining 181
329
QTL occurred in clusters with one or more other QTL (within 10 cM of the interval associated with
330
other QTL), with up to 27 QTL clustering together. QTL clusters included those characterised as
331
performance QTL as well as responsiveness QTL. 332 Of the 199 QTL identified, 18 occurred independently of any other QTL identified. The remaining 181
329
QTL occurred in clusters with one or more other QTL (within 10 cM of the interval associated with
330
other QTL), with up to 27 QTL clustering together. QTL clusters included those characterised as
331
performance QTL as well as responsiveness QTL. 332 There were 99 QTL that occurred in combination with each other, but which were not associated with
333
QTL for anthesis date. These clusters in many cases combined QTL for performance and
334
responsiveness for a range of climatic co-variates, and a range of traits. However, there were other
335
regions identified where performance QTL only clustered with performance QTL and responsiveness
336
QTL only clustered with responsiveness QTL. The QTL found to not be associated with anthesis date
337
will be discussed in more depth as they offer opportunities to understand adaptation to heat stress
338
conditions independently from anthesis date, which although important, are often considered
339
differently by plant breeders as anthesis date is also an important selection target. 340 There were 99 QTL that occurred in combination with each other, but which were not associated with
333
QTL for anthesis date. These clusters in many cases combined QTL for performance and
334
responsiveness for a range of climatic co-variates, and a range of traits. However, there were other
335
regions identified where performance QTL only clustered with performance QTL and responsiveness
336
QTL only clustered with responsiveness QTL. The QTL found to not be associated with anthesis date
337
will be discussed in more depth as they offer opportunities to understand adaptation to heat stress
338
conditions independently from anthesis date, which although important, are often considered
339
differently by plant breeders as anthesis date is also an important selection target. 340 Of the 21 QTL identified for anthesis date, all except one (QFlt.agt-SM.7B on chromosome 7B)
341
clustered with other QTL. Interpreting QTL with performance and responsiveness effects
356 Of the QTL identified, there are examples of performance QTL and responsiveness QTL occurring
357
independently from other QTL, as well as performance QTL and responsiveness QTL occurring at the
358
same position. Adding an additional layer of complexity, these regions also encompassed QTL for
359
various phenotypic traits and response to a range of climatic co-variates. This is demonstrated in
360
Figure 2(A-E), where responsiveness QTL collocating with a performance QTL for TWT on chromosome
361
4A (QTwt.agt-L2G.4A), shows the effect of each responsiveness QTL plotted against the range of each
362
climatic co-variate experienced. Figure 2(A-D) shows the positive effect of the responsiveness QTL on
363
TWT to increasing anthesis average maximum temperature, grain fill average maximum temperature,
364
number of days >30°C, and number of days >35°C, as well as TWT decreasing in response to increasing
365
growing season rainfall (Figure 2E). However, given that these QTL co-located with a performance QTL
366
(QTwt.agt-L2G.4A), they need to be considered simultaneously. Figure 2F shows the result of selecting
367
either the high or low performance allele at this locus and the resulting responsiveness QTL allele that
368
would be selected. In this situation the increased performance selected by targeting the Gladius allele
369
of the QTwt.agt-L2G.4A locus would be associated with a negative response to increasing anthesis
370
average maximum temperature, grain fill average maximum temperature, number of days >30°C, and
371
number of days >35°C, and a positive response in TWT to increasing growing season rainfall. In other
372
words, selecting for the higher performance allele would also lead to greater sensitivity to hot and dry
373
conditions. 374 Of the QTL identified, there are examples of performance QTL and responsiveness QTL occurring
357
independently from other QTL, as well as performance QTL and responsiveness QTL occurring at the
358
same position. Adding an additional layer of complexity, these regions also encompassed QTL for
359
various phenotypic traits and response to a range of climatic co-variates. This is demonstrated in
360
Figure 2(A-E), where responsiveness QTL collocating with a performance QTL for TWT on chromosome
361
4A (QTwt.agt-L2G.4A), shows the effect of each responsiveness QTL plotted against the range of each
362
climatic co-variate experienced. Interpreting QTL with performance and responsiveness effects
356 Figure 2(A-D) shows the positive effect of the responsiveness QTL on
363
TWT to increasing anthesis average maximum temperature, grain fill average maximum temperature,
364
number of days >30°C, and number of days >35°C, as well as TWT decreasing in response to increasing
365
growing season rainfall (Figure 2E). However, given that these QTL co-located with a performance QTL
366
(QTwt.agt-L2G.4A), they need to be considered simultaneously. Figure 2F shows the result of selecting
367
either the high or low performance allele at this locus and the resulting responsiveness QTL allele that
368
would be selected. In this situation the increased performance selected by targeting the Gladius allele
369
of the QTwt.agt-L2G.4A locus would be associated with a negative response to increasing anthesis
370
average maximum temperature, grain fill average maximum temperature, number of days >30°C, and
371
number of days >35°C, and a positive response in TWT to increasing growing season rainfall. In other
372
words, selecting for the higher performance allele would also lead to greater sensitivity to hot and dry
373
conditions. 374 375 Discussion
376
Assessing the contribution of performance and responsiveness QTL to heat stress adaptation
377
In the first approach to genetic analysis of heat stress adaptation used in this study, performance QTL
378
were found that had consistent effects across a range of environments in the cereal growing areas of
379
South Australia. In the second approach, regions were identified that interacted with climatic co-
380
variates in their effects on the yield related traits researched herein. This dual approach to genetic
381
analysis allows the framework proposed by Telfer et al. (2021) to be applied to the results of a multi-
382
environment field QTL study. In this framework the authors propose that attempting to characterise
383
a QTL as tolerant fails to completely describe the nature of the genetic control being exerted by the
384
locus. Telfer et al. (2021) suggested that adaptation to heat stress conditions (and likely other abiotic
385
stresses) is better described as the combination of overall performance and responsiveness to stress
386
conditions. Armed with this understanding, the optimal genetic combination can be selected by
387
breeders for the specific heat stress environment being targeted. Alternatively, selection for QTL with
388
high-performance value and no responsiveness may offer stable adaptation across a broad range of
389
environments. 390 ssessing the contribution of performance and responsiveness QTL to heat stress adaptation In this study several of the performance and responsiveness QTL identified were found to occur co-
391
located or closely located (<10 cM), to anthesis date QTL identified in this study (Figure 1 and
392
Supplementary Table 2). Anthesis date, is a complex trait determined by several mechanisms;
393
photoperiod, vernalisation, and earliness per se, each controlled by several genes, and is a key
394
component of variety adaptation and crop performance (Eagles et al. 2014; Kuchel et al. 2006). 395
Favourable alleles at these loci are selected by breeders to ensure anthesis occurs at favourable times
396
to minimise exposure to stresses such as frost, drought, and heat while maximising grain yield (Flohr
397
et al. 2017). While this is an important topic, here the discussion is restricted to loci (totalling 116 QTL
398
and described in Supplementary Table 2) that can be selected to improve adaptation to heat stress
399
without affecting time to anthesis. 400 In this study several of the performance and responsiveness QTL identified were found to occur co-
391
located or closely located (<10 cM), to anthesis date QTL identified in this study (Figure 1 and
392
Supplementary Table 2). Anthesis date, is a complex trait determined by several mechanisms;
393
photoperiod, vernalisation, and earliness per se, each controlled by several genes, and is a key
394
component of variety adaptation and crop performance (Eagles et al. 2014; Kuchel et al. 2006). 395
Favourable alleles at these loci are selected by breeders to ensure anthesis occurs at favourable times
396
to minimise exposure to stresses such as frost, drought, and heat while maximising grain yield (Flohr
397
et al. 2017). While this is an important topic, here the discussion is restricted to loci (totalling 116 QTL
398
and described in Supplementary Table 2) that can be selected to improve adaptation to heat stress
399
without affecting time to anthesis. 400 It was frequently observed that QTL alleles with a negative performance effect responded positively
401
to increasing temperature and negatively to increasing rainfall (the reverse being true, logically, for
402
the alternate allele). This response type is not rare (Telfer et al. 2018) and represents the classic
403
genotype-by-environment response of heterogeneity of variance (Finlay and Wilkinson 1963;
404
Malosetti et al. 2013). ssessing the contribution of performance and responsiveness QTL to heat stress adaptation This was demonstrated by QTwt.agt-L2G.4A a performance QTL for TWT on
405
chromosome 4A (Figure 2), that collocated with responsiveness QTL for temperature co-variates and
406
growing season rainfall (QTwt.agt-RG.4A-5). When considering the parental source of the allele
407
conferring a positive trait effect for a performance QTL effect, it was the opposite allele that conferred
408
positive responsiveness to increasing temperature conditions (and negative response to increasing
409
rainfall). The negative association at the 4A locus between responsiveness to increasing temperature
410
and increasing rainfall is not surprising as high temperature conditions and low rainfall are often
411
associated with stressed environments (Lobell et al. 2015). In this case, breeders can select for either
412
high overall performance, or adaptation to heat and drought stress. When considering the framework
413
proposed in Figure 2H, this would be classified as a positive response to stressed conditions and low
414
performance value. The importance of this region for TWT has been highlighted previously by Huang
415
et al. (2006), but also for grain yield (Tura et al. 2020; Yu et al. 2018; Zhang et al. 2018) and grain
416
weight traits (Cui et al. 2014; McCartney et al. 2005; Tura et al. 2020; Zhang et al. 2018). Furthermore,
417
studies targeting heat stress adaption for grain yield have also been reported (Pinto et al. 2010;
418
Tadesse et al. 2019). The region is likely to be TaCWI (Jiang et al. 2015), which is located in the
419
centromeric region of chromosome 4A. The commercial varieties and breeding line parents used for
420
the mapping populations have been screened for this gene and Gladius carries the large grain allele
421
while RAC1548 carries the small grain allele. The results of this study align the large grain allele of
422
Gladius with improved TWT but a negative response to stressed conditions. Interestingly, a screenings
423
performance QTL identified in the L2G population attributed the grain size advantage to AUS17840
424
rather than Gladius, something that will require further investigation. 425 It was frequently observed that QTL alleles with a negative performance effect responded positively
401
to increasing temperature and negatively to increasing rainfall (the reverse being true, logically, for
402
the alternate allele). This response type is not rare (Telfer et al. 2018) and represents the classic
403
genotype-by-environment response of heterogeneity of variance (Finlay and Wilkinson 1963;
404
Malosetti et al. 2013). ssessing the contribution of performance and responsiveness QTL to heat stress adaptation Here a performance QTL for grain yield (QYld.agt-
428
SM.5B-1) was identified collocated with a range of responsiveness QTL for temperature co-variates
429
during both anthesis and grain fill, with the Mace parent providing the preferred allele for both
430
performance and responsiveness to increasing temperature. Similarly, Mace also provided the
431
favourable drought (low rainfall) responsive allele at collocated QTL (QScn.agt-SM.5B-2 and QScn.agt-
432
MG.5B-3) associated with screenings. When considering the framework posed in Figure 2H, this would
433
be classified as positive response with high-performance value. This is a rare combination, but one
434
eagerly sought after by breeders as an opportunity to improve both overall performance and relative
435
performance under heat and drought stress. This region was also described by Bennett et al. (2012b)
436
for grain yield under delayed sowing conditions. Additionally, this region has previously been
437
described for grain yield (Yu et al. 2018) and grain weight traits (Cui et al. 2014; Huang et al. 2003;
438
Ramya et al. 2010; Tsilo et al. 2010; Yu et al. 2018; Zhang et al. 2018). 439 An example identified in this study where a performance QTL was positively associated with
426
responsiveness QTL for rainfall and temperature conditions under stressed conditions was found on
427
chromosome 5B in the SM and MG populations. Here a performance QTL for grain yield (QYld.agt-
428
SM.5B-1) was identified collocated with a range of responsiveness QTL for temperature co-variates
429
during both anthesis and grain fill, with the Mace parent providing the preferred allele for both
430
performance and responsiveness to increasing temperature. Similarly, Mace also provided the
431
favourable drought (low rainfall) responsive allele at collocated QTL (QScn.agt-SM.5B-2 and QScn.agt-
432
MG.5B-3) associated with screenings. When considering the framework posed in Figure 2H, this would
433
be classified as positive response with high-performance value. This is a rare combination, but one
434
eagerly sought after by breeders as an opportunity to improve both overall performance and relative
435
performance under heat and drought stress. This region was also described by Bennett et al. (2012b)
436
for grain yield under delayed sowing conditions. Additionally, this region has previously been
437
described for grain yield (Yu et al. 2018) and grain weight traits (Cui et al. 2014; Huang et al. 2003;
438
Ramya et al. 2010; Tsilo et al. 2010; Yu et al. 2018; Zhang et al. 2018). ssessing the contribution of performance and responsiveness QTL to heat stress adaptation This was demonstrated by QTwt.agt-L2G.4A a performance QTL for TWT on
405
chromosome 4A (Figure 2), that collocated with responsiveness QTL for temperature co-variates and
406
growing season rainfall (QTwt.agt-RG.4A-5). When considering the parental source of the allele
407
conferring a positive trait effect for a performance QTL effect, it was the opposite allele that conferred
408
positive responsiveness to increasing temperature conditions (and negative response to increasing
409
rainfall). The negative association at the 4A locus between responsiveness to increasing temperature
410
and increasing rainfall is not surprising as high temperature conditions and low rainfall are often
411
associated with stressed environments (Lobell et al. 2015). In this case, breeders can select for either
412
high overall performance, or adaptation to heat and drought stress. When considering the framework
413
proposed in Figure 2H, this would be classified as a positive response to stressed conditions and low
414
performance value. The importance of this region for TWT has been highlighted previously by Huang
415
et al. (2006), but also for grain yield (Tura et al. 2020; Yu et al. 2018; Zhang et al. 2018) and grain
416
weight traits (Cui et al. 2014; McCartney et al. 2005; Tura et al. 2020; Zhang et al. 2018). Furthermore,
417
studies targeting heat stress adaption for grain yield have also been reported (Pinto et al. 2010;
418
Tadesse et al. 2019). The region is likely to be TaCWI (Jiang et al. 2015), which is located in the
419
centromeric region of chromosome 4A. The commercial varieties and breeding line parents used for
420
the mapping populations have been screened for this gene and Gladius carries the large grain allele
421
while RAC1548 carries the small grain allele. The results of this study align the large grain allele of
422
Gladius with improved TWT but a negative response to stressed conditions. Interestingly, a screenings
423
performance QTL identified in the L2G population attributed the grain size advantage to AUS17840
424
rather than Gladius, something that will require further investigation. 425 An example identified in this study where a performance QTL was positively associated with
426
responsiveness QTL for rainfall and temperature conditions under stressed conditions was found on
427
chromosome 5B in the SM and MG populations. Regions of performance and their role in adaptation
452 Also, on 7A, QYld.agt-SG.7A occurred
470
adjacent to a TWT performance QTL (QTwt.agt-RG.7A) identified in the RG population, with the
471
Gladius parent being the source of the higher performance allele in both populations and for both
472
traits. 473 Ten performance QTL were identified for grain yield, screenings, and TWT independent of any
462
collocated responsiveness QTL (Figure 1 and Supplementary Table 2). Grain yield QTL were identified
463
on chromosome 2A (QYld.agt-SG.2A) and 7A (QYld.agt-L2G.7A and QYld.agt-SG.7A), with the Gladius
464
parent providing the higher performing allele in each instance. QYld.agt-SG.2A on chromosome 2A
465
occurs in region previously described for grain yield and thousand grain weight QTL by Tura et al. 466
(2020) and Tsilo et al. (2010). On 7A, QYld.agt-L2G.7A occurs in a region where QTL for grain yield,
467
kernel weight and TWT QTL have been previously reported (Cabral et al. 2018; Huang et al. 2003;
468
Maphosa et al. 2014; Tura et al. 2020; Yu et al. 2018) including in heat stress studies (Bennett et al. 469
2012b; Guan et al. 2018; Mason et al. 2013; Pinto et al. 2016). Also, on 7A, QYld.agt-SG.7A occurred
470
adjacent to a TWT performance QTL (QTwt.agt-RG.7A) identified in the RG population, with the
471
Gladius parent being the source of the higher performance allele in both populations and for both
472
traits. 473 ssessing the contribution of performance and responsiveness QTL to heat stress adaptation 439 Alternatively, QTL for responsiveness to increasingly hot conditions not associated with rainfall would
440
allow for the selection of genotypes that can cope with increasing terminal temperature stress
441
conditions and retain performance under a range of rainfall environments. An example of this
442
occurred on chromosome 7A, identified in the SM population, where a performance QTL for grain
443
yield (QYld.agt-SM.7A) occurred in a similar location to heat responsive QTL for TWT (QTwt.agt-
444
SM.7A-1, QTwt.agt-SM.7A-2, and QTwt.agt-SM.7A-3). Here the Mace parent provided the allele
445
conferring both positive performance and positive responsive to stress. This region appears to align
446
with a grain yield QTL identified in delayed sowing conditions by Bennett et al. (2012b) and Pinto et
447
al. (2016), grain number and grain weight per spike by (Guan et al. 2018), as well as a leaf chlorophyll
448
content QTL by (Talukder et al. 2014b). Additionally, this region has been described in non-heat stress
449
literature for its role in grain yield (Narjesi et al. 2015; Tura et al. 2020; Yu et al. 2018) and thousand
450
i
i h (C i
l 2014 G
l 2003 H
l 2004)
451 Regions of performance and their role in adaptation
452 Regions conferring a performance advantage in the absence of responsiveness to climatic conditions
453
may provide breeders opportunities to select for broad adaptation to a range of stressed and
454
unstressed environments. When considered within the framework described in Figure 2H, this would
455
be classified as having high-performance value and being non-responsive. This would be an advantage
456
as many environments do not experience stressed conditions every season, or to the same level each
457
season. A performance QTL that is independent of responsiveness would allow a lower risk alternative
458
that would allow elite crop performance under both stressed and unstressed conditions as discussed
459
by Telfer et al. (2021) and fits with the broad adaptation model proposed by Finlay and Wilkinson
460
(1963). 461 Regions conferring a performance advantage in the absence of responsiveness to climatic conditions
453
may provide breeders opportunities to select for broad adaptation to a range of stressed and
454
unstressed environments. When considered within the framework described in Figure 2H, this would
455
be classified as having high-performance value and being non-responsive. This would be an advantage
456
as many environments do not experience stressed conditions every season, or to the same level each
457
season. A performance QTL that is independent of responsiveness would allow a lower risk alternative
458
that would allow elite crop performance under both stressed and unstressed conditions as discussed
459
by Telfer et al. (2021) and fits with the broad adaptation model proposed by Finlay and Wilkinson
460
(1963). 461 Ten performance QTL were identified for grain yield, screenings, and TWT independent of any
462
collocated responsiveness QTL (Figure 1 and Supplementary Table 2). Grain yield QTL were identified
463
on chromosome 2A (QYld.agt-SG.2A) and 7A (QYld.agt-L2G.7A and QYld.agt-SG.7A), with the Gladius
464
parent providing the higher performing allele in each instance. QYld.agt-SG.2A on chromosome 2A
465
occurs in region previously described for grain yield and thousand grain weight QTL by Tura et al. 466
(2020) and Tsilo et al. (2010). On 7A, QYld.agt-L2G.7A occurs in a region where QTL for grain yield,
467
kernel weight and TWT QTL have been previously reported (Cabral et al. 2018; Huang et al. 2003;
468
Maphosa et al. 2014; Tura et al. 2020; Yu et al. 2018) including in heat stress studies (Bennett et al. 469
2012b; Guan et al. 2018; Mason et al. 2013; Pinto et al. 2016). Regions of responsiveness and their role in adaptation
474 (2019) who reported QTL for grain yield and thousand grain weight in the same region. 487 In most instances where clusters of responsive QTL were found, there were QTL responsive to
488
temperature and QTL responsive to growing season rainfall collocated. However, one example of
489
collocated responsiveness QTL independent of growing season rainfall was identified for grain yield
490
on chromosome 5B in the SM population (grain fill average maximum temperature - QYld.agt-SM.5B-
491
3 and grain fill number of days >35°C - QYld.agt-SM.5B-4). This is a region not previously described for
492
adaptation to heat stress conditions but has been associated with grain yield (Tura et al. 2020; Yu et
493
al. 2018) and thousand grain weight (Tura et al. 2020). Each of the QTL reported by Tura et al. (2020)
494
were found to have QTL by environment interactions, potentially identifying similar qualities for
495
adaptation that have been determined to be responsive to changing temperature conditions in the
496
current study. 497 In most instances where clusters of responsive QTL were found, there were QTL responsive to
488
temperature and QTL responsive to growing season rainfall collocated. However, one example of
489
collocated responsiveness QTL independent of growing season rainfall was identified for grain yield
490
on chromosome 5B in the SM population (grain fill average maximum temperature - QYld.agt-SM.5B-
491
3 and grain fill number of days >35°C - QYld.agt-SM.5B-4). This is a region not previously described for
492
adaptation to heat stress conditions but has been associated with grain yield (Tura et al. 2020; Yu et
493
al. 2018) and thousand grain weight (Tura et al. 2020). Each of the QTL reported by Tura et al. (2020)
494
were found to have QTL by environment interactions, potentially identifying similar qualities for
495
adaptation that have been determined to be responsive to changing temperature conditions in the
496
current study. 497 Regions of responsiveness and their role in adaptation
474 This is a region not previously described for
492
adaptation to heat stress conditions but has been associated with grain yield (Tura et al. 2020; Yu et
493
al. 2018) and thousand grain weight (Tura et al. 2020). Each of the QTL reported by Tura et al. (2020)
494
were found to have QTL by environment interactions, potentially identifying similar qualities for
495
adaptation that have been determined to be responsive to changing temperature conditions in the
496
current study. 497
Comparing field results to controlled environment evaluation of heat stress adaptation
498
The populations evaluated across multiple environments in this study to investigate adaptation to
499
heat stress conditions were also evaluated previously in controlled environmental conditions by Telfer
500 independent of performance QTL may provide opportunities to breed specific adaptation but would
477
be more limited in their application and situations in which they confer an advantage. Under extreme
478
stress conditions, such genomic regions may offer opportunities for improvements in adaption,
479
especially if combined with other QTL for performance. When considering the framework proposed
480
in Figure 2H, this would be classified as a positive response and mean performance value. 481 To demonstrate, a region identified on chromosome 5A in the SG population where a grain yield QTL
482
for responsiveness to grain fill number of days >30°C (QYld.agt-SG.5A-2) and grain fill number of days
483
>35°C (QYld.agt-SG.5A-1) were found to collocate with the grain yield QTL responsive to growing
484
season rainfall (QYld.agt-SG.5A-3) with the Scout parent providing the stress adapted allele in each
485
instance. This is a similar result to previous work by Tura et al. (2020), Zhang et al. (2018) and Tadesse
486
et al. (2019) who reported QTL for grain yield and thousand grain weight in the same region. 487 To demonstrate, a region identified on chromosome 5A in the SG population where a grain yield QTL
482
for responsiveness to grain fill number of days >30°C (QYld.agt-SG.5A-2) and grain fill number of days
483
>35°C (QYld.agt-SG.5A-1) were found to collocate with the grain yield QTL responsive to growing
484
season rainfall (QYld.agt-SG.5A-3) with the Scout parent providing the stress adapted allele in each
485
instance. This is a similar result to previous work by Tura et al. (2020), Zhang et al. (2018) and Tadesse
486
et al. Regions of responsiveness and their role in adaptation
474 Regions associated with responsiveness were identified separate from performance QTL, accounting
475
for 42 of the QTL identified (Figure 1 and Supplementary Table 2). Regions of responsiveness
476 Regions associated with responsiveness were identified separate from performance QTL, accounting
475
for 42 of the QTL identified (Figure 1 and Supplementary Table 2). Regions of responsiveness
476 independent of performance QTL may provide opportunities to breed specific adaptation but would
477
be more limited in their application and situations in which they confer an advantage. Under extreme
478
stress conditions, such genomic regions may offer opportunities for improvements in adaption,
479
especially if combined with other QTL for performance. When considering the framework proposed
480
in Figure 2H, this would be classified as a positive response and mean performance value. 481 independent of performance QTL may provide opportunities to breed specific adaptation but would
477
be more limited in their application and situations in which they confer an advantage. Under extreme
478
stress conditions, such genomic regions may offer opportunities for improvements in adaption,
479
especially if combined with other QTL for performance. When considering the framework proposed
480
in Figure 2H, this would be classified as a positive response and mean performance value. 481
To demonstrate, a region identified on chromosome 5A in the SG population where a grain yield QTL
482
for responsiveness to grain fill number of days >30°C (QYld.agt-SG.5A-2) and grain fill number of days
483
>35°C (QYld.agt-SG.5A-1) were found to collocate with the grain yield QTL responsive to growing
484
season rainfall (QYld.agt-SG.5A-3) with the Scout parent providing the stress adapted allele in each
485
instance. This is a similar result to previous work by Tura et al. (2020), Zhang et al. (2018) and Tadesse
486
et al. (2019) who reported QTL for grain yield and thousand grain weight in the same region. 487
In most instances where clusters of responsive QTL were found, there were QTL responsive to
488
temperature and QTL responsive to growing season rainfall collocated. However, one example of
489
collocated responsiveness QTL independent of growing season rainfall was identified for grain yield
490
on chromosome 5B in the SM population (grain fill average maximum temperature - QYld.agt-SM.5B-
491
3 and grain fill number of days >35°C - QYld.agt-SM.5B-4). Comparing field results to controlled environment evaluation of heat stress adaptation
498 The populations evaluated across multiple environments in this study to investigate adaptation to
499
heat stress conditions were also evaluated previously in controlled environmental conditions by Telfer
500
et al. (2021). In that study adaptation to heat stress was investigated during grain filling by exposing
501 plants to three consecutive eight hour days with an air temperature of 36ᵒC and a wind speed of 40
502
km h-1. QTL analysis was conducted to identify performance and responsiveness in a similar framework
503
to the current study. When comparing the results of Telfer et al. (2021), 86 QTL from the current study
504
were found to be collocated with 49 QTL identified in controlled environment conditions (excluding
505
anthesis date QTL). 506 plants to three consecutive eight hour days with an air temperature of 36ᵒC and a wind speed of 40
502
km h-1. QTL analysis was conducted to identify performance and responsiveness in a similar framework
503
to the current study. When comparing the results of Telfer et al. (2021), 86 QTL from the current study
504
were found to be collocated with 49 QTL identified in controlled environment conditions (excluding
505
anthesis date QTL). 506 Key regions of crossover between that discussed by Telfer et al. (2021) and the current study include
507
five performance QTL identified by Telfer et al. (2021) between 50.4 and 63.3 cM on chromosome 5B
508
in the SM population, for thousand kernel weight, grain yield per spike, spikelet fertility, grain number
509
per spike, and spikelet number per spike, where Mace was the source of the high performance allele. 510
In the current study, this is a region where numerous QTL were identified in the L2G, SM, MG, and SG
511
populations. A grain yield performance QTL (QYld.agt-SM.5B-1) identified in the SM population,
512
clustered with screenings QTL responsive to numerous climatic co-variates and growing season
513
rainfall. As with Telfer et al. (2021), Mace was the source of adaptation for stressed environments at
514
this locus. 515 Key regions of crossover between that discussed by Telfer et al. (2021) and the current study include
507
five performance QTL identified by Telfer et al. Comparing field results to controlled environment evaluation of heat stress adaptation
498 (2021) between 50.4 and 63.3 cM on chromosome 5B
508
in the SM population, for thousand kernel weight, grain yield per spike, spikelet fertility, grain number
509
per spike, and spikelet number per spike, where Mace was the source of the high performance allele. 510
In the current study, this is a region where numerous QTL were identified in the L2G, SM, MG, and SG
511
populations. A grain yield performance QTL (QYld.agt-SM.5B-1) identified in the SM population,
512
clustered with screenings QTL responsive to numerous climatic co-variates and growing season
513
rainfall. As with Telfer et al. (2021), Mace was the source of adaptation for stressed environments at
514
this locus. 515 In the current study a grain yield performance QTL (QYld.agt-SM.2B-2) and TWT performance QTL
516
(QTwt.agt-SM.2B), clustered with QTL for screenings and TWT responsive to various temperature co-
517
variates and growing season rainfall. These QTL mapped similarly to six yield related QTL identified in
518
the SM and MG populations identified by Telfer et al. (2021). In both studies, Scout was responsible
519
for the stress-adapted allele in the SM population and Gladius in the MG population where it was
520
responsible for increased thousand grain weight. 521 Telfer et al. (2021) identified three performance QTL between 3.5 and 12.9 cM on chromosome 7A in
522
the SG population for grain yield per spike, spikelet fertility, and grain number per spike where the
523
adapted allele was sourced from the Scout parent. This corresponds to QTL identified in the current
524
study between 13.3 and 23.1 cM in the SM population on chromosome 7A; a grain yield performance
525
QTL (QYld.agt-SM.7A) and TWT QTL responsive to grain fill temperature co-variates, with the Mace
526 allele being the allele conferring adaption to stressed conditions. The parents conferring the
527
favourable allele were different for the QTL identified in the two different populations and studies. 528
This makes interpretation of the favourable allele combination difficult and will require additional
529
investigation. This is a region that has previously shown potential for adaptation to heat stress for
530
grain yield in delayed sowing studies (Bennett et al. 2012b; Pinto et al. 2016), as well as chlorophyll
531
content (Talukder et al. 2014a). Comparing field results to controlled environment evaluation of heat stress adaptation
498 532 In the current study, a grain yield performance QTL (QYld.agt-L2G.7A) on chromosome 7A in the L2G
533
population was identified flanking a TWT QTL (QTwt.agt-SG.7A) responsive to grain fill average
534
maximum temperature in the SG population. For both QTL Gladius was the source of the elite or stress
535
adapted allele. These two QTL were identified on either side of two performance QTL identified by
536
Telfer et al. (2021) for spikelet number per spike identified in the SG and L2G populations where Scout
537
and AUS17840 provided the elite allele respectively in controlled environment conditions. This region
538
has been described by Bennett et al. (2012b) and Mason et al. (2013) for improved grain yield under
539
heat stress conditions induced by delayed sowing, as well as thousand grain weight (Bennett et al. 540
2012b; Guan et al. 2018), grain number per spike ((Guan et al. 2018), and stay green (Mason et al. 541
2013). This region was also found to be important for grain yield determination in other adaptation
542
studies (Tura et al. 2020) and thousand grain weight (Huang et al. 2004; Sun et al. 2008; Tsilo et al. 543
2010; Tura et al. 2020). 544 Telfer et al. (2021) identified two performance QTL on chromosome 6A (QSfi.agt-SG.6A.2 and QSfi.agt-
545
L2G.6A) that were flanked by three QTL identified in the current study (QYld.agt-L2G.6A-1, QYld.agt-
546
L2G.6A-2 and QTwt.agt-RG.6A-2). The populations involved within the two studies were not the same
547
but did share Gladius as a common parent. The TWT response to stress is in repulsion to grain yield
548
performance and responsive to temperature stress, while grain yield in the field appears to be linked
549
positively to spikelet fertility in controlled environment conditions. This locus has been reported
550
numerous times (Cui et al. 2014; Kuchel et al. 2007b; Mir et al. 2012; Pinto et al. 2016; Sun et al. 2008;
551 Telfer et al. (2021) identified two performance QTL on chromosome 6A (QSfi.agt-SG.6A.2 and QSfi.agt-
545
L2G.6A) that were flanked by three QTL identified in the current study (QYld.agt-L2G.6A-1, QYld.agt-
546
L2G.6A-2 and QTwt.agt-RG.6A-2). The populations involved within the two studies were not the same
547
but did share Gladius as a common parent. Comparing field results to controlled environment evaluation of heat stress adaptation
498 The TWT response to stress is in repulsion to grain yield
548
performance and responsive to temperature stress, while grain yield in the field appears to be linked
549
positively to spikelet fertility in controlled environment conditions. This locus has been reported
550
numerous times (Cui et al. 2014; Kuchel et al. 2007b; Mir et al. 2012; Pinto et al. 2016; Sun et al. 2008;
551 Tura et al. 2020; Yu et al. 2018; Zhang et al. 2018) and is likely to be TaGW2 (Su et al. 2011) which
552
confers a grain size advantage. Although TaGW2 was not mapped in the DH lines in this study, it was
553
known to be segregating in some crosses, with Scout carrying the allele for large grain and Gladius the
554
small grain allele. This suggests that the positive response in grain yield to heat stress seen in this study
555
is linked to the TaGW2 allele for large grain. 556 Although some consistency between the field and in controlled environment condition studies can be
557
demonstrated, there were more points of inconsistency. Likewise, links were found with other field
558
studies conducted using delayed sowing, but these too were limited. This lack of commonality
559
between the assay types suggests that the value of controlled environment studies is comparatively
560
poor. It highlights the value of field-based genetic dissection of tolerance traits. 561 Heat stress adaptation in the context of breeding objectives
562 As proposed by Telfer et al. (2021) and further developed here, heat stress adaptation should be
563
considered as the combination of overall performance as well as responsiveness to stress. A definition
564
that similarly could be applied to other stress conditions. 565 There are two types of QTL identified in this study; performance QTL which were found to be
566
significant across the breadth of the environments observed, and responsive QTL that varied in
567
expression in response to the abiotic stress encountered across the environments tested. QTL that
568
combines positive performance with positive response to stress would be most desirable to breeders. 569 There are two types of QTL identified in this study; performance QTL which were found to be
566
significant across the breadth of the environments observed, and responsive QTL that varied in
567
expression in response to the abiotic stress encountered across the environments tested. QTL that
568
combines positive performance with positive response to stress would be most desirable to breeders. 569
While this study identified examples of a positive performance allele for grain yield also conferring a
570
positive response to screenings or TWT QTL, these were rare and support the conclusion that breeding
571
for heat stress tolerance is complex. Perhaps more realistically, a breeder seeking heat stress tolerance
572
could target performance QTL that has been shown not to be responsive to heat stress. The results of
573
this study certainly support this as a more achievable target with three QTL for grain yield identified
574
that meet this criterion. Similarly, QTL that only show responsiveness to heat stress, and are not linked
575
to performance, may offer opportunities to breed varieties that are specifically adapted to heat prone
576 There are two types of QTL identified in this study; performance QTL which were found to be
566
significant across the breadth of the environments observed, and responsive QTL that varied in
567
expression in response to the abiotic stress encountered across the environments tested. QTL that
568
combines positive performance with positive response to stress would be most desirable to breeders. 569
While this study identified examples of a positive performance allele for grain yield also conferring a
570
positive response to screenings or TWT QTL, these were rare and support the conclusion that breeding
571
for heat stress tolerance is complex. Heat stress adaptation in the context of breeding objectives
562 Perhaps more realistically, a breeder seeking heat stress tolerance
572
could target performance QTL that has been shown not to be responsive to heat stress. The results of
573
this study certainly support this as a more achievable target with three QTL for grain yield identified
574
that meet this criterion. Similarly, QTL that only show responsiveness to heat stress, and are not linked
575
to performance, may offer opportunities to breed varieties that are specifically adapted to heat prone
576 environments. This study highlights the importance of considering both performance and
577
responsiveness when investigating tolerance to abiotic stress tolerance. Either in isolation may lead
578
to incomplete or even worse, misguided conclusions regarding genetic selection strategy. 579 Conclusions
580 This study demonstrates that adaptation to heat and drought can be assessed as the combination of
581
performance and responsiveness to stress conditions. Furthermore, this two-dimensional framework
582
for understanding and breeding for stress tolerance can be easily extended to other complex abiotic
583
stresses. Loci for performance, with broad adaption across both stressed and unstressed
584
environments in the absence of responsiveness, represent useful targets for breeders, with examples
585
for grain yield identified in this study on chromosomes 2A and 7A. The responsiveness QTL identified
586
offer opportunities to breed for specific adaption, including the grain yield locus found independent
587
of performance on 5A that combines adaptation to heat stress during grain fill and drought stress. 588
Finally, grain yield loci on 2B and 5B provide unique pathways to combine high performance with
589
positive responsiveness to temperature and drought stress. 590 This study demonstrates that adaptation to heat and drought can be assessed as the combination of
581
performance and responsiveness to stress conditions. Furthermore, this two-dimensional framework
582
for understanding and breeding for stress tolerance can be easily extended to other complex abiotic
583
stresses. Loci for performance, with broad adaption across both stressed and unstressed
584
environments in the absence of responsiveness, represent useful targets for breeders, with examples
585
for grain yield identified in this study on chromosomes 2A and 7A. The responsiveness QTL identified
586
offer opportunities to breed for specific adaption, including the grain yield locus found independent
587
of performance on 5A that combines adaptation to heat stress during grain fill and drought stress. 588
Finally, grain yield loci on 2B and 5B provide unique pathways to combine high performance with
589
positive responsiveness to temperature and drought stress. 590 These genetic regions represent opportunities for marker assisted selection by breeders. Additionally,
591
the multi-environment framework used herein could be applied in the development of two-
592
dimensional (performance and responsiveness) genomic prediction calibrations. This would enable
593
the extension of current genomic selection principles, that are being increasingly used by breeding
594
programs, to be extended into selection of adaptation to abiotic stress. 595 These genetic regions represent opportunities for marker assisted selection by breeders. Additionally,
591
the multi-environment framework used herein could be applied in the development of two-
592
dimensional (performance and responsiveness) genomic prediction calibrations. Acknowledgments
597 The authors thank the technical team from the AGT Roseworthy breeding facility, for assistance in
598
planting, management, harvest, and collecting data on post-harvest measurements. This project was
599
jointly funded by the South Australian Grains Industry Trust (SAGIT) and Australian Grain Technologies
600
Pty Ltd. 601 The authors thank the technical team from the AGT Roseworthy breeding facility, for assistance in
598
planting, management, harvest, and collecting data on post-harvest measurements. This project was
599
jointly funded by the South Australian Grains Industry Trust (SAGIT) and Australian Grain Technologies
600
Pty Ltd. 601 Conclusions
580 This would enable
593
the extension of current genomic selection principles, that are being increasingly used by breeding
594
programs, to be extended into selection of adaptation to abiotic stress. 595 596 Author Contributions
602 PT: Manuscript preparation, phenotypic data collection & data analysis. JE: PhD co-supervisor of PT,
603
direction on research & manuscript content. JT: Development of statistical framework, development
604
of analysis code & assistance with preparing the analysis section of the manuscript. JAA: PhD co-
605
supervisor of PT, direction on research & manuscript content. HK: PhD principal supervisor of PT,
606
direction on research & manuscript content. 607 PT: Manuscript preparation, phenotypic data collection & data analysis. JE: PhD co-supervisor of PT,
603
direction on research & manuscript content. JT: Development of statistical framework, development
604
of analysis code & assistance with preparing the analysis section of the manuscript. JAA: PhD co-
605
supervisor of PT, direction on research & manuscript content. HK: PhD principal supervisor of PT,
606
direction on research & manuscript content. 607 609 References
610 Theoretical and Applied Genetics 125:255-271
623 Bennett D, Reynolds M, Mullan D, Izanloo A, Kuchel H, Langridge P, Schnurbusch T (2012b) Detection
624
of two major grain yield QTL in bread wheat (Triticum aestivum L.) under heat, drought and high
625
yield potential environments. Theoretical and Applied Genetics 125:1473-1485
626 Bennett D, Reynolds M, Mullan D, Izanloo A, Kuchel H, Langridge P, Schnurbusch T (2012b) Detection
624
of two major grain yield QTL in bread wheat (Triticum aestivum L.) under heat, drought and high
625
yield potential environments. Theoretical and Applied Genetics 125:1473-1485
626 Bhullar SS, Jenner CF (1985) Differential responses to high temperatures of starch and nitrogen
627
accumulation in the grain of four cultivars of wheat. Australian Journal of Plant Physiology 12:363-
628
375
629 Bhullar SS, Jenner CF (1985) Differential responses to high temperatures of starch and nitrogen
627
accumulation in the grain of four cultivars of wheat. Australian Journal of Plant Physiology 12:363-
628
375
629 Bhusal N, Sarial AK, Sharma P, Sareen S (2017) Mapping QTLs for grain yield components in wheat
630
under heat stress. PLoS ONE 12:e0189594
631 Bhusal N, Sarial AK, Sharma P, Sareen S (2017) Mapping QTLs for grain yield components in wheat
630
under heat stress. PLoS ONE 12:e0189594
631 Bonneau J, Taylor J, Parent B, Bennett D, Reynolds M, Feuillet C, Langridge P, Mather D (2013) Multi-
632
environment analysis and improved mapping of a yield-related QTL on chromosome 3B of wheat. 633
Theoretical and Applied Genetics 126:747-761
634 Bonneau J, Taylor J, Parent B, Bennett D, Reynolds M, Feuillet C, Langridge P, Mather D (2013) Multi-
632
environment analysis and improved mapping of a yield-related QTL on chromosome 3B of wheat. 633
Theoretical and Applied Genetics 126:747-761
634 Bonnin I, Rousset M, Madur D, Sourdille P, Dupuits L, Brunel D, Goldringer I (2008) FT genome A and
635
D polymorphisms are associated with the variation of earliness components in hexaploid wheat. 636
Th
ti
l
d A
li d G
ti
116 383 394
637 Bonnin I, Rousset M, Madur D, Sourdille P, Dupuits L, Brunel D, Goldringer I (2008) FT genome A and
635
D polymorphisms are associated with the variation of earliness components in hexaploid wheat. 636 Broman K, Sen S (2009) A Guide to QTL Mapping with R/qtl. Springer New York
638 Broman K, Sen S (2009) A Guide to QTL Mapping with R/qtl. References
610 R package version 1.36-6. 639
Butler D, Cullis B, Gilmour A, Gogel B, Thompson R (2018) ASReml-R reference manual (version 4). 640
University of Wollongong, Wollongong, NSW, Australia
641
Cabral AL, Jordan MC, Larson G, Somers DJ, Humphreys DG, McCartney CA (2018) Relationship
642
between QTL for grain shape, grain weight, test weight, milling yield, and plant height in the spring
643
wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681
644
Cui F, Zhao C, Ding A, Li J, Wang L, Li X, Bao Y, Li J, Wang H (2014) Construction of an integrative
645
linkage map and QTL mapping of grain yield-related traits using three related wheat RIL populations. 646
Theoretical and Applied Genetics 127:659-675
647
Cullis BR, Smith AB, Coombes NE (2006) On the design of early generation variety trials with
648
correlated data. Journal of Agricultural, Biological, and Environmental Statistics 11:381
649
Dolferus R, Ji X, Richards RA (2011) Abiotic stress and control of grain number in cereals. Plant
650
Science 181:331-341
651
Dolferus R, Thavamanikumar S, Sangma H, Kleven S, Wallace X, Forrest K, Rebetzke G, Hayden M,
652
Borg L, Smith A, Cullis B (2019) Determining the Genetic Architecture of Reproductive Stage Drought
653
Tolerance in Wheat Using a Correlated Trait and Correlated Marker Effect Model. G3:
654
Genes|Genomes|Genetics 9:473-489
655
Dreccer MF, Chapman SC, Ogbonnaya FC, Borgognone MG, Trethowan RM (2008) Crop and
656
environmental attributes underpinning genotype by environment interaction in synthetic-derived
657
bread wheat evaluated in Mexico and Australia. Australian Journal of Agricultural Research 59:447-
658
460
659 Alaux M, Rogers J, Letellier T, Flores R, Alfama F, Pommier C, Mohellibi N, Durand S,
611 Alaux M, Rogers J, Letellier T, Flores R, Alfama F, Pommier C, Mohellibi N, Durand S, Kimmel E,
611
Michotey C, Guerche C, Loaec M, Lainé M, Steinbach D, Choulet F, Rimbert H, Leroy P, Guilhot N,
612
Salse J, Feuillet C, Paux E, Eversole K, Adam-Blondon A-F, Quesneville H (2018) Linking the
613
International Wheat Genome Sequencing Consortium bread wheat reference genome sequence to
614
wheat genetic and phenomic data. References
610 610 Alaux M, Rogers J, Letellier T, Flores R, Alfama F, Pommier C, Mohellibi N, Durand S, Kimmel E,
611
Michotey C, Guerche C, Loaec M, Lainé M, Steinbach D, Choulet F, Rimbert H, Leroy P, Guilhot N,
612
Salse J, Feuillet C, Paux E, Eversole K, Adam-Blondon A-F, Quesneville H (2018) Linking the
613
International Wheat Genome Sequencing Consortium bread wheat reference genome sequence to
614
wheat genetic and phenomic data. Genome Biology 19:111
615
Alexander BM, Hayman PT, McDonald GK, Talukder ASMHM, Gill GS (2010) Characterising the risk of
616
heat stress on wheat in South Australia: meteorology, climatology and the design of a field heating
617
chamber. Proceedings of the 15th Australian Agronomy Conference, Lincoln, New Zealand
618
Ali MB, Ibrahim AH, Malla S, Rudd J, Hays DB (2013) Family-based QTL mapping of heat stress
619
tolerance in primitive tetraploid wheat (Triticum turgidum L.). Euphytica 192:189-203
620
Bennett D, Izanloo A, Reynolds M, Kuchel H, Langridge P, Schnurbusch T (2012a) Genetic dissection
621
of grain yield and physical grain quality in bread wheat (Triticum aestivum L.) under water-limited
622
environments. Theoretical and Applied Genetics 125:255-271
623
Bennett D, Reynolds M, Mullan D, Izanloo A, Kuchel H, Langridge P, Schnurbusch T (2012b) Detection
624
of two major grain yield QTL in bread wheat (Triticum aestivum L.) under heat, drought and high
625
yield potential environments. Theoretical and Applied Genetics 125:1473-1485
626
Bhullar SS, Jenner CF (1985) Differential responses to high temperatures of starch and nitrogen
627
accumulation in the grain of four cultivars of wheat. Australian Journal of Plant Physiology 12:363-
628
375
629
Bhusal N, Sarial AK, Sharma P, Sareen S (2017) Mapping QTLs for grain yield components in wheat
630
under heat stress. PLoS ONE 12:e0189594
631
Bonneau J, Taylor J, Parent B, Bennett D, Reynolds M, Feuillet C, Langridge P, Mather D (2013) Multi-
632
environment analysis and improved mapping of a yield-related QTL on chromosome 3B of wheat. 633
Theoretical and Applied Genetics 126:747-761
634
Bonnin I, Rousset M, Madur D, Sourdille P, Dupuits L, Brunel D, Goldringer I (2008) FT genome A and
635
D polymorphisms are associated with the variation of earliness components in hexaploid wheat. 636
Theoretical and Applied Genetics 116:383-394
637
Broman K, Sen S (2009) A Guide to QTL Mapping with R/qtl. Springer New York
638
Broman K, Wu H (2015) qtl: tools for analayzing QTL experiments. References
610 Genome Biology 19:111
615 Alaux M, Rogers J, Letellier T, Flores R, Alfama F, Pommier C, Mohellibi N, Durand S, Kimmel E,
611
Michotey C, Guerche C, Loaec M, Lainé M, Steinbach D, Choulet F, Rimbert H, Leroy P, Guilhot N,
612
Salse J, Feuillet C, Paux E, Eversole K, Adam-Blondon A-F, Quesneville H (2018) Linking the
613
International Wheat Genome Sequencing Consortium bread wheat reference genome sequence to
614
wheat genetic and phenomic data. Genome Biology 19:111
615 Alaux M, Rogers J, Letellier T, Flores R, Alfama F, Pommier C, Mohellibi N, Durand S, Kimmel E,
611
Michotey C, Guerche C, Loaec M, Lainé M, Steinbach D, Choulet F, Rimbert H, Leroy P, Guilhot N,
612
Salse J, Feuillet C, Paux E, Eversole K, Adam-Blondon A-F, Quesneville H (2018) Linking the
613
International Wheat Genome Sequencing Consortium bread wheat reference genome sequence to
614
wheat genetic and phenomic data. Genome Biology 19:111
615 g
p
gy
Alexander BM, Hayman PT, McDonald GK, Talukder ASMHM, Gill GS (2010) Characterising the risk of
616
heat stress on wheat in South Australia: meteorology, climatology and the design of a field heating
617
chamber. Proceedings of the 15th Australian Agronomy Conference, Lincoln, New Zealand
618
Ali MB, Ibrahim AH, Malla S, Rudd J, Hays DB (2013) Family-based QTL mapping of heat stress
619
tolerance in primitive tetraploid wheat (Triticum turgidum L.). Euphytica 192:189-203
620
Bennett D, Izanloo A, Reynolds M, Kuchel H, Langridge P, Schnurbusch T (2012a) Genetic dissection
621
of grain yield and physical grain quality in bread wheat (Triticum aestivum L.) under water-limited
622 g
p
gy
Alexander BM, Hayman PT, McDonald GK, Talukder ASMHM, Gill GS (2010) Characterising the risk of
616
heat stress on wheat in South Australia: meteorology, climatology and the design of a field heating
617
chamber. Proceedings of the 15th Australian Agronomy Conference, Lincoln, New Zealand
618
Ali MB, Ibrahim AH, Malla S, Rudd J, Hays DB (2013) Family-based QTL mapping of heat stress
619
tolerance in primitive tetraploid wheat (Triticum turgidum L.). Euphytica 192:189-203
620
Bennett D, Izanloo A, Reynolds M, Kuchel H, Langridge P, Schnurbusch T (2012a) Genetic dissection
621 p
p
(
g
)
p y
Bennett D, Izanloo A, Reynolds M, Kuchel H, Langridge P, Schnurbusch T (2012a) Genetic dissection
621
of grain yield and physical grain quality in bread wheat (Triticum aestivum L.) under water-limited
622
environments. References
610 Springer New York roman K, Wu H (2015) qtl: tools for analayzing QTL experiments. R package version 1.36-6. Broman K, Wu H (2015) qtl: tools for analayzing QTL experiments. R package version
639 utler D, Cullis B, Gilmour A, Gogel B, Thompson R (2018) ASReml-R reference manual (version 4 Butler D, Cullis B, Gilmour A, Gogel B, Thompson R (2018) ASReml-R reference manu
640 Cabral AL, Jordan MC, Larson G, Somers DJ, Humphreys DG, McCartney CA (2018) Relationship
642
between QTL for grain shape, grain weight, test weight, milling yield, and plant height in the spring
643
wheat cross RL4452/‘AC Domain’ PLOS ONE 13:e0190681
644 wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Euphytica 194:243-259
664
Esten Mason R, Mondal S, Beecher FW, Pacheco A, Jampala B, Ibrahim AMH, Hays DB (2010) QTL
665
associated with heat susceptibility index in wheat (Triticum aestivum L.) under short-term
666
reproductive stage heat stress. Euphytica 174:423-436
667 Finlay K, Wilkinson G (1963) The analysis of adaptation in a plant-breeding programme. Australian
668
Journal of Agricultural Research 14:742-754
669 Fleury D, Jefferies S, Kuchel H, Langridge P (2010) Genetic and genomic tools to improve drought
670
tolerance in wheat. Journal of Experimental Botany 61:3211-3222
671 p
y
Flohr BM, Hunt JR, Kirkegaard JA, Evans JR (2017) Water and temperature stress define the optimal
672
flowering period for wheat in south-eastern Australia. Field Crops Research 209:108-119
673
Groos C, Robert N, Bervas E, Charmet G (2003) Genetic analysis of grain protein-content, grain yield
674
and thousand-kernel weight in bread wheat. Theoretical and Applied Genetics 106:1032-1040
675
Guan P, Lu L, Jia L, Kabir MR, Zhang J, Lan T, Zhao Y, Xin M, Hu Z, Yao Y, Ni Z, Sun Q, Peng H (2018)
676
Global QTL Analysis Identifies Genomic Regions on Chromosomes 4A and 4B Harboring Stable Loci
677
for Yield-Related Traits Across Different Environments in Wheat (Triticum aestivum L.). Frontiers in
678
Plant Science 9
679 Hays DB, Do JH, Mason RE, Morgan G, Finlayson SA (2007) Heat stress induced ethylene production
680
in developing wheat grains induces kernel abortion and increased maturation in a susceptible
681
cultivar. Plant Science 172:1113-1123
682 Hays DB, Do JH, Mason RE, Morgan G, Finlayson SA (2007) Heat stress induced ethylene production
680
in developing wheat grains induces kernel abortion and increased maturation in a susceptible
681
cultivar. Plant Science 172:1113-1123
682 Huang XQ, Cloutier S, Lycar L, Radovanovic N, Humphreys DG, Noll JS, Somers DJ, Brown PD (2006)
683
Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population
684
derived from two Canadian wheats (Triticum aestivum L.). Theoretical and Applied Genetics
685
113:753-766
686 Huang XQ, Cloutier S, Lycar L, Radovanovic N, Humphreys DG, Noll JS, Somers DJ, Brown PD (2006)
683
Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population
684
derived from two Canadian wheats (Triticum aestivum L.). wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Cui F, Zhao C, Ding A, Li J, Wang L, Li X, Bao Y, Li J, Wang H (2014) Construction of an integrative
645
linkage map and QTL mapping of grain yield-related traits using three related wheat RIL populations. 646
Theoretical and Applied Genetics 127:659-675
647 Cullis BR, Smith AB, Coombes NE (2006) On the design of early generation variety trials with
648
correlated data. Journal of Agricultural, Biological, and Environmental Statistics 11:381
649
Dolferus R, Ji X, Richards RA (2011) Abiotic stress and control of grain number in cereals. Plant
650
Science 181:331-341
651 Dolferus R, Thavamanikumar S, Sangma H, Kleven S, Wallace X, Forrest K, Rebetzke G, Hayden M,
652
Borg L, Smith A, Cullis B (2019) Determining the Genetic Architecture of Reproductive Stage Drought
653
Tolerance in Wheat Using a Correlated Trait and Correlated Marker Effect Model. G3:
654
Genes|Genomes|Genetics 9:473-489
655 Dreccer MF, Chapman SC, Ogbonnaya FC, Borgognone MG, Trethowan RM (2008) Crop and
656
environmental attributes underpinning genotype by environment interaction in synthetic-derived
657
bread wheat evaluated in Mexico and Australia. Australian Journal of Agricultural Research 59:447-
658
460
659 Eagles HA, Cane K, Trevaskis B, Vallance N, Eastwood RF, Gororo NN, Kuchel H, Martin PJ (2014)
660
Ppd1, Vrn1, ALMT1 and Rht genes and their effects on grain yield in lower rainfall environments in
661
southern Australia. Crop and Pasture Science 65:159-170
662
Esten Mason R, Hays D, Mondal S, Ibrahim AH, Basnet B (2013) QTL for yield, yield components and
663
canopy temperature depression in wheat under late sown field conditions. Euphytica 194:243-259
664
Esten Mason R, Mondal S, Beecher FW, Pacheco A, Jampala B, Ibrahim AMH, Hays DB (2010) QTL
665
associated with heat susceptibility index in wheat (Triticum aestivum L.) under short-term
666
reproductive stage heat stress. Euphytica 174:423-436
667
Finlay K, Wilkinson G (1963) The analysis of adaptation in a plant-breeding programme. Australian
668
Journal of Agricultural Research 14:742-754
669
Fleury D, Jefferies S, Kuchel H, Langridge P (2010) Genetic and genomic tools to improve drought
670
tolerance in wheat. Journal of Experimental Botany 61:3211-3222
671
Flohr BM, Hunt JR, Kirkegaard JA, Evans JR (2017) Water and temperature stress define the optimal
672
flowering period for wheat in south-eastern Australia. Field Crops Research 209:108-119
673
Groos C, Robert N, Bervas E, Charmet G (2003) Genetic analysis of grain protein-content, grain yield
674
and thousand-kernel weight in bread wheat. wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Theoretical and Applied Genetics 106:1032-1040
675
Guan P, Lu L, Jia L, Kabir MR, Zhang J, Lan T, Zhao Y, Xin M, Hu Z, Yao Y, Ni Z, Sun Q, Peng H (2018)
676
Global QTL Analysis Identifies Genomic Regions on Chromosomes 4A and 4B Harboring Stable Loci
677
for Yield-Related Traits Across Different Environments in Wheat (Triticum aestivum L.). Frontiers in
678
Plant Science 9
679
Hays DB, Do JH, Mason RE, Morgan G, Finlayson SA (2007) Heat stress induced ethylene production
680
in developing wheat grains induces kernel abortion and increased maturation in a susceptible
681
cultivar. Plant Science 172:1113-1123
682
Huang XQ, Cloutier S, Lycar L, Radovanovic N, Humphreys DG, Noll JS, Somers DJ, Brown PD (2006)
683
Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population
684
derived from two Canadian wheats (Triticum aestivum L.). Theoretical and Applied Genetics
685
113:753-766
686
Huang XQ, Cöster H, Ganal MW, Röder MS (2003) Advanced backcross QTL analysis for the
687
identification of quantitative trait loci alleles from wild relatives of wheat (Triticum aestivum L.). 688
Theoretical and Applied Genetics 106:1379-1389
689
Huang XQ, Kempf H, Ganal MW, Röder MS (2004) Advanced backcross QTL analysis in progenies
690
derived from a cross between a German elite winter wheat variety and a synthetic wheat (Triticum
691
aestivum L.). Theor Appl Genet 109:933-943
692
Iwaki K, Nishida J, Yanagisawa T, Yoshida H, Kato K (2002) Genetic analysis of Vrn-B1 for vernalizatio
693
requirement by using linked dCAPS markers in bread wheat (Triticum aestivum L.). Theoretical and
694
Applied Genetics 104:571-576
695
Izanloo A, Condon AG, Langridge P, Tester M, Schnurbusch T (2008) Different mechanisms of
696
adaptation to cyclic water stress in two South Australian bread wheat cultivars. Journal of
697
Experimental Botany 59:3327-3346
698
Jiang Y, Jiang Q, Hao C, Hou J, Wang L, Zhang H, Zhang S, Chen X, Zhang X (2015) A yield-associated
699
gene TaCWI, in wheat: its function, selection and evolution in global breeding revealed by haplotype
700
analysis. Theoretical and Applied Genetics 128:131-143
701
Kuchel H, Hollamby G, Langridge P, Williams K, Jefferies SP (2006) Identification of genetic loci
702
associated with ear-emergence in bread wheat. Theoretical and Applied Genetics 113:1103-1112
703
Kuchel H, Williams K, Langridge P, Eagles HA, Jefferies SP (2007a) Genetic dissection of grain yield in
704
bread wheat. II. QTL-by-environment interaction. wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Theoretical and Applied Genetics 115:1015-1027
705
Kuchel H, Williams KJ, Langridge P, Eagles HA, Jefferies SP (2007b) Genetic dissection of grain yield in
706
bread wheat. I. QTL analysis. Theoretical and Applied Genetics 115:1029-1041
707
Law CN, Sutka J, Worland AJ (1978) A Genetic study of day-length response in wheat. Heredity
708
41:185-191
709 Eagles HA, Cane K, Trevaskis B, Vallance N, Eastwood RF, Gororo NN, Kuchel H, Martin PJ (2014)
660
Ppd1, Vrn1, ALMT1 and Rht genes and their effects on grain yield in lower rainfall environments in
661
southern Australia. Crop and Pasture Science 65:159-170
662
Esten Mason R, Hays D, Mondal S, Ibrahim AH, Basnet B (2013) QTL for yield, yield components and
663
canopy temperature depression in wheat under late sown field conditions. Euphytica 194:243-259
664
Esten Mason R, Mondal S, Beecher FW, Pacheco A, Jampala B, Ibrahim AMH, Hays DB (2010) QTL
665
associated with heat susceptibility index in wheat (Triticum aestivum L.) under short-term
666
reproductive stage heat stress. Euphytica 174:423-436
667
Finlay K, Wilkinson G (1963) The analysis of adaptation in a plant-breeding programme. Australian
668
Journal of Agricultural Research 14:742-754
669
Fleury D, Jefferies S, Kuchel H, Langridge P (2010) Genetic and genomic tools to improve drought
670
tolerance in wheat. Journal of Experimental Botany 61:3211-3222
671
Flohr BM, Hunt JR, Kirkegaard JA, Evans JR (2017) Water and temperature stress define the optimal
672
flowering period for wheat in south-eastern Australia. Field Crops Research 209:108-119
673
Groos C, Robert N, Bervas E, Charmet G (2003) Genetic analysis of grain protein-content, grain yield
674
and thousand-kernel weight in bread wheat. Theoretical and Applied Genetics 106:1032-1040
675
Guan P, Lu L, Jia L, Kabir MR, Zhang J, Lan T, Zhao Y, Xin M, Hu Z, Yao Y, Ni Z, Sun Q, Peng H (2018)
676
Global QTL Analysis Identifies Genomic Regions on Chromosomes 4A and 4B Harboring Stable Loci
677
for Yield-Related Traits Across Different Environments in Wheat (Triticum aestivum L.). Frontiers in
678
Plant Science 9
679
Hays DB, Do JH, Mason RE, Morgan G, Finlayson SA (2007) Heat stress induced ethylene production
680
in developing wheat grains induces kernel abortion and increased maturation in a susceptible
681
cultivar. wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Plant Science 172:1113-1123
682
Huang XQ, Cloutier S, Lycar L, Radovanovic N, Humphreys DG, Noll JS, Somers DJ, Brown PD (2006)
683
Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population
684
derived from two Canadian wheats (Triticum aestivum L.). Theoretical and Applied Genetics
685
113:753-766
686
Huang XQ, Cöster H, Ganal MW, Röder MS (2003) Advanced backcross QTL analysis for the
687
identification of quantitative trait loci alleles from wild relatives of wheat (Triticum aestivum L.). 688
Theoretical and Applied Genetics 106:1379-1389
689
Huang XQ, Kempf H, Ganal MW, Röder MS (2004) Advanced backcross QTL analysis in progenies
690
derived from a cross between a German elite winter wheat variety and a synthetic wheat (Triticum
691
aestivum L.). Theor Appl Genet 109:933-943
692
Iwaki K, Nishida J, Yanagisawa T, Yoshida H, Kato K (2002) Genetic analysis of Vrn-B1 for vernalization
693
requirement by using linked dCAPS markers in bread wheat (Triticum aestivum L.). Theoretical and
694
Applied Genetics 104:571-576
695
Izanloo A, Condon AG, Langridge P, Tester M, Schnurbusch T (2008) Different mechanisms of
696
adaptation to cyclic water stress in two South Australian bread wheat cultivars. Journal of
697
Experimental Botany 59:3327-3346
698
Jiang Y, Jiang Q, Hao C, Hou J, Wang L, Zhang H, Zhang S, Chen X, Zhang X (2015) A yield-associated
699
gene TaCWI, in wheat: its function, selection and evolution in global breeding revealed by haplotype
700
analysis. Theoretical and Applied Genetics 128:131-143
701
Kuchel H, Hollamby G, Langridge P, Williams K, Jefferies SP (2006) Identification of genetic loci
702
associated with ear-emergence in bread wheat. Theoretical and Applied Genetics 113:1103-1112
703
Kuchel H, Williams K, Langridge P, Eagles HA, Jefferies SP (2007a) Genetic dissection of grain yield in
704
bread wheat. II. QTL-by-environment interaction. Theoretical and Applied Genetics 115:1015-1027
705
Kuchel H, Williams KJ, Langridge P, Eagles HA, Jefferies SP (2007b) Genetic dissection of grain yield in
706
bread wheat. I. QTL analysis. Theoretical and Applied Genetics 115:1029-1041
707
Law CN, Sutka J, Worland AJ (1978) A Genetic study of day-length response in wheat. Heredity
708
41:185-191
709 sten Mason R, Hays D, Mondal S, Ibrahim AH, Basnet B (2013) QTL for yield, yield components a
anopy temperature depression in wheat under late sown field conditions. Euphytica 194:243-25 canopy temperature depression in wheat under late sown field conditions. wheat cross RL4452/‘AC Domain’. PLOS ONE 13:e0190681 Theoretical and Applied Genetics
685
113:753-766
686 Huang XQ, Kempf H, Ganal MW, Röder MS (2004) Advanced backcross QTL analysis in progenies
690
derived from a cross between a German elite winter wheat variety and a synthetic wheat (Triticum
691
aestivum L.). Theor Appl Genet 109:933-943
692 Huang XQ, Kempf H, Ganal MW, Röder MS (2004) Advanced backcross QTL analysis in progenies
690
derived from a cross between a German elite winter wheat variety and a synthetic wheat (Triticum
691
aestivum L.). Theor Appl Genet 109:933-943
692 Iwaki K, Nishida J, Yanagisawa T, Yoshida H, Kato K (2002) Genetic analysis of Vrn-B1 for vernalization
693
requirement by using linked dCAPS markers in bread wheat (Triticum aestivum L.). Theoretical and
694
Applied Genetics 104:571-576
695 Iwaki K, Nishida J, Yanagisawa T, Yoshida H, Kato K (2002) Genetic analysis of Vrn-B1 for vernalization
693
requirement by using linked dCAPS markers in bread wheat (Triticum aestivum L.). Theoretical and
694
Applied Genetics 104:571-576
695 Izanloo A, Condon AG, Langridge P, Tester M, Schnurbusch T (2008) Different mechanisms of
696
adaptation to cyclic water stress in two South Australian bread wheat cultivars. Journal of
697
Experimental Botany 59:3327-3346
698 Izanloo A, Condon AG, Langridge P, Tester M, Schnurbusch T (2008) Different mechanisms of
696
adaptation to cyclic water stress in two South Australian bread wheat cultivars. Journal of
697
Experimental Botany 59:3327-3346
698 Experimental Botany 59:3327-3346
698 Experimental Botany 59:3327-3346 Jiang Y, Jiang Q, Hao C, Hou J, Wang L, Zhang H, Zhang S, Chen X, Zhang X (2015) A yield-associated
699
gene TaCWI, in wheat: its function, selection and evolution in global breeding revealed by haplotype
700
analysis. Theoretical and Applied Genetics 128:131-143
701 Kuchel H, Hollamby G, Langridge P, Williams K, Jefferies SP (2006) Identification of genetic loci
702
associated with ear-emergence in bread wheat. Theoretical and Applied Genetics 113:1103-1112
703
Kuchel H, Williams K, Langridge P, Eagles HA, Jefferies SP (2007a) Genetic dissection of grain yield in
704
bread wheat. II. QTL-by-environment interaction. Theoretical and Applied Genetics 115:1015-1027
705
Kuchel H, Williams KJ, Langridge P, Eagles HA, Jefferies SP (2007b) Genetic dissection of grain yield in
706
bread wheat. I. QTL analysis. Theoretical and Applied Genetics 115:1029-1041
707
Law CN, Sutka J, Worland AJ (1978) A Genetic study of day-length response in wheat. Heredity
708
41:185-191
709 Law CN, Worland AJ, Giorgi B (1976) The genetic control of ear-emergence time by chromosomes 5A
710
and 5D of wheat. Heredity 36:49-58
711
Lemerle D, Smith A, Verbeek B, Koetz E, Lockley P, Martin P (2006) Incremental crop tolerance to
712
weeds: A measure for selecting competitive ability in Australian wheats. Euphytica 149:85-95
713
Li J, Ji L (2005) Adjusting multiple testing in multilocus analyses using the eigenvalues of a correlation
714
matrix. Heredity 95:221-227
715
Liu C, Sukumaran S, Claverie E, Sansaloni C, Dreisigacker S, Reynolds M (2019) Genetic dissection of
716
heat and drought stress QTLs in phenology-controlled synthetic-derived recombinant inbred lines in
717
spring wheat. Molecular Breeding 39:34
718
Lobell DB, Hammer GL, Chenu K, Zheng B, McLean G, Chapman SC (2015) The shifting influence of
719
drought and heat stress for crops in northeast Australia. Global Change Biology 21:4115-4127
720
Machado S, Paulsen G (2001) Combined effects of drought and high temperature on water relations
721
of wheat and sorghum. Plant and Soil 233:179-187
722
Malosetti M, Ribaut J-M, van Eeuwijk FA (2013) The statistical analysis of multi-environment data:
723
modeling genotype-by-environment interaction and its genetic basis. Frontiers in Physiology 4
724
Maphosa L, Langridge P, Taylor H, Parent B, Emebiri LC, Kuchel H, Reynolds MP, Chalmers KJ, Okada
725
A, Edwards J, Mather DE (2014) Genetic control of grain yield and grain physical characteristics in a
726
bread wheat population grown under a range of environmental conditions. Experimental Botany 59:3327-3346 Theoretical and Applied
727
Genetics 127:1607-1624
728
Martínez O, Curnow RN (1994) Missing markers when estimating quantitative trait loci using
729
regression mapping. Heredity 73:198-206
730
Mason ER, Mondal S, Beecher F, Hays D (2011) Genetic loci linking improved heat tolerance in wheat
731
(Triticum aestivum L.) to lower leaf and spike temperatures under controlled conditions. Euphytica
732
180:181-194
733
Mason RE, Hays DB, Mondal S, Ibrahim AMH, Basnet BR (2013) QTL for yield, yield components and
734
canopy temperature depression in wheat under late sown field conditions. Euphytica 194:243-259
735
McCartney CA, Somers DJ, Humphreys DG, Lukow O, Ames N, Noll J, Cloutier S, McCallum BD (2005)
736
Mapping quantitative trait loci controlling agronomic traits in the spring wheat cross RL4452x'AC
737
Domain'. Genome 48:870-883
738
Mir RR, Zaman-Allah M, Sreenivasulu N, Trethowan R, Varshney RK (2012) Integrated genomics,
739
physiology and breeding approaches for improving drought tolerance in crops. Theoretical and
740
Applied Genetics 125:625-645
741
Mohammadi M, Zali AA, Bihamta MR (2008) Mapping QTLs for Heat Tolerance in Wheat Journal of
742
Agricultural Science and Technology 10:261-267
743
Narjesi V, Mardi M, Hervan EM, Azadi A, Naghavi MR, Ebrahimi M, Zali AA (2015) Analysis of
744
Quantitative Trait Loci (QTL) for Grain Yield and Agronomic Traits in Wheat (Triticum aestivum L.)
745
Under Normal and Salt-Stress Conditions. Plant Molecular Biology Reporter 33:2030-2040
746
Norman A, Taylor J, Tanaka E, Telfer P, Edwards J, Martinant J-P, Kuchel H (2017) Increased genomic
747
prediction accuracy in wheat breeding using a large Australian panel. Theoretical and Applied
748
Genetics 130:2543-2555
749
Paliwal R, Röder MS, Kumar U, Srivastava J, Joshi AK (2012) QTL mapping of terminal heat tolerance
750
in hexaploid wheat (T. aestivum L.). Theoretical and Applied Genetics 125:561-575
751
Patterson HD, Thompson R (1971) Recovery of interblock information when block sizes are unequal. 752
Biometrika 58:545-554
753
Pinto RS, Lopes MS, Collins NC, Reynolds MP (2016) Modelling and genetic dissection of staygreen
754
under heat stress. Theoretical and Applied Genetics 129:2055-2074
755
Pinto RS, Reynolds MP, Mathews KL, McIntyre CL, Olivares-Villegas J-J, Chapman SC (2010) Heat and
756
drought adaptive QTL in a wheat population designed to minimize confounding agronomic effects. 757
Theoretical and Applied Genetics 121:1001-1021
758
R Core Team (2018) R: A language and environment for statistical computing. Experimental Botany 59:3327-3346 R Foundation for
759
Statistical Computing, Vienna, Austria
760 Law CN, Worland AJ, Giorgi B (1976) The genetic control of ear-emergence time by chromosomes 5A
710
and 5D of wheat. Heredity 36:49-58
711
Lemerle D, Smith A, Verbeek B, Koetz E, Lockley P, Martin P (2006) Incremental crop tolerance to
712
weeds: A measure for selecting competitive ability in Australian wheats. Euphytica 149:85-95
713
Li J, Ji L (2005) Adjusting multiple testing in multilocus analyses using the eigenvalues of a correlation
714
matrix. Heredity 95:221-227
715
Liu C, Sukumaran S, Claverie E, Sansaloni C, Dreisigacker S, Reynolds M (2019) Genetic dissection of
716
heat and drought stress QTLs in phenology-controlled synthetic-derived recombinant inbred lines in
717
spring wheat. Molecular Breeding 39:34
718
Lobell DB, Hammer GL, Chenu K, Zheng B, McLean G, Chapman SC (2015) The shifting influence of
719
drought and heat stress for crops in northeast Australia. Global Change Biology 21:4115-4127
720
Machado S, Paulsen G (2001) Combined effects of drought and high temperature on water relations
721
of wheat and sorghum. Plant and Soil 233:179-187
722
Malosetti M, Ribaut J-M, van Eeuwijk FA (2013) The statistical analysis of multi-environment data:
723
modeling genotype-by-environment interaction and its genetic basis. Frontiers in Physiology 4
724
Maphosa L, Langridge P, Taylor H, Parent B, Emebiri LC, Kuchel H, Reynolds MP, Chalmers KJ, Okada
725
A, Edwards J, Mather DE (2014) Genetic control of grain yield and grain physical characteristics in a
726
bread wheat population grown under a range of environmental conditions. Theoretical and Applied
727
Genetics 127:1607-1624
728
Martínez O, Curnow RN (1994) Missing markers when estimating quantitative trait loci using
729
regression mapping. Heredity 73:198-206
730
Mason ER, Mondal S, Beecher F, Hays D (2011) Genetic loci linking improved heat tolerance in wheat
731
(Triticum aestivum L.) to lower leaf and spike temperatures under controlled conditions. Euphytica
732
180:181-194
733
Mason RE, Hays DB, Mondal S, Ibrahim AMH, Basnet BR (2013) QTL for yield, yield components and
734
canopy temperature depression in wheat under late sown field conditions. Euphytica 194:243-259
735
McCartney CA, Somers DJ, Humphreys DG, Lukow O, Ames N, Noll J, Cloutier S, McCallum BD (2005)
736
Mapping quantitative trait loci controlling agronomic traits in the spring wheat cross RL4452x'AC
737
Domain'. Experimental Botany 59:3327-3346 Genome 48:870-883
738
Mir RR, Zaman-Allah M, Sreenivasulu N, Trethowan R, Varshney RK (2012) Integrated genomics,
739
physiology and breeding approaches for improving drought tolerance in crops. Theoretical and
740
Applied Genetics 125:625-645
741
Mohammadi M, Zali AA, Bihamta MR (2008) Mapping QTLs for Heat Tolerance in Wheat Journal of
742
Agricultural Science and Technology 10:261-267
743
Narjesi V, Mardi M, Hervan EM, Azadi A, Naghavi MR, Ebrahimi M, Zali AA (2015) Analysis of
744
Quantitative Trait Loci (QTL) for Grain Yield and Agronomic Traits in Wheat (Triticum aestivum L.)
745
Under Normal and Salt-Stress Conditions. Plant Molecular Biology Reporter 33:2030-2040
746
Norman A, Taylor J, Tanaka E, Telfer P, Edwards J, Martinant J-P, Kuchel H (2017) Increased genomic
747
prediction accuracy in wheat breeding using a large Australian panel. Theoretical and Applied
748
Genetics 130:2543-2555
749
Paliwal R, Röder MS, Kumar U, Srivastava J, Joshi AK (2012) QTL mapping of terminal heat tolerance
750
in hexaploid wheat (T. aestivum L.). Theoretical and Applied Genetics 125:561-575
751
Patterson HD, Thompson R (1971) Recovery of interblock information when block sizes are unequal. 752
Biometrika 58:545-554
753
Pinto RS, Lopes MS, Collins NC, Reynolds MP (2016) Modelling and genetic dissection of staygreen
754
under heat stress. Theoretical and Applied Genetics 129:2055-2074
755
Pinto RS, Reynolds MP, Mathews KL, McIntyre CL, Olivares-Villegas J-J, Chapman SC (2010) Heat and
756
drought adaptive QTL in a wheat population designed to minimize confounding agronomic effects. 757
Theoretical and Applied Genetics 121:1001-1021
758
R Core Team (2018) R: A language and environment for statistical computing. R Foundation for
759
Statistical Computing, Vienna, Austria
760 Martínez O, Curnow RN (1994) Missing markers when estimating quantitative trait loci using
regression mapping. Heredity 73:198-206 Mason ER, Mondal S, Beecher F, Hays D (2011) Genetic loci linking improved heat tolerance in wheat
731
(Triticum aestivum L.) to lower leaf and spike temperatures under controlled conditions. Euphytica
732
180:181-194
733 Mason ER, Mondal S, Beecher F, Hays D (2011) Genetic loci linking improved heat tolerance in wheat
731
(Triticum aestivum L.) to lower leaf and spike temperatures under controlled conditions. Euphytica
732
180:181-194
733 Mason RE, Hays DB, Mondal S, Ibrahim AMH, Basnet BR (2013) QTL for yield, yield components and
734
canopy temperature depression in wheat under late sown field conditions. Experimental Botany 59:3327-3346 Euphytica 194:243-259
735
McCartney CA, Somers DJ, Humphreys DG, Lukow O, Ames N, Noll J, Cloutier S, McCallum BD (2005)
736
Mapping quantitative trait loci controlling agronomic traits in the spring wheat cross RL4452x'AC
737
Domain'. Genome 48:870-883
738 Mir RR, Zaman-Allah M, Sreenivasulu N, Trethowan R, Varshney RK (2012) Integrated genomics,
739
physiology and breeding approaches for improving drought tolerance in crops. Theoretical and
740
Applied Genetics 125:625-645
741 Mir RR, Zaman-Allah M, Sreenivasulu N, Trethowan R, Varshney RK (2012) Integrated genomics,
739
physiology and breeding approaches for improving drought tolerance in crops. Theoretical and
740
Applied Genetics 125:625-645
741 Applied Genetics 125:625-645 Crop Science 59:199-211
809 Ramya P, Chaubal A, Kulkarni K, Gupta L, Kadoo N, Dhaliwal HS, Chhuneja P, Lagu M
761 Ramya P, Chaubal A, Kulkarni K, Gupta L, Kadoo N, Dhaliwal HS, Chhuneja P, Lagu M, Gupt V (2010)
761
QTL mapping of 1000-kernel weight, kernel length, and kernel width in bread wheat (Triticum
762
ti
L ) J
l f A
li d G
ti
51 421 429
763 QTL mapping of 1000-kernel weight, kernel length, and kernel width in bread wheat
762 aestivum L.). Journal of Applied Genetics 51:421-429
763 Reynolds MP, Pierre CS, Saad ASI, Vargas M, Condon AG (2007) Evaluating Potential Genetic Gains in
764
Wheat Associated with Stress-Adaptive Trait Expression in Elite Genetic Resources under Drought
765
and Heat Stress. Crop Science 47:S-172-S-189
766 Rincent R, Moreau L, Monod H, Kuhn E, Melchinger AE, Malvar RA, Moreno-Gonzalez J, Nicola Rincent R, Moreau L, Monod H, Kuhn E, Melchinger AE, Malvar RA, Moreno-Gonzalez J, Nicolas S,
767
M d
D C
b
V D
F Alt
T B
l D O
M Fl
t P D b
il P Ch
t
768 Rincent R, Moreau L, Monod H, Kuhn E, Melchinger AE, Malvar RA, Moreno-Gonzalez J, Nicolas S,
767
Madur D, Combes V, Dumas F, Altmann T, Brunel D, Ouzunova M, Flament P, Dubreuil P, Charcosset
768
A, Mary-Huard T (2014) Recovering power in association mapping panels with variable levels of
769
linkage disequilibrium. Genetics 197:375-387
770 ,
,
,
,
g
,
,
,
Madur D, Combes V, Dumas F, Altmann T, Brunel D, Ouzunova M, Flament P, Dubreuil P, Cha ,
,
,
,
,
,
,
,
A, Mary-Huard T (2014) Recovering power in association mapping panels with variable levels of
769
linkage disequilibrium. Genetics 197:375-387
770 Sadras VO, Monzon JP (2006) Modelled wheat phenology captures rising temperature trends:
771
Shortened time to flowering and maturity in Australia and Argentina. Field Crops Research 99:136-
772
146
773 Sadras VO, Vadez V, Purushothaman R, Lake L, Marrou H (2015) Unscrambling confounded effects of
774
sowing date trials to screen for crop adaptation to high temperature. Field Crops Research 177:1-8
775
Saini HS, Westgate ME, Donald LS (1999) Reproductive Development in Grain Crops during Drought. 776 Sadras VO, Vadez V, Purushothaman R, Lake L, Marrou H (2015) Unscrambling confounded effects of
774
sowing date trials to screen for crop adaptation to high temperature. Applied Genetics 125:625-645 Plant Breeding 127:241-248
786
Shirdelmoghanloo H (2014) Genetic and physiological studies of heat toleracne in hexaploid wheat
787
(Triticum aestivum L.). School of Agricultrure, Food and Wine. The University of Adelaide
788
Shirdelmoghanloo H, Cozzolino D, Lohraseb I, Collins NC (2016a) Truncation of grain filling in wheat
789
(Triticum aestivum) triggered by brief heat stress during early grain filling: association with
790
senescence responses and reductions in stem reserves. Functional Plant Biology 43:919-930
791
Shirdelmoghanloo H, Taylor JD, Lohraseb I, Rabie H, Brien C, Timmins A, Martin P, Mather DE,
792
Emebiri L, Collins NC (2016b) A QTL on the short arm of wheat (Triticum aestivum L.) chromosome
793
3B affects the stability of grain weight in plants exposed to a brief heat shock early in grain filling. 794
BMC Plant Biology 16:100
795
Smith A, Cullis B, Thompson R (2001) Analyzing variety by environment data using multiplicative
796
mixed models and adjustments for spatial field trend. Biometrics 57:1138-1147
797
Smith AB, Cullis BR, Thompson R (2005) The analysis of crop cultivar breeding and evaluation trials:
798
an overview of current mixed model approaches. The Journal of Agricultural Science 143:449-462
799
Stone PJ, Nicolas ME (1995) Effect of timing of heat stress during grain filling on two wheat varieties
800
differing in heat tolerance. I. grain growth. Australian Journal of Plant Physiology 22:927-934
801
Su Z, Hao C, Wang L, Dong Y, Zhang X (2011) Identification and development of a functional marker
802
of TaGW2 associated with grain weight in bread wheat (Triticum aestivum L.). Theoretical and
803
Applied Genetics 122:211-223
804
Sun X-Y, Wu K, Zhao Y, Kong F-M, Han G-Z, Jiang H-M, Huang X-J, Li R-J, Wang H-G, Li S-S (2008) QTL
805
analysis of kernel shape and weight using recombinant inbred lines in wheat. Euphytica 165:615
806
Tadesse W, Suleiman S, Tahir I, Sanchez-Garcia M, Jighly A, Hagras A, Thabet S, Baum M (2019) Heat-
807
Tolerant QTLs Associated with Grain Yield and Its Components in Spring Bread Wheat under Heat-
808
Stressed Environments of Sudan and Egypt. Applied Genetics 125:625-645 Ramya P, Chaubal A, Kulkarni K, Gupta L, Kadoo N, Dhaliwal HS, Chhuneja P, Lagu M, Gupt V (2010)
761
QTL mapping of 1000-kernel weight, kernel length, and kernel width in bread wheat (Triticum
762
aestivum L.). Journal of Applied Genetics 51:421-429
763 Ramya P, Chaubal A, Kulkarni K, Gupta L, Kadoo N, Dhaliwal HS, Chhuneja P, Lagu M, Gupt V (2010)
761
QTL mapping of 1000-kernel weight, kernel length, and kernel width in bread wheat (Triticum
762
aestivum L.). Journal of Applied Genetics 51:421-429
763
Reynolds MP, Pierre CS, Saad ASI, Vargas M, Condon AG (2007) Evaluating Potential Genetic Gains in
764
Wheat Associated with Stress-Adaptive Trait Expression in Elite Genetic Resources under Drought
765
and Heat Stress. Crop Science 47:S-172-S-189
766
Rincent R, Moreau L, Monod H, Kuhn E, Melchinger AE, Malvar RA, Moreno-Gonzalez J, Nicolas S,
767
Madur D, Combes V, Dumas F, Altmann T, Brunel D, Ouzunova M, Flament P, Dubreuil P, Charcosset
768
A, Mary-Huard T (2014) Recovering power in association mapping panels with variable levels of
769
linkage disequilibrium. Genetics 197:375-387
770
Sadras VO, Monzon JP (2006) Modelled wheat phenology captures rising temperature trends:
771
Shortened time to flowering and maturity in Australia and Argentina. Field Crops Research 99:136-
772
146
773
Sadras VO, Vadez V, Purushothaman R, Lake L, Marrou H (2015) Unscrambling confounded effects of
774
sowing date trials to screen for crop adaptation to high temperature. Field Crops Research 177:1-8
775
Saini HS, Westgate ME, Donald LS (1999) Reproductive Development in Grain Crops during Drought. 776
Advances in Agronomy. Academic Press, pp 59-96
777
Scarth R, Law CN (1983) The location of the photoperiod gene, Ppd2 and an additional genetic factor
778
for ear-emergence time on chromosome 2B of wheat. Heredity 51:607-619
779
Shah NH, Paulsen GM (2003) Interaction of drought and high temperature on photosynthesis and
780
grain-filling of wheat. Plant and Soil 257:219-226
781
Sharma DK, Torp AM, Rosenqvist E, Ottosen C-O, Andersen SB (2017) QTLs and Potential Candidate
782
Genes for Heat Stress Tolerance Identified from the Mapping Populations Specifically Segregating for
783
Fv/Fm in Wheat. Frontiers in Plant Science 8
784
Sharma RC, Tiwary AK, Ortiz-Ferrara G (2008) Reduction in kernel weight as a potential indirect
785
selection criterion for wheat grain yield under terminal heat stress. Applied Genetics 125:625-645 Field Crops Research 177:1-8
775 Saini HS, Westgate ME, Donald LS (1999) Reproductive Development in Grain Crops during Drought. 776
Advances in Agronomy. Academic Press, pp 59-96
777 vances in Agronomy. Academic Press, pp 59-96 Scarth R, Law CN (1983) The location of the photoperiod gene, Ppd2 and an additional genetic factor
778
for ear-emergence time on chromosome 2B of wheat. Heredity 51:607-619
779 Shah NH, Paulsen GM (2003) Interaction of drought and high temperature on photosynthesis and
780
grain-filling of wheat. Plant and Soil 257:219-226
781 Sharma DK, Torp AM, Rosenqvist E, Ottosen C-O, Andersen SB (2017) QTLs and Potential Candidate
782
Genes for Heat Stress Tolerance Identified from the Mapping Populations Specifically Segregating for
783
Fv/Fm in Wheat. Frontiers in Plant Science 8
784 Sharma DK, Torp AM, Rosenqvist E, Ottosen C-O, Andersen SB (2017) QTLs and Potential Candidate
782
Genes for Heat Stress Tolerance Identified from the Mapping Populations Specifically Segregating for
783
Fv/Fm in Wheat. Frontiers in Plant Science 8
784 Smith A, Cullis B, Thompson R (2001) Analyzing variety by environment data using multiplicative
796
mixed models and adjustments for spatial field trend. Biometrics 57:1138-1147
797
Smith AB, Cullis BR, Thompson R (2005) The analysis of crop cultivar breeding and evaluation trials:
798
an overview of current mixed model approaches. The Journal of Agricultural Science 143:449-462
799
Stone PJ, Nicolas ME (1995) Effect of timing of heat stress during grain filling on two wheat varieties
800
differing in heat tolerance. I. grain growth. Australian Journal of Plant Physiology 22:927-934
801
Su Z, Hao C, Wang L, Dong Y, Zhang X (2011) Identification and development of a functional marker
802
of TaGW2 associated with grain weight in bread wheat (Triticum aestivum L.). Theoretical and
803
Applied Genetics 122:211-223
804 Sun X-Y, Wu K, Zhao Y, Kong F-M, Han G-Z, Jiang H-M, Huang X-J, Li R-J, Wang H-G, Li S-S (2008) QTL
805
analysis of kernel shape and weight using recombinant inbred lines in wheat. Euphytica 165:615
806
Tadesse W, Suleiman S, Tahir I, Sanchez-Garcia M, Jighly A, Hagras A, Thabet S, Baum M (2019) Heat-
807
Tolerant QTLs Associated with Grain Yield and Its Components in Spring Bread Wheat under Heat-
808
Stressed Environments of Sudan and Egypt. Applied Genetics 125:625-645 Crop Science 59:199-211
809 Talukder ASMHM, McDonald GK, Gill GS (2013) Effect of short-term heat stress prior to flowering
810
and at early grain set on the utilization of water-soluble carbohydrate by wheat genotypes. Field
811
Crops Research 147:1-11
812
Talukder ASMHM, McDonald GK, Gill GS (2014a) Effect of short-term heat stress prior to flowering
813
and early grain set on the grain yield of wheat. Field Crops Research 160:54-63
814
Talukder SK, Babar MA, Vijayalakshmi K, Poland J, Prasad PVV, Bowden R, Fritz A (2014b) Mapping
815
QTL for the traits associated with heat tolerance in wheat (Triticum aestivumL.). BMC Genetics 15:97
816
Taylor J, Butler D (2017) R package ASMap: efficient genetic linkage map construction and diagnosis. 817
Journal of Statistical Software 79
818
Taylor J, Verbyla A (2011) R Package wgaim: QTL Analysis in Bi-Parental Populations Using Linear
819
Mixed Models. Journal of Statistical Software 40
820
Telfer P, Edwards J, Bennett D, Ganesalingam D, Able J, Kuchel H (2018) A field and controlled
821
environment evaluation of wheat (Triticum aestivum) adaptation to heat stress. Field Crops
822
Research 229:55-65
823
Telfer P, Edwards J, Norman A, Bennett D, Smith A, Able JA, Kuchel H (2021) Genetic analysis of
824
wheat (Triticum aestivum) adaptation to heat stress. Theoretical and Applied Genetics 134:1387-
825
1407
826
Tewolde H, Fernandez CJ, Erickson CA (2006) Wheat Cultivars Adapted to Post-Heading High
827
Temperature Stress. Journal of Agronomy and Crop Science 192:111-120
828
Thistlethwaite RJ, Tan DKY, Bokshi AI, Ullah S, Trethowan RM (2020) A phenotyping strategy for
829
evaluating the high-temperature tolerance of wheat. Field Crops Research 255:107905
830
Tsilo TJ, Hareland GA, Simsek S, Chao S, Anderson JA (2010) Genome mapping of kernel
831
characteristics in hard red spring wheat breeding lines. Theor Appl Genet 121:717-730
832
Tura H, Edwards J, Gahlaut V, Garcia M, Sznajder B, Baumann U, Shahinnia F, Reynolds M, Langridge
833
P, Balyan HS, Gupta PK, Schnurbusch T, Fleury D (2020) QTL analysis and fine mapping of a QTL for
834
yield-related traits in wheat grown in dry and hot environments. Theoretical and Applied Genetics
835
133:239-257
836
Verbyla AP, Cullis BR, Thompson R (2007) The analysis of QTL by simultaneous use of the full linkage
837
map. Applied Genetics 125:625-645 Theoretical and Applied Genetics 116:95
838
Vijayalakshmi K, Fritz AK, Paulsen GM, Bai G, Pandravada S, Gill BS (2010) Modeling and mapping
839
QTL for senescence-related traits in winter wheat under high temperature. Molecular Breeding
840
26:163-175
841
Wahid A, Gelani S, Ashraf M, Foolad MR (2007) Heat tolerance in plants: An overview. Environmental
842
and Experimental Botany 61:199-223
843
Wardlaw I (1994) The Effect of High Temperature on Kernel Development in Wheat: Variability
844
Related to Pre-Heading and Post-Anthesis Conditions. Functional Plant Biology 21:731-739
845
Yu M, Mao S-L, Hou D-B, Chen G-Y, Pu Z-E, Li W, Lan X-J, Jiang Q-T, Liu Y-X, Deng M, Wei Y-M (2018)
846
Analysis of contributors to grain yield in wheat at the individual quantitative trait locus level. Plant
847
Breeding 137:35-49
848
Zahedi M, McDonald G, Jenner C, F. (2004) Differential responses to high temperatures of starch and
849
nitrogen accumulation in the grain of four cultivars of wheat. Australian Journal of Agricultural
850
Research 55:551-564
851
Zhang J, Gizaw SA, Bossolini E, Hegarty J, Howell T, Carter AH, Akhunov E, Dubcovsky J (2018)
852
Identification and validation of QTL for grain yield and plant water status under contrasting water
853
treatments in fall-sown spring wheats. Theoretical and Applied Genetics 131:1741-1759
854
Zheng B, Chenu K, Fernanda Dreccer M, Chapman SC (2012) Breeding for the future: what are the
855
potential impacts of future frost and heat events on sowing and flowering time requirements for
856
Australian bread wheat (Triticum aestivium) varieties? Global Change Biology 18:2899-2914
857 alukder ASMHM, McDonald GK, Gill GS (2014a) Effect of short-term heat stress prior to flowerin
nd early grain set on the grain yield of wheat. Field Crops Research 160:54-63 Telfer P, Edwards J, Bennett D, Ganesalingam D, Able J, Kuchel H (2018) A field and controlled
821
environment evaluation of wheat (Triticum aestivum) adaptation to heat stress. Field Crops
822
Research 229:55-65
823 Telfer P, Edwards J, Norman A, Bennett D, Smith A, Able JA, Kuchel H (2021) Genetic analysis of
824
wheat (Triticum aestivum) adaptation to heat stress. Theoretical and Applied Genetics 134:1387-
825
1407
826 Tewolde H, Fernandez CJ, Erickson CA (2006) Wheat Cultivars Adapted to Post-Heading High
827
Temperature Stress. Journal of Agronomy and Crop Science 192:111-120
828 Thistlethwaite RJ, Tan DKY, Bokshi AI, Ullah S, Trethowan RM (2020) A phenotyping strategy for
829
evaluating the high-temperature tolerance of wheat. Applied Genetics 125:625-645 Field Crops Research 255:107905
830
Tsilo TJ, Hareland GA, Simsek S, Chao S, Anderson JA (2010) Genome mapping of kernel
831
characteristics in hard red spring wheat breeding lines. Theor Appl Genet 121:717-730
832
Tura H, Edwards J, Gahlaut V, Garcia M, Sznajder B, Baumann U, Shahinnia F, Reynolds M, Langridge
833
P, Balyan HS, Gupta PK, Schnurbusch T, Fleury D (2020) QTL analysis and fine mapping of a QTL for
834
yield-related traits in wheat grown in dry and hot environments. Theoretical and Applied Genetics
835
133:239-257
836 Vijayalakshmi K, Fritz AK, Paulsen GM, Bai G, Pandravada S, Gill BS (2010) Modeling and mapping
839
QTL for senescence-related traits in winter wheat under high temperature. Molecular Breeding
840
26:163-175
841 858 Figures and Tables
859 Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
details. 861
Population
Name
Pedigree
No. lines in
Map
No. Polymorphic
SNP
markers
No. Unique
positions
Genetic
length
(cM)
Mean
interval*
MG
MACE/GLADIUS
176
5047
1429
3009
2.1
SM
SCOUT/MACE
226
4950
1360
3030
2.2
SG
SCOUT/GLADIUS
369
5143
1761
2998
1.7
RG
RAC1548/GLADIUS
132
5133
1183
3055
2.6
L2G
AUS17840/GLADIUS
124
5514
1132
3144
2.8
* Mean interval (cM) between unique map positions
862
863 Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
d
il
861 Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
details. 861 Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
details. 861
Population
Name
Pedigree
No. lines in
Map
No. Polymorphic
SNP
markers
No. Unique
positions
Genetic
length
(cM)
Mean
interval* Table 2. The field experiments conducted as a part of the study. Summarised by location, the populations and number of lines included in each experimen
864
experiment dimensions, sowing date, mean anthesis date for each experiment, and mean maximum daily temperature, number of days >30°C, number o
865
days >35°C during anthesis and grain fill. 866 Table 2. The field experiments conducted as a part of the study. Summarised by location, the populations and number of lines included in each experiment,
864
experiment dimensions, sowing date, mean anthesis date for each experiment, and mean maximum daily temperature, number of days >30°C, number of
865
days >35°C during anthesis and grain fill. Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
d
il
861 866 y
g
g
ment
Year
Population
Location
GPS position
Plots
Columns
Rows
Reps
DH
Genotypes
Check
Genotypes
Sowing Date
Mean
Anthesis
Date
Cd.AD
Mean
Grain
Yield
kgha-1
May -
Oct
Rainfall
Mean
Anthesis
Average
Maximum
Temperature
(°C)
Mean
Anthesis
Number
of Days
>30°C
Mean Grain
Fill Average
Maximum
Temperature
(°C)
Mean
Grain
Fill
Number
of Days
>30°C
Grain Fill
Number
of Days
>35°C
M151
2015
MG, SM, SG
Angas Valley
-34.75, 139.27
1296
12
108
1.4
922
7
15 May 2015
1451
2277
102
24.3
5.0
31.9
16.7
7.9
M161
2016
MG, SM, SG
Angas Valley
-34.70, 139.25
336
24
14
1.37
245
7
1 June 2016
1511
3379
221
20.8
2.0
26.0
8.8
0.9
M152
2015
MG, SM, SG
Roseworthy
-34.51, 138.68
1296
12
108
1.4
922
7
21 May 2015
1453
2843
190
24.2
4.2
30.6
10.8
6.0
M162
2016
MG, SM, SG
Roseworthy
-34.50, 138.68
336
24
14
1.37
245
7
15 May 2016
1511
6203
480
20.9
0.0
23.1
1.8
0.0
M153
2015
MG, SM, SG
Winulta
-34.30, 137.90
1296
12
108
1.4
922
7
12 May 2015
1458
2591
208
22.8
3.0
28.1
11.1
4.5
M163
2016
MG, SM, SG
Winulta
-34.26, 137.90
336
24
14
1.37
245
7
18 May 2016
1510
6972
381
19.5
0.0
23.2
2.9
0.0
2151
2015
L2G
Angas Valley
-34.750, 139.27
216
12
18
1.52
142
8
15 May 2015
1379
1644
102
22.5
3.0
31.9
16.8
7.6
2161
2016
L2G
Angas Valley
-34.70, 139.25
144
24
6
1.67
86
9
1 June 2016
1555
3298
221
21.5
2.6
26.5
9.3
1.4
2152
2015
L2G
Roseworthy
-34.51, 138.68
216
12
18
1.52
142
8
22 May 2015
1387
2489
190
22.8
3.0
30.8
12.2
7.2
2162
2016
L2G
Roseworthy
-34.50, 138.68
144
24
6
1.67
86
9
15 May 2016
1556
6226
480
20.8
0.0
23.6
2.5
0.0
2153
2015
L2G
Winulta
-34.30, 137.90
216
12
18
1.52
142
8
12 May 2015
1382
2447
208
21.5
1.3
28.0
11.5
5.1
2163
2016
L2G
Winulta
-34.26, 137. Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
d
il
861 90
144
24
6
1.67
86
9
18 May 2016
1552
6734
381
19.6
0.0
23.5
3.3
0.3
151
2015
RG
Angas Valley
-34.75, 139.27
240
12
20
1.49
161
8
15 May 2015
1380
2181
102
22.4
2.8
32.2
17.1
7.8
161
2016
RG
Angas Valley
-34.70, 139.25
192
24
8
1.62
117
8
1 June 2016
1565
3540
221
21.6
2.7
26.6
9.3
1.5
152
2015
RG
Roseworthy
-34.51, 138.68
240
12
20
1.49
161
8
22 May 2015
1379
2738
190
22.5
2.5
31.0
12.4
7.5
162
2016
RG
Roseworthy
-34.50, 138.68
192
24
8
1.62
117
8
15 May 2016
1566
7202
480
20.7
0.0
23.8
2.6
0.0
4153
2015
RG
Winulta
-34.30, 137.90
240
12
20
1.49
161
8
12 May 2015
1381
3043
208
21.4
1.1
27.9
11.7
5.1
4163
2016
RG
Winulta
-34.26, 137.90
192
24
8
1.62
117
8
18 May 2016
1567
7903
381
19.6
0.0
23.7
3.4
0.4
Note: the 2015 GSM experiments consisted of 154 MG, 203 SM and 360 SG lines. In 2016 there were 42 MG, 44 SM and 92 SG lines. In each year the remaining plots in each experiment were made up of material not used in the analysis for
67
this study. 68 869 Figure 1. QTL identified for performance and responsiveness to the climatic co-variates measured in
870
each environment mapped against their position (cM) on the consensus map. Colours indicate QTL
871
type and to which climatic co-variate the responsiveness QTL interact. 872 Figure 1. QTL identified for performance and responsiveness to the climatic co-variates measured in
870
each environment mapped against their position (cM) on the consensus map. Colours indicate QTL
871
type and to which climatic co-variate the responsiveness QTL interact. 872 type and to which climatic co-variate the responsiveness QTL interact. Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
d
il
861 Legend
Performance
Responsive - Growing season rainfall (mm)
Responsive - Anthesis average maximum temperature (°C)
Responsive - Anthesis number of days >30°C
Responsive - Grain fill average maximum temperature (°C)
Responsive - Grain fill number of days >30°C
Responsive - Grain fill number of days >35°C yp
p
Q yp
p
Q
873 873 Legend
Performance
Responsive - Growing season rainfall (mm)
Responsive - Anthesis average maximum temperature (°C
Responsive - Anthesis number of days >30°C
Responsive - Grain fill average maximum temperature (°C
Responsive - Grain fill number of days >30°C
Responsive - Grain fill number of days >35°C Legend
Performance
Responsive - Growing season rainfall (mm)
Responsive - Anthesis average maximum temperature
Responsive - Anthesis number of days >30°C
Responsive - Grain fill average maximum temperature
Responsive - Grain fill number of days >30°C
Responsive - Grain fill number of days >35°C Legend
Performance
Responsive - Growing season rainfall (mm)
Responsive - Anthesis average maximum temperature (°C)
Responsive - Anthesis number of days >30°C
Responsive - Grain fill average maximum temperature (°C)
Responsive - Grain fill number of days >30°C
Responsive - Grain fill number of days >35°C Responsive Anthesis average maximum temp
Responsive - Anthesis number of days >30°C
Responsive - Grain fill average maximum temp
Responsive - Grain fill number of days >30°C
Responsive - Grain fill number of days >35°C Figure 2. To demonstrate the relationship between performance and responsiveness QTL, an example of TWT
874
responsiveness QTL for various co-variates found to cluster with the TWT performance QTL QTwt.agt-L2G.4A,
875
on chromosome 4A, are shown. For each responsiveness QTL, the additive effect on TWT for the RAC1548 allele
876
is shown for the range observed for each climatic co-variate for; (A) QTwt.agt-RG.4A-1, (B) QTwt.agt-RG.4A-2,
877
(C) QTwt.agt-RG.4A-3, (D) QTwt.agt-RG.4A-4 and (E) QTwt.agt-RG.4A-5. (F) Illustrates the impact on
878
responsiveness by selecting for either the favourable performance allele (Gladius shown by open dots) or the
879
alternative allele (RAC1548 allele represented by closed dots). (F) can be interpreted within the framework
880
proposed by Telfer et al. (2021) shown in (G). 881 Figure 2. To demonstrate the relationship between performance and responsiveness QTL, an example of TWT
874
responsiveness QTL for various co-variates found to cluster with the TWT performance QTL QTwt.agt-L2G.4A,
875
on chromosome 4A, are shown. Table 1. The DH populations evaluated in this study, summarising population parents and genetic map
860
d
il
861 For each responsiveness QTL, the additive effect on TWT for the RAC1548 allele
876
is shown for the range observed for each climatic co-variate for; (A) QTwt.agt-RG.4A-1, (B) QTwt.agt-RG.4A-2,
877
(C) QTwt.agt-RG.4A-3, (D) QTwt.agt-RG.4A-4 and (E) QTwt.agt-RG.4A-5. (F) Illustrates the impact on
878
responsiveness by selecting for either the favourable performance allele (Gladius shown by open dots) or the
879
alternative allele (RAC1548 allele represented by closed dots). (F) can be interpreted within the framework
880
proposed by Telfer et al. (2021) shown in (G). 881 F
B
D
G
A
C
E
Legend
Growing season rainfall (mm)
Grain fill average maximum temperature (°C)
Anthesis average maximum temperature (°C)
Grain fill number of days >30°C
Anthesis number of days >30°C
Grain fill number of days >35°C
Low performance
+’ve response
High performance
+’ve response
High performance
-’ve response
Low performance
-’ve response A F
Legend
Low performance
+’ve response
High performance
+’ve response
High performance
-’ve response
Low performance
-’ve response F B B B C C G G G D D E E SupplementaryMaterial.xlsx Supplementary Files This is a list of supplementary ¦les associated with this preprint. Click to download. SupplementaryMaterial.xlsx
|
W2102219322.txt
|
http://www.scielo.br/pdf/rlae/v14n5/v14n5a18.pdf
|
en
|
A EDUCAÇÃO DE ENFERMAGEM: BUSCANDO A FORMAÇÃO CRÍTICO-REFLEXIVA E AS COMPETÊNCIAS PROFISSIONAIS
| null | 2,006
|
cc-by
| 4,212
|
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
Nursing education: seeking...
Silva KL, Sena RR.
755
NURSING EDUCATION: SEEKING CRITICAL-REFLEXIVE
EDUCATION AND PROFESSIONAL COMPETENCIES
Kênia Lara Silva1
Roseni Rosângela de Sena2
Silva KL, Sena RR. Nursing education: seeking critical-reflexive education and professional competencies. Rev
Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61.
The study describes changes that are noted in students during training and which contribute to define
a professional profile. We carried out a descriptive-exploratory study with a qualitative approach, based on
dialectics as a theoretical-methodological framework. The data was obtained from documented analysis and
through focal groups with teachers, students and service nurses. The results show the student’s position as an
active subject in the teaching-learning process, through a movement of transformation of academic structures.
A correlation was found between the movement that seeks students’ greater political, active and critical
participation as a way of determining and guiding the profile of the generalist nurse and greater social insertion.
We conclude that, despite efforts, training guidelines and the definition of the professional profile in the study
settings is directed at the demands of the labor market, and that competency-based training is still incipient.
DESCRIPTORS: education; nursing professional competence; problem-based learning
LA EDUCACIÓN DE ENFERMERÍA: BÚSQUEDA DE LA FORMACIÓN
CRÍTICA Y REFLEXIVA Y DE LAS COMPETENCIAS PROFESIONALES
El estudio describe los cambios en los estudiantes durante la formación y que apuntan para la definición
de un perfil profesional. Estudio descriptivo exploratorio con aproximación cualitativa, que utilizase la dialéctica
como referencial teórico-metodológico. Los datos fueran obtenidos con documentación y grupos focales. Los
resultados indican la posición del estudiante como sujeto activo en el proceso enseñanza-aprendizaje desde el
movimiento de cambio de las estructuras académicas. Se identificó una correlación entre el movimiento de
búsqueda de mayor participación política, activa y crítica de los estudiantes como factor que determina y
orienta un perfil del enfermero generalista y de mayor inserción social. Se concluye que, no obstante los
esfuerzos, la orientación de la formación y la definición del perfil profesional en los escenarios del estudio
están dirigidas a las normas del mercado de trabajo, siendo insuficiente la formación baseada en competencias.
DESCRIPTORES: educación en enfermería; competencia profesional; aprendizaje basado en problemas
A EDUCAÇÃO DE ENFERMAGEM: BUSCANDO A FORMAÇÃO
CRÍTICO-REFLEXIVA E AS COMPETÊNCIAS PROFISSIONAIS
O estudo descreve resultados de uma pesquisa que retrata mudanças que são percebidas nos estudantes
durante a formação e que contribuem para a definição de um perfil profissional. Estudo descritivo-exploratório,
com abordagem qualitativa, que se ancora na dialética como referencial teórico-metodológico. Os dados foram
obtidos de análise documental e através da realização de grupos focais com docentes, estudantes e enfermeiros
de serviço. Os resultados demonstram a posição do estudante como sujeito ativo no processo ensinoaprendizagem, a partir de um movimento de transformação das estruturas acadêmicas. Identificou-se correlação
entre o movimento de busca de maior participação política, ativa e crítica dos estudantes como fator que
determina e orienta um perfil do enfermeiro generalista e de maior inserção social. Conclui-se que, apesar dos
esforços, a orientação da formação e a definição do perfil profissional nos cenários do estudo estão voltadas às
exigências do mercado de trabalho, sendo incipiente a formação baseada em áreas de competências.
DESCRITORES: educação em enfermagem; competência profissional; aprendizagem baseada em problemas
1
RN. M.Sc. in Nursing, Faculty, Pontifícia Universidade Católica de Minas Gerais, e-mail: kenialara17@yahoo.com.br; 2 RN, PhD in Nursing, Adjunct Professor
(Retired), Minas Gerais Federal University
Disponible en castellano/Disponível em língua portuguesa
SciELO Brasil www.scielo.br/rlae
Nursing education: seeking...
Silva KL, Sena RR.
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
INTRODUCTION
756
Health workers’ training, inserted in the
context of professional training, must be guided by
T eaching-learning
experiences
are
the definition of competency areas (knowledge, skills
determined by the political, social, cultural and
and attitudes) that allow for multiprofessional action
economic context they are inserted in. The modern
and interaction. General guidelines for health
world requires professionals to have a multivalent
professional education in the 21 century state that
training, oriented towards the globalizing view of
competency development should be oriented towards
(1)
reality and a permanent attitude of learning to learn
st
.
the search for health care integrality, contributing to
The deregulation of national economies,
the formation of professionals who join decision-
imposed by the international division of work,
making, communication, leadership, management
commends the adoption of privatization programs in
and permanent education aptitudes(4).
the public sector, including in health and education.
In order to cope with rapidly emerging and
These transformations change work relations which,
modifying demands in health professional training,
in combination with technological innovations, impose
there is a need for changes in the teaching-learning
new relations in the labor world and, consequently,
process, adapting it to contemporary reality and to
new requirements in terms of workers’ profile
(2)
.
In the health sector, transformations occur in
the complexity and unforeseeability characteristic of
health work.
work organization, entailing repercussions for
Preparing professionals for the labor world
technological incorporation, associated with changes
requires the development of knowledge, ideas,
in the Brazilian population’s epidemiological profile
abilities and, also, dispositions, attitudes, interests and
and
context,
behaviors. These should adapt to the possibilities and
modifications should be acknowledged which derive
demands of work modes and the way they are
from the implantation of new technological and care
organized(5).
demographic
pattern.
In
this
models, posing demands in terms of professional
profile.
In this perspective, significant mobilization
efforts have been made to transform professional
In Brazil, these modifications occur in the
training models, seeking to integrate the university
framework of the process to consolidate the Single
with segments of civil society and communities, in a
Health System - SUS, including efforts to take form
partnership that raises the potential of alternatives
in ethical, theoretical, organizational and operative
for pedagogical and organizational changes and
principles related to health, defined as a right of all
institutional interactions. This is necessary for the
citizens and a duty of the State, which is responsible
academy to demonstrate its relevance in the social
for assuring social and economic public policies that
context and to allow for student training based on
guarantee the population’s physical, mental and social
concrete, real problems.
well-being.
Attempts to revert traditional teaching models
The theories and principles guiding the SUS
demonstrate that different actors must participate in
are addressed in Decree 8.080(3), especially: universal
the definition of a professional profile: graduates,
health service access at all care levels; care integrality;
faculty, students, service professionals, health service
preservation of people’s autonomy in defense of their
managers, members of class organizations and civil
physical and moral integrity; equality of health care,
society, in a movement that guides training and the
without any kind of prejudices or privileges; political-
definition of the professional profile, based on
administrative decentralization, with one single
competency areas.
management
sphere;
Defining competencies is a hard task. It is
regionalization and hierarchization of the health
in
each
government
important to move from the analysis of practices to a
service network; problem-solving capacity of services
reasonable inventory of competencies considered
at all care levels.
essential,
In the attempt to consolidate the SUS, efforts
profession
(6)
which
constitute
the
body
of
the
.
have been made to construct a model that gives social
A competency is defined as the aptitude to
responses to health problems and needs, in view of
cope with a series of analogue situations, correctly,
Brazil’s heterogeneity and political, economic and
rapidly, pertinently and creatively mobilizing several
cultural diversity.
cognitive resources: knowledge; skills; micro-
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
Nursing education: seeking...
Silva KL, Sena RR.
competencies; information; values; attitudes; and
perception, assessment and reasoning schemes
(7)
.
757
Marília Medical School, Bahia Federal University and
Rio Grande do Norte Federal University.
In terms of health professionals, besides this
The Project presented a proposal to teaching
concept, the need should be added to incorporate a
and service institutions and their actors, to give up
prospective analysis of professional practices, in
the existing paradigm in capitalist society, in which
contexts of technological innovations, changes in
professionals are educated to attend to needs related
health services and in the population’s epidemiological
to profit and capital accumulation, and prioritize human
profile and demographic pattern.
needs, the population’s health needs and the
In the context of these transformations, the
improvement of sanitary environments, assuming the
notion of competency emerges to reorder the
commitment to train professionals who are willing to
understanding of the work/education relation,
work towards quality of life as a whole, without
deviating the focus from employments and tasks to a
abandoning the valuation of the dialectic construction
reference framework centered on human praxis and
of the health-disease process(12).
increasing the potential of worker emancipation
actions(8-9).
We decided to adopt a qualitative approach,
based on dialectics(13) as a theoretical-methodological
Applying the notion of competency implies
reference framework, which reveals a belief in the
institutionalizing new forms of educating / training
movement process that permanently exists in society,
workers and managing organizations and the labor
as well as in the historical, cultural and social
market internally, in view of economic-productive,
construction of health professionals’ education
social-historical, cultural and political mediations in the
processes and in the capacity to transform and
determination of the teaching-learning process
(8-9)
.
overcome contradictions through new practices.
Thus, we defend that the nursing training
In order to capture reality, we used primary
model should be anchored in the reference framework
data, collected through the realization of a three-hour
of critical-reflexive pedagogy
(1,10-11)
, contributing to the
focus group
(14)
in each scenario. In total, 27 faculty,
construction of professional competencies that allow
eight students and eight service professionals
for actions focused on integral care.
participated. Their discourse was recorded, transcribed
and then submitted to Discourse Analysis (13,15) .
Secondary data were obtained from reports and
METHODOLOGY
documents
made
available
by
the
research
institutions, which helped us to understand the change
This study presents partial results of the
process in nursing training at each of the four
research “UNI Project as the scenario for new
institutions. In the results section, discourse is
experiences in the transformation of nursing
identified by the letter C and a number (1, 2, 3 or 4),
education”* realized by researchers from the Study
which randomly indicate the research scenarios.
and Research Group on Nursing Teaching and Practice
Before starting data collection in the field, the
- NUPEPE at Minas Gerais Federal University between
research project was approved by the Ethics and
2000 and 2003. In this research, we attempted to
Research Committee at Minas Gerais Federal
analyze the change process in nursing education
University - COEP/UFMG, in accordance with
experienced by nursing courses at Brazilian institutions
Resolution 196/96 by the National Research Ethics
that developed the UNI Project.
Commission. Participants’ testimonies were only
The UNI Project - A New Initiative in Health
Professional Education, a political-pedagogical
recorded after they agreed to participate and signed
the Free and Informed Consent Term.
program that had been encouraging innovations in
This study describes the changes manifested
health professional formation since the early 1990’s,
and/or perceived during the student training process
in partnership with health services and the community,
and which can be demonstrated as elements
was developed in Brazil by the following higher
contributing to the definition of a professional profile.
education institutions: Londrina State University,
We attempted to describe the change movement in
* Research project funded by the Minas Gerais State Research Support Foundation - FAPEMIG
Nursing education: seeking...
Silva KL, Sena RR.
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
758
nursing training, indicating shared points in subjects’
for future professionals to attend to a new dynamics
thinking and practice in each scenario, which
in health work (C3), requiring professionals to be able
supported the construction of the empirical category:
to act in the progressive health care network,
“From critical student to generalist nurse” and how
mobilizing knowledge in individual and collective
this movement has contributed to the definition of
preventive and curative actions, in order to guarantee
the professional competency area.
health care quality (C4).
In scenario 1, participants indicated that
changes in teaching occurred to attend to nurses’
RESULTS AND DISCUSSION
training needs to work in the Family Health Program.
Subjects’ discourse in this scenario displayed constant
The focus group participants’ discourse in the
concern about inverting the hospital and disease-
four scenarios revealed, at these institutions, the
centered model, to construct a health model based
student’s position as an active subject in the teaching-
on social health production.
learning process, with room to take positions and
The Family Health Program is a strategy to
propose changes. This condition has been facilitated
reorganize basic care in Brazil, whose actions are
by academic structure transformations, by the
directed to the needs of families within its territory,
construction of a political-pedagogical project based
as a geopolitical space, in a continuous, tailor-made
on critical and reflexive reference frameworks, the
and active way; emphasizing health promotion and
adoption of active teaching methodologies, the
problem prevention, but without ignoring the curative-
expansion and diversification of teaching-learning
rehabilitating focus, with a high problem-solving level;
scenarios
at low direct and indirect economic or social costs
and
attempts
to
adopt
formative
assessment.
and articulated with other sectors determining health.
Focus group participants indicated that the
In scenario 3, participants affirmed that the
changes in the teaching model contributed to the
change in the care model, through the implantation
construction of a political-pedagogical project in which
of the Family Health Program, started to require
students are considered as active subjects in the
pedagogical practices that emphasize integral health
construction of their own knowledge (C1), thus
care, which influenced the change in the political-
becoming critical, inquiring, innovative subjects with
pedagogical project, incorporating new concepts and
more mature attitudes (C3).
new teaching practices to accompany this tendency.
Participants affirmed that, during training,
Participants in scenario 4 mentioned their
attempts have been made to construct the profile of
concern about implementing a training process to
a reflexive professional, who knows the ethical,
contribute to social changes, related to education and
political,
cultural
nurses’ insertion in the labor market. They affirmed
determinants of the profession (C4), in line with the
that, to accompany this “pattern”, i.e. the Family Health
Ministry of Education’s guidelines for nursing
Program, the course has been guided by the principle
education
historical,
(4)
ideological
and
.
Discourse in the four scenarios contained
quotations that disclose the movement seeking
of introducing the student into real practice scenarios
of current health models, prioritizing health
surveillance actions.
students’ greater political, active and critical
Discourse analysis reveals that training and
participation, as a factor that determines and guides
professional profile definition in the study scenarios
a generalist nursing profile with greater social insertion.
are directed at labor market requirements, while
This consideration is remarkable for the
training based on competency areas is in an initial
reorganization of teaching and health care processes,
stage. These areas go beyond the transitory and
as professional training exerts positive effects, to a
momentary requirements of a market and affirm the
greater or lesser extent, on health service practice,
construction of a set of abilities and attitudes that will
in consonance with the established teaching-learning
allow
process.
unforeseeable daily work situations.
professionals
to
act
in
different
and
The changes described in discourse about
Therefore, the nursing training process should
students’ attitude reflect labor market requirements.
occur in view of context dynamics and future needs
This market stimulated the construction of a profile
in health and education, to which professional training
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
Nursing education: seeking...
Silva KL, Sena RR.
759
should be oriented by means of a competency area-
noteworthy in the possibility to construct proposals
based education, in which market demands are taken
that go beyond the understanding that it is necessary
into consideration. However, this factor should not be
to attend to the labor market and strengthen the
the priority element in the definition of the professional
modus operandi of schools and pedagogical practices,
profile, preparing nursing professionals not only to
sustained
attend to labor market demands, but mainly to
transmission and conditioning.
transform the conditions imposed by this market.
by
the
pedagogical
conception
of
Therefore, the teaching-learning process
Focus group participants mentioned that
must be assumed on the basis of a critical-reflexive
professional training is excessively privileging
pedagogical conception that guides methodological
knowledge of social areas, to the detriment of
options directed at changing the centralism of the
knowledge about technical areas. They indicate that
teaching-learning process in the teacher, in order to
trained nurses are professionals who are very critical
transfer it, make it accountable and establish a new
with respect to social problems, but do not master
meaning in the student(11,17).
the technical knowledge and instruments needed to
develop nursing practice (C3).
The change and redefinition of nurses’
professional profile has been established on the basis
This finding goes against the premises of the
of opportunities students are offered during the
training model in force until that time, which privileged
course, to act in multiprofessional activities, using the
curative and individual action, based on the hospital-
interdisciplinary focus in work teams active in new
centered biomedical model and strongly characterized
teaching-learning scenarios (C4).
by a technicist orientation. However, participants
Various proposals are being applied in nursing
perceived that social and political issues are
education, such as curricular integration, teacher-care
emphasized to the detriment of technical skills
integration, competency-based curriculum, aimed at
development of “health clinic”. Therefore, we believe
training professionals who are committed to health
that the model is still fragmented and does not allow
policies and at developing specific competencies and
students to develop themselves simultaneously in
skills to exert an impact(18).
technical-scientific and political-social competency
These experiences have been the fruit of
areas, mobilizing them to guarantee integrality in their
nursing education programs’ dissatisfaction and
training and health care process.
fragility at all levels. This fragility can be understood
This reveals the need to restructure the
as a lack of theoretical bases for action, attested by
training process, adopting an integral view of the
the traditional lack of reflection about why and what
health-disease process and of receiving care and,
for, by the obsession to innovate for the mere sake of
thus, overcoming the fragmentation between biology
innovation, in short, by education processes with little
/ social, curative / preventive, clinical / epidemiologic,
adherence to reality, where the dichotomy between
subjectivity / sociability in the construction of a
theory and practice is still remarkable and where the
teaching-learning
future
conception of the health and disease process
professional
subordinated to biological sciences and individual care
professionals
process
develop
that
specific
makes
competencies, combining soft-hard, like clinical
technology, and soft technologies like bonding,
welcoming and accountability(16).
is perpetually reproduced(18).
Focus group participants also manifested that
the financial support of the UNI Project contributed to
The analysis of documents from the four
the exercise of research methodology among students
scenarios allows us to affirm that the professional
(C3). The documentary analysis also reveals that
profile expressed in the political-pedagogical project
support was directed at strategic-institutional plans,
was designed on the basis of an analysis of the labor
constructed by the teaching / service partnership to
market, of the population’s demands and health needs
design change processes.
and future projections about nurses’ insertion into
Documentary data from the four scenarios
health service production scenarios, oriented towards
affirmed that the approximation between teaching and
the consolidation of the Single Health System.
research is part of mechanisms to try and integrate
However, schools continue structuring their curricula
basic and professional teaching and articulate theory
by contents and objectives, which is characteristic of
and practice, contributing to the definition of a
traditional teaching models. This difference seems
professional profile that integrates knowledge from
Nursing education: seeking...
Silva KL, Sena RR.
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
different disciplines and destructures the dichotomy
760
FINAL CONSIDERATIONS
between teaching and care practice.
In line with this analysis, practice analysis
The research results disclosed that adopting
and research are training methods that allow for the
a critical-reflexive focus in the training process can
construction
the
affect the health and nursing work process, being able
development of a meta-competency: knowing how
to affirm care delivery by subjects with values, culture
to analyze(7).
and ideology, committed to solving the population’s
of
professionalism,
through
This seems to be a differentiating element in
and health services’ concrete health problems.
the search for critical-reflexive training, in which
Therefore, this movement should not only be guided
learning is the fundamental attribute in the relations
by technical and instrumental rationality, but basically
between the subjects involved in interactions in the
by new possibilities for communication, organization
teaching-learning process, through students’ active
as well as intersubjective and care relations.
participation, the problematization of reality and the
theory/practice
articulation,
in
a
permanent
movement of learning to learn.
Thus, we need to think about ways to flexibilize
the teaching system, constructing processes that help
to structure proposals that are more adapted to
In this perspective, students can construct
requirements in the modern and future world of
knowledge based on problems from concrete reality,
uncertainties. This more flexible teaching system should
articulating knowledge from different areas, based
be manifested by the introduction of new contents but,
on interdisciplinarity and on the integration of contents
mainly, it should give a meaning to students as subjects
and actions. This training has the potential to support
who need to be capable of thinking creatively, have
actions in the complexity and unforeseeability that
self-esteem, can face professional changes and
are characteristic of daily health work.
construct their own network of beliefs and values.
The analysis of focus group participants’
This indicates the need to reorient professional
discourse reveals that the teaching / work relation
nursing training towards solving concrete and real
stimulates transformations in teaching which are
problems, as an alternative to develop the capacity
nourished by the reorganization of the health care
to create, recreate and project new things from the
model,
i n t e g r a l i t y.
perspective of creative practice, allowing for subjects’
Participants revealed that the relation between
development in their multiple dimensions: social,
teaching
historical, cultural and holistic.
in
the
and
search
service
for
has
care
been
a
positive
experience for all actors, allowing for the training
Thus, we consider that nursing education
of professionals who are in line with the reality of
should distinguish itself by the search for integral care,
health service and with the population’s health
constructed during training, on the basis of critical-
demands and needs, considering the complexity
reflexive references in the definition of professional
and transformations of health work.
nursing competencies.
REFERENCES
5. Sacristán JG, Gómez AIP. Compreender e transformar o
ensino. 4º ed. Porto Alegre (RS): Artmed; 1998.
1. Delors J, organizador. Educação: um tesouro a descobrir Relatório para a UNESCO da Comissão Internacional sobre
6. Perrenoud P. A qualidade de uma formação profissional é
executada primeiramente em sua concepção. Anais do Encontro
Educação para o século XXI. 6 ed. São Paulo (SP): Cortez; 2001.
de Profissionais da Saúde: “Projeto qualidade de cuidados
2. Deluiz N. O modelo das competências profissionais no mundo
médicos”; 1997 novembro 21; Marseille; França; 1997.
do trabalho e na educação: implicações para o currículo. Boletim
7. Perrenoud P. Construir as competências desde a escola.
Técnico do SENAC 2001 setembro-dezembro; 27(3):12-25.
Porto Alegre (RS): Artmed; 1999.
3. Lei n. 8080 de 19 de setembro de 1990. Dispõe sobre as
8. Ramos MN. É possível uma pedagogia das competências
condições para promoção, proteção e recuperação da saúde,
contra-hegemônica? Relações entre a pedagogia das
a
competências, construtivismo e neopragmatismo. Trabalho,
organização
e
o
funcionamento
dos
serviços
correspondentes e dá outras providências. Diário Oficial da
Educação e Saúde. 2003 março; 1(1):93-114.
União, Brasília, 20 set. 1990. p. 18.055-9.
9. Ramos MN. A educação profissional pela pedagogia das
4. Ministério da Educação e Cultura (BR). Resolução CNE/CES
competências e superfície dos documentos oficiais. Educ Soc
nº 03 de 07 de novembro de 2001: Diretrizes Curriculares
2002 setembro; 23(80):401-22.
Nacionais do Curso de Graduação em Enfermagem. Diário Oficial
10. Gadotti M. Perspectivas atuais da educação. Porto Alegre
da União, Brasília, 9 nov. 2001. Seção 1:37.
(RS): Artmed; 2000.
Rev Latino-am Enfermagem 2006 setembro-outubro; 14(5):755-61
www.eerp.usp.br/rlae
11. Godoy CB. O curso de enfermagem da Universidade
Estadual de Londrina na construção de uma nova proposta
pedagógica. Rev Latino-am Enfermagem 2002 julho-agosto;
10(4):596-603.
12. Sena-Chompré RR, Egry EY. A Enfermagem nos Projetos
UNI: contribuição para um novo projeto político para a
Enfermagem Brasileira. São Paulo (SP): Hucitec; 1998.
13. Minayo MCS. O desafio do conhecimento: pesquisa
qualitativa em saúde. 8 ed. São Paulo (SP): Hucitec; 2004.
14. Dall’agnol CM, Trench MH. Grupos focais como estratégia
metodológica em pesquisas na enfermagem. Rev Gaúch
Enfermagem 1999 janeiro; 20(1):5-25.
15. Bourdieu P, organizador. A miséria do mundo. 2 ed.
Petrópolis (RJ): Vozes; 1998.
16. Merhy EE. Saúde: a cartografia do trabalho vivo. São
Paulo (SP): Hucitec; 2002.
17. Vilela EM, Mendes IJM. Interdisciplinaridade e saúde:
estudo bibliográfico. Rev Latino-am Enfermagem 2003 julhoagosto; 11(4):525-31.
18. Takahashi OC, organizadora. Formação de recursos
humanos em enfermagem na América Latina e Caribe.
Documento apresentado à Rede Latino-americana de
Enfermería - REAL, Londrina (PR): UEL; 2001.
Recebido em: 25.11.2004
Aprovado em: 12.7.2006
Nursing education: seeking...
Silva KL, Sena RR.
761
|
|
https://openalex.org/W3177084595
|
https://www.frontiersin.org/articles/10.3389/fpsyg.2021.657705/pdf
|
English
| null |
Parsing Model and a Rational Theory of Memory
|
Frontiers in psychology
| 2,021
|
cc-by
| 15,415
|
Parsing Model and a Rational Theory
of Memory Jakub Dotla ˇcil 1* and Puck de Haan 2 1 Utrecht Institute of Linguistics, Utrecht University, Utrecht, Netherlands, 2 Artificial Intelligence, University of Amsterdam,
Amsterdam, Netherlands This paper explores how the rational theory of memory summarized in Anderson (1991)
can inform the computational psycholinguistic models of human parsing. It is shown
that transition-based parsing is particularly suitable to be combined with Anderson’s
theory of memory systems. The combination of the rational theory of memory with the
transition-based parsers results in a model of sentence processing that is data-driven
and can be embedded in the cognitive architecture Adaptive Control of Thought-Rational
(ACT-R). The predictions of the parser are tested against qualitative data (garden-path
sentences) and a self-paced reading corpus (the Natural Stories corpus). Keywords: computational psycholinguistics, cognitively constrained parsers, memory retrieval, rational theory of
memory, modeling reading data Reviewed by:
John Hale, University of Georgia, United States
Christian Huyck,
Middlesex University, United Kingdom
Richard Futrell,
University of California, Irvine,
United States One particularly successful case of the rational theory was its application to the study of human
memory, as summarized in Anderson (1991). Assuming that the human memory should strive to
provide information that is needed at a particular situation and that it is costly and takes time to
retrieve elements from memory, we would expect that the retrieval of an element be related to
the probability that it is needed. That is, elements that are most likely to be needed at a particular
situation will be prioritized in retrieval. Since retrieval is ordered by need probabilities, it is expected
that less needed items require more time to be recalled. Furthermore, if retrieval is abandoned when
the cost for retrieval exceeds some threshold, we expect the less needed an item is, the more likely
it is that its recall fails. These predictions have been largely confirmed, see Anderson (1991). Specialty section:
This article was submitted to
Language Sciences,
a section of the journal
Frontiers in Psychology
Received: 23 January 2021
Accepted: 03 May 2021
Published: 23 June 2021
Citation:
Dotla ˇcil J and de Haan P (2021)
Parsing Model and a Rational Theory Specialty section:
This article was submitted to
Language Sciences,
a section of the journal
Frontiers in Psychology The rational theory of memory played an important role in the development of the cognitive
architecture Adaptive Control of Thought-Rational, ACT-R (Anderson and Lebiere, 1998;
Anderson et al., 2004), which in turn played an important role in psycholinguistic models of parsing
(Lewis and Vasishth, 2005; Lewis et al., 2006; Reitter et al., 2011; Engelmann et al., 2013; Vogelzang
et al., 2017; Brasoveanu and Dotlaˇcil, 2020). Lewis and Vasishth (2005) and subsequent works
showed, in particular, that the rational theory of memory implemented in ACT-R is insightful in
analyzing the pattern of recall in forming dependencies during parsing, for example, subject-verb
dependency as in (1-a) and antecedent-reflexive dependency as in (1-b) (see also Lewis et al., 2006;
Van Dyke, 2007; Wagers et al., 2009; Dillon et al., 2013; Kush et al., 2015; Lago et al., 2015; Jäger
et al., 2017; Jäger et al., 2020; Nicenboim et al., 2018; Villata et al., 2018; Engelmann et al., 2019;
Vasishth et al., 2019; Smith and Vasishth, 2020, among others). Reviewed by:
John Hale, Received: 23 January 2021
Accepted: 03 May 2021
Published: 23 June 2021 ORIGINAL RESEARCH
published: 23 June 2021
doi: 10.3389/fpsyg.2021.657705 ORIGINAL RESEARCH 1. INTRODUCTION Edited by:
Matthew W. Crocker,
Saarland University, Germany In the rational theory of cognition, it is argued that cognitive functions are largely shaped by our
adaptation to the environment. In this view, it is assumed that various aspects of our behavior can be
explained as the result of the optimization to the structure of the environment. The rational theory
of cognition has been fruitful in explaining regularities in categorization, learning, communication
and reasoning, among others (Anderson, 1990, 1991; Oaksford and Chater, 1994, 2007; Tenenbaum
et al., 2011; Franke and Jäger, 2016; Piantadosi et al., 2016). Saarland University, Germany
Reviewed by:
John Hale,
University of Georgia, United States
Christian Huyck,
Middlesex University, United Kingdom
Richard Futrell,
University of California, Irvine,
United States
*Correspondence:
Jakub Dotla ˇcil Keywords: computational psycholinguistics, cognitively constrained parsers, memory retrieval, rational theory of
memory, modeling reading data 1The procedural memory system stores the knowledge exhibited in automatized,
sequential behavior. This type of memory plays less important role in our models
of parsing. We will briefly come back to it in section 4. (antecedent-reflexive) In ACT-R, the history component is called base-
level activation, abbreviated as Bi, and the context component is
called spreading activation, which we will abbreviate as Si. We
can rewrite the formula as follows2: 2ACT-R activation also standardly includes noise parameter. In (5), we ignore the
noise parameter ǫ, so that activation is deterministic. (antecedent-reflexive) (2)
Example of a chunk stored and retrieved in (1-a):
Form
students
Function SUBJECT
Number PLURAL
(2)
Example of a chunk stored and retrieved in (1-a):
(2)
Example of a chunk stored and retrieved in (1-a): This brings us to the research topic of this paper, namely,
studying whether other aspects in which parsing has to rely on
memory can also be seen as fitting the research programme of the
rational theory of cognition. In particular, during comprehension
and production, native speakers have to continuously rely on
their past knowledge of parsing rules. For instance, in (1), readers
would not be able to comprehend the sentences correctly unless
they recall that subjects normally precede verbs in English, verbs
are followed by objects, English has prepositions (not post-
positions) etc. From the perspective of the rational theory of
memory, it is expected that the retrieval of parsing rules, such
as these should follow the general considerations highlighted
above, i.e., parsing rules should be retrieved in the order of
their need probability and the order should monotonically
correlate with latencies and accuracies. We will show that it
is indeed possible to construct parsing on the basis of the
rational theory of memory. The resulting model can furthermore
correctly predict qualitative data in psycholinguistics (garden-
path phenomena) and its predictions match behavioral measures
in a psycholinguistic corpus (Natural Stories Corpus, Futrell et al.,
2018). ( )
p
Form
students
Function SUBJECT
Number PLURAL
Form
students
Function SUBJECT
Number PLURAL
Assuming that retrieving a chunk is costly and takes time,
retrieval from memory must be constrained. An optimal retrieval
system would prioritize those chunks that are more likely needed
for the current goal. In general, it should hold that the recall of a
piece of information, chunk i, adjusted by the value of the current
goal G should not exceed the cost of the retrieval C. (3)
P(i) · G < C (3)
P(i) · G < C (3) The task of the rational theory of memory is to find a reasonable
estimation of P(i). In ACT-R, it is assumed that P(i), the
probability that i is needed, is conditionalized on two sources of
information: (i) the history Hi, that is, the past use of i;and (ii) the
current context Q. Citation: Citation:
Dotla ˇcil J and de Haan P (2021)
Parsing Model and a Rational Theory
of Memory. Front. Psychol. 12:657705. doi: 10.3389/fpsyg.2021.657705 June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan (antecedent-reflexive) We thus need to estimate P(i|Hi, Q), which can
be easily done using Bayes’ rule. However, rather than expressing
the conditional probability directly, it is standard in ACT-R to
estimate log-odds. The estimation is expressed in (4) (ic is the
complement of i, i.e., P(ic) is the probability that i is not needed;
Q, the current context, consists of indices j, which we call cues). The structure of the paper is as follows: in the following
section, we briefly introduce the rational theory of memory
as
part
of
the
cognitive
architecture
ACT-R. Next,
we
present transition-based parsers developed in computational
linguistics and show how transition-based parsing and cognitive
architectures can be combined. The cognitively informed parser
is then evaluated on garden-path examples and data from Natural
Stories Corpus. Finally, our research is briefly compared to
related works in computational psycholinguistics. (4)
log( P(i|Hi,Q)
P(ic|Hi,Q)) = log( P(i|Hi)
P(ic|Hi) ·
P(Q|i)
P(Q|ic)) = log( P(i|Hi)
P(ic|Hi)) +
log(Q
j∈Q
P(j|i)
P(j|ic)) The inference in (4) makes the common assumption that while
the probability that i is being needed is dependent on Hi and
Q, the probabilities of the cues j in the current context Q are
mutually independent and not dependent on the history Hi,
conditional on i (see Anderson, 1991). The log-odds in (4) have a
special status in ACT-R. They are called the activation of i, written
as Ai. The activation consists of two parts: the history component
[the first addend in(4) ] and the context component [the second
addend in(4) ]. In ACT-R, the history component is called base-
level activation, abbreviated as Bi, and the context component is
called spreading activation, which we will abbreviate as Si. We
can rewrite the formula as follows2: The inference in (4) makes the common assumption that while
the probability that i is being needed is dependent on Hi and
Q, the probabilities of the cues j in the current context Q are
mutually independent and not dependent on the history Hi,
conditional on i (see Anderson, 1991). The log-odds in (4) have a
special status in ACT-R. They are called the activation of i, written
as Ai. The activation consists of two parts: the history component
[the first addend in(4) ] and the context component [the second
addend in(4) ]. (1)
Example of dependencies, signaled by arrows.
a.
Students rarely know the answer.
(subject-verb)
b.
The man told the woman about himself.
(antecedent-reflexive) (1)
Example of dependencies, signaled by arrows. a. Students rarely know the answer. (subject-verb)
b. The man told the woman about himself. (antecedent-reflexive) a chunk, representing a simplified piece of information retrieved
in the dependency in (1-a), is shown in (2). In this notation, slot
names appear on the left side and their values on the right side. The chunk represents the knowledge that a plural subject of the
form students was encountered and stored in memory. 2. MODELING MEMORY RETRIEVAL IN
RATIONAL THEORY Adaptive Control of Though-Rational assumes, true to its name,
that various cognitive functions should be modeled as a case of
rational theory of cognition. Here, we will focus on how memory
and memory retrieval are formalized in ACT-R. ACT-R assumes two types of memory: procedural memory
and declarative memory. We focus here on the latter, the
declarative memory, which is used for the storage of factual
knowledge.1 (5)
ACT-R activation: log( P(i|Hi,Q)
P(ic|Hi,Q)) = Ai = Bi + Si (5) “Presentation” in ACT-R means two things. Either it refers
to the moment that the chunk was created for the first time
(i.e., someone learns a particular fact), or the moment when
the chunk was successfully recalled from declarative memory to
be used in some context, after which it is stored in declarative
memory again. Finally, the formula in (9) shows how Ai is related to the time
it takes to retrieve a chunk from declarative memory, Ti. The
relation between Ai and Ti is modulated by two free parameters,
F, latency factor, and f , latency exponent. (9)
Retrieval time: Ti = Fe−fAi
(F, f – free parameters) When both parameters are set at 1 (their default value), the
retrieval time of a chunk i is simply the exponential of its negative
activation, which is the reverse odds that the chunk i is needed in
the current context [see (4)]: (10)
Retrieval time if F, f = 1: Ti = e−Ai = P(ic|Hi,Q)
P(i|Hi,Q) (10) (6)
Base-level activation: Bi = log
P
k∈H
t−d
k
! (d – decay, free
parameter) It follows from (10) that the more a chunk is needed to achieve
the current goal, the faster it will be retrieved. (6) Let us illustrate how all the equations are put together on an
example from the introduction, the subject-verb dependency. parameter) The second element in the calculation of activation is given
in (7). To keep the calculation manageable, some simplifying
assumptions are introduced (see Anderson, 1991; Anderson and
Lebiere, 1998). First, it is assumed that the cues j in the current
context are independent of each other (and of the history Hi),
conditional on i. Second, the denominator, which should be
P(j|ic), is simplified into P(j) since conditionalizing j on the
irrelevant piece of information ic should not affect probabilities
significantly and can be ignored. The resulting log of probability
ratios, log P(j|i)
P(j) is called the associative strength and is standardly
abbreviated as Sji. The equation also includes the weight W,
which is a free parameter weighing the context component
of the activation. Assume we comprehend or produce the verb in (11-a) and
want the retrieve the chunk students to resolve the subject-verb
dependency. For the purposes of this illustration, we assume
that the chunk is represented in memory as shown in (11-b),
repeated from (2). (5) Let us see how ACT-R estimates the history and the context
components. Before doing so, we want to stress two things. First,
the theory we are to discuss is generally and widely accepted by
the ACT-R research community. Second, it is important to realize
that the estimations of both the history component and the
context component are not just arbitrary equations that happen
to fit memory data. They should reflect the estimations that the The goal of the declarative memory system should be to
recall a piece of information i that is needed to achieve the
current goal. As is common in ACT-R, we will formalize pieces
of information as chunks. These are attribute-value matrices, or,
in the terminology of ACT-R, slot-value matrices. An example of June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 2 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan mind draws from the structure of the environment in order to
arrive at the best estimation of P(i) used in (3), just as a rational
theory of cognition would make us expect. However, we will not
present evidence that the following estimations are generalized
from the structure of the environment since this has been done
elsewhere (see Anderson, 1991). (2020). It might also help to notice that the formula Sji also
expresses the following intuition: the associative strength (and
consequently, activation) will be large when j appears only in
a few chunks since in that case j is highly predictive for each
of those chunks; the associative strength will decrease if there
are more chunks in declarative memory that carry j as its value
(see Anderson, 1974; Anderson and Lebiere, 1998; Anderson and
Reder, 1999 for empirical evidence). The base-level activation Bi of a chunk is given in (6) and
captures the fact that the probability that a chunk will be used
next time decreases as a power function of the time since the last
use, but it is also affected by the number of times that the chunk
has been used. The base-level activation is expressed as the log of
the sum of t−d
k , where tk is the time elapsed between the time of
presentation k and the time of retrieval. d is a negative exponent
(decay), a free parameter of ACT-R, often set at its default value
of 0.5. Frontiers in Psychology | www.frontiersin.org (5) The dependency needs to be resolved for
interpretational purposes since listeners need to know who the
agent of know is. It is also necessary for production purposes
since speakers need to know what inflectional form the verb
should have. (11)
a. Dependency:
Students rarely know the answer. (subject-verb)
b. The chunk to be retrieved:
Form
students
Function SUBJECT
Number PLURAL
(11)
a. Dependency:
Students rarely know the answer. (subject-verb) (11) b. The chunk to be retrieved:
Form
students
Function SUBJECT
Number PLURAL
Form
students
Function SUBJECT
Number PLURAL
(7)
Spreading activation: Si = W · log Q
j∈Q
P(j|i)
P(j) = (7)
Spreading activation: Si = W · log Q
j∈Q
P(j|i)
P(j) = (7) P
j∈Q
W · log P(j|i)
P(j) = P
j∈Q
W · Sji The activation of the subject students, its log-odds that the chunk
is needed, consists of the base-level activation and the spreading
activation. Suppose that 1 s elapsed since storing the chunk in
memory and the chunk was not re-used. Then the base-level
activation, calculated using the equation in (6), is: The activation of the subject students, its log-odds that the chunk
is needed, consists of the base-level activation and the spreading
activation. Suppose that 1 s elapsed since storing the chunk in
memory and the chunk was not re-used. Then the base-level
activation, calculated using the equation in (6), is: (W – weight, free parameter) Finally, the equation in (8) shows how ACT-R estimates the
associative strength Sji. This equation is only used if the cue j is
predictive of the chunk i. If it is not, Sji is set at 0. Simplifying
somewhat, ACT-R assumes that a cue is predictive of a chunk if
the cue appears as a value in the chunk. (12)
Bstudents = log(1−d) = 0 (12)
Bstudents = log(1−d) = 0 3. TRANSITION-BASED PARSING We introduce transition-based parsers and show that they can
be, to a large extent, embedded in ACT-R and combined with the
memory structures discussed in section 2. Such a combination
directly delivers behavioral predictions to be tested in the
following sections. • The less often a chunk was used, the lower base-level activation
the chunk has. Consequently, chunks that are rarely used will
be retrieved slower than chunks used often. • The more a chunk matches cues of the current context, the
higher the boost from spreading activation. Consequently,
chunks
with
higher
matches
with
cues
should
be
retrieved faster. Transition-based parsers are parsing systems that predict
transitions from one state to another, following decisions made
by a classifier. Since the classifier plays a crucial role in this type
of parsers, these parsers are also called classifier-based parsers. • Increasing the fan of a cue will increase the time to retrieve
an element. For example, imagine that more chunks with
the value plural were stored in declarative memory. Then,
the associative strength of any chunk with plural would be
lower and consequently, it would take more time to retrieve
such chunks. Transition-based parsers are most commonly implemented
for dependency grammars and arguably, they are most successful
and widespread when constructing dependency graphs (Nivre
et al., 2007). However, they have also been applied to phrase-
structure parsing (Kalt, 2004; Sagae and Lavie, 2005; Liu
and Zhang, 2017; Kitaev and Klein, 2018, a.o.). This paper
also develops a phrase-structure transition-based parser. We
introduce a shift reduce variant of the transition-based parsing
algorithm, which is arguably the most common type of
transition-based parser for phrase structures, and show how it
can be understood in terms of memory systems discussed in the
previous section. To the extent that these qualitative predictions are confirmed,
we have supporting evidence for the rational theory of memory
as implemented in ACT-R. To the extent that quantitative
predictions of the model can be well fit to retrieval data, we also
have evidence that the estimates of the history and the context
component of (4) in ACT-R are on the right track. Various evidence has been collected showing that qualitative
as well as quantitative predictions of the retrieval model in ACT-
R are justified. Anderson (1991) and Anderson and Lebiere
(1998) present supporting evidence from general cognitive tasks
(independent of language). In psycholinguistics, Lewis et al. (2006), Jäger et al. (12) (12) The spreading activation, calculated using the Equations (7) and
(8), is given in (13). Note that the cues [subject], [plural] are the
cues in the current context, i.e., we assume for this example that
these two cues are present in the cognitive context when resolving
the subject-verb dependency. (8)
Sji = S −log(fanj)
(S – maximum associative strength,
free parameter) (8) (8)
Sji = S −log(fanj)
(S – maximum associative strength,
free parameter) S is the log of the size of the declarative memory, but commonly,
it is hand-selected as a large enough value to ensure that Sji is
always positive (see Bothell, 2017). fanj is the number of chunks
in memory that have the cue j as its value. For discussion as
to why (8) approximates log P(j|i)
P(j) , see Brasoveanu and Dotlaˇcil (13)
Sstudents = W · S[subject],students + W · S[plural],students Let
us
assume
that
the
free
parameter
S
is
set
at
1
and
so
is
the
weight
W. Since
both
cues
appear Frontiers in Psychology | www.frontiersin.org June 2021 | Volume 12 | Article 657705 3 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan in
the
chunk
students,
we
have
to
calculate
both
addends as: associated with retrieved parsing steps can then be used to model
the effect of context on processing, e.g., investigations that are
mainly the domain of psycholinguistic parsing theories, such as
the Surprisal Theory (Hale, 2001). To the extent that the resulting
model of parsing makes correct quantitative and qualitative
predictions, we construct evidence that processing difficulties
observed during parsing can be approached from the vantage
point of the rational theory of memory. The hypothesis explored
in this paper is further investigated in Dotlaˇcil (accepted)3, which
also studies how individual components of ACT-R retrieval
system affect the retrieval of parsing steps and how the retrieval
of parsing knowledge interacts with the retrieval of dependencies
in processing. (14)
Sstudents = 1·(1−log(fan[subject]))+1·(1−log(fan[plural])) (14) The only part that needs to be decided is the value of the fan
for two cues. Let us assume that in the memory, there is no
other subject and one other plural element. 3. TRANSITION-BASED PARSING (2017); Jäger et al. (2020), among others,
summarize evidence that at least some cases of the retrieval of
dependencies can be modeled as a case of ACT-R retrieval. (12) Then the calculation
proceeds as follows: (15)
Sstudents = 1 · (1 −log(1)) + 1 · (1 −log(2)) ≈1.31 Finally, we can calculate retrieval times as follows: Finally, we can calculate retrieval times as follows: (16)
Tstudents = F · e−f ·(0+1.31) ≈0.27 s (if F and f set at 1) In section 3, we introduce transition-based parsing and show
how such parsers can be built as a case of declarative memory
in ACT-R. In section 4, we show how the model can be
linked to reaction time data and evaluate its qualitative and
quantitative predictions. Based on the discussion of this example, one might note that the
ACT-R model of declarative memory makes several predictions
regarding retrieval times. Some of those are summarized in the
bullet points below: Based on the discussion of this example, one might note that the
ACT-R model of declarative memory makes several predictions
regarding retrieval times. Some of those are summarized in the
bullet points below: • The longer the time elapsed since a chunk was used last time,
the lower base-level activation the chunk has. Consequently,
chunks that were used a long time ago will be retrieved slower
than chunks used recently. Frontiers in Psychology | www.frontiersin.org 3Dotlaˇcil, J. (accepted). Parsing as a cue-based retrieval model. Cogn. Sci. 3.1. Algorithm of Transition-Based
Phrase-Structure Parsing The parsing algorithm works with two databases, a stack of
constructed trees S and a stack of upcoming words with their
POS (part-of-speech tags) W. When parsing begins, S is empty
and W carries the upcoming words as they appear in the
sentence, so that the first word appears at the beginning of the
stack, followed by the second word, etc. The goal of this paper is to apply the retrieval and memory
model of ACT-R to a new domain. We will investigate how
the rational theory of memory can model parsing knowledge
and how the model of parsing can be embedded in ACT-R. We
will show that once one thinks of parsing steps as chunks in
declarative memory whose retrieval is driven by the same rules as
other memory elements, the ACT-R model of memory becomes
directly applicable to syntactic parsing. The activation that is Parsing proceeds by selecting actions based on the content of
S and W. Every parsing step P is a function from S, W to actions
A, that is, P : S × W ; A. In the variant of the parser that we
consider, there are three actions that the parser can select: • shift First, no
shift can be applied when W is empty. When S is empty,
no reduce can be applied and when it has only one tree,
reduce binary cannot be applied. Finally, no more than two
postulate gaps actions can be applied between two shifts. This last
restriction ensures that the system does not fall into the infinite
regress of gap postulation. 3.2. Parsing Steps as Memory Retrievals
The parsing step has to decide which action (among shift,
reduce, and postulate gap) should be taken, and, if reduce is
selected, how should the reduction be done: should it be unary
or binary and what should the root label of the newly constructed
tree be? We investigate the hypothesis that the parsing step can be
treated as a case of memory retrieval. The past parsing steps
form the declarative memory of the parser. The parser retrieves a
parsing step (or parsing steps) from memory that has the highest
probability of being needed given the current goal. The current
goal, in turn, is to parse the sentence. From this perspective,
parsing is just a particular instantiation of rational theory of
memory and can be embedded in ACT-R. The activation of a
parsing step, i.e., the log-odds that a step is needed, is calculated
from the history component and the context component. The
former is derived from the time elapsed since the step has been
used and re-used, the latter is calculated based on the cues in the
current context and the spreading activation from these cues to
chunks in declarative memory. We illustrate the steps of the shift-reduce parser on a simple
example: parsing of a boy dances. The phrase structure is shown
in Figure 1 and the parsing steps are: 1. Starting position:
S = [], S = [], 1. Starting position: W = [⟨a, DT⟩, ⟨boy, N⟩, ⟨dances, V⟩]
2. shift
S = [⟨
DT
a ⟩], W = [⟨boy, N⟩, ⟨dances, V⟩]
3. shift
S = [⟨
DT
a ⟩, ⟨
N
boy ⟩], W = [⟨dances, V⟩⟩] W = [⟨a, DT⟩, ⟨boy, N⟩, ⟨dances, V⟩]
S = [⟨
DT
a ⟩], W = [⟨boy, N⟩, ⟨dances, V⟩]
S = [⟨
DT
a ⟩, ⟨
N
boy ⟩], W = [⟨dances, V⟩⟩] boy
a
W = [⟨dances, V⟩]
5. • shift June 2021 | Volume 12 | Article 657705 4 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan • reduce
• postulate gap FIGURE 1 | Phrase structure of a boy dances. The first action, shift, pops the top element from the stack W and
pushes it as a trivial tree onto stack S. An element in W is a pair
⟨word, POS⟩, the tree moved onto the stack is just the POS tag
with the terminal the actual word. The first action, shift, pops the top element from the stack W and
pushes it as a trivial tree onto stack S. An element in W is a pair
⟨word, POS⟩, the tree moved onto the stack is just the POS tag
with the terminal the actual word. The second action, reduce, pops the top element (if the
reduction is unary) or it pops the top two elements (if the
reduction is binary) in the stack of constructed trees S and creates
a new tree. If the reduction is unary, the new tree has just one
daughter under the root, the tree that was just popped from the
stack. If the reduction is binary, the newly created tree has two
daughters, the two trees that were just popped from the stack. In either case, the newly constructed tree is pushed on top of
the stack S. It is assumed that all trees are at most binary, so no
further reductions beyond binary reductions are necessary. FIGURE 1 | Phrase structure of a boy dances. Finally, the third action, postulate gap, postulates a gap and
resolves it to its antecedent. Not every parser in computational
linguistics assumes this action, i.e., implemented parsers can
proceed just by shifting and reducing (but see Crabbé, 2015;
Coavoux and Crabbé, 2017a,b as examples of transition-based
parsers that do consider gap resolution). We add gap resolution
to our parser since ignoring gaps would make the parser less
useful for psycholinguistics, which often studies the effect of gap
resolution on processing. In this illustrative example, we assume that the parser knows
what the right phrase structure is and parses toward that
structure. Of course, the crucial question is what happens
when the phrase structure is unknown and the parser needs
to predict what action to take. This is discussed in the
next section. There are several restrictions on the three actions. 5Using three chunks, rather than a single chunk, to inform about the action,
makes the parser less error-prone and sensitive to outliers. Adding more than
three chunks does not improve the accuracy of the parser. We briefly discuss the
accuracy of the parser in section 5. 4The code for the model is available here: https://github.com/jakdot/parsing-
model-and-a-rational-theory-of-memory. • shift antecedent carried (yes or no), i.e., is there an
antecedent (like a wh-phrase) that needs to be
resolved through a gap and was not resolved yet? The features should be familiar, maybe with the exception of the
lexical head. The head is a terminal that projects its phrase (a
verb is the head of a verb phrase, a noun is the head of a noun
phrase etc.; see Collins, 1997 on head projection in computational
parsers, which this work follows). The activation of a chunk is the sum of base-level activation
and spreading activation. For base-level activation, we need
to estimate how often a parsing step has been used in the
past and how much time elapsed. The estimation comes
from the frequency of parsing steps, collected from the PTB. The frequencies can be transformed into base-level activation
according to the procedure described in Reitter et al. (2011), see
also Dotlaˇcil (2018) and Brasoveanu and Dotlaˇcil (2020). The
procedure is summarized in Appendix A. p
All the features in (17) spread activation to chunks stored in
declarative memory, which in turn represent all parsing steps
completed in the past. Recalling the right parsing step is a
case of memory retrieval that follows the rules in section 2. Consequently, it is predicted that different parsing steps might
require different amounts of time depending on the time it
takes to retrieve them. Parsing steps with higher activations
will be recalled faster than parsing steps with lower activations. Activations, in turn, are based on the base-level activation and
spreading activation, i.e., the ACT-R estimates of the history
and the context component in calculating the need log-odds
of a chunk. The spreading activation is calculated based on the match
between values in chunks and features in the current cognitive
context at the moment when the parsing step is recalled. The
features are summarized in (17). 4.2. Case 1: Garden-Path Sentences
We start the investigations of the predictions of the parser
by considering selected garden-path phenomena, taken from
previous literature (Bever, 1970; Frazier, 1978; Marcus, 1978;
Gibson, 1991; Pritchett, 1992). • shift shift
S = [⟨
NP
N
DT
⟩, ⟨
V
dances ⟩] W = [⟨dances, V⟩]
NP
V While it might be possible to think of the context as complete
trees in S and all information in W, we will limit the amount of
information in the two databases significantly. It will be assumed
that S and W carry only some features about the trees and
upcoming words, listed in (17). Thus, the parser itself never has a
full snapshot of the phrase structure that it is deriving. It only
carries some minimal, local information. The phrase structure
can always be reconstructed through parsing steps the ACT-
R agent (and, arguably, humans) took but there is no single
snapshot in which all the information is available to the agent. This position is common in ACT-R parsing, see for example,
Lewis and Vasishth (2005). 5. shift , ⟨
VP
V
dances
⟩] 6. reduce (unary) with label VP 6. reduce (unary) with label VP ⟨
S
VP
V
dances
NP
N
boy
DT
a
⟩] ⟩] dances
boy
a June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 5 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan (17)
Features representing context: Parsing novel sentences consist of recalling the needed
chunks, i.e., parsing steps collected from the PTB, from
declarative memory. The recall is driven by the activation of the
chunks. To calculate the activation of each chunk, formulas in
section 2 are applied. We assume that the parser will recall the
three chunks with the highest activations and choose the action
that is the most common one among those three chunks.5 The
parser repeats this procedure until it encounters shift. At that
moment, the parser is done with integrating word n and can
move its attention to word n+1. The activations collected during
the parsing are averaged. They can be used to directly predict
processing difficulties, as in section 4.2, or used to calculate
reaction times, as in section 4.3. a. 1 upcoming word with its POS. b. root labels of top 4 elements in S c. lexical head and the POS of the lexical head for top
4 elements in S d. left and right children in top 2 elements in S e. 4. MODELING READING DATA We present an implementation of the model of sentence parsing
built on the rational approach to memory and discuss two case
studies testing the implementation.4 Section 4.1 introduces the
model. Section 4.2 investigates whether the parser can predict
processing difficulties for selected garden-path phenomena. Section 4.3 investigates whether the parser can be used to model
self-paced reading time data from the Natural Stories Corpus
(Futrell et al., 2018). We model the predictions for the pairs in (18)–(21). In each
pair, the (a) sentence is a classical example of a garden path. The
(b) sentence carries the same or almost identical interpretation as
the garden path. However, since the disambiguation takes place
early in (b) sentences, no garden-path effect is observed. (18)
a. The horse raced past the barn fell. b. The horse which raced past the barn fell. (19)
a. While she mended the sock fell on the floor. b. While she mended, the sock fell on the floor. (20)
a. He convinced her tired children are noisy. b. He convinced her that tired children are noisy. (21)
a. She gave the boy the dog bit a bandage. b. She gave the boy that the dog bit a bandage. (18) 6The activations are also very low at the beginning of each sentence, irrespective
of whether we deal with a garden-path sentence or not. This is an artifact of the
selected model. Most cues for spreading activation come from the tree structures
already built. Of course, nothing or almost nothing has been built at the beginning
of a sentence, hence there are few cues at the start and consequently, spreading
activation is low. It is possible to avoid this property of the model, for example,
by not counting just matches in built trees, but also matches by the position in a
sentence as cues that can boost activations. Frontiers in Psychology | www.frontiersin.org 4.1. Parsing Model We assume that a declarative memory consists of chunks that
represent correct past parsing steps. These chunks are collected
from the data in the Penn Treebank (PTB) (Marcus et al., 1993). As is standard, we split the section of the PTB data as follows:
all the sections up to and including section 21 are used to train
the parser, i.e., to collect the correct parsing steps; section 22 is
used for development; section 23 is used to test the accuracy of
the parser. Before training we pre-process and prepare the phrase
structure by (i) transforming phrases into binary structures in the
way described in Roark (2001) (see Roark, 2001; Sagae and Lavie,
2005 on the reasons to do), (ii) annotating phrases with head
information, (iii) removing irrelevant information (coreference
indices on phrases), (iv) lemmatizing tokens so that lexical heads
are stored as lemmas, not as inflected tokens. We want to see how the parser parses (18)–(21) and what
activation values are predicted for the words in the sentences. We
expect that the activation of the retrieved parsing steps should
be lower for garden-path cases [(a) examples] compared to the
(b) cases. This should happen at the target words, the words at We want to see how the parser parses (18)–(21) and what
activation values are predicted for the words in the sentences. We
expect that the activation of the retrieved parsing steps should
be lower for garden-path cases [(a) examples] compared to the
(b) cases. This should happen at the target words, the words at June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 6 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan FIGURE 2 | Activations per word for sentence pairs (18)–(21). The yellow bars represent the activations in the sentences that disambiguate early. The blue bars are
the activations of the garden-path sentences. The ellipses highlight the activations on the words that trigger the garden-path effect. FIGURE 2 | Activations per word for sentence pairs (18)–(21). The yellow bars represent the activations in the sentences that disambiguate early. The blue bars are
the activations of the garden-path sentences. The ellipses highlight the activations on the words that trigger the garden-path effect. FIGURE 2 | Activations per word for sentence pairs (18)–(21). The yellow bars represent the activations in the sentences that disa
the activations of the garden-path sentences. 4.1. Parsing Model This means that if we restricted our attention to
correct parses, the contrast between garden-path sentences and
their (b) counterparts would be even larger at the critical words. in the context. This means that if we restricted our attention to
correct parses, the contrast between garden-path sentences and
their (b) counterparts would be even larger at the critical words. parse is considered again for the next word. That means that the
parser will have the correct syntactic structure at every word and
will use the correct context for retrieval. Importantly, in a self-paced reading task, readers do much
more than just retrieving and applying parsing steps. It seems
uncontroversial that a model simulating self-paced reading
should, at least, attend visually to word n, retrieve lexical
information on that word, parse, press a key (to reveal the next
word) and move visual attention to the next word, word n+1. We
will add these parts and combine them with the parsing model to
construct a more realistic model of reading. The added parts are
not created ad hoc, they are based on the (simplified) models of
visual attention and self-paced reading (Anderson and Lebiere,
1998; Brasoveanu and Dotlaˇcil, 2020). One pair in which the contrast between the (a) and the (b)
examples goes in the right direction but is so small that the
activation contrast is almost irrelevant is the case (18). The fact
that the garden-path sentence almost does not differ from the
baseline might be caused by the fact that we do not model
discourse and semantic phenomena, while Crain and Steedman
(1985) showed convincingly that this garden path is sensitive to
its context. Since the model does not take context into account, it
misses out on discourse effects affecting activations. To conclude, we see that the contrasts in the activation of
retrieved parsing steps can be tied to processing difficulties and
predict cognitive difficulties observed in garden-path sentences. The sequential behavior like reading is modeled in ACT-R
as a case of procedural knowledge, which sequences processes,
such as the ones mentioned above and calls various sub-modules
(visual, declarative memory, motor module) to carry out task
specifics. The processes are linked together and controlled by
the procedural system. In Figure 3, we represent the processes
as boxes, which the procedural system lets fire in the order as
signaled by the arrows. 4.1. Parsing Model It is assumed that these processes are
repeated on every word. Firing each of these processes takes the
same amount of time in the procedural system, specified in (22). 4.3. Modeling Corpus Reading Data
4.3.1. Introduction We study the predictions of the parsing model for the Natural
Stories Corpus (NSC, Futrell et al., 2018). The NSC is a
corpus containing 10 English narrative texts with 10,245 lexical
tokens in total. The texts were edited to contain various
syntactic constructions, including constructions that are very
rare. The corpus was read by 181 English speakers using a
self-paced reading moving-window paradigm and the self-paced
reading data were released along with the texts. Furthermore,
all the sentences were annotated according to PTB notational
conventions by the Stanford Parser (Klein and Manning,
2003) and checked and hand-corrected. The fact that the
NSC has a plethora of syntactic constructions and includes
manually controlled PTB-compatible syntactic parses makes
the corpus particularly usable for the computational modeling
of parsing. (22)
Time to start process: r
(r – free parameter) In addition to that, submodules involved in a process incur extra
processing time based on their own properties. The process attend word visually attends to a word. To keep
the model simple, we will assume that visual attention takes
a fixed amount of time, in line with basic models of ACT-R
(Bothell, 2017). It is assumed that attending takes 50 ms, the
default value of process firing in ACT-R. Since visual attention is
modeled as a fixed amount of time, any fit of the model to the data
must be driven only by retrieval processes: the retrieval of lexical
information or the retrieval of syntactic information, which are
the only two retrieval processes considered in this paper. 4.1. Parsing Model The ellipses highlight the activations on the words that trigger the garden-path effec with lower activations have higher probability of retrieval failures
(Anderson, 1991; Anderson and Lebiere, 1998). Consequently,
the decrease in activation can explain processing difficulties in
general, in particular, the failure to provide a correct parse for
garden-path sentences (Pritchett, 1992).6 which processing difficulties should be located in garden-path
sentences. The target words are fell for (18), fell for (19), are
for (20), and bit for (21). We expect the activation to decrease
for garden-path sentences at the disambiguation point because
the base-level activation of parsing steps should be low (garden-
path sentences should not be very frequent in natural data) and
because the spreading activation should be low (garden-path
sentences move us to the syntactic context that cannot find a
good match in the past parsing steps hence not many cues will
spread activation). The phrase structures built by the parser are correct for all
the (b) examples with the exception of (21-b) in which the
parser wrongly attaches the noun phrase a bandage inside
the relative clause. For the (a) sentences, the parser struggles at
the disambiguation point and the parsing steps that it retrieves
are not adequate phrase structures. It provides phrase structures
that are incorrect but in which locally built phrases are combined
in a plausible way. The incorrect parses for the (a) sentences were
selected by the parser because they had the highest activations The activations per word are graphically summarized in
Figure 2. For this calculation, we assumed default values of free
parameters and we set the maximum associative strength, S,
from the Equation (8) at 20. As we can see, the (a) examples
show lower activations than (b) examples at the target word. Furthermore, with one exception, the classical pair in (18), the
difference not only goes in the predicted direction, but it is
large at the critical word (2 points of activations or more). Note
also that the contrast in activations usually spills over to the
following words. Since lower activations translate into higher
retrieval times we see that the model is able to predict increased
reading times in garden-path sentences. Furthermore, chunks June 2021 | Volume 12 | Article 657705 7 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan in the context. 4.3.2. Reading Model The parser as specified in sections 2 and 3 and implemented
in section 4.1 will be used to model the self-paced reading of
sentences in the corpus. However, to make sure that the parser
does not go astray, at every word, we collect the correct parse
provided by the NSC. This correct parse is used as the context
for retrieval: based on this parse, the parser attempts to retrieve a
parsing step from declarative memory. The declarative memory
consists of parsing steps collected from the PTB, see section 4.1
for details. Then, the average activation of the retrieved chunks
is recorded. After the parse for the word is finished, the correct The processes press key and move visual attention interact with
the motor module and the visual module, respectively. Press key
is modeled assuming the basic model of motor actions in ACT-
R, which is inspired by the EPIC cognitive architecture (Bothell,
2017). It is assumed that readers have their fingers ready on the
key to be pressed. In that case, the simple model of motor actions
in ACT-R, followed here, postulates that it takes 150 ms to press
the key. Crucially, during this time, the procedural system is FIGURE 3 | Sequential model of reading on one word. Each box represents one process. Arrows show the order in which the processes fire. There are two arrows
from retrieve parsing steps because retrieve wh-dependent is only triggered when a gap is postulated by the parser. FIGURE 3 | Sequential model of reading on one word. Each box represents one process. Arrows show the order in which the processes fire. There are two arrows
from retrieve parsing steps because retrieve wh-dependent is only triggered when a gap is postulated by the parser. FIGURE 3 | Sequential model of reading on one word. Each box represents one process. Arrows show the order in which the pr
from retrieve parsing steps because retrieve wh-dependent is only triggered when a gap is postulated by the parser. June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 8 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan progress beyond the first few sentences. Since our model does
not represent that, we decided to remove the first 10 sentences
from each story. 4.3.2. Reading Model Furthermore, we model mRTs only starting at
the second word and ending at the second to last word in each
sentence since the first and last words tend to be outliers due to
starting and wrap-up effects. Besides, the starting words are also
outliers in our model (see also text footnote 6). free to carry out any other actions in the sequential model. That
means that moving visual attention can happen concurrently
with key presses. The processes retrieve lex. info, retrieve parsing steps and
retrieve wh-dependent
are the processes that depend on
declarative memory. All processes take at least r amount of time
each. Aside from that, they will also take some extra time: the
amount of time needed to retrieve a chunk from declarative
memory. All relevant equations to calculate retrieval time have
been given in section 2. Let us repeat that the retrieval time is
a function of activation of a retrieved chunk and modulated by
two free parameters (23-a). Activation is calculated as the sum of
base-level activation and spreading activation (23-b). The following prior structure for the parameters is assumed: • F ∼Gamma(α = 2, β = 10)
• f ∼Gamma(α = 2, β = 4) Given these priors, the values in the range 0–1 are most likely but
extremely low values are penalized. The priors for the parameters
have the mean values of 0.2 and 0.5, respectively. These priors
take into account previous findings that when F and f are
estimated on language studies, including reading data, they are
below 1 but usually not exceedingly small and F tends to be
smaller than f (Brasoveanu and Dotlaˇcil, 2018, 2020). (23)
a. Ti = Fe−fAi
(F, f – free parameters)
b. Ai = Bi + Si (F, f – free parameters) (23) The base-level activation and spreading activation have been
discussed in detail in section 2. Recall that these activations had
several free parameters: decay d, weight W, maximum associative
strength S. We set the first two parameters at their default value
0.5 and 1, respectively (see Anderson and Lebiere, 1998; Bothell,
2017). The maximum associative strength is set at 20 to ensure
that associative strength is always positive (see Bothell, 2017). 4.3.2. Reading Model Furthermore, r, the time for the procedural system to fire a
process, see (22), is set at 33 ms, as this was found in Dotlaˇcil
(accepted)3 to be the median value for an ACT-R model that
simulates reading in a self-paced reading experiment. Finally,
the time component needed to calculate base-level activation is
calculated in the same way for the retrieval of lexical information
(words) and the retrieval of parsing steps. It is derived from the
frequencies of words and parsing steps, based on the procedure
summarized in Appendix A. The estimation of parameters was done using PYMC3 and
MCMC-sampling with 1,200 draws, 2 chains and 400 burn-in
draws. The sampling chains converged as witnessed by the Rhat
value (Rhat for F was 1.036; Rhat for f was 1.028). Frontiers in Psychology | www.frontiersin.org 4.3.4. Results The mean, median and standard deviation values for the latency
factor (F) and latency exponent (f ) of the posterior distributions
can be seen in Table 1. FIGURE 4 | Bayesian model for parameter estimation of Natural Stories
Corpus. TABLE 1 | Estimated parameter values. Mean
Median
Std
F
0.0139
0.0139
0.001
f
0.661
0.655
0.068
June 2021 | Volume 12 | Article 657705 FIGURE 4 | Bayesian model for parameter estimation of Natural Stories This leaves us with two parameters needed to estimate
retrieval times from activations: F and f . These will be estimated
with a Bayesian modeling procedure. June 2021 | Volume 12 | Article 657705 4.3.3. Bayesian Modeling TABLE 2 | The linear model with Predictive RT as the only independent variable. Estimate
SE
t-Value
p-Value
Predictive RT
0.993
0.0024
415.5
p < 0.0001 The mean and median values for F match the estimate in
previous Bayesian + ACT-R reading models (Brasoveanu and
Dotlaˇcil, 2018, 2020). However, the estimate of f is greater than
in previous reading studies. It is possible that this is because
the previous reading studies did not take the retrieval of parsing
steps into account, focusing only on lexical retrieval and that the
previous studies mainly looked at experimental data, while this
study models corpus data. The finding in Table 3 shows that our reading model can
capture some aspects of self-paced reading data. However, we
want to see that this modeling capability goes beyond what
surface features of a text, i.e., position, word length or string
frequencies, known to influence reading times, can account for. For this reason, we consider a more complex model, summarized
in Table 4. The confounds we consider are the following: (i)
Story (story 1 or story 2, the former being the reference level),
(ii) ZONE (the word position in its story, z-transformed), (iii)
POSITION (the word position in its sentence, z-transformed),
(iv) the interaction of STORY × ZONE, (v) the interaction of
ZONE × POSITION, (vi) LOG(FREQ) (log-unigram frequency),
(vii) NCHAR (the length of the word in number of characters,
z-transformed), (viii) the interaction of NCHAR × LOG(FREQ),
(ix) LOG(BIGRAM) (log bigram probability), (x) LOG(TRIGRAM)
(log trigram probability). Frequencies and bigram and trigram
probabilities are provided in the NSC. Most of the confounds
that we input are considered when evaluating computational
psycholinguistic models on corpus data (Demberg and Keller,
2008; Boston et al., 2011; Hale, 2014, among others). We see
that even after adding the confounds, predicted RTs remain
a significant predictor and the effect goes in the expected
(positive) direction (t = 3.66, p = 0.0003). Thus, our parsing
model captures aspects of reading data that are not captured by
surface-like factors, e.g., string frequencies, position, number of
characters and the interaction of those.7 y
To further investigate the model, we check samples from
its posterior distribution of predicted RTs (i.e., RTs that the
reading model predicts using the posterior distribution of the
fitted parameters). We expect that these should correlate with
observed meanRTs. 7It might seem surprising that the effect of log-frequency is not significant in
Table 4. This is because predicted RTs correlate with frequency and because we
also include the NCHAR × LOG(FREQ) interaction. In a simpler model lacking the
interaction, LOG(FREQ) is significant and goes in the expected direction. Frontiers in Psychology | www.frontiersin.org 4.3.3. Bayesian Modeling There are two parameters that we need to model to fit the
reading model to the corpus data: F and f . We will estimate them
using Bayesian techniques (see Dotlaˇcil, 2018, Brasoveanu and
Dotlaˇcil, 2018, Brasoveanu and Dotlaˇcil, 2019, Brasoveanu and
Dotlaˇcil, 2020; Rabe et al., 2021 for other examples of combining
Bayesian modeling with ACT-R cognitive models; see Weaver,
2008; Dotlaˇcil, 2018 for arguments why this is necessary). We assume the structure of the model as shown in Figure 4. In
this graph, the top layer represents priors, the bottom part is the
likelihood. ACT-R(F;f) is the ACT-R cognitive model of reading
described in the previous section. When run and supplied with
F and f values, it outputs latencies per word. The latencies of
the model are then evaluated against the data assuming the
likelihood is a normal distribution (measured in milliseconds)
with standard deviation 20 ms (the bottom part of the graph). The actual data that we try to model are mean reading times
(mRT) per word in the self-paced reading corpus. We select the
first two (out of 10) stories for the estimation of the parameters. In each story, there is an observable effect of speed-up as readers FIGURE 4 | Bayesian model for parameter estimation of Natural Stories
Corpus. June 2021 | Volume 12 | Article 657705 9 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan TABLE 4 | A full linear model for RTs in the NSC. Estimate
SE
t-Value
p-Value
Intercept
258.5
17.2
15
p < 0.0001
Story
7.3
1.3
5.5
p < 0.0001
Zone
−3.9
0.87
−4.5
p < 0.0001
Position
−2
0.7
−3
0.003
Story:Zone
−3.3
1.34
−2.5
0.01
Zone:Position
1.65
0.73
2.25
0.02
Nchar
16.3
3.79
4.3
p < 0.0001
Log(Freq)
0.21
0.52
0.4
0.7
Nchar:log(Freq)
−0.68
0.22
−3.1
0.002
Log(Bigram)
0.25
0.63
0.4
0.7
Log(Trigram)
−0.88
0.48
−1.82
0.07
Predicted RT
0.15
0.04
3.66
0.0003 TABLE 2 | The linear model with Predictive RT as the only independent variable. Estimate
SE
t-Value
p-Value
Predictive RT
0.993
0.0024
415.5
p < 0.0001
TABLE 3 | The linear model with Intercept and Predictive RT. Estimate
SE
t-Value
p-Value
Intercept
248.4
12.7
19.57
p < 0.0001
Predicted RT
0.220
0.040
5.55
p < 0.0001 TABLE 4 | A full linear model for RTs in the NSC. 4.3.3. Bayesian Modeling June 2021 | Volume 12 | Article 657705 10 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan FIGURE 5 | Mean and standard deviation summaries of model and data split per trigram, frequency and observed mean RT deciles. The x-axis label shows the upper
cut-off point per decile (given in log in case of Frequency). In case of Frequency, only 9 deciles are present. This is because a single word (the) spans the top two
deciles. FIGURE 5 | Mean and standard deviation summaries of model and data split per trigram, frequency and observed mean RT deciles. The x-axis label shows the upper
cut-off point per decile (given in log in case of Frequency). In case of Frequency, only 9 deciles are present. This is because a single word (the) spans the top two
deciles. sub-corpus that we used for testing (the first two stories).9 We
tested the ACT-R retrieval model of Boston et al. (2011) with
various levels of beam-width k (k = 1, 3, 9, 20, 50, 100), where k
specifies the number of syntactic parses built in parallel. It turned
out that model predictions with low numbers of k (k ≤20)
did not show a significant effect on our NSC reading data. For
k = 50 and k = 100, the model showed a very wide range
of predicted reading times (from 50 to 5,000 ms). When we
removed predictions beyond 2,000 ms, the model predictions
were significant (β = 0.005, t = 3.1). Crucially, the predictions
of our model, PREDICTED RT, were also significant (β = 0.2, t =
4.1). This supports the position that our model captures the
properties of reading missing in an ACT-R model that only
simulates the retrieval of dependencies using the ACT-R theory
of memory. slight divergence in the 6th and 7th decile of Frequency, for which
the model assumes mean RTs faster by 10 and 9 ms). In case of the
last graph, in which data are split by observed mean RT deciles,
the model copies the linear trend of the data, i.e., predicted mean
RTs increase per decile. This trend is also confirmed by a highly
significant Pearson correlation between predicted mean RT and
observed mean RT split by decile (r = 0.88, p < 0.001). 8See also section 5 for comparisons of our model to related works. 9We used the code available at https://conf.ling.cornell.edu/Marisa/. To generate
predictions, we made use of the default English training corpus, Brown. We would
like to thank an anonymous reviewer, Marisa Boston and John Hale for discussion
and help. 4.3.3. Bayesian Modeling However,
compared to the actual data, the model has much less extreme
values on both ends of the decile spectrum and as the result. While it captures the linear trend in the data, it overestimates RTs
in low deciles and underestimates RTs in high deciles. Finally, we compare the predictions of our model to another
ACT-R model of reading, presented in Boston et al. (2011). The
model of Boston et al. (2011) models the retrieval of dependencies
using the assumptions of the ACT-R rational memory. In contrast
to our work, Boston et al. (2011) do not model structure building,
i.e., the knowledge of parsing steps, using the ACT-R memory.8
For this reason, we would expect that the time predictions of
our model remain a significant predictor when the predictions
of Boston et al. (2011) are included in a linear model of the NSC
reading data. To check this, we constructed time predictions of
the ACT-R reading model of Boston et al. (2011) for the NSC 4.3.3. Bayesian Modeling This is because the model simulates two
steps in processing, namely, lexical retrieval and parsing. Lexical
retrieval is affected by the activation of words, which depends
on frequency and causes less frequent words take more time
to retrieve than more frequent words (see Appendix A for the
estimation of base-level activation based on frequency). Syntactic
retrieval is affected by the activation of parsing steps, which is the
sum of base-level activation and spreading activation. The base-
level activation is related to frequency just like word activation
and makes less frequent parsing steps take more time to retrieve
(see Appendix A). Furthermore, if a reader is in a rare syntactic
context (i.e., an uncommon syntactic construction), they are less
likely to find parsing steps in the past that would provide a
good match. This results in a decreased spreading activation,
which again affects reading times. Finally, the parser models wh-
dependency and retrieving wh-words will increase reading times
when the wh-words are far away from the gap site, due to the
decrease in their activation. To further inspect the predictions of our Bayesian + ACT-R
model and the actual data, we split the predicted and observed
data sets into deciles based on trigrams, word frequencies and the
actual observed mean RTs. The graphical summaries per decile
are given in Figure 5. For trigram probabilities and unigram
frequencies, we see that the data predicted by the model follows
the trend of the actual data and the mean predicted RT is
generally close to the observed mean RT in each decile (with the We now inspect the predictions of the model. First, we run a
simple linear model with predicted RTs per word (i.e., RTs that
the reading model predicts using the posterior distribution of
the fitted parameters) as the independent variable and observed
mean RTs as the dependent variable. We see in the summary of
the linear model given in Table 2 that the Maximum Likelihood
Estimate (MLE) of predicted RT is very close to 1, i.e., in the best
linear fit between the predicted and observed RT, the increase
of 1 ms in predicted RTs corresponds to the increase of 1 ms in
observed RTs. Table 3 shows the fit of the intercept + predicted
RT linear model. As we see, predicted RTs are a highly significant
predictor for observed mean RTs. 5.1. Parsers in Computational
Psycholinguistics It is possible to split the computational psycholinguistic
approaches to parsing into two types, experience-based theories
and memory-based theories. In experience-based theories, it
is studied how past experience with syntactic structures affect
parsing, most often because of expectations readers form
during sentence processing. A popular framework belonging to
experience-based approaches is Surprisal Theory (Hale, 2001;
Boston et al., 2008, 2011; Levy, 2008, 2011; Smith and Levy,
2013, among others). In memory-based theories, it is studied how
the bottleneck of memory affects storage and retrieval during
processing. Dependency Locality Theory is an example of a
memory-based explanation of processing difficulties (Gibson,
1998), and so are theories studying the effect of integration and
recall of information from parsing stacks (Van Schijndel and
Schuler, 2013; Shain et al., 2016; Rasmussen and Schuler, 2018). Another memory-based theory is the activation-based approach
to dependency resolution, often implemented in ACT-R (see
Lewis and Vasishth, 2005; Lewis et al., 2006). In works within cognitive architectures, a close affinity can be
found between this account and the models of Reitter et al. (2011)
and Hale (2014). Unlike Reitter et al. (2011), the current account does not
model production, but focuses on comprehension, and it does
not study priming of syntactic rules. Furthermore, Reitter et al. (2011) developed a model to generate qualitative effects in
priming, while this paper shows that, through the application
of ACT-R models in a Bayesian framework, it is possible to
model quantitative data patterns. In fact, the presented approach
makes it possible to develop a model in which the reading
profile of experience-driven processing difficulties quantitatively
constrains the reading profile of memory-driven processing
difficulties, since both phenomena are modeled in the same
way and modulated by the same free parameters. This has also
been assumed in this paper (e.g., the parser for the Natural
Stories Corpus assumes the same model for retrieval of wh-
dependency, lexical retrieval and the retrieval of parsing steps). However, a close investigation of the interaction of different
cases of retrieval in the same model goes beyond the scope
of this paper. See Dotlaˇcil (accepted)3 for more work in this
direction. The two types of approaches offer different advantages. While
experience-based theories can account for processing difficulties
tied to construction frequency and local ambiguities (garden-
path phenomena), memory-based approaches are used to capture
locality effects. 4.4. Summary of the Results We provided empirical evidence for the parsing model that
is built on the assumptions of the rational theory of memory
proposed in Anderson (1991) and embedded in ACT-R. Two June 2021 | Volume 12 | Article 657705 11 Frontiers in Psychology | www.frontiersin.org Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan The first type of difficulties has been well-investigated in
computational psycholinguistics in general and in the sub-field of
modeling using cognitive architectures like ACT-R in particular
(see Lewis and Vasishth, 2005; Lewis et al., 2006; Dubey et al.,
2008; Reitter et al., 2011; Engelmann et al., 2013; Engelmann,
2016; Vogelzang et al., 2017; Brasoveanu and Dotlaˇcil, 2020). Crucially, the second type of difficulties has been investigated
much less from this perspective. This paper can be seen as
an attempt to enhance our understanding on this topic. In
this respect, this paper advances current ACT-R analyses of
reading, notably Lewis and Vasishth (2005), which do not
generalize parsing, relying instead only on hand-coded rules
for selected syntactic constructions. An account that offered
one framework for both types of processing difficulties has
been developed in Futrell and Levy (2017), which provides a
computational-level analysis (in contrast to the algorithmic-
level analysis developed here) and comes to the problem from
the opposite direction. Futrell and Levy (2017) provides a
single analysis to processing difficulties by expanding Surprisal
Theory with an extra component (noisy-context) to capture
memory-driven difficulties. types of evidence were collected. First, processing difficulties
of garden-path phenomena correspond to activation drop of
retrieved parsing steps. Second, the parsing model, combined
with some basic assumptions about reading, has been used
to model self-paced reading data from the Natural Stories
Corpus. After fitting two parameters, the resulting model
showed a highly significant correlation with observed reading
times. The model was able to capture aspects of the reading
data that were not captured by other, low-level factors like
string frequencies, position or word length. We leave it open
which particular aspects of the rational memory might play
a dominant role in model fitting, in particular, which of
base-level activation and spreading activation was crucial in
our finding. Frontiers in Psychology | www.frontiersin.org 12The parser could be subsumed under a case of memory-based parsing, see
Daelemans et al. (2004). However, unlike the past cases of memory-based parsing,
which were inspired by memory structures to deliver the best accuracy on data-
driven parsing, the current approach is inspired by memory structures to connect
parsing to on-line behavioral measures. Such a link is not considered in the
approach of Daelemans et al. (2004). 5.2. Transition-Based Parsing in
Computational (Psycho)linguistics Another reason why we see a low accuracy is that the
parser assumes a very straightforward relation between memory
instances and a parsing step. A parsing step is simply stored
in declarative memory.12 This is in contrast to complex
training methods commonly assumed in current neural parsers. Relatedly, current computational parsers assume a much richer
feature system. They are enriched by vector space models
representing lexical information and syntactic information is
usually encapsulated in 200 or more features, while our parser
has 19 features. p
(
y
)
g
Transition-based parsers were a popular choice of parsers in
computational linguistics, especially for dependency grammars
(see Nivre et al., 2007; Zhang and Clark, 2008; Kübler et al.,
2009). One advantage of transition-based parsers over graph-
based parsing and grammar-based parsing is that they are fast,
incremental and they allows for rich feature representations
(Nivre, 2004; McDonald and Nivre, 2011). Transition-based
parsers have also been applied to phrase-structure parsing (Kalt,
2004; Sagae and Lavie, 2005). The recent neural transition-based
parsers for phrase-structure building have the F1 value around
95% on the PTB section 23 (Liu and Zhang, 2017; Kitaev and
Klein, 2018). Transition-based parsers have also been used in
computational psycholinguistics to model EEG data (Recurrent
neural network grammars; Dyer et al., 2016; Hale et al., 2018)
and reading data (Boston et al., 2008; Rasmussen and Schuler,
2018).10 In any case, it might be worth pointing out that even though
the accuracy of the parser is not very high, it suffices for
the research presented in this paper. The chosen examples in
section 4.2 are correctly constructed by the parser when they
do not lead to garden path and the parser in section 4.3 was
at the end of every step (word) corrected to match the gold
standard provided in the corpus, ensuring that the constructed
parse is correct. While the high accuracy of the state-of-the-art transition-
based parsing is encouraging, as it suggests that this line of
parsing can eventually be used to create a very accurate parser,
we should note that our parser is nowhere near this accuracy
performance. When tested on the section 23 of the Penn
Treebank, the parser shows Label Precision as 70.2, Label Recall
as 72.4, F1 as 71.3. 5.1. Parsers in Computational
Psycholinguistics However, the integration of the two accounts
into one framework is arguably still an open issue. In most
accounts, two research lines are simply put together as two
different and separated parts of a model (Demberg and Keller,
2008; Boston et al., 2011; Levy et al., 2013; Van Schijndel and
Schuler, 2013). Finally, Hale (2014), Chapters 7 and 8, derives experience-
driven processing difficulties as a case of (failed, less likely)
production
compilation/cohesion. This
position
is
not
incompatible with the current account, in fact, it complements
it. While this work studies the role of declarative memory on
parsing, Hale (2014) focuses on the role of procedural memory
on parsing. The latter position has arguably been investigated in
much more detail in psycholinguistics and in ACT-R than the
former position since the seminal works of Lewis (1993) and
Lewis and Vasishth (2005). In this respect, the current proposal
can be seen as breaking with this tradition. However, both types
of memory are crucial for ACT-R as well as other cognitive
architectures (see Anderson, 2007) and their interaction is
needed to account for complex learning patterns (Lebiere, 1999;
Taatgen and Anderson, 2002). It is likely that a highly non-trivial In contrast to the just cited approaches, the current account
builds a single analysis of experience-driven and memory-
driven processing difficulties. It is assumed that both difficulties
are driven by memory limitations in retrieval, as predicted
by rational memory systems. The only difference is what
is being retrieved: memory-driven processing difficulties arise
when the memory system tries to recall a recently constructed
phrase/element to satisfy dependency and encounters problems;
experience-driven difficulties arise when the same memory
system tries to recall a parsing step and encounters problems. June 2021 | Volume 12 | Article 657705 12 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan task, such as syntactic structure-building will benefit from
investigations that do not limit its investigation to the procedural
memory system. but in parsing that is human-like. It is known that a human
processor also shows error propagation in parsing, as witnessed
by the fact that readers struggle to recover from garden path
sentences the longer the wrong interpretation can be held (e.g.,
Frazier and Rayner, 1982). Thus, it is not a priori clear that error
propagation should be avoided. 5.2. Transition-Based Parsing in
Computational (Psycho)linguistics When we restrict attention to sentences of 40
words or less, as is common, Label Precision is 73.7, Label Recall
is 75.9, and F1 is 74.8.11 The decision to have a simple feature model is driven by
the fact that we want to first establish that this model of
parsing can be useful in predicting reading times. For that, it
is preferable to keep the model as comprehensible and simple
as possible, otherwise, it would not be clear whether the results
reported in section 4 are due to the parsing model or some
confound we are not interested in (e.g., meaning similarity
present in word vector spaces). For the same reason, we currently
made use of the bottom-up parsing algorithm, even though
there is a good argument to be made that the bottom-up
parsing algorithm is not cognitively adequate. There are well-
known issues with bottom-up parsing for psycholinguistics: it
accumulates elements on the stack in right-branching structures,
suffers from disconnectedness and has problems when tied to
incremental interpretation (see Resnik, 1992; Crocker, 1999). We
assumed the bottom-up parsing algorithm since it is arguably
the most common parsing algorithm for transition-based phrase
structure parsers and thus, it serves as a very good starting
point. We leave it for the future to see whether other parsing
algorithms, notably, left-corner parsers, can improve on the
current modeling results. There are arguably several reasons for the low performance. First, it has been found that one of the disadvantages of
transition-based parsers when compared to another class of data-
driven parsers, graph-based parsers, is that they get worse with
increase in sentence length and increase in dependence, i.e., error
propagation (McDonald and Nivre, 2011). Traditional transition-
based parsers, including the parser in this paper, explore just
one path. They have to greedily select what path they will
follow and stick to it until the end of the sentence. Thus,
early mistakes will propagate the error throughout the whole
sentence. Better transition-based parsers mitigate this type of
mistake through beam search or methods to recover from errors. While the adaptation of these methods could be investigated
for psycholinguistics, we are not primarily interested in the best
accuracy of the parser on the complex Penn Treebank sentences, 10While the mentioned works in computational psycholinguistics make use of
transition-based parsing, they are not closely related to this work. The cited
approaches, unlike the current account, do not construct the parsers inside a
cognitive architecture and their goal is different than developing a single account
for experience-based and memory-based processing difficulties based on the
rational theory of memory.
11Label Precision is calculated as the number of correctly constructed constituents
divided by the number of all constituents proposed by the parser. Label Recall
is calculated as the number of correctly constructed constituents divided by the
number of all constituents present in the gold standard. F1 is the harmonic mean
of the two accuracy measures. For the calculation, only non-terminal constituents
are used for accuracy (i.e., trivial constituents like ⟨a, DT⟩are ignored so that the
accuracy measures are not artificially inflated). Frontiers in Psychology | www.frontiersin.org REFERENCES Crabbé, B. (2015). “Multilingual discriminative lexicalized phrase structure
parsing,” in Proceedings of the 2015 Conference on Empirical Methods
in Natural Language Processing (Lisbon), 1847–1856. doi: 10.18653/v1/
D15-1212 Anderson, J. R. (1974). Retrieval of propositional information from long-term
memory. Cogn. Psychol. 6, 451–474. doi: 10.1016/0010-0285(74)90021-8 Anderson, J. R. (1990). The Adaptive Character of Thought. Hillsdale, NJ: Lawrence
Erlbaum Associates. Crain, S., and Steedman, M. (1985). “On not being led up the garden path: the use
of context by the psychological syntax processor,” in Natural Language Parsing:
Psychological, Computational and Theoretical Perspectives, eds D. Dowty, L. Karttunen, and A. Zwicky (Cambridge: Cambridge University Press), 320–358. doi: 10.1017/CBO9780511597855.011 Anderson, J. R. (1991). Is human cognition adaptive? Behav. Brain Sci. 14, 471–517. doi: 10.1017/S0140525X00070801 Anderson, J. R. (2007). How Can the Human Mind Occur in the Physical Universe? New York, NY: Oxford University Press. Crocker, M. W. (1999). “Mechanisms for sentence processing,” in Language
Processing, eds S. Garrod and M. Pickering (London: Psychology Press Hove),
191–232. y
Anderson, J. R., Bothell, D., and Byrne, M. D. (2004). An integrated theory of the
mind. Psychol. Rev. 111, 1036–1060. doi: 10.1037/0033-295X.111.4.1036 Anderson, J. R., and Lebiere, C. (1998). The Atomic Components of Thought. Hillsdale, NJ: Lawrence Erlbaum Associates. Daelemans, W., Zavrel, J., Van Der Sloot, K., and Van den Bosch, A. (2004). TiMBL:
Tilburg Memory-Based Learner. Tilburg: Tilburg University. Anderson, J. R., and Reder, L. M. (1999). The Fan effect: new results and new
theories. J. Exp. Psychol. Gen. 128, 186–197. doi: 10.1037/0096-3445.128.2.186 Demberg, V., and Keller, F. (2008). Data from eye-tracking corpora as evidence
for theories of syntactic processing complexity. Cognition 109, 193–210. doi: 10.1016/j.cognition.2008.07.008 Bever, T. G. (1970). “The cognitive basis for linguistic structures,” in Cognition and
the Development of Language, ed J. Hayes (New York, NY: Wiley), 279–362. Dillon, B., Mishler, A., Sloggett, S., and Phillips, C. (2013). Contrasting intrusion
profiles for agreement and anaphora: experimental and modeling evidence. J. Mem. Lang. 69, 85–103. doi: 10.1016/j.jml.2013.04.003 Boston, M. F., Hale, J., Kliegl, R., Patil, U., and Vasishth, S. (2008). Parsing costs
as predictors of reading difficulty: an evaluation using the potsdam sentence
corpus. J. Eye Mov. Res. 2, 1–12. doi: 10.16910/jemr.2.1.1 Dotlaˇcil, J. (2018). Building an ACT-R reader for eye-tracking corpus data. Top. Cogn. Sci. 10, 144–160. doi: 10.1111/tops.12315 Boston, M. F., Hale, J. T., Vasishth, S., and Kliegl, R. (2011). Parallel processing
and sentence comprehension difficulty. Lang. Cogn. Process. 26, 301–349. REFERENCES doi: 10.1080/01690965.2010.492228 Dubey,
A.,
Keller,
F.,
and
Sturt,
P. (2008). A
probabilistic
corpus-
based
model
of
syntactic
parallelism. Cognition
109,
326–344. doi: 10.1016/j.cognition.2008.09.006 Bothell, D. (2017). ACT-R 7 Reference Manual. Available online at: http://act-r.psy. cmu.edu/actr7.x/reference-manual.pdf Dyer, C., Kuncoro, A., Ballesteros, M., and Smith, N. A. (2016). “Recurrent
neural network grammars,” in Proceedings of the 2016 Conference of the North
American Chapter of the Association for Computational Linguistics (San Diego,
CA), 199–209. doi: 10.18653/v1/N16-1024 Brasoveanu, A., and Dotlaˇcil, J. (2018). “An extensible framework for mechanistic
processing models: from representational linguistic theories to quantitative
model comparison,” in Proceedings of the 2018 International Conference on
Cognitive Modelling. Engelmann, F. (2016). Toward an integrated model of sentence processing in reading
(Ph.D. thesis), University of Potsdam, Potsdam, Germany. Brasoveanu, A., and Dotlaˇcil, J. (2019). “Quantitative comparison for generative
theories,” in Proceedings of the 2018 Berkeley Linguistic Society 44 (Berkeley,
CA). Engelmann, F., Jäger, L. A., and Vasishth, S. (2019). The effect of prominence
and cue association on retrieval processes: a computational account. Cogn. Sci. 43:e12800. doi: 10.1111/cogs.12800 Brasoveanu, A., and Dotlaˇcil, J. (2020). Computational Cognitive Modeling and
Linguistic Theory. Language, Cognition, and Mind (LCAM) Series. Springer
(Open Access). doi: 10.1007/978-3-030-31846-8 Engelmann, F., Vasishth, S., Engbert, R., and Kliegl, R. (2013). A framework for
modeling the interaction of syntactic processing and eye movement control. Top. Cogn. Sci. 5, 452–474. doi: 10.1111/tops.12026 Coavoux, M., and Crabbé, B. (2017a). “Incremental discontinuous phrase structure
parsing with the gap transition,” in Proceedings of the 15th Conference of the
European Chapter of the Association for Computational Linguistics: Volume 1,
Long Papers (Valencia: Association for Computational Linguistics), 1259–1270. doi: 10.18653/v1/E17-1118 Franke, M., and Jäger, G. (2016). Probabilistic pragmatics, or why bayes’
rule is probably important for pragmatics. Z. Sprachwiss. 35, 3–44. doi: 10.1515/zfs-2016-0002 Frazier, L. (1978). On comprehending sentences: syntactic parsing strategies (Ph.D. thesis), University of Connecticut, Storrs, CT, United States. Coavoux, M., and Crabbé, B. (2017b). “Multilingual lexicalized constituency
parsing with word-level auxiliary tasks,” in Proceedings of the 15th Conference
of the European Chapter of the Association for Computational Linguistics
(Valencia), 331–336. doi: 10.18653/v1/E17-2053 Frazier, L., and Rayner, K. (1982). Making and correcting errors during
sentence comprehension: eye movements in the analysis of structurally
ambiguous sentences. Cogn. Psychol. 14, 178–210. doi: 10.1016/0010-0285(82)9
0008-1 Collins, M. (1997). “Three generative, lexicalized models for statistical parsing,” in
Proceedings of the 35th Annual Meeting of the Association for Computational
Linguistics (Madrid), 16–23. DATA AVAILABILITY STATEMENT The authors would like to thank the audience of the conference
Rational Approaches to Language Science, and to Marisa Boston,
Matthew Crocker, Vera Demberg, and the Frontiers reviewers. The raw data supporting the conclusions of this article
are available at https://github.com/jakdot/parsing-model-and-a-
rational-theory-of-memory. FUNDING The research reported in this paper was supported by the NWO
grant VC.GW.17.122. The research reported in this paper was supported by the NWO
grant VC.GW.17.122. 6. CONCLUSION This paper presented and tested a psycholinguistic parser that
has been developed using insights from the rational theory of
memory. It has been shown that the rational theory of memory June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 13 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan AUTHOR CONTRIBUTIONS can be combined with transition-based parsing to produce a
data-driven parser that can be embedded in the ACT-R cognitive
architecture. The parser has been tested on garden-path sentences
and it has been shown that the parser to a large extent predicts
processing difficulties at correct disambiguation points. The
parser has also been evaluated on on-line behavioral data from
a self-paced reading corpus and it has been shown that the
parser can be fit to data and model quantitative patterns in
reading times. JD contributed to the development of the theory, coding, and
modeling. PH contributed to coding and modeling. REFERENCES doi: 10.3115/1654494.1654507 Kush,
D.,
Lidz,
J.,
and
Phillips,
C. (2015). Relation-sensitive
retrieval:
evidence from bound variable pronouns. J. Mem. Lang. 82, 18–40. doi: 10.1016/j.jml.2015.02.003 Shain, C., Van Schijndel, M., Futrell, R., Gibson, E., and Schuler, W. (2016). “Memory access during incremental sentence processing causes reading time
latency,” in Proceedings of the Workshop on Computational Linguistics for
Linguistic Complexity (CL4LC) (Osaka), 49–58. j j
Lago, S., Shalom, D. E., Sigman, M., Lau, E. F., and Phillips, C. (2015). Agreement attraction in spanish comprehension. J. Mem. Lang. 82, 133–149. doi: 10.1016/j.jml.2015.02.002 Smith, G., and Vasishth, S. (2020). A principled approach to feature selection in
models of sentence processing. Cogn. Sci. 44:e12918. doi: 10.1111/cogs.12918 Lebiere, C. (1999). The dynamics of cognition: an ACT-R model of cognitive
arithmetic. Kognitionswissenschaft 8, 5–19. doi: 10.1007/s001970050071 Smith, N. J., and Levy, R. (2013). The effect of word predictability on reading
time is logarithmic. Cognition 128, 302–319. doi: 10.1016/j.cognition.2013. 02.013 Levy, R. (2008). Expectation-based syntactic comprehension. Cognition 106,
1126–1177. doi: 10.1016/j.cognition.2007.05.006 Taatgen, N. A., and Anderson, J. R. (2002). Why do children learn to say “broke”? A model of learning the past tense without feedback. Cognition 86, 123–155. doi: 10.1016/S0010-0277(02)00176-2 Levy, R. (2011). “Integrating surprisal and uncertain-input models in online
sentence comprehension: formal techniques and empirical results,” in
Proceedings of the 49th Annual Meeting of the Association for Computational
Linguistics: Human Language Technologies (Portland, OR), 1055–1065. Tenenbaum, J. B., Kemp, C., Griffiths, T. L., and Goodman, N. D. (2011). How
to grow a mind: statistics, structure, and abstraction. Science 331, 1279–1285. doi: 10.1126/science.1192788 Levy, R., Fedorenko, E., and Gibson, E. (2013). The syntactic complexity of Russian
relative clauses. J. Mem. Lang. 69, 461–495. doi: 10.1016/j.jml.2012.10.005 Lewis, R. (1993). An architecturally-based theory of human sentence comprehension
(Ph.D. thesis), Carnegie Mellon University, Pittsburgh, PA, United States. Van Dyke, J. A. (2007). Interference effects from grammatically unavailable
constituents during sentence processing. J. Exp. Psychol. Learn. Mem. Cogn. 33:407. doi: 10.1037/0278-7393.33.2.407 Lewis,
R.,
and
Vasishth,
S. (2005). An
activation-based
model
of
sentence processing as skilled memory retrieval. Cogn. Sci. 29, 1–45. doi: 10.1207/s15516709cog0000_25 Van Schijndel, M., and Schuler, W. (2013). “An analysis of frequency-and memory-
based processing costs,” in Proceedings of the 2013 Conference of the North
American Chapter of the Association for Computational Linguistics: Human
Language Technologies (Atlanta, GA), 95–105. Lewis, R. L., Vasishth, S., and Van Dyke, J. A. (2006). Computational principles of
working memory in sentence comprehension. Trends Cogn. REFERENCES doi: 10.1037/0033-295X.101.4.608 Oaksford, M., and Chater, N. (2007). Bayesian Rationality: the Probabilistic
Approach to Human Reasoning. Oxford University Press. Hale, J. T. (2014). Automaton Theories of Human Sentence Comprehension. Stanford, CA: CSLI Publications. Piantadosi, S. T., Tenenbaum, J. B., and Goodman, N. D. (2016). The logical
primitives of thought: empirical foundations for compositional cognitive
models. Psychol. Rev. 123, 392-424. doi: 10.1037/a0039980 Hart, B., and Risley, T. R. (1995). Meaningful Differences in the Everyday Experience
of Young American Children. Baltimore, MD: Paul H. Brookes Publishing. Pritchett, B. L. (1992). Grammatical Competence and Parsing Performance. Chicago, IL: The University of Chicago Press. Jäger, L. A., Engelmann, F., and Vasishth, S. (2017). Similarity-based interference in
sentence comprehension: literature review and bayesian meta-analysis. J. Mem. Lang. 94, 316–339. doi: 10.1016/j.jml.2017.01.004 Rabe, M. M., Paape, D., Vasishth, S., and Engbert, R. (2021). Dynamical cognitive
modeling of syntactic processing and eye movement control in reading. PsyArXiv. doi: 10.31234/osf.io/w89zt Jäger, L. A., Mertzen, D., Van Dyke, J. A., and Vasishth, S. (2020). Interference
patterns in subject-verb agreement and reflexives revisited: a large-sample
study. J. Mem. Lang. 111:104063. doi: 10.1016/j.jml.2019.104063 Rasmussen, N. E., and Schuler, W. (2018). Left-corner parsing with distributed
associative memory produces surprisal and locality effects. Cogn. Sci. 42,
1009–1042. doi: 10.1111/cogs.12511 Kalt, T. (2004). “Induction of greedy controllers for deterministic treebank
parsers,” in Proceedings of the 2004 Conference on Empirical Methods in Natural
Language Processing (Barcelona). Reitter,
D.,
Keller,
F.,
and
Moore,
J. D. (2011). A
computational
cognitive
model
of
syntactic
priming. Cogn. Sci. 35,
587–637. doi: 10.1111/j.1551-6709.2010.01165.x Kitaev, N., and Klein, D. (2018). “Constituency parsing with a self-attentive
encoder,” in Proceedings of the 56 meeting of the Association for Computational
Linguistics (Melbourne, VIC). doi: 10.18653/v1/P18-1249 Resnik, P. (1992). “Left-corner parsing and psychological plausibility,” in
Proceedings of the Fourteenth International Conference on Computational
Linguistics (Nantes). doi: 10.3115/992066.992098 Klein, D., and Manning, C. D. (2003). “A* parsing: fast exact viterbi parse
selection,” in Proceedings of the Human Language Technology Conference and
The North American Association for Computational Linguistics (HLT-NAACL),
119–126. doi: 10.3115/1073445.1073461 Roark, B. (2001). Probabilistic top-down parsing and language modeling. Comput. Linguist. 27, 249–276. doi: 10.1162/089120101750300526 Kübler, S., McDonald, R., and Nivre, J. (2009). Dependency Parsing. Synthesis
lectures on human language technologies. Morgan & Claypool Publishers. Sagae, K., and Lavie, A. (2005). “A classifier-based parser with linear run-time
complexity,” in Proceedings of the Ninth International Workshop on Parsing
Technology (Vancouver, BC), 125–132. REFERENCES doi: 10.3115/976909.979620 Futrell, R., Gibson, E., Tily, H. J., Blank, I., Vishnevetsky, A., Piantadosi, S. T., et al. (2018). “The natural stories corpus,” in Proceedings of LREC 2018, Eleventh June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 14 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan International Conference on Language Resources and Evaluation (Miyazaki),
76–82. International Conference on Language Resources and Evaluation (Miyazaki),
76–82. Marcus, M. P. (1978). A theory of syntactic recognition for natural language (Ph.D. thesis), Massachusetts Institute of Technology, Cambridge, MA, United States. Marcus, M. P., Marcinkiewicz, M. A., and Santorini, B. (1993). Building a
large annotated corpus of english: the PENN treebank. Comput. Linguist. 19,
313–330. doi: 10.21236/ADA273556 Futrell, R., and Levy, R. (2017). “Noisy-context surprisal as a human sentence
processing cost model,” in Proceedings of the 15th Conference of the European
Chapter of the Association for Computational Linguistics: Volume 1, Long Papers
(Valencia), 688–698. doi: 10.18653/v1/E17-1065 McDonald, R., and Nivre, J. (2011). Analyzing and integrating dependency parsers. Comput. Linguist. 37, 197–230. doi: 10.1162/coli_a_00039 (Valencia), 688–698. doi: 10.18653/v1/E17-1065 Gibson, E. (1991). A computational theory of human linguistic processing:
memory limitations and processing breakdown (Ph.D. thesis), Carnegie Mellon
University, Pittsburgh, PA, United States. Nicenboim, B., Vasishth, S., Engelmann, F., and Suckow, K. (2018). Exploratory
and confirmatory analyses in sentence processing: a case study of number
interference in german. Cogn. Sci. 42, 1075–1100. doi: 10.1111/cogs.12589 y
g
Gibson, E. (1998). Linguistic complexity: locality of syntactic dependencies. Cognition 68, 1–76. doi: 10.1016/S0010-0277(98)00034-1 Nivre, J. (2004). “Incrementality in deterministic dependency parsing,” in
Proceedings of the Workshop on Incremental Parsing: Bringing Engineering and
Cognition Together (Stroudsburg, PA), 50–57. doi: 10.3115/1613148.1613156 Hale,
J. (2001). “A
probabilistic
Earley
parser
as
a
psycholinguistic
model,”
in
Proceedings
of
the
2nd
Meeting
of
the
North
American
Asssociation for Computational Linguistics (Stroudsburg, PA), 159–166. doi: 10.3115/1073336.1073357 Nivre, J., Hall, J., Nilsson, J., Chanev, A., Eryigit, G., Kübler, S., et al. (2007). Maltparser: a language-independent system for data-driven dependency
parsing. Nat. Lang. Eng. 13, 95–135. doi: 10.1017/S1351324906004505 Hale, J., Dyer, C., Kuncoro, A., and Brennan, J. R. (2018). “Finding syntax in
human encephalography with beam search,” in Proceedings of the 56th Annual
Meeting of the Association for Computational Linguistics (Volume 1: Long
Papers) (Melbourne, VIC). doi: 10.18653/v1/P18-1254 Oaksford, M., and Chater, N. (1994). A rational analysis of the selection task as
optimal data selection. Psychol. Rev. 101:608. Frontiers in Psychology | www.frontiersin.org REFERENCES Sci. 10, 447–454. doi: 10.1016/j.tics.2006.08.007 Vasishth,
S.,
Nicenboim,
B.,
Engelmann,
F.,
and
Burchert,
F. (2019). Computational models of retrieval processes in sentence processing. Trends
Cogn. Sci. 23, 968–982. doi: 10.1016/j.tics.2019.09.003 Liu, J., and Zhang, Y. (2017). In-order transition-based constituent parsing. Trans. Assoc. Comput. Linguist. 5, 413–424. doi: 10.1162/tacl_a_00070 June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 15 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan Proceedings of the 2008 Conference on Empirical Methods in Natural
Language
Processing
(Honolulu,
HI),
562–571. doi:
10.3115/1613715. 1613784 Villata, S., Tabor, W., and Franck, J. (2018). Encoding and retrieval interference
in sentence comprehension: evidence from agreement. Front. Psychol. 9:2. doi: 10.3389/fpsyg.2018.00002 Vogelzang, M., Mills, A. C., Reitter, D., Van Rij, J., Hendriks, P., and Van Rijn,
H. (2017). Toward cognitively constrained models of language processing: a
review. Front. Commun. 2:11. doi: 10.3389/fcomm.2017.00011 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Wagers, M. W., Lau, E. F., and Phillips, C. (2009). Agreement attraction in
comprehension: representations and processes. J. Mem. Lang. 61, 206–237. doi: 10.1016/j.jml.2009.04.002 Copyright © 2021 Dotlaˇcil and de Haan. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The use,
distribution or reproduction in other forums is permitted, provided the original
author(s) and the copyright owner(s) are credited and that the original publication
in this journal is cited, in accordance with accepted academic practice. No use,
distribution or reproduction is permitted which does not comply with these terms. Weaver, R. (2008). Parameters, predictions, and evidence computational
modeling: a statistical view informed by ACT-R. Cogn. Sci. 32, 1349–1375. doi: 10.1080/03640210802463724 Zhang, Y., and Clark, S. (2008). “A tale of two parsers: investigating and
combining
graph-based
and
transition-based
dependency
parsing,”
in June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 16 Parsing Model and a Rational Theory of Memory Dotla ˇcil and de Haan Frontiers in Psychology | www.frontiersin.org APPENDIX A: CALCULATE BASE-LEVEL
ACTIVATION FROM WORD/RULE
FREQUENCIES to per year can be found in Hart and Risley (1995). Based on
recordings of 42 families, Hart and Risley estimate that children
comprehend between 10 million to 35 million words a year,
depending to a large extent on the social class of the family, and
this amount increases linearly with age. According to the study,
a 15-year old has been exposed to anywhere between 50 and 175
million words total. For simplicity, the model will work with the
mean of 112.5 million words as the total amount of words a
15-year old speaker has been exposed to. This is a conservative
estimate as it ignores production and the linguistic exposure
associated with mass media. Furthermore, we assume that each
word is accompanied by one parsing step, so there are as many
parsing steps as words (again, this is a simplification that should
not harm modeling). We want to calculate Bi from frequency. d is a free parameter and
can be ignored in this discussion. (A1)
Bi = log
n
X
k=1
t−d
k
! (d- free parameter) (A1) Consider a 15-year old speaker. How can we estimate how often
a word/parsing step x was used in language interactions that the
speaker participated in? We now know how we get from frequency to the number
of usages of x. Simplifying again, we assume that the usages, tk
above, are evenly spread during the life span. First, let’s notice that we know the relative frequency of x. We
collect that from the British National Corpus (for words) and
from the Penn Treebank corpus (for parsing steps). The procedure described here was successfully used in
translating frequencies to activations and ultimately reaction
times in sentence production (Reitter et al., 2011), eye tracking
reading times (Dotlaˇcil, 2018) and reaction times in lexical
decision tasks (Brasoveanu and Dotlaˇcil, 2020). We know the lifetime of the speaker (15 years), so if we
know the total number of words an average 15-year old speaker
has been exposed to, we can easily calculate how many times
x was used on average based on the frequency of x. A good
approximation of the number of words a speaker is exposed June 2021 | Volume 12 | Article 657705 Frontiers in Psychology | www.frontiersin.org 17
|
https://openalex.org/W1973030969
|
https://europepmc.org/articles/pmc2275226?pdf=render
|
English
| null |
Er81is a downstream target of Pax6 in cortical progenitors
|
BMC developmental biology
| 2,008
|
cc-by
| 9,197
|
Open
Research article
Er81 is a downstream target of Pax6 in cortical progenitors
Tran Cong Tuoc1,2 and Anastassia Stoykova*1,2 Address: 1Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany and 2DFG, Center of Molecular Physiology of the Brain (CMPB),
Götingen, Germany Email: Tran Cong Tuoc - tcong@gwdg.de; Anastassia Stoykova* - astoyko@gwdg.de
* Corresponding author Email: Tran Cong Tuoc - tcong@gwdg.de; Anastassia Stoykova* - astoyko@gwdg.de
* Corresponding author Received: 8 October 2007
Accepted: 28 February 2008 Received: 8 October 2007
Accepted: 28 February 2008 Published: 28 February 2008 BMC Developmental Biology 2008, 8:23
doi:10.1186/1471-213X-8-23 BMC Developmental Biology 2008, 8:23
doi:10.1186/1471-213X-8-23 This article is available from: http://www.biomedcentral.com/1471-213X/8/23 © 2008 Tuoc and Stoykova; licensee BioMed Central Ltd. © 2008 Tuoc and Stoykova; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: Although the transcription factor Pax6 plays an essential role in neurogenesis, layer
formation and arealization in the developing mammalian cortex, the mechanisms by which it
accomplishes these regulatory functions are largely unknown. Pax6 and the ETS family transcription
factor Er81, which is presumed to play a role in the specification of a sublineage of layer 5 projection
neurons, are expressed with a prominent rostrolateral-high to caudomedial-low gradient in cortical
progenitors. In the absence of functional Pax6, progenitors do not express Er81 and the
rostrolateral cortex lacks Er81-positive layer 5 neurons. In this study, we investigated the
transcriptional regulation of Er81 and provide evidence that Er81 is a direct target of Pax6. Results: We identified and analyzed the regulatory function of an evolutionarily conserved
upstream DNA sequence in the putative mouse Er81 promoter. Three potential Pax6 binding sites
were identified in this region. We found that the presence of one of these sites is necessary and
sufficient for full activation of the Er81 promoter in Pax6-transfected HeLa cells, while other still
unknown factors appear to contribute to Er81 promoter activity in cortical progenitors and
neuronal cells. The results suggest that endogenous Pax6, which is expressed at the highest level
in progenitors of the rostrolateral cortex, exerts region-specific control of Er81 activity, thus
specifying a subpopulation of layer 5 projection neurons. Conclusion: We conclude that the genetic interplay between the transcription factors, Pax6 and
Er81, is responsible, in part, for the regional specification of a distinct sublineage of layer 5
projection neurons. Page 1 of 11
(page number not for citation purposes) BMC Developmental Biology Open Access Pax6 binds to the putative Er81 promoter p
p
DNA sequences with significant gene regulatory functions
are highly conserved during evolution. A comparison of
the Er81 locus from mouse, rat, chimpanzee and human
revealed the existence of a highly conserved sequence of
approximate 2 kb in the 5' region of the putative Er81 pro-
moter. To identify potential Pax6 consensus binding sites
[16] in this region, we utilized the sequence analysis pack-
age GCG [17]. We discovered three potential Pax6 bind-
ing sites located at positions -113 to 148, -1190 to 1225,
and -1530 to 1565 upstream of the mouse Er81 gene, each
of which contained three, four or five mis-matches relative
to the consensus Pax6 binding sequence [16]. Using an
electrophoretic mobility shift assay (EMSA) and in vitro-
translated Pax6 protein, we examined Pax6 binding to
these three potential binding sites. The results indicate
that Pax6 bound with low affinity to the Pax6 binding site
at position -1190 to -1225, but not to any of the other
putative sites (Fig. 1B, lanes 3 and 6 and data not shown). To determine whether this low-affinity binding was spe-
cific, we pre-incubated binding mixtures with an anti-
Pax6 antibody and found that protein-bound, radiola-
beled probes were supershifted, confirming the presence
of a DNA-Pax6 protein-Pax6 antibody complex (Fig. 1B
lane 7). Pax6 binding was also completely abolished after
mutating the binding site sequence in the Er81 promoter
(Fig. 1A,B lanes 9, 10). Together, these findings indicate
that Pax6 interacts specifically with the -1190-1225 regu-
latory sequence of the Er81 promoter. To determine whether this binding site is occupied by
Pax6 protein in vivo, we performed chromatin immuno-
precipitation (ChIP) assays using mouse E15.5 cortical
extracts. A 282-bp fragment located at -1322 to -1040 of
the Er81 promoter encompassing the Pax6 binding site
was precipitated from chromatin by the Pax6 antibody
(Fig. 1C, lane 2), but not by pre-immune serum (Pre) or
GFP antibody (Fig. 1C, lane 1 and 3). Furthermore, the
Pax6 antibody was not able to precipitate a control chro-
matin fragment isolated from a region outside of the puta-
tive Er81 promoter (Fig. 1C, lane 5). These data indicate
that Pax6 protein binds specifically to the putative Er81
promoter both in vitro and in vivo. Background In
the absence of Pax6, as exemplified by Pax6/Small eye
homozygous (Sey/Sey) embryos, cortical progenitors pro-
duce less than half the normal number of neurons; con-
versely, retroviral-mediated Pax6 overexpression in
cortical progenitors in vitro results in expanded produc-
tion of neuronal progeny [11,12]. Pax6 is strongly
expressed in early progenitors and, although it directly
regulates the activity of the neuronal determination gene,
Ngn2 [13]. Ngn2- and Pax6-controlled genetic programs
appear to specifically and separately determine the neuro-
nal fate of lower and upper neurons [14]. Thus, Ngn2
knock out (KO) and Sey/Sey embryos exhibit selective
misspecification of lower and upper cortical layer neu-
rons, respectively [14]. Intriguingly, however, in the
absence of Pax6, cortical progenitors fail to express the
layer 5-specific marker, Er81, which instead exhibits
enhanced ectopic expression in the SVZ [15]. We have
noted qualitatively similar mispatterning of Er81 expres-
sion in the rostrolateral cortex in the cortex-specific condi-
tional Pax6 KO mice at juvenile and adult stages (T.C.T.,
A.S. unpublished observations), prompting us to examine
possible genetic interactions between the two transcrip-
tion factors, Pax6 and Er81. specification of Er81-positive layer 5 neurons in the rost-
rolateral cortex is a Pax6-dependent process. cells in previously established neuronal cell lineages [4]. The projection neurons of the lower (6 and 5) and upper
(4–2) layers are generated predominantly from early
(E12-E14) or late (E15-E18) progenitors in the two germi-
native zones, VZ and SVZ, respectively. Although gener-
ated during a specific developmental window, each
neuronal layer consists of molecularly distinct neuronal
subtypes that arise sequentially [5-7]. For instance, the
majority of layer 5 neurons that extend corticospinal pro-
jections express the transcription factor, Er81 [8], while
another set of layer 5 neurons, marked by the expression
of the homeodomain transcription factor, Otx1, make
connections with the superior colliculus and pons [5]. Thus, laminar fate is presumably determined not only by
the timing of neuronal origin during distinct develop-
mental stages, a process controlled by environmental cues
[9], but is also critically dependent on intrinsic mecha-
nisms that control the molecular phenotype of the neuro-
nal sublineages [5]. The mechanisms that control the
restricted expression of molecular determinants in distinct
classes
of
neurons
during
corticogenesis
remain
unknown. Our previous results, as well as those of other
groups, have indicated that neurogenic RG progenitors are
intrinsically specified by the expression of Pax6 [10]. Background tors (RG), which divide asymmetrically at the apical
surface of the ventricular zone (VZ) and generate both
neuronal and glial progeny [3]. After midgestation, RG
generate neuronal progenitors, termed intermediate or
basal progenitors (BPs), that divide symmetrically at the
basal surface of the VZ and in the subventricular zone
(SVZ). Thus, while the asymmetric division of RG progen-
itors gives rise to progeny with distinct cell fates, the sym-
metric division of BPs primarily modulates the number of g
In the mammalian neocortex (pallium), neurons with
striking morphological and functional diversity are organ-
ized radially in six layers, and tangentially into numerous
functional domains. Only recently have the molecular
and cellular mechanisms that guide the process of cortico-
genesis responsible for this organization begun to be
resolved [1,2]. The main source of cortical projection neu-
rons is the population of pluripotent radial glial progeni- Page 1 of 11
(page number not for citation purposes) BMC Developmental Biology 2008, 8:23 http://www.biomedcentral.com/1471-213X/8/23 cells in previously established neuronal cell lineages [4]. The projection neurons of the lower (6 and 5) and upper
(4–2) layers are generated predominantly from early
(E12-E14) or late (E15-E18) progenitors in the two germi-
native zones, VZ and SVZ, respectively. Although gener-
ated during a specific developmental window, each
neuronal layer consists of molecularly distinct neuronal
subtypes that arise sequentially [5-7]. For instance, the
majority of layer 5 neurons that extend corticospinal pro-
jections express the transcription factor, Er81 [8], while
another set of layer 5 neurons, marked by the expression
of the homeodomain transcription factor, Otx1, make
connections with the superior colliculus and pons [5]. Thus, laminar fate is presumably determined not only by
the timing of neuronal origin during distinct develop-
mental stages, a process controlled by environmental cues
[9], but is also critically dependent on intrinsic mecha-
nisms that control the molecular phenotype of the neuro-
nal sublineages [5]. The mechanisms that control the
restricted expression of molecular determinants in distinct
classes
of
neurons
during
corticogenesis
remain
unknown. Our previous results, as well as those of other
groups, have indicated that neurogenic RG progenitors are
intrinsically specified by the expression of Pax6 [10]. Background In
the absence of Pax6, as exemplified by Pax6/Small eye
homozygous (Sey/Sey) embryos, cortical progenitors pro-
duce less than half the normal number of neurons; con-
versely, retroviral-mediated Pax6 overexpression in
cortical progenitors in vitro results in expanded produc-
tion of neuronal progeny [11,12]. Pax6 is strongly
expressed in early progenitors and, although it directly
regulates the activity of the neuronal determination gene,
Ngn2 [13]. Ngn2- and Pax6-controlled genetic programs
appear to specifically and separately determine the neuro-
nal fate of lower and upper neurons [14]. Thus, Ngn2
knock out (KO) and Sey/Sey embryos exhibit selective
misspecification of lower and upper cortical layer neu-
rons, respectively [14]. Intriguingly, however, in the
absence of Pax6, cortical progenitors fail to express the
layer 5-specific marker, Er81, which instead exhibits
enhanced ectopic expression in the SVZ [15]. We have
noted qualitatively similar mispatterning of Er81 expres-
sion in the rostrolateral cortex in the cortex-specific condi-
tional Pax6 KO mice at juvenile and adult stages (T.C.T.,
A.S. unpublished observations), prompting us to examine
possible genetic interactions between the two transcrip-
tion factors, Pax6 and Er81. Page 2 of 11
(page number not for citation purposes) Pax6 binds to the putative Er81 promoter Significantly, the identified Pax6 binding site is also
present in the 2-kb upstream-region of the Er81 gene of
mouse, rat, chimpanzee and human (data not shown)
and in zebrafish [18], suggesting that this binding site is
evolutionally conserved. Here we report the identification of a 2-kb promoter
sequence of the mouse Er81 gene that drives Er81 expres-
sion in a subpopulation of cortical layer 5 neurons. We
demonstrate that Pax6 directly controls Er81 activity in
both cortical progenitors and in a subset of layer 5 projec-
tion neurons. The results further suggest that the cell fate Page 2 of 11
(page number not for citation purposes) Page 2 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 Pax6 bind specifically to a putative Er81 promoter
Figure 1
Pax6 bind specifically to a putative Er81 promoter. (A) The schematic depicts the putative Er81 promoter, showing the
relative positions of a potential Pax6-binding site (BS) and an external control sequence used for ChIP assays (see below). A
comparison of the DNA sequences for the potential Pax6-binding site identified in the putative Er81 promoter (at position -
1190-1225), the perfect Pax6-binding site (Cons), and the mutated site (Mut) is also indicated. (B) EMSA analysis of Pax6 bind-
ing to 32P-labeled probes corresponding to the potential Pax6 binding site, a perfect Pax6-binding site, and a mutated site. The
arrows, open arrowhead and closed arrowhead indicate free probes, probe-protein complexes, and probe-protein-antibody
complexes, respectively. Binding of Pax6 to its perfect Pax6-binding site (lane 3) and potential binding site in the putative Er81
promoter (lane 6) is clearly detectable. Probe binding is not observed using the TNT rat reticulocyte lysate (RRL) as a protein
control (lanes 2, 5). Binding specificity was confirmed by pre-incubating with an anti-Pax6 antibody, which resulted in a super-
shifted DNA-Pax6 protein-Pax6 antibody complex (lanes 4, 7). Binding of Pax6 was completely abolished by mutation of the
Pax6 binding-site sequence in the Er81 promoter (lanes 9, 10). (C) ChIP assay. Pax6 antibodies precipitated chromatin contain-
ing the Pax6 binding site in the region -1322 to -1040 of the Er81 promoter (lane 2), but were unable to precipitate chromatin
isolated from a region outside of the Pax6 binding site (lane 4). Preimmune serum (lane1, Pre) or GFP (lane3) antibodies failed
to precipitate chromatin. http://www.biomedcentral.com/1471-213X/8/23 These findings indicate that the Pax6-
binding site in the Er81 promoter is an important, but
possibly not the sole, cis-acting element responsible for
regulating the activity of the Er81 promoter in cortical pri-
mary cultures. To determine whether Pax6 is also able to activate the
Er81 promoter in vivo, we performed in ovo co-electropo-
ration experiments. Er81(wt)-Luc and CMV-Pax6 con-
structs (or a CMV-Gfp empty vector control), were
electroporated into the hindbrain of Hamburger and
Hamilton (HH) stage 11–12 chick embryos. After 2 days,
embryos were examined immunohistochemically for
expression of Pax6, GFP and luciferase reporter. After the
forced expression of Pax6 in VZ progenitors of the hind-
brain, a marked expression of the Er81-luciferase reporter
was detected as compared to the controls (Fig. 3E/I). In
developing neural tube Er81 is expressed endogenously
only in differentiated motor and proprioceptive sensory
neurons, including a subpopulation of neurons of the
inferior olive in the hindbrain [20,21]. Upon electropora-
tion, the injection in the forth ventricle, DNA (through
the CMV-Pax6 construct) is incorporated in VZ progeni-
tors and their descendents, seen as strongly luciferase-pos-
itive cells leaving the neural tube (Fig. 3H). Consistent
results were also obtained when the forced expression of
Pax6 was tagged predominantly into the isthmic region,
normally being negative for endogenous Pax6 expression
(Fig. 3L/M). Together, these results indicate that forced
expression of Pax6 can trans-activate the Er81 promoter in
both, a cell culture system and a live embryo. Pax6 is expressed in RG progenitors, but is also present in
some differentiated neurons in the adult brain, including
some amygdalar nuclei [25]. Upon differentiation, pri-
mary cortical cultures contain a mixture of progenitors
and different cell types, including neurons and glial cells. To examine the function of the Pax6 binding site identi-
fied in the Er81 promoter in a homogeneous neuronal cell
population, we performed Er81 reporter assays using the
neuronal cell line, Neuro-2A, which expresses little or no
Pax6 [26]. Neuro-2A cells were transfected with either
Er81(wt)-Luc, Er81(mut)-Luc or pGL3 constructs and cul-
tured for 2 days. In agreement with the results obtained in
primary cortical cells, transfection of Neuro-2A cells with
the Er81(wt)-Luc construct caused almost a four-fold
increase in luciferase reporter activity compared to that in
pGL3-transfected control cultures (Fig. 3D). http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 Cell type-dependent regulation of Er81 promoter activity
We next used deletion analysis to determine the minimal
sequence requirements for Er81 promoter activity. A 3.5-
kb fragment from the 5' region of the mouse Er81 gene
and a series of deletion fragments were subcloned into
luciferase reporter plasmids and transfected into mouse
primary embryonic (E12.5) cortical cell cultures, as
described below (Fig. 2A). The Er81(wt)-Luc construct
(p131), containing a 2-kb region of genomic DNA
upstream of the Er81 translation initiation codon, was
most active in subsequent luciferase assays. fected with Er81(wt)-Luc or Er81(mut)-Luc with or with-
out cotransfection of the Pax6 expression construct, CMV-
Pax6. As expected, the activity of the wild-type promoter
construct was enhanced by Pax6 overexpression, which
increased luciferase activity almost 20-fold compared to
the reporter activity in control cells. Mutation of the Pax6-
binding site in the putative Er81 promoter completely
abolished Pax6-dependent activity in the reporter assay
(Fig. 3B). These data suggest that, in Pax6-transfected
HeLa cells, a single biologically active Pax6-binding site in
the Er81 promoter is sufficient to support full promoter
activity. To assess the ability of Pax6 to activate the Er81 promoter,
we transfected HeLa cells, which lack endogenous Pax6
[19], with Er81(wt)-Luc alone (control) or together with
the Pax6-expression plasmid, CMV-Pax6 (Fig. 3A). The
control cells exhibited very low basal levels of luciferase
activity, whereas co-transfection of Er81(wt)-Luc with
increasing amounts of CMV-Pax6 led to robust, concen-
tration-dependent increases in luciferase activity (Fig. 3A). To study how the occupation of the binding site by Pax6
in the Er81 promoter is influenced by the presence of
endogenous proteins intrinsic to progenitor cells, we eval-
uated Er81 promoter activity in primary embryonic
(E12.5) cortical cultures. More that 90% of the RC2+ RG
progenitors express Pax6 at this stage [10,22]. The cells
were electroporated with either Er81(wt)-Luc, Er81(mut)-
Luc or empty pGL3 plasmid (control) and cultured for 3
days in vitro (3DIV) in a chemically defined culture
medium (see Materials and Methods; [23]). Under these
conditions, progenitor proliferation and neuronal differ-
entiation in vitro mimic in vivo neurogenesis [10,24]. Notably, in contrast to Pax6-transfected HeLa cells, where
transfection of the Er81(mut)-Luc construct completely
abolished Er81 promoter activity, approximately 42% of
the residual luciferase activity remained in primary corti-
cal cultures transfected with this mutant promoter con-
struct (Fig. 3C). Page 4 of 11
(page number not for citation purposes) Pax6 binds to the putative Er81 promoter Pax6 bind specifically to a putative Er81 promoter
Figure 1
Pax6 bind specifically to a putative Er81 promoter. (A) The schematic depicts the putative Er81 promoter, showing the
relative positions of a potential Pax6-binding site (BS) and an external control sequence used for ChIP assays (see below). A
comparison of the DNA sequences for the potential Pax6-binding site identified in the putative Er81 promoter (at position -
1190-1225), the perfect Pax6-binding site (Cons), and the mutated site (Mut) is also indicated. (B) EMSA analysis of Pax6 bind-
ing to 32P-labeled probes corresponding to the potential Pax6 binding site, a perfect Pax6-binding site, and a mutated site. The
arrows, open arrowhead and closed arrowhead indicate free probes, probe-protein complexes, and probe-protein-antibody
complexes, respectively. Binding of Pax6 to its perfect Pax6-binding site (lane 3) and potential binding site in the putative Er81
promoter (lane 6) is clearly detectable. Probe binding is not observed using the TNT rat reticulocyte lysate (RRL) as a protein
control (lanes 2, 5). Binding specificity was confirmed by pre-incubating with an anti-Pax6 antibody, which resulted in a super-
shifted DNA-Pax6 protein-Pax6 antibody complex (lanes 4, 7). Binding of Pax6 was completely abolished by mutation of the
Pax6 binding-site sequence in the Er81 promoter (lanes 9, 10). (C) ChIP assay. Pax6 antibodies precipitated chromatin contain-
ing the Pax6 binding site in the region -1322 to -1040 of the Er81 promoter (lane 2), but were unable to precipitate chromatin
isolated from a region outside of the Pax6 binding site (lane 4). Preimmune serum (lane1, Pre) or GFP (lane3) antibodies failed
to precipitate chromatin. Page 3 of 11
(page number not for citation purposes) Characteri
Figure 2
Ch Characterization of the Er81 promoter
Figure 2
Characterization of the Er81 promoter. (A) Diagram to the left indicates the relative size of deletion constructs used in
the reporter assay. The horizontal lines represent deleted fragments of the putative Er81 promoter. Diagram to the right
shows the corresponding reporter activities of the indicated deletion constructs in primary cortical cell cultures, expressed as
mean ± standard deviation (error bars) in each assay. The asterisk masks the construct, p131 with the highest luciferase activity
among other deletion constructs. (B) Multiple sequence alignment of the mouse, rat, chimpanzee, and human Er81 genes was
performed using the ClustalW algorithm implemented in the eShadow web application [55]. The x- and y-axes indicate the dis-
tance (in base pairs) to the starting codon (0) and percentage variation, respectively. The resulting alignment indicates a highly
conserved sequence of approximate 2 kb upstream of the Er81 gene for all species examined. Schematic representation of the
vector used to generate a Cre-transgenic mouse line in which the expression of Er81 is driven by the identified 2-kb Er81 pro-
moter sequence. The Er81 promoter was subcloned upstream of the β-globin minimal promoter (minPr) in a plasmid contain-
ing a DNA fragment encoding Cre [53]. This construct allows the Er81 promoter to simultaneously drive expression of Cre via
the β-globin minimal promoter, and a GFP reporter sequence via an IRES sequence. (C) After crossing with Gtrosa26tm1Sho
reporter mice [27], LacZ staining of E16.5 forebrains isolated from double-transgenic Er81Cre Gtrosa26 mice showed recom-
bination in the L5, and the VZ of cortex, striatum, piriform cortex, and olfactory bulb (C, cross section; D, sagittal section). CP,
Cortical plate; Hi, Hippocampus; L5, Layer 5; OB, Olfactory bulb; Pir, Piriform cortex; Str, Striatum; VZ, Ventricular zone. Characterization of the Er81 promoter
Figure 2
Characterization of the Er81 promoter. (A) Diagram to the left indicates the relative size of deletion constructs used in
the reporter assay. The horizontal lines represent deleted fragments of the putative Er81 promoter. Diagram to the right
shows the corresponding reporter activities of the indicated deletion constructs in primary cortical cell cultures, expressed as
mean ± standard deviation (error bars) in each assay. The asterisk masks the construct, p131 with the highest luciferase activity
among other deletion constructs. http://www.biomedcentral.com/1471-213X/8/23 Remarkably,
and in contrast to the experiments with Pax6-transfected
HeLa cells and mixed primary cortical cultures, transfec-
tion of Neuro-2A cells with Er81(mut)-Luc construct had To further examine the functional significance of the sin-
gle Pax6 binding site identified in the Er81 promoter, we
mutated the site in the Er81(wt)-Luc plasmid from the
original 5' CCCGCT 3' sequence to 5' CTCGAG 3', which
does not bind Pax6, generating the Er81(mut)-Luc plas-
mid (Fig. 1A,B). We then used a reporter assay to assess
the Pax6-dependent transactivation of both wild type and
mutated constructs. Accordingly, HeLa cells were trans- Page 4 of 11
(page number not for citation purposes) Page 4 of 11
(page number not for citation purposes) Developmental Biology 2008, 8:23
http://www.biomedcentral.com/1471-213X/8
cterization of the Er81 promoter
e 2
acterization of the Er81 promoter. (A) Diagram to the left indicates the relative size of deletion constructs used
porter assay. The horizontal lines represent deleted fragments of the putative Er81 promoter. Diagram to the right
the corresponding reporter activities of the indicated deletion constructs in primary cortical cell cultures, expressed
± standard deviation (error bars) in each assay. The asterisk masks the construct, p131 with the highest luciferase activ
g other deletion constructs. (B) Multiple sequence alignment of the mouse, rat, chimpanzee, and human Er81 genes w
med using the ClustalW algorithm implemented in the eShadow web application [55]. The x- and y-axes indicate the
(in base pairs) to the starting codon (0) and percentage variation, respectively. The resulting alignment indicates a hig
rved sequence of approximate 2 kb upstream of the Er81 gene for all species examined. Schematic representation of t
r used to generate a Cre-transgenic mouse line in which the expression of Er81 is driven by the identified 2-kb Er81 p
sequence. The Er81 promoter was subcloned upstream of the β-globin minimal promoter (minPr) in a plasmid conta
DNA fragment encoding Cre [53]. This construct allows the Er81 promoter to simultaneously drive expression of Cre
globin minimal promoter, and a GFP reporter sequence via an IRES sequence. (C) After crossing with Gtrosa26tm1Sho
ter mice [27], LacZ staining of E16.5 forebrains isolated from double-transgenic Er81Cre Gtrosa26 mice showed reco
on in the L5, and the VZ of cortex, striatum, piriform cortex, and olfactory bulb (C, cross section; D, sagittal section). C http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 Characteri
Figure 2
Ch (B) Multiple sequence alignment of the mouse, rat, chimpanzee, and human Er81 genes was
performed using the ClustalW algorithm implemented in the eShadow web application [55]. The x- and y-axes indicate the dis-
tance (in base pairs) to the starting codon (0) and percentage variation, respectively. The resulting alignment indicates a highly
conserved sequence of approximate 2 kb upstream of the Er81 gene for all species examined. Schematic representation of the
vector used to generate a Cre-transgenic mouse line in which the expression of Er81 is driven by the identified 2-kb Er81 pro-
moter sequence. The Er81 promoter was subcloned upstream of the β-globin minimal promoter (minPr) in a plasmid contain-
ing a DNA fragment encoding Cre [53]. This construct allows the Er81 promoter to simultaneously drive expression of Cre via
the β-globin minimal promoter, and a GFP reporter sequence via an IRES sequence. (C) After crossing with Gtrosa26tm1Sho
reporter mice [27], LacZ staining of E16.5 forebrains isolated from double-transgenic Er81Cre Gtrosa26 mice showed recom-
bination in the L5, and the VZ of cortex, striatum, piriform cortex, and olfactory bulb (C, cross section; D, sagittal section). CP,
Cortical plate; Hi, Hippocampus; L5, Layer 5; OB, Olfactory bulb; Pir, Piriform cortex; Str, Striatum; VZ, Ventricular zone. Page 5 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 The Pax6 binding site is required for full activity of the putative Er81 promoter
Figure 3
The Pax6 binding site is required for full activity of the putative Er81 promoter. (A) Exogenously expressed Pax6
activated a co-transfected Er81 promoter-reporter construct in HeLa cells in a dosage-dependent manner. (B) Mutation of the
Pax6 binding site completely abolished Pax6-dependent luciferase reporter activity of the putative Er81 promoter in HeLa cells. The plasmid combinations used for transfections are indicated. (C) Mutation of the Pax6-binding site led to a significant
decrease in Er81 promoter activity in mouse embryonic (E12.5) primary cortical cultures. (D) The putative Er81 promoter
exhibited high activity in Neuro-2A cells (compare Er81(wt)-luc construct and control pGL3). Deletion of the Pax6 binding site
did not affect activation of the putative Er81 promoter in Neuro-2A cells (compare Er81(wt)-luc and Er81(mut)-luc constructs). (E-K) Pax6 activated an Er81 promoter-reporter construct in ovo. (E) GFP immunoreactivity demonstrates the high efficiency of
the electroporation method (E/F) After co-electroporation of Er81(wt)-Luc and CMV-eGFP no luciferase-positive cells were The 2-kb Er81 promoter sequence drives appropriate
expression of Er81 in the cortex of Er81Cre transgenic
mice To obtain definitive evidence that the promoter sequences
identified in the Er81 gene is capable of correctly driving
the endogenous expression of Er81 in the developing
brain, we developed an Er81Cre transgenic mouse. This
line expresses a DNA construct containing a 2.0-kb frag-
ment of the Er81 promoter placed downstream of a
human β-globin minimal promoter, followed by a Cre
recombinase DNA sequence, and IRES and GFP reporter
sequences (Fig. 2B). Er81Cre transgenic mice were crossed
with mice from a reporter line, Gtrosa26tm1Sho [27], which
contain a loxP-flanked DNA sequence of "stopper" frag-
ment positioned upstream of the β-galactosidase-neomy-
cin phosphotransferase fusion gene (β-geo). β-geo is
expressed only after Cre-mediated excision of loxP-
flanked DNA sequences, and thus double-reporter trans-
genic Gtrosa26tm1Sho/Cre lines provide a region-specific
report of the occurrence of Cre excision by the specific Cre
line used [27]. The analysis of LacZ activity at E16.5 in dif-
ferent Er81Cre;Gtrosa26tm1Sho double-transgenic founders
revealed expression of the reporter in the VZ and layer 5 of
the cortex, striatum, piriform cortex and olfactory bulb, a
result that is in agreement with the known pattern of Er81
expression in the mouse telencephalon (Fig. 2C,D;
[18,28]). We therefore conclude that the 2-kb Er81 pro-
moter region is necessary and sufficient for Er81 expres-
sion in the mouse telencephalon. Er81 is a member of the Pea3 subfamily of the ETS tran-
scription factor family [40] that is expressed in cortical
progenitors at the mid- to late stages of neocortical devel-
opment in mouse [28], rat and monkey [41]. In the
mouse cortex, Er81 transcripts are first detected at E13 in
the VZ of the rostrolateral pallium; expression is main-
tained in a subset of the pyramidal cells in the lower part
of layer 5 in later embryonic stages and in the mature
brain. [41]. ETS proteins have been shown to contribute
to the specification of various cell types in vertebrates and
invertebrates [42]. The documented role of Er81 in the
specification of dendritic arborization of proprioceptive
sensory neurons in the spinal cord [43] suggests the pos-
sibility that Er81 might be involved in the neuronal sub-
type specification of projection neurons in the cortex
[18,28]. Similar to Pax6, Er81 is also expressed in a prom-
inent, graded manner in pallial progenitors, reaching its
highest levels in the rostrolateral cortex [28,44,45]. http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 no effect on Er81 promoter activity (Fig. 3D). As noted
above, Pax6 binds with low affinity to the Er81 promoter,
suggesting that high levels of Pax6 expression may be
required to exert transcriptional control on Er81. Under
the culture conditions used, Pax6 expression in mixed pri-
mary cortical cultures is restricted to the RG progenitors
cells. Collectively, these findings strongly suggest that the
Pax6 binding site identified in the Er81 promoter is essen-
tial for activation of Er81 in cortical progenitors, while
regulation of Er81 expression in neuronal cells may
depend on other factors. intrinsic mechanisms, controlled by the combinatorial
expression of transcription factor gradients in the progen-
itors, and extrinsic cues provided by the ingrowing tha-
lamocortical axons at late developmental stages and after
birth [2,29]. In the developing cortex, Pax6 is expressed in RG progen-
itors in a rostrolateral-high to caudomedial-low gradient
[30,31] and plays essential roles in cortical neurogenesis,
and arealization and layer formation [10,12,14,25,30,32-
37]. Accordingly, abolishing Pax6 function leads to
defects in cortical molecular regionalization as observed
in the Pax6/Small eye brain, where the rostral cortical area
shrinks and caudal areas expand [38,39]. Furthermore,
there is a decrease in the number of neurons in the Pax6-
defficient cortex, in which the neuronal subsets of the
upper cortical layers appear to be specifically missing
[14,34]. In the current study, we provide the first evidence
that Pax6 may determine the neuronal identity of subsets
of layer 5 projection neurons by controlling the expres-
sion of Er81 in pallial progenitors. The 2-kb Er81 promoter sequence drives appropriate
expression of Er81 in the cortex of Er81Cre transgenic
mice In the
absence of Pax6, Er81 expression in the VZ of the rostrola-
teral cortex (where endogenous Pax6 expression is high-
est) is essentially undetectable, both in Sey/Sey mutant
[15] and in the juvenile cortex of the conditional cortex-
specific Pax6KO mutant, (T.C.T and AS, unpublished
data). We show here that Pax6 binds with low affinity to
a single binding site in the Er81 promoter, and further
show that Pax6 protein produces dose-dependent
increases in the activity of this promoter. Collectively,
these findings suggest that Pax6 controls the generation of
Er81+ layer 5 neurons in a dose- and region-specific man-
ner, predominantly in the motor and frontoparietal cor-
tex. Remarkably, similar region- and dose-dependent
regulation of Er81 expression by the neurogenic factor,
Ngn2, was demonstrated in Ngn2-KO mice, in which Er81 The Pax6
Figure 3 The Pax6 binding site is required for full activity of the putative Er81 promoter
Figure 3
The Pax6 binding site is required for full activity of the putative Er81 promoter. (A) Exogenously expressed Pax6
activated a co-transfected Er81 promoter-reporter construct in HeLa cells in a dosage-dependent manner. (B) Mutation of the
Pax6 binding site completely abolished Pax6-dependent luciferase reporter activity of the putative Er81 promoter in HeLa cells. The plasmid combinations used for transfections are indicated. (C) Mutation of the Pax6-binding site led to a significant
decrease in Er81 promoter activity in mouse embryonic (E12.5) primary cortical cultures. (D) The putative Er81 promoter
exhibited high activity in Neuro-2A cells (compare Er81(wt)-luc construct and control pGL3). Deletion of the Pax6 binding site
did not affect activation of the putative Er81 promoter in Neuro-2A cells (compare Er81(wt)-luc and Er81(mut)-luc constructs). (E-K) Pax6 activated an Er81 promoter-reporter construct in ovo. (E) GFP immunoreactivity demonstrates the high efficiency of
the electroporation method. (E/F) After co-electroporation of Er81(wt)-Luc and CMV-eGFP, no luciferase-positive cells were
detected. (G-I) Co-electroporation of Er81(wt)-Luc and CMV-Pax6 promoted expression from the Er81 promoter-luciferase
reporter construct in hindbrain of chick embryos. (K) The table shows the number of embryos used for immunohistochemical
analyses and the results obtained with the indicated antibodies. The strength of the immunohistochemical signal is designated as
no, weak or strong staining. Note that the images shown in (E-H) represent strong staining for GFP, Luciferase and Pax6 anti-
bodies. (L/N) Consistently, co-electroporation of Er81(wt)-Luc and CMV-Pax6 in isthmic region, where Pax6 does not express,
led to up-regulation of the Er81 promoter-controlled luciferase reporter. Arrows in images for the whole embryo indicated a
region where plasmids were injected. Luciferase activity is expressed as mean ± standard deviation (error bars) in each assay. Er81(wt)-Luc, wild-type putative Er81 promoter-reporter construct; Er81(mut)-Luc, mutated putative Er81 promoter-reporter
construct. Page 6 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-213X/8/23 Plasmids and antibodies CMV-Pax6 [46] was used for Pax6 expression in mamma-
lian cells. pGL3 basic served as the backbone for luciferase
reporter constructs. Er81(mut)-Luc was generated by site-
direct mutagenesis (Quick Change, Stratagene) using
Er81(wt)-Luc as a template. It is interesting to note that both Pax6- and Ngn2-depend-
ent expression of Er81 in RG progenitors in vivo is con-
fined to progenitors of the rostrolateral cortex. To confirm
the functional significance of the Pax6-dependent control
sequence identified in the Er81 promoter, we developed a
transgenic mouse line in which the 2 kb Er81 promoter
region was placed upstream of a Cre recombinase
sequence. A detailed analysis of the resulting Er81Cre line
is a subject of a separate study. Results obtained thus far
indicate, however, that the expression of the LacZ reporter
in Er81Cre:Gtrosa26tm1Sho double-transgenic mice faith-
fully reproduces the known expression pattern of Er81 in
the developing telencephalon, including VZ progenitors
and subpopulations of L5 neurons, striatum, piriform cor-
tex and olfactory bulb (Fig. 2C,D; also [18,28]. Further-
more, the reporter LacZ staining was much fainter in the
medial than in the dorsal or lateral pallium. During the
process of submitting this paper, Langevin et al [18]
reported that a 2-kb region upstream of the zebrafish Er81
is active in the lateral, but not in the medial cortex of the
mouse, and identified Pax6-binding sites in a 1.3-kb
upstream region [18]. Thus, it is possible that Er81 pro-
moter activity in progenitors of the dorsal and lateral pal- The anti-Pax6 monoclonal (1:500, DSHB), anti-Pax6 pol-
yclonal (1:500, BABCO), anti-GFP (1:500, Chemicon),
anti-firefly Luciferase (1:100, Abcam), Alexa 488 goat
anti-mouse, and Alexa 594 goat anti-rabbit (1:400, Invit-
rogen) antibodies were used. http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 lium (rostrally) as well as in the whole caudal pallium
depends on combinatorial control by Pax6 and other
transcription factors. Such simultaneous binding of Pax6
and the transcription factors, Sox2 and Maf, in the δ-crys-
tallin and glucagon promoters, respectively, significantly
increases Pax6 transactivation ability [48,49]. Together,
these findings strongly suggest that an evolutionarily con-
served genetic interplay between Pax6 and Er81 is
involved in the regional specification of progenitor iden-
tity in the developing cortex. expression is specifically affected only in the rostral cortex
[14]. Ngn2 is a direct Pax6 downstream target gene whose
expression is regulated by high levels of Pax6 expression
only in progenitors of the rostral pallium [13,35]. Addi-
tional experiments will be required to determine whether
Er81 expression in the rostrolateral cortex is regulated
coordinately by Pax6 and Ngn2 or, alternatively, whether
Er81 acts as a downstream regulator in the Pax6-Ngn2
pathway. lium (rostrally) as well as in the whole caudal pallium
depends on combinatorial control by Pax6 and other
transcription factors. Such simultaneous binding of Pax6
and the transcription factors, Sox2 and Maf, in the δ-crys-
tallin and glucagon promoters, respectively, significantly
increases Pax6 transactivation ability [48,49]. Together,
these findings strongly suggest that an evolutionarily con-
served genetic interplay between Pax6 and Er81 is
involved in the regional specification of progenitor iden-
tity in the developing cortex. We found that the Pax6-binding site identified in the 2-kb
promoter fragment of Er81 was necessary for full activa-
tion of the Er81 promoter by Pax6 in Pax6-transfected-
HeLa cells. However, mutation of the Pax6-binding site
only partially reduced Er81 promoter activity in primary
cortical cell cultures and had no effect in neurons of the
Neuro-2A cell line. Given that at 3DIV, cortical primary
cultures consist of approximately 45 % progenitors and
55% differentiated neurons [10,22], these findings sug-
gest that activation of Er81 depends primarily on Pax6
transcriptional control in cortical progenitors, but activa-
tion/maintenance of Er81 expression in differentiated
neurons possibly involves other regulatory factors. To
identify such potential factors, we performed an in silico
search for potential upstream binding sites and identified
multiple binding sites for the transcription factors, REST/
NRSF and Brn2, both of which are important in cortical
neurogenesis [46,47]. These transcription factors could be
important for activation and/or maintenance of Er81
expression in cortical progenitors and subsets of differen-
tiated neurons. Conclusion
hi In this paper we have shown that a direct genetic interac-
tion between the transcription factors, Pax6 and Er81, in
cortical VZ may be involved in the regional specification
of neuronal subtype identity of a set of layer 5 projection
neurons. The low-affinity binding of Pax6 to the 2-kb Er81
promoter suggests that only the high endogenous levels of
Pax6 in progenitors of the rostrolateral cortex are capable
of regulating Er81 promoter activity, an interpretation
that is consistent with the reported regional inhibition of
Er81 expression in Pax6-defficient mutants. The expres-
sion of Er81 in cortical germinative neuroepithelium in
other regions and in mature neurons may involve regula-
tion by other molecular determinants acting independ-
ently of, or together with, Pax6. Identification of transcription factor binding sites in the
Er81 promoter To identify potential Pax6 binding sites within a 2-kb
region of the mouse Er81 promoter, we utilized the
sequence analysis package, GCG [17], and the previously
reported Pax6 consensus-binding site [16]. MatInspector
software was used to search for additional transcription
factor binding sites in Er81 promoter [50]. Discussion
l
i Accumulating evidence suggests that the process of corti-
cal layering, during which progenitor cells in the VZ and
SVZ generate neurons destined to specific cortical layers,
depends on both the temporal sequence of progenitor cell
origination during a specific developmental stage and the
expression of layer-determinant genes. In addition, neu-
rons of a specific layer exhibit diversity in number, mor-
phology and axonal connectivity across different
functional domains of the cortex. Thus, the two funda-
mental processes of corticogenesis, layering and arealiza-
tion, seem to be closely related. According to the current
view, the functional regionalization of the cortex involves Page 7 of 11
(page number not for citation purposes) Page 7 of 11
(page number not for citation purposes) X-Gal staining Embryos from timed mating were fixed and stained over-
night with X-Gal at 37°C as described previously [27,53]. Determination of Pax6 DNA binding (EMSA) Determination of Pax6 DNA binding (EMSA)
EMSA was performed as described by Bäumer et al [51]
with some modifications. Briefly, Pax6 proteins were
expressed using the TNT in vitro transcription and transla-
tion system (Promega), according to the manufacturer's Page 8 of 11
(page number not for citation purposes) BMC Developmental Biology 2008, 8:23 http://www.biomedcentral.com/1471-213X/8/23 instructions. Double-stranded oligonucleotides (Fig. 1A)
were end-labeled using polynucleotide kinase and
gramma-P32ATP. The binding reaction was performed for
1 hr on ice in binding buffer (25 mM HEPES pH7.4, 10%
glycerol, 75 mM NaCl, 0.25 mM EDTA, 1 mM DTT, 0.1%
Nonidet P-40, 1 mM MgCl2, protease inhibitor cocktail)
containing 0.5 μg poly-dI-dC, double-stranded oligonu-
cleotides (with radial activity at 35000 cpm) and 10 μl of
in vitro-translated Pax6 protein. For antibody supershift
analyses, 0.5 μl of Pax6 polyclonal rabbit antibody
(Babco) was added and samples were incubated for an
additional 15 min. Samples were load onto 4% TAE poly-
acrylamide gels and electrophoresed at 10 V/cm to resolve
complexes. Gels were dried and processed for autoradiog-
raphy. otransfection device (Amaxa) and then cultured for 3 days
on coverslips coated with poly-D-lysine and Sato medium
(DMEM, 100 μg/ml albumin, 100 μg/ml apo-transferrin,
16 μg/ml putrescine, 0.06 ng/ml progesterone, 40 ng/ml
selenium, 5 μg/ml insulin, 1 mM sodium pyruvate and 2
mM L-glutamine) [23]. eneration of an Er81Cre transgenic mouse line A 2-kb region upstream from the starting codon of the
mouse Er81 gene was amplified as an NheI/Not fragment
using the Expand Long Template PCR kit (Roche) and
cloned into a Cre-IRES-GFP-Intron-pA plasmid [52,53] in
pSL1180 (Pharmacia). Er81Cre mice were generated by
pronuclear microinjection. Transgenic mice were identi-
fied by PCR analysis or GFP-fluorescence and maintained
in a C57BL6/J background. Animals have been handled
with permission of the Bezirksregierung Braunschweig in
accordance with the German Animal Protection Law. AS and TCT conceived and designed the study. TCT carried
out experiments. AS and TCT wrote the manuscript. All
authors approved the manuscript Chromatin immunoprecipitation (ChIP) assay Chromatin was extracted from E15.5 mouse cortices. ChIP assays were performed according to the kit manufac-
ture's instructions (Upstate Biotechnology) using polyclo-
nal Pax6 antibodies (BABCO) to immunoprecipitate
Pax6-binding chromatin fragments, with pre-immune
serum and polyclonal GFP antibodies (Abcam) as immu-
noprecipitation controls (10 μg antibody per immuno-
precipitation). Luciferase assay
ll HeLa cells or primary cortical cells were lysed and assayed
for Luciferase activity according to the assay manufac-
turer's instructions (Promega). Acknowledgements We gratefully acknowledge M. Daniel and S. Schlott for outstanding techni-
cal assistance and L. Luo for helpful advice and discussions. We thank U. Franke for the generation of the transgenic mouse line. We are very grate-
ful to M. Holt for critical comments on the manuscript. This work was sup-
ported by the Max Planck Gesellschaft and the DFG- CMPB. p
Franke for the generation of the transgenic mouse line. We are very grate-
ful to M. Holt for critical comments on the manuscript. This work was sup-
ported by the Max Planck Gesellschaft and the DFG- CMPB. In ovo chick electroporation Chick embryos at stage 11–12 (36–48 hr old) were elec-
troporated as described in Marquardt et al [54]. Briefly,
2.5 μg/μl of Er81-Luc and 2.5 μg/μl of CMV-Pax6 (or
CMV-Gfp) were co-electroporated into the hindbrain or
midbrain of chick embryos. After 1–2 days, embryos were
collected and analyzed using immunohistochemistry. At
least 10 electroporated embryos were analyzed in each
experiment. Cell culture and cell transfection 1. Guillemot F, Molnar Z, Tarabykin V, Stoykova A: Molecular mech-
anisms of cortical differentiation. Eur J Neurosci 2006,
23(4):857-868. HeLa cells were maintained and cultured in DMEM
medium containing 10% fetal calf serum (FCS). Cells
were transfected using Lipofectamine 2000 (Invitrogen),
according to the supplier's instructions. ( )
2. Mallamaci A, Stoykova A: Gene networks controlling early cer-
ebral cortex arealization. Eur J Neurosci 2006, 23(4):847-856. ebral cortex arealization. Eur J Neurosci 2006, 23(4):847-856. 3. Gotz M, Huttner WB: The cell biology of neurogenesis. Nat Rev
Mol Cell Biol 2005, 6(10):777-788. Mol Cell Biol 2005, 6(10):777 788. 4. Kriegstein A, Noctor S, Martinez-Cerdeno V: Patterns of neural
stem and progenitor cell division may underlie evolutionary
cortical expansion. Nat Rev Neurosci 2006, 7(11):883-890. http://www.biomedcentral.com/1471-213X/8/23 Tarabykin V, Stoykova A, Usman N, Gruss P: Cortical upper layer
neurons derive from the subventricular zone as indicated by
Svet1 gene expression. Development 2001, 128(11):1983-1993. 37. Manuel M, Georgala PA, Carr CB, Chanas S, Kleinjan DA, Martynoga
B, Mason JO, Molinek M, Pinson J, Pratt T, Quinn JC, Simpson TI, Tyas
DA, van Heyningen V, West JD, Price DJ: Controlled overexpres-
sion of Pax6 in vivo negatively autoregulates the Pax6 locus,
causing cell-autonomous defects of late cortical progenitor
proliferation with little effect on cortical arealization. Devel-
opment 2007, 134(3):545-555. 15. Stenman J, Toresson H, Campbell K: Identification of two distinct
progenitor populations in the lateral ganglionic eminence:
implications for striatal and olfactory bulb neurogenesis. J
Neurosci 2003, 23(1):167-174. 16. Epstein JA, Glaser T, Cai J, Jepeal L, Walton DS, Maas RL: Two inde-
pendent and interactive DNA-binding subdomains of the
Pax6 paired domain are regulated by alternative splicing. Genes Dev 1994, 8(17):2022-2034. p
( )
38. Bishop KM, Goudreau G, O'Leary DD: Regulation of area identity
in the mammalian neocortex by Emx2 and Pax6. Science 2000,
288(5464):344-349. (
)
17. Womble DD: Web-based interfaces for the GCG sequence
analysis programs. Methods Mol Biol 2000, 132:23-30. (
)
39. Muzio L, DiBenedetto B, Stoykova A, Boncinelli E, Gruss P, Mallamaci
A: Emx2 and Pax6 control regionalization of the pre-neuro-
nogenic cortical primordium. Cereb Cortex 2002, 12(2):129-139. 18. Langevin LM, Mattar P, Scardigli R, Roussigne M, Logan C, Blader P,
Schuurmans C: Validating in utero electroporation for the
rapid analysis of gene regulatory elements in the murine tel-
encephalon. Dev Dyn 2007, 236(5):1273-1286. 40. Sharrocks AD: The ETS-domain transcription factor family. Nat Rev Mol Cell Biol 2001, 2(11):827-837. 19. Cartier L, Laforge T, Feki A, Arnaudeau S, Dubois-Dauphin M, Krause
KH: Pax6-induced alteration of cell fate: shape changes,
expression of neuronal alpha tubulin, postmitotic pheno-
type, and cell migration. J Neurobiol 2006, 66(5):421-436. 41. Yoneshima H, Yamasaki S, Voelker CC, Molnar Z, Christophe E,
Audinat E, Takemoto M, Nishiwaki M, Tsuji S, Fujita I, Yamamoto N:
Er81 is expressed in a subpopulation of layer 5 neurons in
rodent and primate neocortices. Neuroscience 2006,
137(2):401-412. 20. Zhu Y, Guthrie S: Expression of the ETS transcription factor
ER81 in the developing chick and mouse hindbrain. Dev Dyn
2002, 225(3):365-368. 42. Wasylyk B, Hagman J, Gutierrez-Hartmann A: Ets transcription
factors: nuclear effectors of the Ras-MAP-kinase signaling
pathway. Trends Biochem Sci 1998, 23(6):213-216. http://www.biomedcentral.com/1471-213X/8/23 43
L
JH S
T A d
DJ L
J
C J
ll TM A b
S 21. Lunn JS, Fishwick KJ, Halley PA, Storey KG: A spatial and temporal
map of FGF/Erk1/2 activity and response repertoires in the
early chick embryo. Dev Biol 2007, 302(2):536-552. 43. Lin JH, Saito T, Anderson DJ, Lance-Jones C, Jessell TM, Arber S:
Functionally related motor neuron pool and muscle sensory
afferent subtypes defined by coordinate ETS gene expres-
sion. Cell 1998, 95(3):393-407. y
y
( )
22. Hartfuss E, Galli R, Heins N, Gotz M: Characterization of CNS
precursor subtypes and radial glia. Dev Biol 2001, 229(1):15-30. y
y
( )
22. Hartfuss E, Galli R, Heins N, Gotz M: Characterization of CNS
precursor subtypes and radial glia. Dev Biol 2001, 229(1):15-30. 23. Bottenstein JE, Sato GH: Growth of a rat neuroblastoma cell
line in serum-free supplemented medium. Proc Natl Acad Sci ( )
44. Fukuchi-Shimogori T, Grove EA: Emx2 patterns the neocortex
by regulating FGF positional signaling. Nat Neurosci 2003,
6(8):825-831. p
yp
g
( )
23. Bottenstein JE, Sato GH: Growth of a rat neuroblastoma cell
line in serum-free supplemented medium. Proc Natl Acad Sci
USA 1979, 76(1):514-517. ( )
24. Qian X, Shen Q, Goderie SK, He W, Capela A, Davis AA, Temple S:
Timing of CNS cell generation: a programmed sequence of
neuron and glial cell production from isolated murine corti-
cal stem cells. Neuron 2000, 28(1):69-80. 45. Sansom SN, Hebert JM, Thammongkol U, Smith J, Nisbet G, Surani
MA, McConnell SK, Livesey FJ: Genomic characterisation of a
Fgf-regulated gradient-based neocortical protomap. Develop-
ment 2005, 132(17):3947-3961. (
)
46. Ballas N, Grunseich C, Lu DD, Speh JC, Mandel G: REST and its
corepressors mediate plasticity of neuronal gene chromatin
throughout neurogenesis. Cell 2005, 121(4):645-657. 25. Stoykova A, Gruss P: Roles of Pax-genes in developing and
adult brain as suggested by expression patterns. J Neurosci
1994, 14(3 Pt 2):1395-1412. (
)
26. Pinson J, Simpson TI, Mason JO, Price DJ: Positive autoregulation
of the transcription factor Pax6 in response to increased lev-
els of either of its major isoforms, Pax6 or Pax6(5a), in cul-
tured cells. BMC Dev Biol 2006, 6:25. 47. http://www.biomedcentral.com/1471-213X/8/23 BMC Developmental Biology 2008, 8:23 genes in Mammalian neocortex. 17(8):1918-1933. genes in Mammalian neocortex. Cereb Cortex 2007,
17(8):1918-1933. genes in Mammalian neocortex. Cereb Cortex 2007,
17(8):1918-1933. formation in developing forebrain. Development 1997,
124(19):3765-3777. formation in developing forebrain. Development 1997,
124(19):3765-3777. (
)
31. Walther C, Gruss P: Pax-6, a murine paired box gene, is
expressed in the developing CNS. Development 1991,
113(4):1435-1449. ( )
9. McConnell SK, Kaznowski CE: Cell cycle dependence of laminar
determination in developing neocortex. Science 1991,
254(5029):282-285. 32. (
)
10. Gotz M, Stoykova A, Gruss P: Pax6 controls radial glia differen-
tiation in the cerebral cortex. Neuron 1998, 21(5):1031-1044. ( )
32. Schmahl W, Knoedlseder M, Favor J, Davidson D: Defects of neu-
ronal migration and the pathogenesis of cortical malforma-
tions are associated with Small eye (Sey) in the mouse, a
point mutation at the Pax-6-locus. Acta Neuropathol (Berl) 1993,
86(2):126-135. 11. Haubst N, Berger J, Radjendirane V, Graw J, Favor J, Saunders GF,
Stoykova A, Gotz M: Molecular dissection of Pax6 function: the
specific roles of the paired domain and homeodomain in
brain development. Development 2004, 131(24):6131-6140. ( )
33. Caric D, Gooday D, Hill RE, McConnell SK, Price DJ: Determina-
tion of the migratory capacity of embryonic cortical cells
lacking the transcription factor Pax-6. Development 1997,
124(24):5087-5096. p
p
(
)
12. Heins N, Malatesta P, Cecconi F, Nakafuku M, Tucker KL, Hack MA,
Chapouton P, Barde YA, Gotz M: Glial cells generate neurons:
the role of the transcription factor Pax6. Nat Neurosci 2002,
5(4):308-315. (
)
34. Stoykova A, Fritsch R, Walther C, Gruss P: Forebrain patterning
defects in Small eye mutant mice. Development 1996,
122(11):3453-3465. ( )
13. Scardigli R, Baumer N, Gruss P, Guillemot F, Le Roux I: Direct and
concentration-dependent regulation of the proneural gene
Neurogenin2 by Pax6. Development 2003, 130(14):3269-3281. (
)
35. Stoykova A, Treichel D, Hallonet M, Gruss P: Pax6 modulates the
dorsoventral patterning of the mammalian telencephalon. J
Neurosci 2000, 20(21):8042-8050. 14. Schuurmans C, Armant O, Nieto M, Stenman JM, Britz O, Klenin N,
Brown C, Langevin LM, Seibt J, Tang H, Cunningham JM, Dyck R,
Walsh C, Campbell K, Polleux F, Guillemot F: Sequential phases of
cortical specification involve Neurogenin-dependent and -
independent pathways. Embo J 2004, 23(14):2892-2902. Epub
2004, 2891 (
)
36. Primary cortical cell culture and electroporation The two telencephalic hemispheres were isolated under
sterile conditions in Ca2+/Mg2+-free Hanks Balanced Salt
Solution containing 10 mM HEPES (HBSS/HEPES). After
washing twice with fresh HBSS/HEPES solution, cells were
incubated for 18 min at 37°C in 0.25% Trypsin/EDTA
(Sigma). The tissue was then dissociated mechanically by
triturating with a fire-polished, serum-coated Pasteur
pipette, then centrifuged for 5 min at 1000 rpm, washed
and resuspended in DMEM medium plus 10% FCS. Pri-
mary cortical cells were electroporated using a nucle- p
(
)
5. Hevner RF, Daza RA, Rubenstein JL, Stunnenberg H, Olavarria JF, Eng-
lund C: Beyond laminar fate: toward a molecular classifica-
tion of cortical projection/pyramidal neurons. Dev Neurosci
2003, 25(2–4):139-151. (
)
6. Arlotta P, Molyneaux BJ, Chen J, Inoue J, Kominami R, Macklis JD:
Neuronal subtype-specific genes that control corticospinal
motor neuron development in vivo. Neuron 2005,
45(2):207-221. (
)
6. Arlotta P, Molyneaux BJ, Chen J, Inoue J, Kominami R, Macklis JD:
Neuronal subtype-specific genes that control corticospinal
motor neuron development in vivo. Neuron 2005,
45(2):207-221. ( )
7. Molyneaux BJ, Arlotta P, Menezes JR, Macklis JD: Neuronal subtype
specification in the cerebral cortex. Nat Rev Neurosci 2007,
8(6):427-437. ( )
7. Molyneaux BJ, Arlotta P, Menezes JR, Macklis JD: Neuronal subtype
specification in the cerebral cortex. Nat Rev Neurosci 2007,
8(6):427-437. ( )
8. Watakabe A, Ichinohe N, Ohsawa S, Hashikawa T, Komatsu Y, Rock-
land KS, Yamamori T: Comparative analysis of layer-specific ( )
8. Watakabe A, Ichinohe N, Ohsawa S, Hashikawa T, Komatsu Y, Rock-
land KS, Yamamori T: Comparative analysis of layer-specific Page 9 of 11
(page number not for citation purposes) Page 9 of 11
(page number not for citation purposes) http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 Castro DS, Skowronska-Krawczyk D, Armant O, Donaldson IJ, Par-
ras C, Hunt C, Critchley JA, Nguyen L, Gossler A, Gottgens B, Matter
JM, Guillemot F: Proneural bHLH and Brn proteins coregulate
a neurogenic program through cooperative binding to a con-
served DNA motif. Dev Cell 2006, 11(6):831-844. 27. Mao X, Fujiwara Y, Orkin SH: Improved reporter strain for mon-
itoring Cre recombinase-mediated DNA excisions in mice. Proc Natl Acad Sci USA 1999, 96(9):5037-5042. ( )
48. Kamachi Y, Uchikawa M, Tanouchi A, Sekido R, Kondoh H: Pax6 and
SOX2 form a co-DNA-binding partner complex that regu-
lates initiation of lens development. Genes Dev 2001,
15(10):1272-1286. 28. Hasegawa H, Ashigaki S, Takamatsu M, Suzuki-Migishima R, Ohbayashi
N, Itoh N, Takada S, Tanabe Y: Laminar patterning in the devel-
oping neocortex by temporally coordinated fibroblast
growth factor signaling. J Neurosci 2004, 24(40):8711-8719. (
)
49. Planque N, Leconte L, Coquelle FM, Benkhelifa S, Martin P, Felder-
Schmittbuhl MP, Saule S: Interaction of Maf transcription factors
with Pax-6 results in synergistic activation of the glucagon
promoter. J Biol Chem 2001, 276(38):35751-35760. Epub 32001 Jul
35716 g
g
g
J
(
)
29. Sur M, Rubenstein JL: Patterning and plasticity of the cerebral
cortex. Science 2005, 310(5749):805-810. 30. Stoykova A, Gotz M, Gruss P, Price J: Pax6-dependent regulation
of adhesive patterning, R-cadherin expression and boundary 50. 50. Quandt K, Frech K, Karas H, Wingender E, Werner T: MatInd and
MatInspector: new fast and versatile tools for detection of 50. Quandt K, Frech K, Karas H, Wingender E, Werner T: MatInd and
MatInspector: new fast and versatile tools for detection of Page 10 of 11
(page number not for citation purposes) Page 10 of 11
(page number not for citation purposes) BMC Developmental Biology 2008, 8:23 http://www.biomedcentral.com/1471-213X/8/23 http://www.biomedcentral.com/1471-213X/8/23 consensus matches in nucleotide sequence data. Nucleic Acids
Res 1995, 23(23):4878-4884. (
)
51. Baumer N, Marquardt T, Stoykova A, Spieler D, Treichel D, Ashery-
Padan R, Gruss P: Retinal pigmented epithelium determination
requires the redundant activities of Pax2 and Pax6. Develop-
ment 2003, 130(13):2903-2915. (
)
52. Ashery-Padan R, Marquardt T, Zhou X, Gruss P: Pax6 activity in
the lens primordium is required for lens formation and for
correct placement of a single retina in the eye. Genes Dev
2000, 14(21):2701-2711. 53. http://www.biomedcentral.com/1471-213X/8/23 Berger J, Eckert S, Scardigli R, Guillemot F, Gruss P, Stoykova A: E1-
Ngn2/Cre is a new line for regional activation of Cre recom-
binase in the developing CNS. Genesis 2004, 40(4):195-199. p
g
( )
54. Marquardt T, Ashery-Padan R, Andrejewski N, Scardigli R, Guillemot
F, Gruss P: Pax6 is required for the multipotent state of reti-
nal progenitor cells. Cell 2001, 105(1):43-55. p
g
( )
55. Ovcharenko I, Boffelli D, Loots GG: eShadow: a tool for compar-
ing
closely
related
sequences. Genome
Res
2004,
14(6):1191-1198. Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral
Page 11 of 11
(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge Page 11 of 11
(page number not for citation purposes)
|
https://openalex.org/W2539218001
|
https://www.nature.com/articles/hdy201699.pdf
|
English
| null |
What causes mating system shifts in plants? Arabidopsis lyrata as a case study
|
Heredity
| 2,016
|
cc-by
| 14,240
|
INTRODUCTION (SRK) protein expressed on the stigma (Stein et al., 1996) that has a
matching
protein
(S-locus
cysteine
rich
or
S-locus
protein
11 (SCR/SP11); Schopfer et al., 1999) expressed in the pollen coat. Pollen grains that express a variant of SCR matching that of the SRK
expressed on the receiving stigma are rejected. The genes encoding
these female and male proteins are physically linked and form the
S-locus, which is found in a genomic region that shows restricted
recombination between a U-box domain protein (At4g21350; B80)
and a member of the SRK gene family (ARK3) (Goubet et al., 2012;
Roux et al., 2013). There is a complex downstream signalling reaction
that is still not completely understood (Goring, 2000; Iwano et al.,
2015), but self-compatibility (SC) species typically lack activity of
some of these downstream components (for example, Arm-Repeat-
Containing Protein 1 (ARC1)) (Indriolo et al., 2012). The SI in
Brassicaceae is sporophytic, meaning that expression of both male and
female components can be affected by dominance interactions because
the protein on the surface of the pollen is deposited by the diploid
anther cells (Hatakeyama et al., 1998). Uncovering the mechanisms regulating genetically controlled self-
incompatibility (SI) systems in plants and fungi has been of sustained
interest to the Genetics Society research community, with articles since
the inception of Heredity (see, for example, Lewis, 1947; Bateman,
1952). A search for ‘incompatibility’ in Heredity archives retrieved 969
publications, with 275 related specifically to reproductive systems. Nevertheless, there is much that we still do not understand. SI is
widespread and has multiple independent origins throughout the plant
kingdom (see, for example, Raduski et al., 2012). However, it has
proven difficult to explain how these recognition systems that require
paired specificity of male and female components evolve and are
maintained (Charlesworth, 1988, 1995). A shift from outcrossing to
inbreeding is one of the most frequent evolutionary transitions in
plants (reviewed in Igic et al., 2008). Nevertheless, what causes
breakdown of genetically controlled SI systems and how inbreeding
lineages can evolve in the face of inbreeding depression remains poorly
understood (reviewed by Vekemans et al., 2014). The rapid techno-
logical advances of the past two decades offer new possibilities to
address the possible drivers and genetic bases of these transitions. 1Institute of Biodiversity, Animal Health and Comparative Medicine, University of Glasgow, Glasgow, UK; 2Department of Molecular Biology, Max Planck Institute for
Developmental Biology, Tübingen, Germany; 3Computomics GmbH, Tübingen, Germany; 4Centre for Genome Engineering, Institute for Basic Science, Daejeon, South Korea and
5Department of Biology and Ecology, University of Konstanz, Konstanz, Germany
Correspondence: Professor BK Mable, Institute of Biodiversity, Animal Health and Comparative Medicine, University of Glasgow, Graham Kerr Building, Glasgow G12 8QQ, UK.
E-mail: Barbara.mable@glasgow.ac.uk
Received 14 March 2016; revised 12 August 2016; accepted 16 August 2016; published online 2 November 2016 OPEN OPEN Heredity (2017) 118, 52–63
Official journal of the Genetics Society
www.nature.com/hdy BK Mable1, J Hagmann2,3, S-T Kim2,4, A Adam1, E Kilbride1, D Weigel2 and M Stift1,5 BK Mable1, J Hagmann2,3, S-T Kim2,4, A Adam1, E Kilbride1, D Weigel2 and M Stift1,5 BK Mable1, J Hagmann2,3, S-T Kim2,4, A Adam1, E Kilbride1, D Weigel2 and M Stift1,5 The genetic breakdown of self-incompatibility (SI) and subsequent mating system shifts to inbreeding has intrigued evolutionary
geneticists for decades. Most of our knowledge is derived from interspecific comparisons between inbreeding species and their
outcrossing relatives, where inferences may be confounded by secondary mutations that arose after the initial loss of SI. Here,
we study an intraspecific breakdown of SI and its consequences in North American Arabidopsis lyrata to test whether: (1)
particular S-locus haplotypes are associated with the loss of SI and/or the shift to inbreeding; (2) a population bottleneck may
have played a role in driving the transition to inbreeding; and (3) the mutation(s) underlying the loss of SI are likely to have
occurred at the S-locus. Combining multiple approaches for genotyping, we found that outcrossing populations on average
harbour 5 to 9 S-locus receptor kinase (SRK) alleles, but only two, S1 and S19, are shared by most inbreeding populations. Self-compatibility (SC) behaved genetically as a recessive trait, as expected from a loss-of-function mutation. Bulked segregant
analysis in SC × SI F2 individuals using deep sequencing confirmed that all SC plants were S1 homozygotes but not all S1
homozygotes were SC. This was also revealed in population surveys, where only a few S1 homozygotes were SC. Together with
crossing data, this suggests that there is a recessive factor that causes SC that is physically unlinked to the S-locus. Overall, our
results emphasise the value of combining classical genetics with advanced sequencing approaches to resolve long outstanding
questions in evolutionary biology. Heredity (2017) 118, 52–63; doi:10.1038/hdy.2016.99; published online 2 November 2016 ORIGINAL ARTICLE
What causes mating system shifts in plants? Arabidopsis
lyrata as a case study Updated online 7 December 2016: This article was originally published under a standard licence, but has now been made available under a CC BY 4.0 licence. The
PDF and HTML versions of the paper have been modified accordingly. Characterisation of the S-locus in inbreeding and outcrossing
populations The purpose of this study was to investigate the cause of loss of SI
and subsequent shift to inbreeding within a species where populations
that differ in mating system are found in close geographic proximity,
using a combination of classical and newer deep sequencing approaches. Specifically, we compared patterns of S-locus variation in inbreeding
and outcrossing populations of A. lyrata from the Great Lakes region
and predicted the number of S-haplotypes segregating in these
populations. We then performed a bulked segregant analysis using
short-read sequencing of pools of individuals segregating for SC in F2 Arabidopsis lyrata provides such a model: it is a largely SI relative of
A. thaliana, but in the Great Lakes region of eastern North America,
multiple populations have become predominantly inbreeding and a
breakdown of SI is observed even in individuals from highly out-
crossing populations (Mable et al., 2005; Mable and Adam, 2007). A previous study comparing S-locus genotypes of SC and SI
individuals of A. lyrata from this region failed to identify an
association with particular S-haplotypes (Mable and Adam, 2007),
suggesting that the mechanistic causes of loss of SI might be different
in A. lyrata compared with other Brassicaceae (Vekemans et al., 2014). However, the previous study was limited for two reasons. First, only
two highly inbreeding populations were included that later turned out
to be from different population genetic clusters and thus may
represent independent shifts to inbreeding (Foxe et al., 2010). Second,
reliable identification of S-alleles is challenging because of their high
divergence (Mable et al., 2003; Schierup et al., 2006; Mable and Adam,
2007; Schierup et al., 2008), which impeded accurate comparisons of
S-locus diversity between inbreeding and outcrossing populations. Advances in sequencing technology and characterisation of S-locus
genomic regions from multiple S-haplotypes (Goubet et al., 2012) now
make it possible to perform a broader survey of S-haplotype variation
and to conduct a detailed assessment of the mechanisms of loss of SI. We then complemented this partial genotyping by cloning and sequencing
SRK amplicons from a subset of individuals from each population, using three
sets of degenerate forward primers (13FBM, 13-3sF and SRK 497F) with SLGR
(see Supplementary Table S2 and Supplementary Information). We also piloted
a long-read tagged amplicon approach using MiSeq (Illumina, San Diego,
CA, USA) on 24 samples (3 individuals from each of HDC, IND, MAN, PCR,
PIN, SBD, TSSA and TSS; see Supplementary Information). Study system g y
Unravelling the mechanisms that originally caused functional loss of
SI has posed a substantial challenge, partly because most comparisons
so far have been made between species where other transitions such as
changes in floral morphology and life history strategies could confound
interpretations. Theoretically, loss of SI could be caused by: (1)
recombination at the S-locus that breaks up paired specificity of male
and female components; (2) mutations in either the female or male
recognition genes that cause a loss of function or lack of recognition;
(3) modifiers that affect the expression of S-alleles; or (4) mutations in
unlinked genes required for the downstream incompatibility response. Conclusions based on transitions occurring in highly selfing Arabidopsis
thaliana or comparisons with its outcrossing relatives have yielded
conflicting conclusions (Indriolo et al., 2012; Nasrallah and Nasrallah,
2014; Vekemans et al., 2014; Shimizu and Tsuchimatsu, 2015). Investigating the causes and consequences of loss of SI and a shift to
inbreeding within a species that both shows variation in outcrossing
rates among populations and still segregates for SC within outcrossing
populations could yield new insights. Such an approach should help to
disentangle mechanisms for loss of SI from subsequent changes
occurring once inbreeding has become established. To screen variation at SRK and flanking genes, we used DNA samples extracted
from 192 individuals from 24 populations (8 individuals per population) with
known breeding and mating system (Foxe et al., 2010): 16 populations were
predominantly SI and outcrossing (0.6oTmo0.99), 7 were predominantly SC
and inbreeding (0oTmo0.40) and 1 was classified as mixed mating, based
both on an intermediate outcrossing rate (Tm = 0.41) and the equal presence of
both SI and SC individuals (Supplementary Table S1). INTRODUCTION The ancestral state of sporophytic SI (see, for example, Igic et al.,
2008) has broken down in several Brassicaceae lineages, and has given
rise to highly selfing species. This transition involves a two-step
process: loss of SI at the level of individuals, followed by a shift to
inbreeding at the population level (see Haudry et al., 2012). Theory The Brassicaceae (mustard family) have emerged as a model system
for investigating the breakdown of SI. Key to the SI response is the
recognition of self-pollen conferred by the S-locus receptor kinase Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 53 predicts that ecological factors such as mate limitation favour
inbreeding (Byers and Meagher, 1992; Vekemans et al., 1998); for
example, at the front of colonisation waves at range edges (Baker’s law;
Baker, 1955; Pannell et al., 2015). S-allele diversity is usually much
reduced in inbreeding lineages (reviewed by Vekemans et al., 2014),
but it is typically difficult to deduce whether the shift to inbreeding
occurred as a result of mate limitation due to a bottleneck in S-alleles,
or whether the bottleneck in S-alleles was a result of a selective sweep
for self-fertilisation, combined with inherently reduced effective
population size in highly inbred populations (Glemin et al., 2006). progeny of experimental crosses, in order to identify the genomic
regions that differ between SC and SI pools. This allowed us to test
whether: (1) the loss of SI and/or the shift to inbreeding in A. lyrata is
associated with particular S-haplotypes; (2) an S-locus bottleneck may
have played a role in driving the transition to selfing; and (3) loss of SI is
due to mutations at the S-locus, modifiers of the recognition response
or mutations in downstream components of the signalling pathway. Characterisation of the S-locus in inbreeding and outcrossing
populations p p
SRK genotyping. To compare variation among inbreeding and outcrossing
populations at genes directly involved in SI, we focussed on the female
component (SRK), because the male component (SCR) has not been
sufficiently characterised to allow effective screening of large numbers of
samples. We initially used allele-specific forward primers targeting seven SRK
alleles previously found in the Great Lakes populations (S1, S3, S13, S19, S20, S23
and S39) with a general reverse primer (SLGR; see Supplementary Table S2). These primers were selected because of their consistent amplification of SRK
alleles fully linked to the SI response, and with known dominance relationships
(Schierup et al., 2001; Prigoda et al., 2005; Mable and Adam, 2007). For clarity,
we use ‘allele’ to refer to variants at particular genes within the S-locus and
‘haplotype’ to refer to the specificity conferred by the combination of male and
female components, along with their associated flanking genes. occurring once inbreeding has become established. Arabidopsis lyrata provides such a model: it is a largely SI relative of
A. thaliana, but in the Great Lakes region of eastern North America,
multiple populations have become predominantly inbreeding and a
breakdown of SI is observed even in individuals from highly out-
crossing populations (Mable et al., 2005; Mable and Adam, 2007). A previous study comparing S-locus genotypes of SC and SI
individuals of A. lyrata from this region failed to identify an
association with particular S-haplotypes (Mable and Adam, 2007),
suggesting that the mechanistic causes of loss of SI might be different
in A. lyrata compared with other Brassicaceae (Vekemans et al., 2014). However, the previous study was limited for two reasons. First, only
two highly inbreeding populations were included that later turned out
to be from different population genetic clusters and thus may
represent independent shifts to inbreeding (Foxe et al., 2010). Second,
reliable identification of S-alleles is challenging because of their high
divergence (Mable et al., 2003; Schierup et al., 2006; Mable and Adam,
2007; Schierup et al., 2008), which impeded accurate comparisons of
S-locus diversity between inbreeding and outcrossing populations. Advances in sequencing technology and characterisation of S-locus
genomic regions from multiple S-haplotypes (Goubet et al., 2012) now
make it possible to perform a broader survey of S-haplotype variation
and to conduct a detailed assessment of the mechanisms of loss of SI. Genetic basis of loss of SI Genetic basis of loss of SI
Inheritance of selfing phenotype in F1 progeny from crosses between SI and SC
plants and between SI plants. To study the inheritance of selfing phenotypes,
we performed several crosses between plants with known selfing properties: (1)
within population crosses between SI plants from two outcrossing populations
(MAN and PIN); (2) between SI plants from the MAN population and SC
plants from the predominantly selfing PTP population; and (3) between SI
plants from the PIN population and SC plants from the predominantly selfing
RON population. In all cases, an SI individual was used as recipient (mother) to
reduce risk of contamination with pollen from the cross recipient. Subse-
quently, we determined the selfing phenotype of all F1 progeny by performing
at least six self-pollinations and scoring fruit set. Plants were considered SC if
they produced at least five full siliques in six replicate self pollinations, SI if at
least five siliques contained no seeds and leaky SI if two or more siliques
showed partial development (Stift et al., 2013). Generation of an F2 family that segregates for selfing phenotype. To investigate
the genetic basis for the loss of SI, we made use of the F1 family derived from
the PIN × RON cross, in which all progeny were SI without evidence for
leakiness (n = 20) and for which the parents had been genotyped for the
S-locus. The PIN parent (PIN 12-3) carried S23 and an unknown SRK allele
Sx, whereas the RON plant (RON 19-3) had been inferred to be homozygous
S1S1, so that the resulting F1 progeny were either S1Sx or S1S23. Owing to the
recessivity of S1 to all other S-haplotypes, the S1Sx and S1S23 siblings express
different specificities (Sx and S23, respectively) and could thus be crossed to
generate biparentally inbred F2 progeny (Stift et al., 2013). S-locus characterisation in SC and SI pools. To specifically determine whether
there were differences at the S-locus between the SC and SI pools, we used a
sequence- rather than a SNP-based approach, where we could take advantage of
the known haplotype structure of S1 based on a previous bacterial artificial
chromosome (BAC) study (Goubet et al., 2012) and our own flanking gene
sequencing. Estimating the number of S-haplotypes within populations Estimating the number of S-haplotypes within populations
Given previous evidence of strong linkage disequilibrium between B80 and the
S-locus in A. lyrata (Hagenblad et al., 2006; Kamau et al., 2007), we used
heterozygosity at this locus to predict when we had likely missed alleles at SRK
in order to estimate the number of S-alleles in each population. We used the
genealogies to predict cases where particular SRK variants were associated with
more than one B80 allele or where different SRK variants appeared to share a
B80 allele. This was taken into account in the prediction of heterozygosity. Identification of SNP sharing among SC and SI pools and SC reference genome
sequence. To identify larger genomic regions of different allele frequencies
(that is, proportion of reads for each variant found at a single single-nucleotide
polymorphism (SNP) site) of genetic variants between the two pools, we
employed a strategy similar to the SHOREmap approach (Schneeberger et al.,
2009b). Allele frequencies of single positions were then averaged in sliding
windows (step size of 10 000 and a window size of 2 00 000 bp) along the
genome to yield detectable distinct patterns. The assumption for the SHORE
map approach was that genomic regions associated with a particular phenotype
should show a depression of heterozygosity in pools of individuals sharing that
phenotype as compared with pools of individuals with a different phenotype. To increase the potential strength of this signal, the SNP calls from each pool
were compared with a reference genome obtained from a SC individual from
the same highly inbreeding population as the SC parent used for the crosses. Given the high heterozygosity expected for A. lyrata, this reference was
produced by crossing individuals from RON (sampled from Rondeau
Provincial Park in Ontario) to plants raised from seeds from the inbred line
of the A. lyrata reference genome, MN47 (Hu et al., 2011), which was from one
of the outcrossing populations that we used for our SRK survey (IND; from
Indiana Dunes National Lakeshore in Michigan) (see details in Supplementary
Information). We predicted that genomic regions associated with the loss of SI
would show sharing between the SC pool and the AL4 reference, whereas the SI
pool would be polymorphic or show different mutations in these regions. Characterisation of the S-locus in inbreeding and outcrossing
populations Briefly, the method
allowed sequencing of 900 bp products by shearing of barcoded amplicons. For
each sample, CLC Genomics workbench (version 7.5, Qiagen Aarhus, Aarhus,
Denmark) was used to assemble contigs de novo and map paired reads back
onto them (see details in Supplementary Information). The consensus
sequences were then extracted and BLAST was used to identify the most
similar sequences available in GenBank. Characterisation of S-locus haplotypes. To assess whether inbreeding and
outcrossing populations also differed in broader S-haplotypes, we sequenced
several genes flanking the S-locus: B160 (transcription factor; At4g21430) and
B120 (S-locus lectin kinase 9; At4g21390) are upstream of the recognition genes
SRK/SCR, whereas B80 (U-box domain protein; At4g21350) and B70 (Ethy-
lene-responsive protein-like transcription factor; At4g21340) are downstream. For all individuals in our study, B80 and B160 had been sequenced previously
(Haudry et al., 2012; Popset accessions: 374282218 and 374282986); here we
used primers developed by Kamau and Charlesworth (2005) to sequence and
genotype B70 and B120. Strategies for direct sequencing, cloning and haplotype
resolution were as described in Haudry et al. (2012). The purpose of this study was to investigate the cause of loss of SI
and subsequent shift to inbreeding within a species where populations
that differ in mating system are found in close geographic proximity,
using a combination of classical and newer deep sequencing approaches. Specifically, we compared patterns of S-locus variation in inbreeding
and outcrossing populations of A. lyrata from the Great Lakes region
and predicted the number of S-haplotypes segregating in these
populations. We then performed a bulked segregant analysis using
short-read sequencing of pools of individuals segregating for SC in F2 We then tested whether different flanking variants associated with the same
SRK allele were monophyletic (that is, suggesting common origins) or whether
patterns of variation were more consistent with the geographic distribution or
mating system of the sampled populations, by reconstructing genealogies for
each gene using MEGA 6.0 (Tamura et al., 2013). After applying Model Test
(as implemented in MEGA) to choose the most appropriate model of
evolution, we performed a maximum likelihood analysis with 1000 bootstrap
replicates. We then mapped SRK variants, individual populations and genetic Heredity Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 54 clusters that had been inferred from STRUCTURE analysis of microsatellite loci
(Foxe et al., 2010) onto these trees. Estimating the number of S-haplotypes within populations We
used the SHOREmap sliding window analysis to identify broad chromosomal
regions showing an excess of homozygosity in the SC pools shared with the AL4
reference and then compared individual SNP calls in these regions to identify
particular genes or regions that also showed allele sharing between the SC pools
and the AL4 reference but not the SI pool. We then extracted the consensus
sequences and used BLAST to ascertain the identity of any genes found in such
regions. Here, we used the repeatability index of Stevens and Kay (1989), which
provides meaningful estimates for sporophytic SI systems that can have unequal
allele frequencies because of dominance (Mable et al., 2003). We calculated the
predicted number of S-haplotypes in each population using the formula
N = 1[(n2)/(m2)], where N is the number of alleles in the population,
n is the number of alleles identified in the sample and m is the number of gene
copies sampled. We calculated the maximum number of alleles assuming every
individual within a population had a unique missing haplotype and the
minimum assuming they shared a single variant that could not be identified
with the methods used. Characterisation of the S-locus in inbreeding and outcrossing
populations In addition, we used individuals that were
homozygous at SRK and B80 to assess whether inbreeding populations shared
unique S-locus haplotypes (that is, based on SRK and the four flanking genes)
or represented a subset of the diversity found in outcrossing populations. within the F2 progeny (see details in Supplementary Information). The SI and
SC pools were processed to make sequencing libraries using manufacturer’s
protocols for whole-genome sequencing on an Illumina GAII instrument. Three lanes of separate runs (two 150 bp and one 100 bp paired-end read run)
were sequenced for each pool, resulting in ∼30 Gb of sequence for each pool. The Illumina quality-filtered reads were mapped against the reference genome
sequence MN47 (Hu et al., 2011) using GenomeMapper (Schneeberger et al.,
2009a), allowing for up to 10% mismatches/gaps relative to the read length. All alternative alleles relative to the reference base with a minimum frequency
within each pool of 10% and a score of at least 25 were called by SHORE, as
previously described (Ossowski et al., 2008). within the F2 progeny (see details in Supplementary Information). The SI and
SC pools were processed to make sequencing libraries using manufacturer’s
protocols for whole-genome sequencing on an Illumina GAII instrument. Three lanes of separate runs (two 150 bp and one 100 bp paired-end read run)
were sequenced for each pool, resulting in ∼30 Gb of sequence for each pool. The Illumina quality-filtered reads were mapped against the reference genome
sequence MN47 (Hu et al., 2011) using GenomeMapper (Schneeberger et al.,
2009a), allowing for up to 10% mismatches/gaps relative to the read length. All alternative alleles relative to the reference base with a minimum frequency
within each pool of 10% and a score of at least 25 were called by SHORE, as
previously described (Ossowski et al., 2008). Characterisation of S-haplotypes in inbreeding and outcrossing
populations Allele-specific screening revealed all seven alleles previously known
to occur in the Great Lakes area among the outcrossing populations,
with the inbreeding populations having only three (Table 1 and
Supplementary Table S4). Cloning using degenerate primers did not
yield further information, as other members of the gene family
preferentially amplified (Supplementary Table S4). However, the Heterozygosity at B80 suggested that an additional unidentified SRK
allele was present in one of the individuals from LPT, with all other
individuals from inbreeding populations where only one SRK allele
was amplified being homozygous at B80 (Supplementary Table S4). Characterisation of S-haplotypes in inbreeding and outcrossing
populations Table 1 Number of SRK alleles inferred for 8 individuals per population based on direct and indirect genotyping, sorted by genetic cluster
predicted by STRUCTURE analysis of microsatellites and population outcrossing rate (both taken from Foxe et al., 2010) indicating the number
of individuals containing each of the variants screened in the allele-specific genotyping, as well as other alleles identified by cloning or MiSeq
analyses
Population
Tm
Cluster
SRK alleles inferred
Other
% Het
Homo
Min alleles
a
Max alleles
a
S1
S3
S13
S19
S20
S23
S39
TC
0.18
1
0
1
0
8
0
0
0
0.14
S19
2
2
TCA
0.48c
1
0
0
0
8
0
0
0
0.00
S19
1
1
TSSA
0.41
1
4
1
3
4
0
0
0
S27
0.63
S1, S19
6
6
TSS
0.91
1
3
4
3
2
0
0
0
S27
0.88
S3
6
11
PTP
0.02
2
8
0
0
0
0
0
0
0.00
S1
1
1
WAS
0.25
2
4
0
0
8
0
0
0
0.50
S19
2
2
RON
0.28
2
8
0
0
0
0
0
0
0.00
S1
1
1
PIN
0.84
2
7
1
0
3
1
0
4
1.00
None
6
6
PCR
0.98
2
8
0
0
0
1
2
0
S27, S45d
0.75
S1
5
8
KTT
0.31
3
0
0
0
8
0
0
0
0.00
S19
1
1
PIR
0.88
3
7
2
0
0
0
1
2
0.75
S1
6
14
LPT
0.13
4
0
0
0
8
0
0
0
0.13
S19
2
2
HDC
0.65
4
8
0
0
0
0
0
0
S45d
0.38
S1
3
3
PRI
0.89
4
8
0
0
1
0
0
1
0.75
S1
5
8
OWB
0.64
5
8
0
1
0
0
0
0
0.13
S1
2
2
PIC
0.77
5
8
2
0
0
0
0
0
S45d
0.50
S1
3
6
LSP
0.94
5
8
0
0
0
0
2
1
0.75
S1
3
8
SBD
0.94
5
5
4
1
1
1
0
0
S45d
0.88
S1
8
14
PUK
0.96
5
2
5
0
5
0
1
2
0.88
S3
6
6
BEI
0.98
5
7
2
1
1
0
0
0
0.50
S1
5
5
IOM
0.94
6
4
4
0
0
0
0
0
0.63
S1
3
14
NCM
0.99
6
6
6
1
0
0
0
1
S45d
0.75
S1, S3
5
5
MAN
0.83
1, 2
7
0
0
0
1
0
1
S27, S52e
0.75
S1
8
11
IND
0.98
2, 5
4
4
1
0
1
0
1
S45d
0.88
S1
5
14
Inbreeding
0.20
0.36
0.02
0.00
0.71
0.00
0.00
0.00
0.11
1.43
1.43
Outcrossingb
0.88
0.79
0.27
0.06
0.10
0.04
0.05
0.10
0.70
5.13
8.63
Abbreviations: Het, heterozygous; Homo, homozygous; Min, minimum; Max, maximum; SRK, S-locus receptor kinase. Genetic basis of loss of SI High-quality DNA extracts
were prepared from pools of individuals with the same phenotype (SC or SI) Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 55 MiSeq analysis of 24 outcrossing individuals appeared promising
(see Supplementary Information for more details); alleles identified
through allele-specific PCR could always be confirmed with the MiSeq
analysis and more heterozygotes were resolved using the latter
(Supplementary Table S5). This analysis also identified an additional
allele known to be linked to the SI phenotype (S27) and one putatively
new allele (named AlySRK52, 80% similar to AlySRK15). MiSeq analysis of 24 outcrossing individuals appeared promising
(see Supplementary Information for more details); alleles identified
through allele-specific PCR could always be confirmed with the MiSeq
analysis and more heterozygotes were resolved using the latter
(Supplementary Table S5). This analysis also identified an additional
allele known to be linked to the SI phenotype (S27) and one putatively
new allele (named AlySRK52, 80% similar to AlySRK15). KF418158.1) (Indriolo et al., 2014), along with another member of that gene
family whose relationship to SI remains unclear (PUB17: accession number:
XM_002890762.1) (Hu et al., 2011). We used the consensus sequences for each
gene targeted to determine whether the SI or SC pools differed in hetero-
zygosity or sequence polymorphism. We predicted that if loss of SI was
associated with the S-locus itself, then genes at the S-locus should show a
difference between SI and SC pools, whereas unlinked members of the SRK
gene family should not. We also searched the unmapped and raw reads for each
of the reference sequences including the three B80 variants segregating in the
crosses in order to predict the SRK alleles present in each of the two pools. KF418158.1) (Indriolo et al., 2014), along with another member of that gene
family whose relationship to SI remains unclear (PUB17: accession number:
XM_002890762.1) (Hu et al., 2011). We used the consensus sequences for each
gene targeted to determine whether the SI or SC pools differed in hetero-
zygosity or sequence polymorphism. We predicted that if loss of SI was
associated with the S-locus itself, then genes at the S-locus should show a
difference between SI and SC pools, whereas unlinked members of the SRK
gene family should not. Genetic basis of loss of SI We also searched the unmapped and raw reads for each
of the reference sequences including the three B80 variants segregating in the
crosses in order to predict the SRK alleles present in each of the two pools. The 48 individuals from predominantly inbreeding populations
all had SRK allele S1, S19 or both. Of these, 16 individuals only showed
the presence of S1 (all the individuals from the RON and
PTP populations), 27 only amplified S19 (from the remaining
inbreeding populations) and 4 were S1S19 heterozygotes (all from
the WAS population). The TC population also contained one S3S19
heterozygote. The mixed mating population TSSA contained S1 and
S19, but also S3, S13 and S27. Genetic basis of loss of SI The MN47 reference strain is known to have an S13 haplotype
(Hu et al., 2011) that shows only 71% similarity (in the extracellular S-domain)
to the S1 and S23 haplotypes expected in the pools and hence should be clearly
distinguishable. The genomic structure of S23 has not been resolved but we
downloaded sequences for five flanking genes (B160, B120, ARK3, B80 and
B70), SRK and SCR from the published BAC sequence for the S1 genomic
region (accession numbers: KJ772401–4) to use as references, along with an
SRK sequence for S23 obtained from our population survey. We extracted the
consensus sequences of the SI and SC pools using SAMtools (Li, 2011), with
IUPAC (The International Union of Pure and Applied Chemistry) ambiguity
codes used to indicate heterozygous and homozygous sites. To determine segregation of the selfing phenotypes, we raised 97 of these
individuals from four S1Sx–S1S23 F1 sibling pairs (Supplementary Table S3). Following the procedures described for the F1, most F2 plants could be
unambiguously grouped into the previously defined classes SC, SI and leaky SI,
but male sterility emerged as a fourth phenotype characterised by shrivelled
anthers that produced no visible pollen. To test segregation of SRK in the F2 progeny, we originally screened a subset
of individuals using allele-specific PCR and sequencing of the alleles present in
the grandparents. However, as we were not able to identify one of the alleles
(Sx), we could not distinguish S1 homozygotes from S1Sx heterozygotes using
this approach. We thus exploited the linkage disequilibrium of B80 to SRK to
infer segregation of the S-haplotypes in the F2 progeny, which was possible
because all four genotypes could be resolved by direct sequencing. We used CLC Genomics Workbench (CLC, Aarhus, Denmark) to map the
following to the SI and SC consensus sequences: (1) the reference sequences for
SRK, SCR and the flanking genes; and (2) other members of the SRK gene
family that are not linked to the SI phenotype (Aly7, Aly9, 13-2, ARK1 and
ARK2, Charlesworth et al., 2003; accession numbers: AY186754, AY186756,
AY186763, AY186758 and AY186761). We also mapped published sequences
from A. lyrata for one of the downstream components of the SI signalling
cascade that has been implicated in loss of SI (ARC1; accession number: Bulked segregant analysis (Illumina sequencing). Characterisation of S-haplotypes in inbreeding and outcrossing
populations B80 hap75 was found in SI individuals from outcrossing
populations but outcrossing populations also had other variants (haps
49, 114 and 122). Although the other flanking genes in S19 homozygotes showed more variation, the LPT population also had
unique variants of B120 and B160 that were absent from the other
inbreeding populations and the outcrossing populations (Table 2 and
Supplementary Table S4). As S19 is a dominant allele, homozygotes
were absent from the outcrossing populations but B80 hap75 was also
found in an outcrossing population (PUK; Supplementary Table S4). The genealogy suggested that the B80 haplotypes associated with S19
were monophyletic (Figure 1), whereas those associated with other
alleles were not (Supplementary Figures S1–S3 and Supplementary
Table S6). The recessive allele S1 was found at high frequency among the
outcrossing populations and was associated with B80 haplotypes
distributed across the genealogy. However, the inbreeding populations
contained only two B80 haplotypes (Figure 1 and Supplementary
Table S4): hap50 was shared only with outcrossing populations in
geographic proximity to inbreeding populations (HDC and PRI),
whereas hap43 was widespread among outcrossing populations from
different regions. There was also only a single B120 haplotype in RON
and PTP that was shared with HDC and PRI. Table 2 Flanking gene variants for individuals that showed
amplification of only one SRK allele (using direct allele-specific
screening) and were homozygous at B80
SRK
B80
B120
B160
B70a
Phenotype
Populationb
N
19
75
25
15
1
SC
KTT
6
19
75
25
15
? SC
KTT
2
19
75
59
15
1
SC
TCA
1
19
75
? 15
1
SC
TCA
1
19
75
59
15
? SC
TCA
1
19
75
6
15
? SC, SI
TC
5
19
75
24
15
? SC
TC, TCA
4
19
75
? 15
? SC
TC, TCA
5
19
75
24
15
? SC
TSSA
2
19
75
40
15, 45
? SC
WAS
1
19
75
40
22
? SC
WAS
1
19
75
64
15
? SC
WAS
2
19
75
64
15, 16
? SC
WAS
1
19c
76
26
22
? SC
LPT
7
1
50
7
16
2
PC
HDC
1
1
50
7
16
? PC, SI
HDC
2
1
50
7
21
2
PC
HDC
1
1
50
7,8
19, 20
2
PC
HDC
1
1
50
7
22
17
SC
RON
3
1
50
7
22
? Figure 1 Minimum evolution genealogy of B80 alleles, indicating associations with SRK alleles and geographic distribution. The frequency of each allele is
indicated in parentheses after its name. The tree was reconstructed using MEGA 6.0, under a Kimura 2 parameter model of evolution, with rate
heterogeneity modelled under a gamma distribution using a rate parameter of 0.45. Numbers on the nodes indicate bootstrap support based on 1000
pseudoreplicates. As low phylogenetic resolution is expected for genes evolving under balancing selection, the main purpose of the tree is for visualisation of
relatedness among B80 alleles in relation to their association with SRK alleles. Associated SRK alleles are indicated by name and using coloured branches.
Occurrences of each B80 allele in inbreeding and outcrossing populations and in each of the six genetic clusters predicted by STRUCTURE are indicated in
the table to the right. Estimating the number of S-haplotypes within populations Estimating the number of S-haplotypes within populations
The MiSeq analysis resolved complete heterozygous SRK genotypes for
16/24 of the samples screened, and identified one new putative SRK
allele. Six individuals were predicted to be homozygous and three were
predicted to have an unidentified SRK allele, based on heterozygosity
at B80 (Supplementary Tables S4 and S5). ARK3 (Aly8) was not as
reliable as B80 for predicting heterozygosity, as in some cases
homozygotes for ARK3 had two SRK alleles in the MiSeq analysis
(Supplementary Table S5 and Supplementary Information). Some individuals for which only S1 was amplified were hetero-
zygous
at
B80
for
two
different
alleles
associated
with
S1
(Supplementary
Table
S4)
from
disparate
parts
of
the
tree
(Figure 1). These individuals were thus hypothesised to be homo-
zygous for S1 but originating from two different genetic backgrounds;
results are also presented assuming that the SRK alleles were not the
same (Supplementary Table S7). Based on the repeatability index of
Stevens and Kay (1989), outcrossing populations were predicted to
have on average between 5 and 9 S-haplotypes per population,
whereas inbreeding populations were predicted to have 1.4 (Table 1
and Supplementary Table S7). There was little difference in the
number of S-haplotypes predicted in different clusters. Estimating the number of S haplotypes within populations
The MiSeq analysis resolved complete heterozygous SRK genotypes for
16/24 of the samples screened, and identified one new putative SRK
allele. Six individuals were predicted to be homozygous and three were
predicted to have an unidentified SRK allele, based on heterozygosity
at B80 (Supplementary Tables S4 and S5). ARK3 (Aly8) was not as
reliable as B80 for predicting heterozygosity, as in some cases
homozygotes for ARK3 had two SRK alleles in the MiSeq analysis
(Supplementary Table S5 and Supplementary Information). pp
y
pp
y
Some individuals for which only S1 was amplified were hetero-
zygous
at
B80
for
two
different
alleles
associated
with
S1
(Supplementary
Table
S4)
from
disparate
parts
of
the
tree
(Figure 1). These individuals were thus hypothesised to be homo-
zygous for S1 but originating from two different genetic backgrounds;
results are also presented assuming that the SRK alleles were not the
same (Supplementary Table S7). Based on the repeatability index of
Stevens and Kay (1989), outcrossing populations were predicted to
have on average between 5 and 9 S-haplotypes per population,
whereas inbreeding populations were predicted to have 1.4 (Table 1
and Supplementary Table S7). Characterisation of S-haplotypes in inbreeding and outcrossing
populations For each population, the % of individuals predicted to be heterozygous, the alleles predicted to be homozygous and the minimum and maximum number of alleles in the population predicted by the
repeatability index of Stevens and Kay (1989) are shown. Rows in bold indicate the average outcrossing rates, proportion of individuals with each SRK allele, heterozygosity and maximum and
minimum number of alleles predicted for inbreeding and outcrossing populations. See Supplementary Table S7 for full details. aMinimum number of alleles calculated assuming all missing alleles in a population were the same; maximum assuming all were different. bCalculated excluding the mixed mating population TSSA. cOutcrossing rate was based on only 5 families and 5 individuals per family, and hence it was excluded from calculation of averages. dS45 is unlinked to the S-phenotype and sometimes found with two other SRK alleles but only present in some individuals. eA putatively new allele was allocated the name S52 but phenotypic testing of linkage would be required before official naming as an S-allele. Table 1 Number of SRK alleles inferred for 8 individuals per population based on direct and indirect genotyping, sorted by genetic cluster
predicted by STRUCTURE analysis of microsatellites and population outcrossing rate (both taken from Foxe et al., 2010) indicating the number
of individuals containing each of the variants screened in the allele-specific genotyping, as well as other alleles identified by cloning or MiSeq
analyses Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 56 All of the inbreeding populations with S19 shared one of two B80
variants (which differed at 5 out of 666 bp): hap75, which was found
in most of the populations, and hap76, which was only found in LPT
(Table 2 and Supplementary Table S4). All individuals from the LPT
population shared a single synonymous mutation in the S-domain
region of S19. B80 hap75 was found in SI individuals from outcrossing
populations but outcrossing populations also had other variants (haps
49, 114 and 122). Although the other flanking genes in S19 All of the inbreeding populations with S19 shared one of two B80
variants (which differed at 5 out of 666 bp): hap75, which was found
in most of the populations, and hap76, which was only found in LPT
(Table 2 and Supplementary Table S4). All individuals from the LPT
population shared a single synonymous mutation in the S-domain
region of S19. Characterisation of S-haplotypes in inbreeding and outcrossing
populations SC
RON, PTP
11
1
50
7
23
? SC
RON
1
1
50
? 22
? SC
RON
1
1
51
47
38
14
SI
PRI
1
1
67
20
16
4
PC
IOM
1
1
67
20
16, 24
? SI
IOM
1
1
78
3
15
11, 12
SI
LSP
1
1
78
3
15, 22
? SI
LSP
1
1
115
3
15, 41
4
SI
SBD
1
1
43
? 15
? SI
TSSA
1
3
48
6
15
20
SI
TSS
1
3
48
? 40
15
SI
PUK
1
Abbreviations: PC, partially self-compatible; SC, self-compatible; SI, self-incompatible; SRK
S-locus receptor kinase. Numbers indicate the allele designation at SRK and its flanking genes; unresolved alleles are
indicated by ‘?’. For each S-locus haplotype (that is, combination of alleles), the selfing
phenotype, population and the number of individuals (N) in which it was found are indicated. aB70 showed unreliable amplification but some genotypes were resolved. bOutcrossing populations are in bold; the mixed mating population TSSA is in italics. cSingle synonymous mutation in S-domain of SRK compared with other populations. Table 2 Flanking gene variants for individuals that showed
amplification of only one SRK allele (using direct allele-specific
screening) and were homozygous at B80 Estimating the number of S-haplotypes within populations There was little difference in the
number of S-haplotypes predicted in different clusters. Inheritance of the selfing phenotype Inheritance of the selfing phenotype
Although most F1 progeny from the within-population crosses
involving SI individuals from the outcrossing population MAN yielded
SI individuals, one individual (out of 28 screened) was SC, and leaky
SI was found in all of the families (Supplementary Figure S4). Crosses
between SI and SC plants (MAN× PTP) yielded a mixture of SC and
SI phenotypes (20 SC out of 71 screened). All F1 progeny from crosses
involving the outcrossing PIN were SI but the 97 F2 progeny from a
cross between an SI individual from PIN and a selfing individual from
RON segregated for the selfing phenotype: 10 were SC; 71 were SI; Figure 1 Minimum evolution genealogy of B80 alleles, indicating associations with SRK alleles and geographic distribution. The frequency of each allele is
indicated in parentheses after its name. The tree was reconstructed using MEGA 6.0, under a Kimura 2 parameter model of evolution, with rate
heterogeneity modelled under a gamma distribution using a rate parameter of 0.45. Numbers on the nodes indicate bootstrap support based on 1000
pseudoreplicates. As low phylogenetic resolution is expected for genes evolving under balancing selection, the main purpose of the tree is for visualisation of
relatedness among B80 alleles in relation to their association with SRK alleles. Associated SRK alleles are indicated by name and using coloured branches. Occurrences of each B80 allele in inbreeding and outcrossing populations and in each of the six genetic clusters predicted by STRUCTURE are indicated in
the table to the right. Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 57 4 were leaky SI; 12 were male sterile; and self-pollinations gave
ambiguous results for one. For a balanced comparison in the bulked
segregant analysis, we thus combined DNA extracted from all 10 SC individuals for the SC pool and 10 SI individuals for the SI pool. The
SI
individuals
were
selected
from
across
the
four
families
(Supplementary Tables S3 and S8). Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 58 The genetic basis of loss of SI
In the F2 progeny segregating for the selfing phenotype, S-haplotype
segregation based on B80 genotypes revealed that all SC individuals
were homozygous for S1, whereas the SI phenotypes included
the 3 heterozygous combinations and a single S1 homozygote
(Supplementary Table S3). Inheritance of the selfing phenotype There was also complete correspondence
between genotypes based on direct SRK sequencing and B80 sequen-
cing (Supplementary Table S3). However, there was evidence for a
segregation bias that differed among the four families pooled for the
bulked segregant analysis (Supplementary Table S8). Two families
showed a significant deficit of S1S1 and S1Sx genotypes and a deficit
of S1 alleles overall; one of these families produced exclusively
SI individuals, whereas the other showed 10% SC individuals and
included 30% of individuals with a male sterile phenotype. The
remaining two families showed no bias in terms of genotypes or
alleles; one had 14% SC and 21% male sterile individuals, whereas
the other had 14% SC individuals but did not include any that were
male sterile. we noted that the entire flanking gene region (starting from genes
upstream from B70 and continuing downstream from B160) showed
extensive homozygosity in the SC pools (with variants shared with the
AL4 sequences) but polymorphism in the SI pools (Table 3). Mapping
of the raw reads identified all three parental B80 alleles in the SI pool
but only that associated with S1 in the SC pool. Direct B80 genotyping
of the F2 individuals confirmed this pattern. Outside of the S-locus region on chromosome 7, we also found
evidence for the predicted patterns of association with the SC
phenotype based on SNP calls from SHOREmap: out of 55 660 SNPs
on the long arm of chromosome 7 (excluding indels), 67 were fixed in
the SC pool (based on a threshold of 0.1% polymorphism) but
different or polymorphic in the SI pools and shared with AL4 but not
the MN47 reference sequence. This pattern was most concentrated in
two regions in close proximity to each other but some distance from
the S-locus (positions 6 788 674 to 6 788 963 and 7 382 799 to
7 382 948): 15 SNPs in a gene associated with pollen tube development
(β-galactosidase) (Rejon et al., 2013) and 16 SNPs in an unidentified
protein adjacent to a gene that has been associated with the SI reaction
in Brassica (P-loop containing nucleoside triphosphate hydrolase
superfamily protein) (Wang et al., 2014). Inspection of the consensus
sequences generated by piling up the short reads confirmed that the
SC pool was homozygous, whereas the SI pool was heterozygous for
both of these regions; homologues of both genes are located on
chromosome 4 of A. Inheritance of the selfing phenotype thaliana (positions 13 246 742 to 13 245 999 and
12 809 347 to 12 808 981). Although the SHOREmap output suggested
that there also might be candidate genes that differed between the
SC and SI pools on chromosome 5, we did not find any regions
showing a concentration of homozygosity in the SC pool that was
shared with AL4 but not with MN47 or the SI pool. Although patterns of polymorphism in each of the pools were very
similar (SHOREmap output, Supplementary Figure S5), there were
extended regions on both chromosomes 5 and 7 where the SC pool
appeared to have low heterozygosity and to be similar to the AL4
reference sequence (that is, dipped towards the 0 side of the graph;
Figure 2), whereas the SI pool was polymorphic. The largest region of
extended homozygosity was observed between 9 and 10 Mb on the
long arm of chromosome 7, the location of the S-locus in A. lyrata
(Hu et al., 2011). Inspection of SNP calls across the S-locus region revealed that
although variants were clearly present in the flanking genes and in a
fragment of SCR, no variants were called at the SRK gene (Table 3). As we know this gene should be highly polymorphic, we concluded
that it was too divergent to be mapped to the reference. Nevertheless, A more targeted sequence-based examination of variation at the
S-locus confirmed that the S-locus was homozygous in the SC pool Figure 2 SHOREmap output for chromosomes 5, 6 and 7. The trace in red shows comparison of the SC pool with the reference sequence AL4 (from an SC
individual from RON) and the trace in blue shows that for the SI pool. The scale at the bottom shows the position along the chromosome. The plots were
produced using a step size of 10 000 and a window size of 200 000 bp. For each chromosome plot, the y axis indicates the proportion of reads either
matching or showing an alternative to the reference sequence: 0 indicates fixation of variants that match AL4 and 1 indicates fixation for a different variant;
the red line in the middle shows 50% heterozygosity. Inheritance of the selfing phenotype Note that for most regions, there is no difference between the SI and SC pools, whereas on the short
arm of chromosome 5 (and near the centromere) and the long arm of chromosome 7 there are extended regions where the SC pool is more homozygous than
the SI pool and skewed towards values near 0 (indicating that it is the same as the AL4 sequence); several examples are shown with arrows on the two
chromosomes. The most concentrated region showing this pattern is between 9 and 10 Mb on chromosome 7, the location of the S-locus. Figure 2 SHOREmap output for chromosomes 5, 6 and 7. The trace in red shows comparison of the SC pool with the reference sequence AL4 (from an SC
individual from RON) and the trace in blue shows that for the SI pool. The scale at the bottom shows the position along the chromosome. The plots were
produced using a step size of 10 000 and a window size of 200 000 bp. For each chromosome plot, the y axis indicates the proportion of reads either
matching or showing an alternative to the reference sequence: 0 indicates fixation of variants that match AL4 and 1 indicates fixation for a different variant;
the red line in the middle shows 50% heterozygosity. Note that for most regions, there is no difference between the SI and SC pools, whereas on the short
arm of chromosome 5 (and near the centromere) and the long arm of chromosome 7 there are extended regions where the SC pool is more homozygous than
the SI pool and skewed towards values near 0 (indicating that it is the same as the AL4 sequence); several examples are shown with arrows on the two
chromosomes. The most concentrated region showing this pattern is between 9 and 10 Mb on chromosome 7, the location of the S-locus. Figure 2 SHOREmap output for chromosomes 5, 6 and 7. The trace in red shows comparison of the SC pool with the reference sequence AL4 (from an SC
individual from RON) and the trace in blue shows that for the SI pool. The scale at the bottom shows the position along the chromosome. The plots were
produced using a step size of 10 000 and a window size of 200 000 bp. Inheritance of the selfing phenotype For each chromosome plot, the y axis indicates the proportion of reads either
matching or showing an alternative to the reference sequence: 0 indicates fixation of variants that match AL4 and 1 indicates fixation for a different variant;
the red line in the middle shows 50% heterozygosity. Note that for most regions, there is no difference between the SI and SC pools, whereas on the short
arm of chromosome 5 (and near the centromere) and the long arm of chromosome 7 there are extended regions where the SC pool is more homozygous than
the SI pool and skewed towards values near 0 (indicating that it is the same as the AL4 sequence); several examples are shown with arrows on the two
chromosomes. The most concentrated region showing this pattern is between 9 and 10 Mb on chromosome 7, the location of the S-locus. Inheritance of the selfing phenotype Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 59 Table 3 SNP analysis of the S-locus region (9–10 Mb on chromosome 7) from the SHORE output, indicating the identity of the gene, the number of SNPs called, the number of SNPs in
coding regions and the proportion of sites for each gene that: (1) were homozygous in the SC pool; (2) homozygous in both the SC pool and AL4 sequences but not in the SI pool; (3) were
fixed for different variants in the SI and SC pools when both were homozygous; (4) shared the same SNP in the SC pool and the AL4 sequences when both were homozygous but the SI pool
was heterozygous; (5) showed the same homozygous variant in the SC pool as found in the MN47 reference; (6) showed incomplete coverage in the SC pool, indicated by missing variants
because of lack of reads; and (7) had indels in regions that did show read coverage
Genea
N SNPs
N SNPs coding
(1) Homo SC
(2) AL4 and
SC both
Homo but SI Het
(3) SC ǂ SI when
both Homo
(4) SC = AL4 when
Homo and SI Het
(5) SC = MN47
when SC Homo
(6) Sites
missing in SC
(7) Indels
T6K22.160 (B160, transcription factor)
25
14
0.88
0.20
0.20
0.20
0.20
0.20
0.12
T6K22.150
4
4
1.00
0.50
0.00
0.50
0.50
0.00
0.00
T6K22.140
19
13
0.47
0.05
0.00
0.05
0.05
0.00
0.00
T6K22.130
145
105
0.96
0.54
0.14
0.45
0.46
0.09
0.03
T6K22.120 (B120, lectin protein kinase)
75
64
1.00
0.49
0.00
0.45
0.45
0.00
0.05
T6K22.110 (ARK3)
207
137
0.88
0.41
0.18
0.34
0.34
0.07
0.12
T6K22.90 (SCRA)
38
0
0.32
0.16
0.11
0.13
0.18
0.13
0.08
T6K22.100 (SRK)
0
T6K22.80 (B80, PUB8)
38
36
1.00
0.53
0.53
0.53
0.53
0.00
0.00
T6K22.70 (B70, ethylene responsive)
9
5
0.78
0.22
0.00
0.22
0.22
0.00
0.11
T6K22.60 (TF dysfunctional tapetum)
28
11
1.00
0.96
0.96
0.96
0.96
0.00
0.14
T6K22.50 (subtilase family protein)
91
53
0.97
0.38
0.00
0.38
0.38
0.00
0.02
T6K22.40 (unknown protein)
34
15
1.00
0.56
0.00
0.56
0.56
0.00
0.03
T6K22.30 (pentatricopeptide repeat-containing protein)
59
59
1.00
0.32
0.00
0.32
0.32
0.00
0.00
T6K22.20 (oxygen-evolving enhancer protein 3-1)
27
1
0.44
0.11
0.00
0.11
0.11
0.00
0.89
T6K22.10 (KatA mRNA for kinesin-like motor protein)
17
1
1.00
0.47
0.00
0.47
0.47
0.00
0.24
Abbreviations: Het, heterozygous; Homo, homozygous; SC, self-compatible; SI, self-incompatible; SNP, single-nucleotide polymorphism; SRK, S-locus receptor kinase; TF, transcription factor. Inheritance of the selfing phenotype Flanking genes screened in the population survey are indicated in bold. Note that no SNPs were called in the region where SRK was anticipated to be located. aT6k22 numbers are from the bacterial artificial chromosome (BAC) clone sequenced by Kusaba et al. (2001). Inheritance of the selfing phenotype Although neither SRK nor SCR
were mapped to the consensus sequences, the S-locus flanking genes
(B70, B80, ARK3, B120 and B160) were found to be complete on
scaffold 7 (Supplementary Figure S6) and were homozygous in the SC
pools but heterozygous in the SI pools. There was no difference
between the two pools for any of the unlinked genes: Aly7 (scaffold 8);
Aly9 (scaffold 3); ARK1 and ARK2 (scaffold 2); ARC1 (scaffold 4) and
PUB17 (scaffold 1). All but ARC1 were heterozygous in both pools;
ARC1 showed no nonsynonymous mutations compared with the
published functional allele (which was from the MN47 reference). Although the unlinked 13-2 allele was known to be present in both
parents, it did not map to the consensus pools, likely because this
locus is absent from the MN47 reference sequence. 2005) was overrepresented in the inbreeding populations but under-
represented in the outcrossing populations. Its flanking genes suggest a
common origin of S19 in the inbreeding populations, as the associated
alleles in the flanking genes are monophyletic and show little variation
overall. The same variants are found in some individuals from
outcrossing populations but these remain strongly SI; we also did
not observe homozygotes in the outcrossing populations that would
suggest disruption of S19. One of the inbreeding populations (LPT) has
a single bp mutation in both the S-domain (the recognition domain)
of SRK and in B80 compared with other populations (and also has a
unique variant of B120) but this S-locus haplotype is not found in the
other inbreeding populations or in the outcrossing populations. These
results could be explained by: (1) disruption of S19 only in the
inbreeding populations (for example, by mutations in SCR or
recombination between SRK and SCR); (2) presence of a modifier
specific to SC individuals suppressing the expression of S19; or (3) S19
in the inbreeding populations having risen to high frequency because
of colonisation history rather than a causal relationship with the
breakdown of SI. Enforced selfing of SI individuals with S19 could be
used to determine whether homozygosity of this haplotype is sufficient
for disruption of SI or whether other factors found only in SC
individuals are required. Mapping the unassembled reads to the expected SRK alleles in the
crosses (S1 and S23) clearly confirmed that SRK was missing from
the SHOREmap SNP calls because it had not been mapped to the
reference. Inheritance of the selfing phenotype Table 3 SNP analysis of the S-locus region (9–10 Mb on chromosome 7) from the SHORE output, indicating the identity of the gene, the number of SNPs called, the number of SNPs in
coding regions and the proportion of sites for each gene that: (1) were homozygous in the SC pool; (2) homozygous in both the SC pool and AL4 sequences but not in the SI pool; (3) were
fixed for different variants in the SI and SC pools when both were homozygous; (4) shared the same SNP in the SC pool and the AL4 sequences when both were homozygous but the SI pool
was heterozygous; (5) showed the same homozygous variant in the SC pool as found in the MN47 reference; (6) showed incomplete coverage in the SC pool, indicated by missing variants
because of lack of reads; and (7) had indels in regions that did show read coverage
Genea
N SNPs
N SNPs coding
(1) Homo SC
(2) AL4 and
SC both
Homo but SI Het
(3) SC ǂ SI when
both Homo
(4) SC = AL4 when
Homo and SI Het
(5) SC = MN47
when SC Homo
(6) Sites
missing in SC
(7) Indels 3 SNP analysis of the S-locus region (9–10 Mb on chromosome 7) from the SHORE output, indicating the identity of the gene, the number of SNPs called, the number of SNPs in
g regions and the proportion of sites for each gene that: (1) were homozygous in the SC pool; (2) homozygous in both the SC pool and AL4 sequences but not in the SI pool; (3) were
for different variants in the SI and SC pools when both were homozygous; (4) shared the same SNP in the SC pool and the AL4 sequences when both were homozygous but the SI pool
eterozygous; (5) showed the same homozygous variant in the SC pool as found in the MN47 reference; (6) showed incomplete coverage in the SC pool, indicated by missing variants
se of lack of reads; and (7) had indels in regions that did show read coverage
N SNPs
N SNPs coding
(1) Homo SC
(2) AL4 and
SC both
Homo but SI Het
(3) SC ǂ SI when
both Homo
(4) SC = AL4 when
Homo and SI Het
(5) SC = MN47
when SC Homo
(6) Sites
missing in SC
(7) Indels Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 60 but heterozygous in the SI pool. Number of S-alleles in outcrossing populations Number of S-alleles in outcrossing populations
Also striking from our analyses is the relatively low number of
S-haplotypes predicted in most of the North American populations,
including those that are highly outcrossing. This is surprising given
that it has been estimated that there should be 4100 S-haplotypes in
outcrossing species (Castric and Vekemans, 2004) and previous
surveys of European A. lyrata have predicted 16–25 haplotypes per
population (Mable et al., 2003; Schierup et al., 2008). The lower
number of S-haplotypes in the Great Lakes populations is consistent
with a predicted bottleneck in North American compared with
European populations (Ross-Ibarra et al., 2008). The outcrossing
populations with the lowest predicted numbers of S-alleles (HDC and
OWB) also had relatively low outcrossing rates (Tm = 0.65 and 0.64,
respectively), more SC and leaky SI than SI individuals and high
S1 frequency (Supplementary Table S4). These populations thus could
be in a transition to inbreeding, possibly because of mate limitation,
which has been suggested as a primary driver of transitions from
outcrossing to inbreeding (Byers and Meagher, 1992; Vekemans et al., Inheritance of the selfing phenotype The unlinked 13-2 sequence was present in the unmapped
reads of both the SI and SC pools but none of the other flanking genes
were. For SRK, both S1 and S23 alleles were present in the SI pool but
only S1 was identified in the SC pool. Mapping the unassembled reads
to the full-length SCR and SRK sequences obtained from the BAC
clone for S1 (Goubet et al., 2012) demonstrated that both pools had
complete sequences for both recognition genes for this haplotype. Moreover, although there were multiple synonymous SNPs compared
with the BAC sequences, there were no nonsynonymous mutations
that would indicate disruption of function at either gene. The other main S-haplotype occurring in inbreeding populations
(S1) was found in all populations surveyed except for the inbreeding
populations KTT, LPT and TC. This SRK allele has been found
worldwide, is completely recessive to all other alleles tested and is
shared with other Brassicaceae relatives (Schierup et al., 2001; Mable
et al., 2004; Paetsch et al., 2006; Castric et al., 2010) but it has not
previously been directly associated with loss of SI. We predicted that of
the 123 individuals with S1 in the Great Lakes populations, 47% were
S1S1 homozygotes. However, 20% of these were found in outcrossing
populations, suggesting that it is not just homozygosity for S1 that
causes loss of SI. In fact, only six fully SC individuals were found in
outcrossing populations; although they all contained S1, four of these
were predicted to be heterozygotes (three with S13 and one with an
unidentified haplotype; Supplementary Table S4). Although S1 was
associated with at least 18 distinctive B80 haplotypes (Figure 1), only 2
were found in inbreeding populations. Similarly, only three of the
wide range of S1 B120 haplotypes were found in the inbreeding
populations (Supplementary Figure S1). This is consistent with a
bottleneck in S-haplotypes, as has been suggested for all other species
compared so far (Vekemans et al., 2014). DISCUSSION Our results demonstrate that the shift to inbreeding in North
American Great Lakes populations of A. lyrata is associated with a
reduction in the number of SI haplotypes, consistent with theoretical
predictions and other experimental studies (reviewed by Vekemans
et al., 2014). Based on SRK and its flanking genes, we conclude that
two S-locus haplotypes are associated with this transition across
multiple genetic backgrounds but that these are also found in
SI individuals from outcrossing populations, potentially reflecting
the very young age of the loss of SI. The bulked segregant analysis
of F2 progeny resulting from a cross between SI and SC parents
indicated that loss of SI (at least in the genetic background tested) is
recessive and may be associated with a modifier of expression of the
S1 recognition genes or downstream components of the SI reaction,
rather than mutations at the S-locus itself. Although further experi-
ments are required to unravel the specific mechanisms, combining
new technologies with classical genetic approaches has revealed new
insights into a long-standing question. Characterisation of S-haplotypes in inbreeding and outcrossing
populations The multipronged approach to S-locus genotyping used in this study
revealed a much clearer pattern of association between S-haplotypes
and inbreeding than observed in our previous study (Mable and
Adam, 2007). The MiSeq pilot study holds promise for more effective
utilisation of short read sequencing approaches as an alternative to
previous amplicon-based approaches (for example, using 454 sequen-
cing; Jørgensen et al., 2012). We would recommend using the de novo
sequencing approach for identifying variants, as assembling to a
known database was more error prone. Moreover, the tight association
between B80 and SRK variants confirmed in our study provides a
useful tool for resolving genotypes with direct Sanger sequencing. Based on our new genotyping, one haplotype (S19) that has been
found to be dominant based on segregation analyses (Prigoda et al., Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 61 found in the MN47 reference and the S1 and S23 haplotypes expected
in the pools. It is thus critical for such highly polymorphic genes to
include unassembled reads in comparative analyses. 1998, 2014). If mate limitation occurred during a colonisation bottle-
neck (that is, after the last ice age), high levels of biparental inbreeding
could have purged deleterious mutations that maintain outcrossing in
other parts of the range of A. lyrata (Sletvold et al., 2013). y
For both the male and female SI recognition genes (SCR and SRK)
and all of the flanking genes tested, comparison of the consensus
sequence alignments confirmed that the SC pools were homozygous
for S1-associated variants, whereas the SI pools were polymorphic. This was in contrast to other members of the SRK gene family located
on other chromosomes, for which there was no difference in
heterozygosity between the pools. There were also no differences
detected between the pools in genes that have been implicated in the
downstream regulation of SI (ARC1 and PUB17) (Indriolo et al., 2012;
Goring et al., 2014; Nasrallah and Nasrallah, 2014). ARC1 was
homozygous in both pools, and although there were some regions
where the pools did not align to the published sequence, these were
the same in the SI and SC pools. The role of PUB17 in the SI reaction
is less clear (Goring et al., 2014; Nasrallah and Nasrallah, 2014) but it
was heterozygous in both pools. Genetic basis of loss of SI Genetic basis of loss of SI
Our crossing data demonstrated that all F1 offspring from the SI× SC
cross were strongly SI but SC segregated in the F2 generation,
indicating that SC as a phenotypic state was recessive. The appearance
of male sterile plants (for which the selfing phenotype cannot be
determined) made it difficult to estimate the exact proportion of
SC plants in the F2. Formal testing of genetic models was therefore not
possible (Supplementary Table S9). Nevertheless, the fact that all
SC plants were homozygous for S1, combined with the fixation of S1 in
the predominantly selfing RON and PTP populations, strongly
suggests that SC is functionally linked to this S-allele. This association
with S1 does not appear to be explained by genetic linkage, because S1
homozygosity alone was not sufficient to confer SC. One plant in the
F2 progeny (Supplementary Table S3) and 19 plants raised from wild-
collected
seeds
were
S1S1
but
SI
(Supplementary
Table
S4). S1 homozygotes that are not SC can be explained by a model that
invokes a recessive modifier unlinked to the S-locus (scenario A in
Supplementary Table S9). Segregation distortion at the S-locus is not
unprecedented (Bechsgaard et al., 2004). Still, the observation that
there was a bias against S1 in only half of the crosses among F1 plants
generated from the same parents (Supplementary Table S8) is also
consistent with an unlinked but allele-specific viability modifier, which
could explain the low numbers of SC plants surviving to flowering. We conclude that an unlinked, recessive modifier of the expression of
S1 or its associated downstream genes confers SC in S1 homozygotes,
at least in the RON and PTP populations. g
g
The analysis of SNPs that were homozygous in the SC pool, shared
with the AL4 reference and heterozygous or different in the SI pool,
identified two candidate genes for unlinked modifiers. Both genes have
previously been implicated in processes that could affect the
SI reaction (that is, prevention of pollen tube development). The
P-loop containing nucleoside triphosphate hydrolase superfamily
protein has been predicted to influence indirect interactions between
a network of SI-related genes (identified by comparing SI and SC
Chinese cabbage) related to energy metabolism and stress responses in
Arabidopsis (Wang et al., 2014). Genetic basis of loss of SI In lilies, β-galactosidase has been
hypothesised to contribute to degradation of large polysaccharides
secreted by papillae in order to allow them to be incorporated into the
growing pollen tube (Rejon et al., 2013). Thus, loss of SI could be
associated with regulatory changes that affect the complex network of
pathways that normally prevent self-pollen from maturing and
producing full-length pollen tubes. Additional experiments to inves-
tigate the role that such enzymes play in self- and non-self-pollen
reactions in Arabidopsis species would be necessary to confirm their
direct involvement, but the bulked segregant analysis even of small
pools of 10 individuals provided a useful starting point for narrowing
down the search. Results from crosses involving PTP and MAN (Supplementary
Figure S4) are similarly consistent with a modifier segregating in
outcrossing populations that is only expressed in S1 homozygotes that
are also homozygous for the modifier. First, even crosses between
SI plants can result in SC offspring. Second, crosses between
SI individuals from an outcrossing population (MAN, population
S1 frequency 7/8, Supplementary Table S4) and SC individuals from
an inbreeding population (PTP, population fixed for S1) yielded
variable ratios of SC progeny, generally well below 50%. Although
complete
SRK
genotypes
were
not
resolved
for
the
crosses,
SC individuals were only found in cases where the SI parent had
S1 (MAN18b, MAN22f but not MAN17f; Supplementary Figure S4). In the MAN population survey, two individuals were S1S1 homo-
zygotes but only one was phenotypically SI, even though they shared
the same B80 and B120 genotypes (Supplementary Table S4). Further
work is needed to identify the exact locus of the recessive modifier
of S1 or its associated downstream genes, its exact functioning and
to test whether it is the only mechanism for the loss of SI in
Arabidopsis lyrata. Characterisation of S-haplotypes in inbreeding and outcrossing
populations The S1 BAC clone was obtained from
an individual from Iceland (Goubet et al., 2012), and hence some
variation would be expected within this recessive specificity (Castric
et al., 2010). However, none of the mutations resulted in amino acid
substitutions or altered the reading frame to cause a premature stop
codon in SRK or SCR. We thus have no evidence that mutation of the
recognition genes themselves has disrupted SI in this cross. ACKNOWLEDGEMENTS Self-incompatibility in the genus Arabidopsis: characterization of the S locus in the
outcrossing A. lyrata and its autogamous relative A. thaliana. Plant Cell 13: 627–643. Lewis D (1947). Competition and dominance of incompatibility alleles in diploid pollen. Heredity 1: 85–108. Li H (2011). A statistical framework for SNP calling, mutation discovery, association
mapping and population genetical parameter estimation from sequencing data. Bioinformatics 27: 2987–2993. Mable BK, Adam A (2007). Patterns of genetic diversity in outcrossing and selfing
populations of Arabidopsis lyrata. Mol Ecol 16: 3565–3580. Mable BK, Beland J, Di Berardo C (2004). Inheritance and dominance of self-
incompatibility alleles in polyploid Arabidopsis lyrata. Heredity 93: 476–486. Mable BK, Robertson AV, Dart S, Di Berardo C, Witham L (2005). Breakdown of self-
incompatibility in the perennial Arabidopsis lyrata (Brassicaceae) and its genetic
consequences. Evolution 59: 1437–1448. Mable BK, Schierup MH, Charlesworth D (2003). Estimating the number, frequency, and
dominance of S-alleles in a natural population of Arabidopsis lyrata (Brassicaceae) with
sporophytic control of self-incompatibility. Heredity 90: 422–431. Austin RS, Vidaurre D, Stamatiou G, Breit R, Provart NJ, Bonetta D et al. (2011). Next-generation mapping of Arabidopsis genes. Plant J 67: 715–725. Nasrallah JB, Nasrallah ME (2014). Robust self-incompatibility in the absence of a
functional ARC1 gene in Arabidopsis thaliana. Plant Cell 26: 3838–3841. Baker HG (1955). Self-compatibility and establishment after ‘long-distance’ dispersal. Evolution 9: 347–349. functional ARC1 gene in Arabidopsis thaliana. Plant Cell 26: 3838–384 Ossowski S, Schneeberger K, Clark RM, Lanz C, Warthmann N, Weigel D (2008). Sequencing of natural strains of Arabidopsis thaliana with short reads. Genome Res 18:
2024–2033. Bateman AJ (1952). Self-incompatibility systems in angiosperms. I. Theory. Heredity 6:
285–310. Bechsgaard J, Bataillon T, Schierup MH (2004). Uneven segregation of sporophytic self-
incompatibility alleles in Arabidopsis lyrata. J Evol Biol 17: 554–561. Paetsch M, Mayland-Quellhorst S, Neuffer B (2006). Evolution of the self-incompatibility
system in the Brassicaceae: identification of S-locus receptor kinase (SRK) in self-
incompatible Capsella grandiflora. Heredity 97: 283–290. Byers DL, Meagher TR (1992). Mate availability in small populations of plant species with
homomorphic sporophytic self-incompatibility. Heredity 68: 353–359. yers DL, Meagher TR (1992). Mate availability in small populations of pl homomorphic sporophytic self-incompatibility. Heredity 68: 353–359. Pannell JR, Auld JR, Brandvain Y, Burd M, Busch JW, Cheptou PO et al. (2015). The scope
of Baker's law. New Phyt 208: 656–667. Castric V, Bechsgaard JS, Grenier S, Noureddine R, Schierup MH, Vekemans X (2010). CONCLUSIONS Our results suggest that there has been a bottleneck in S-alleles
associated with a transition to inbreeding in A. lyrata but that the
mechanisms for loss of SI might be because of modifiers of the
SI reaction rather than mutations at the S-locus itself. They thus
emphasise the importance of considering the two processes separately. The situation found in A. lyrata where SC segregates in all populations
but only rises to high frequency in some provides excellent opportu-
nities for resolving the specific mechanisms and selective forces that
promote transitions in mating system. Nevertheless, even in this young
system, uncovering the genetic basis of this complex transition
remains challenging. The SHOREmap analysis helped us to predict genomic regions
where there was a difference between SI and SC individuals that could
be used to initiate this search for the potential modifiers, despite
previous concerns that it would only be useful for very large sample
sizes (Austin et al., 2011). The bulked segregant analysis indicated that
the two pools differed predominantly on chromosomes 5 and 7, with
the largest region of homozygosity at the S-locus, between 9 and
10 Mb on the long arm of chromosome 7 (Supplementary Figure S5). However, relying only on the SNP-based analysis would have provided
misleading results because SRK reads could not be aligned to the
reference owing to the high divergence between the S13 haplotype Resolving the chicken-and-egg story of relating current differences
between inbreeding and outcrossing populations to the original cause
of loss of SI has been of interest to the Population Genetics group Heredity Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 62 community for many years. It thus seems fitting for this fiftieth
anniversary to use this type of case study to highlight the benefits of
continuing to embrace the vast contributions that have been made by
‘old school’ classical genetics when implementing new technologies to
answer old questions. It is the combination of approaches that has
most power to reveal new insights. Glemin S, Bazin E, Charlesworth D (2006). Impact of mating systems on patterns of
sequence polymorphism in flowering plants. Proc Roy Soc B 273: 3011–3019. Goring DR (2000). The search for components of the self-incompatibility signalling
pathway(s) in Brassica napus. Ann Bot 85 (Supplement A): 171–180. Goring DR, Indriolo E, Samuel MA (2014). DATA ARCHIVING p
y
p
yp
p
Hagenblad J, Bechsgaard J, Charlesworth D (2006). Linkage disequilibrium between
incompatibility locus region genes in the plant Arabidopsis lyrata. Genetics 173:
1057–1073. p
y
p
yp
p
Hagenblad J, Bechsgaard J, Charlesworth D (2006). Linkage disequilibrium between Data for this study (SNP calls for chromosomes 5 and 7 from the
SC and SI pools, alignments of B70, B80, B120 and B160 haplotypes)
are available from the Dryad Digital Repository: http://dx.doi.org/
10.5061/dryad.832t8. Short-read data from the MiSeq amplicon
sequencing and the Illumina bulked segregant analysis of SC and SI
pools are available from the National Centre for Biotechnology
Information BioProject ID: PRJNA339675. Sanger sequencing data
are available from GenBank, with the following accession numbers:
KX923797 for the new AlySRK52 sequence; KX923776-KX923796 for
B70, and KX923711-KX923775 for B120. Hatakeyama K, Watanabe M, Takasaki T, Ojima K, Hinata K (1998). Dominance
relationships between S-alleles in self-incompatible Brassica campestris L. Heredity 80:
241–247. Haudry A, Zha HG, Stift M, Mable BK (2012). Disentangling the effects of breakdown of
self-incompatibility and transition to selfing in North American Arabidopsis lyrata. Mol Ecol 21: 1130–1142. Hu TT, Pattyn P, Bakker EG, Cao J, Cheng JF, Clark RM et al. (2011). The Arabidopsis
lyrata genome sequence and the basis of rapid genome size change. Nat Genet 43:
476–481. Igic B, Lande R, Kohn JR (2008). Loss of self-incompatibility and its evolutionary
consequences. Int J Plant Sci 169: 93–104. Indriolo E, Safavian D, Goring DR (2014). The ARC1 E3 ligase promotes two different self-
pollen avoidance traits in Arabidopsis. Plant Cell 26: 1525–1543. pollen avoidance traits in Arabidopsis. Plant Cell 26: 1525–1543. CONFLICT OF INTEREST Indriolo E, Tharmapalan P, Wright SI, Goring DR (2012). The ARC1 E3 ligase gene is
frequently deleted in self-compatible Brassicaceae species and has a conserved role in
Arabidopsis lyrata self-pollen rejection. Plant Cell 24: 4607–4620. The authors declare no conflict of interest. Iwano M, Ito K, Fujii S, Kakita M, Asano-Shimosato H, Igarashi M et al. (2015). Calcium signalling mediates self-incompatibility response in the Brassicaceae. Nat
Plants 1: 9. ACKNOWLEDGEMENTS We thank Hong-Guang Zha for performing the flanking gene sequencing; Kirsi
Järvi, Laura Murphy and Ryan Carter for assistance with S-locus genotyping;
James Buckley and Manikhandan Mudaliar for extracting consensus sequences
from the Illumina sequence pools; and Rob Bregman for performing the cross
in the parental generation. Original seeds for some populations were collected
by Yvonne Willi and David Remington (see Supplementary Table S1). Detailed
comments from Xavier Vekemans, Vincent Castric and an anonymous reviewer
substantially improved the paper. Anita O Lucaci at the Centre for Genomic
Research at Liverpool prepared the libraries and did the MiSeq sequencing and
John Kenny developed the pilot long-read tagged amplicon protocol; this work
was supported by a Natural Environment Research Council (NERC) We thank Hong-Guang Zha for performing the flanking gene sequencing; Kirsi
Järvi, Laura Murphy and Ryan Carter for assistance with S-locus genotyping;
James Buckley and Manikhandan Mudaliar for extracting consensus sequences
from the Illumina sequence pools; and Rob Bregman for performing the cross
in the parental generation. Original seeds for some populations were collected
by Yvonne Willi and David Remington (see Supplementary Table S1). Detailed
comments from Xavier Vekemans, Vincent Castric and an anonymous reviewer
substantially improved the paper. Anita O Lucaci at the Centre for Genomic
Research at Liverpool prepared the libraries and did the MiSeq sequencing and
John Kenny developed the pilot long-read tagged amplicon protocol; this work
was supported by a Natural Environment Research Council (NERC)
biomolecular analysis facility (NBAF) small projects grant to BM (NBAF 382). This research was initiated while BM was supported by an NERC Advanced
Research Fellowship (NE/B50094X/1), followed by NERC Research Grants
(NE/H02691/1, NE/D013461/1) and a collaborative research grant led by DW
(ERA-CAPS ARelatives; ERAPGFP-06.058A). DW was also supported by the
Max Planck Society. Jørgensen MH, Lagesen K, Mable BK, Brysting AK (2012). Using high-throughput
sequencing to investigate the evolution of self-incompatibility genes in the Brassica-
ceae: strategies and challenges. Plant Ecol Divers 5: 473–484. Kamau E, Charlesworth B, Charlesworth D (2007). Linkage dise Kamau E, Charlesworth B, Charlesworth D (2007). Linkage disequilibrium and recombina-
tion rate estimates in the self-incompatibility region of Arabidopsis lyrata. Genetics 176:
2357–2369. Kamau E, Charlesworth D (2005). Balancing selection and low recombination affect
diversity near the self-incompatibility loci of the plant Arabidopsis lyrata. Curr Biol 15:
1773–1778. Kusaba M, Dwyer K, Hendershot J, Vrebalov J, Nasrallah JB, Nasrallah ME (2001). CONCLUSIONS The ARC1 E3 ligase promotes a strong and
stable self-incompatibility response in Arabidopsis species: response to the Nasrallah
and Nasrallah commentary. Plant Cell 26: 3842–3846. Goubet PM, Berges H, Bellec A, Prat E, Helmstetter N, Mangenot S et al. (2012). Contrasted
patterns
of
molecular
evolution
in
dominant
and
recessive
self-
incompatibility haplotypes in Arabidopsis. PLos Genet 8: e1002495. Baker HG (1955). Self-compatibility and establishment after ‘long-distance’ dispersal.
Evolution 9: 347–349. Austin RS, Vidaurre D, Stamatiou G, Breit R, Provart NJ, Bonetta D et al. (2011).
Next-generation mapping of Arabidopsis genes. Plant J 67: 715–725. ACKNOWLEDGEMENTS Molecular evolution within and between self-incompatibility specificities. Mol Biol Evol
27: 11–20. Prigoda NL, Nassuth A, Mable BK (2005). Phenotypic and genotypic expression of
self-incompatibility haplotypes in Arabidopsis lyrata suggests unique origin of alleles in Prigoda NL, Nassuth A, Mable BK (2005). Phenotypic and genotypic expression of
self-incompatibility haplotypes in Arabidopsis lyrata suggests unique origin of alleles in
different dominance classes. Mol Biol Evol 22: 1609–1620. Castric V, Vekemans
X (2004). Plant
self-incompatibility in natural populations:
a critical assessment of recent theoretical and empirical advances. Mol Ecol 13:
2873–2889. different dominance classes. Mol Biol Evol 22: 1609–1620. Raduski AR, Haney EB, Igic B (2012). The expression of self-incompatibility in
angiosperms is bimodal. Evolution 66: 1275–1283. Charlesworth D (1988). Evolution of homomorphic sporophytic self-incompatibility. Heredity 60: 445–453. Rejon JD, Delalande F, Schaeffer-Reiss C, Carapito C, Zienkiewicz K, Alche JD et al. (2013). Proteomics profiling reveals novel proteins and functions of the plant stigma
exudate. J Exp Bot 64: 5695–5705. Charlesworth
D
(1995). Multi-allelic
self-incompatibility
polymorphisms
in
plants. Bioessays 17: 31–38. Ross-Ibarra J, Wright SI, Foxe JP, Kawabe A, DeRose-Wilson L, Gos G et al. (2008). Patterns of polymorphism and demographic history in natural populations of Arabidopsis
lyrata. PLoS One 3: e2411. Charlesworth D, Mable BK, Schierup MH, Bartolome C, Awadalla P (2003). Diversity and
linkage of genes in the self-incompatibility gene family in Arabidopsis lyrata. Genetics
164: 1519–1535. Foxe JP, Stift M, Tedder A, Haudry A, Wright SI, Mable BK (2010). Reconstructing origins
of loss of self-incompatibility and selfing in North American Arabidopsis lyrata: a
population genetic context. Evolution 64: 3495–3510. Roux C, Pauwels M, Ruggiero MV, Charlesworth D, Castric V, Vekemans X (2013). Recent
and ancient signature of balancing selection around the S-locus in Arabidopsis halleri
and A. lyrata. Mol Biol Evol 30: 435–447. Heredity Loss of self-incompatibility in Arabidopsis lyrata
BK Mable et al 63 Schierup MH, Bechsgaard JS, Christiansen FB (2008). Selection at work in self-
incompatible Arabidopsis lyrata. II. Spatial distribution of S haplotypes in Iceland. Genetics 180: 1051–1059. Stift M, Hunter BD, Shaw B, Adam A, Hoebe PN, Mable BK (2013). Inbreeding depression
in self-incompatible North-American Arabidopsis lyrata: disentangling genomic and
S-locus-specific genetic load. Heredity 110: 19–28. Stift M, Hunter BD, Shaw B, Adam A, Hoebe PN, Mable BK (2013). Inbreeding depression
in self-incompatible North-American Arabidopsis lyrata: disentangling genomic and
S-locus-specific genetic load. Heredity 110: 19–28. r The Author(s) 2017 ACKNOWLEDGEMENTS Tamura K, Stecher G, Peterson D, Filipski A, Kumar S (2013). MEGA6: Molecular
Evolutionary Genetics Analysis version 6.0. Mol Biol Evol 30: 2725–2729. Schierup MH, Bechsgaard JS, Nielsen LH, Christiansen FB (2006). Selection at work in
self-incompatible Arabidopsis lyrata: mating patterns in a natural population. Genetics
172: 477–484. Vekemans X, Poux C, Goubet PM, Castric V (2014). The evolution of selfing from
outcrossing ancestors in Brassicaceae: what have we learned from variation at the
S-locus? J Evol Biol 27: 1372–1385. Schierup MH, Mable BK, Awadalla P, Charlesworth D (2001). Identification and
characterization
of
a
polymorphic
receptor
kinase
gene
linked
to
the
self-
incompatibility locus of Arabidopsis lyrata. Genetics 157: 387–399. Vekemans
X,
Schierup
MH,
Christianssen
FB
(1998). Mate
availability
and
fecundity selection in multiallelic self-incompatibility systems in plants. Evolution 52:
19–29. Schneeberger K, Hagmann J, Ossowski S, Warthmann N, Gesing S, Kohlbacher O et al. (2009a). Simultaneous alignment of short reads against multiple genomes. Genome Biol
10: 1–12. (2009a). Simultaneous alignment of short reads against multiple genomes. Genome Biol
10: 1–12. Wang L, Wang C, Ge TT, Wang JJ, Liu TK, Hou XL et al. (2014). Expression analysis of self-
incompatibility-associated genes in non-heading Chinese cabbage. Gen Mol Res 13:
5025–5035. Schneeberger K, Ossowski S, Lanz C, Juul T, Petersen AH, Nielsen KL et al. (2009b). SHOREmap: simultaneous mapping and mutation identification by deep sequencing. Nat Methods 6: 550–551. This work is licensed under a Creative Commons
Attribution 4.0 International License. The images or
other third party material in this article are included in the article’s
Creative Commons license, unless indicated otherwise in the credit
line; if the material is not included under the Creative Commons
license,userswillneedto obtainpermissionfromthelicense holderto
reproduce the material. To view a copy of this license, visit http://
creativecommons.org/licenses/by/4.0/ Schopfer CR, Nasrallah ME, Nasrallah JB (1999). The male determinant of self-
incompatibility in Brassica. Science 286: 1697–1700. Shimizu KK, Tsuchimatsu T (2015). Evolution of selfing: recurrent patterns in molecular
adaptation. Annu Rev Ecol Evol Syst 46: 593–622. adaptation. Annu Rev Ecol Evol Syst 46: 593–622. Sletvold N, Mousset M, Hagenblad J, Hansson B, Agren J (2013). Strong inbreeding
depression in two Scandinavian populations of the self-incompatible perennial Herb
Arabidopsis lyrata. Evolution 67: 2876–2888. Stein JC, Dixit R, Nasrallah ME, Nasrallah JB (1996). SRK, the stigma-specific S locus Stein JC, Dixit R, Nasrallah ME, Nasrallah JB (1996). SRK, the stigma-specific S locus
receptor kinase of Brassica, is targeted to the plasma membrane in transgenic tobacco. Plant Cell 8: 429–445. receptor kinase of Brassica, is targeted to the plasma membrane in transgenic tobacco. Plant Cell 8: 429–445. Stevens JP, Kay QON (1989). The number, dominance relationships and frequencies of
self-incompatibility alleles in a natural population of Sinapis arvensis L. in South Wales. Heredity 62: 199–205. Supplementary Information accompanies this paper on Heredity website (http://www.nature.com/hdy) Heredity
|
https://openalex.org/W2580601488
|
https://digitalcommons.fiu.edu/cgi/viewcontent.cgi?article=1457&context=fce_lter_journal_articles
|
English
| null |
Examining gradients in ecosystem novelty: fish assemblage structure in an invaded Everglades canal system
|
Ecosphere
| 2,017
|
cc-by
| 13,597
|
1-27-2017
Examining gradients in ecosystem novelty: fish
assemblage structure in an invaded Everglades canal
system David A. Gandy
Earth and Environment Department and Southeast Environmental Research Center, Florida International University; Florida
Fish and Wildlife Conservation Commission, dgandy@fiu.edu Jennifer S. Rehage
Earth and Environment Department and Southeast Environmental Research Center, Florida International University,
rehagej@fiu.edu Jennifer S. Rehage
Earth and Environment Department and Southeast Environmental Research Center, Florida International University,
rehagej@fiu.edu this and additional works at: https://digitalcommons.fiu.edu/fce_lter_journal_articles
of the Life Sciences Commons Follow this and additional works at: https://digitalcommons.fiu.edu/fce_lter_journal_ Part of the Life Sciences Commons Florida International University
FIU Digital Commons Florida International University
FIU Digital Commons FCE LTER FCE LTER Journal Articles Examining gradients in ecosystem novelty: fish assemblage
structure in an invaded Everglades canal system DAVID A. GANDY1,3, AND JENNIFER S. REHAGE2 1Florida Fish and Wildlife Conservation Commission, Fish and Wildlife Research Institute, Apalachicola Bay Fisheries-Independent
Monitoring Field Laboratory, Eastpoint, Florida 32328 USA
2Earth and Environment Department, Southeast Environmental Research Center, Florida International University,
Miami, Florida 33199 USA Citation: Gandy, D. A., and J. S. Rehage. 2017. Examining gradients in ecosystem novelty: fish assemblage structure in
an invaded Everglades canal system. Ecosphere 8(1):e01634. 10.1002/ecs2.1634 Abstract. Novel ecosystems result from a combination of altered historical abiotic regimes and new spe-
cies assemblages. In freshwater systems, novel environmental conditions often result from large-scale
changes to hydrological connectivity as well as species invasions. Novel environmental conditions may
affect the survival of aquatic fauna by altering dispersal patterns and resource fluctuations, and/or may
impose physiological constraints on native species evolutionarily adapted to particular environments. Fur-
ther, novel systems can provide insight into processes driving community structure because re-sorting or
filtering of regional biota is a likely consequence of decoupling from historical conditions. Although several
studies document the presence of novel conditions, few examine variation or gradients in novelty. The Flor-
ida Everglades is a highly invaded and hydrologically altered system characterized by a large network of
canals that compartmentalize the ecosystem and act to both increase and decrease connectivity. Little is
known about how canals in this region function as habitat for native and nonnative fishes, the extent to
which these canals may function as novel habitats, and how these habitat characteristics may influence dis-
tribution, abundance, and assembly patterns. In this study, we examined native and nonnative fish assem-
blages along a gradient of novelty, defined as the loss of wetland connectivity, influence of the natural
hydrological regime, and habitat complexity (well connected to leveed canals). As novelty increased, native
species richness and abundance strongly declined and the contribution of nonnatives increased to nearly
50%. Vast differences in community structure across the novelty gradient were strongly influenced by spa-
tial factors and secondarily by hydrological factors, while habitat and abiotic factors were of very low rele-
vance. Natives and nonnatives had opposing responses to key hydrological and habitat characteristics. Abundance of native fishes declined with decreased connectivity to adjacent marshes and canal littoral
zone width, while nonnative fishes increased significantly in the most novel canals. January 2017 ❖Volume 8(1) ❖Article e01634 3 Present address: 350 Carroll Street, East Point, Florida 32328 USA. Recommended Citation Recommended Citation Gandy, D. A., and J. S. Rehage. 2017. Examining gradients in ecosystem novelty: fish assemblage structure in an invaded Everglades
canal system. Ecosphere 8(1):e01634. 10.1002/ecs2.1634 This material is based upon work supported by the National Science Foundation through the Florida Coastal Everglades Long-Term Ecological
Research program under Cooperative Agreements #DBI-0620409 and #DEB-9910514. Any opinions, findings, conclusions, or recommendations
expressed in the material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. This work is brought to you for free and open access by the FCE LTER at FIU Digital Commons. It has been accepted for inclusion in FCE LTER
Journal Articles by an authorized administrator of FIU Digital Commons. For more information, please contact dcc@fiu.edu, jkrefft@fiu.edu. 3 Present address: 350 Carroll Street, East Point, Florida 32328 USA.
E-mail: David.Gandy@MyFWC.com INTRODUCTION The synergistic effects of anthropogenic distur-
bance and species invasions can rapidly alter both
ecosystem structure and function (Milton 2003,
Root and Schneider 2006, Didham et al. 2007). These changes can profoundly affect all levels of
ecological organization and result in the emer-
gence of biotic and abiotic conditions that bear lit-
tle to no resemblance to their natural counterparts
(Fox 2007, Kueffer 2015, Radeloff et al. 2015). Such systems have recently generated much dis-
cussion and are often referred to as “no-analog”
or “novel” ecosystems (Milton 2003, Hobbs et al. 2006, 2013, Fox 2007, Williams and Jackson 2007). Novel ecosystems are defined by two key charac-
teristics which include alterations to historical abi-
otic regimes and the presence of new species
assemblages, both caused by a combination of
varying degrees of environmental degradation
(e.g., land use changes) and species invasions
(Hobbs et al. 2006, 2009). Novel systems provide
an opportunity for insight into community assem-
bly processes since re-sorting or filtering of regio-
nal
biotas
is
a
likely
consequence
of
this
decoupling from historical conditions. In freshwater systems, anthropogenic ecosys-
tem
degradation
most
often
results
from
disruptions of natural hydrological regimes and
spatially widespread disturbances (Pringle 2001,
2003, V€or€osmarty et al. 2010, Arthington 2012). Alterations to the natural flow regime (Poff et al. 1997, Acreman et al. 2014) and aquatic species
invasions (Ricciardi and Rasmussen 1999) are
recognized as two of the most concerning global
threats to aquatic biodiversity (Dudgeon et al. 2006). Altered hydrological connectivity from
dams, impoundments, canals, and levees, cre-
ated for both water retention and diversion, can
result in novel conditions for aquatic fauna that
can limit or enhance dispersal abilities, alter
resource fluctuations, and impose physiological
constraints on native species that are evolutionar-
ily adapted to particular natural regimes (Conley
et al. 2000, Freeman et al. 2007, Franssen et al. 2013). )
The Everglades is a rain-fed karstic wetland
system, which due to drainage and impound-
ment, is presently bisected by an extensive net-
work of canals and levees. Built for water supply
and flood control beginning in the 1880s, nearly
2500 km of canals and levees presently surround
and cut through wetlands, impeding sheet flow
and compartmentalizing the entire ecosystem
(Light and Dineen 1994, Sklar et al. 2002). Examining gradients in ecosystem novelty: fish assemblage
structure in an invaded Everglades canal system Our results suggest
that the inherent loss of natural environmental conditions and subsequent replacement by novel ones can
lead to extensive changes in fish community structure. Success or failure at maintaining native assemblages
will rely heavily on natural resource manager’s ability to incorporate natural environmental characteristics
with ecosystem restoration. Key words:
anthropogenic disturbance; canals; community structure; distance-based linear models; ecosystem
novelty; Everglades; nonnatives; species invasions. Received 19 June 2016; revised 29 October 2016; accepted 1 November 2016. Corresponding Editor: Debra P. C. Peters. Copyright: © 2017 Gandy and Rehage. This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is
properly cited. 3 Present address: 350 Carroll Street, East Point, Florida 32328 USA. E-mail: David.Gandy@MyFWC.com ❖www.esajournals.org ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 1 GANDY AND REHAGE et al. 2008, Lugo 2009, Hobbs et al. 2013). In
aquatic and marine systems, examples of novel
ecosystems are increasingly being reported (Nils-
son and Berggren 2000, Gido et al. 2009, King
et al. 2011, Pandolfiet al. 2011). For instance,
algal blooms from non-point source runoff in the
Gulf of Mexico have resulted in extensive dead
zones and novel species interactions (Rabalais
et al. 2002). Similarly, human-induced ocean acid-
ification combined with rising ocean temperatures
and pollution has left novel ecosystems in the
wake of once thriving coral reefs (Fabricius 2005,
Hoegh-Guldberg et al. 2007, Pandolfiet al. 2011). Although these studies documented ecosystem
novelty, they provide little detailed information of
variation in novelty, in other words how truly
novel these conditions are. This variation can have
important implications for resource management,
conservation and restoration efforts. Effective
resource management requires that we under-
stand how novel conditions are, in order to apply
appropriate management targets (i.e., protect vs. restore; Woodworth 2013, and Wuerthner et al. 2014). One potentially helpful approach is the
identification of gradients in novelty in the land-
scape as a function of varying degrees of both abi-
otic and biotic change (e.g., urbanization; King
et al. 2011). January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 INTRODUCTION Canals
in this region offer an opportunity to better
understand how these structures function as
novel habitat for both native and nonnative
fishes and how novel conditions influence the
distribution, abundance, and assembly patterns
in fish communities. Canals likely provide per-
manent deep-water faunal refuges which were
historically rare or absent in the natural Ever-
glades ecosystem (Gunderson and Loftus 1993),
thus acting as novel aquatic habitats. Canals also
vary in their attributes, which we expect will
result in a novelty gradient (Fig. 1). Variation in
(1) their connectivity to adjacent marshes, (2) in
the influence of the natural seasonal hydrological An estimated 40% of the Earth’s land area may
already be covered by novel ecosystems (Ellis
et al. 2010, Foley et al. 2011, Barnosky et al. 2012),
with many terrestrial examples (Cramer and
Hobbs 2002, Lindenmayer et al. 2008, Mascaro January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 2 Fig. 1. (A) Conceptual diagram depicting hypothesized changes in fish community structure as a function o
increasing novelty in Everglades canals. Native species are represented by white symbols, while nonnatives a
represented by black symbols, and symbol size corresponds to species abundance. We expect the degree of inv
sion to increase with increasing novelty, leading to an increasing number of nonnative species (and higher nonn
tive abundances) and a lower number of native species (and lower abundance—at least for some native taxa). A
the highest level of novelty, we hypothesize habitat quality to decrease for native species, and for nonnative sp
cies to dominate the community. Canals with higher novelty are characterized by lower connectivity to natur
habitats, lower influence of the natural hydrological regime, and lower habitat complexity. Novelty increase
from (B) well connected canals to (C) moderately connected canals and to (D) leveed canals. GANDY AND REHAG GANDY AND REHAGE Fig. 1. (A) Conceptual diagram depicting hypothesized changes in fish community structure as a function of
increasing novelty in Everglades canals. Native species are represented by white symbols, while nonnatives are
represented by black symbols, and symbol size corresponds to species abundance. We expect the degree of inva-
sion to increase with increasing novelty, leading to an increasing number of nonnative species (and higher nonna-
tive abundances) and a lower number of native species (and lower abundance—at least for some native taxa). INTRODUCTION At
the highest level of novelty, we hypothesize habitat quality to decrease for native species, and for nonnative spe-
cies to dominate the community. Canals with higher novelty are characterized by lower connectivity to natural
habitats, lower influence of the natural hydrological regime, and lower habitat complexity. Novelty increases
from (B) well connected canals to (C) moderately connected canals and to (D) leveed canals. Fig. 1. (A) Conceptual diagram depicting hypothesized changes in fish community structure as a function of
increasing novelty in Everglades canals. Native species are represented by white symbols, while nonnatives are
represented by black symbols, and symbol size corresponds to species abundance. We expect the degree of inva-
sion to increase with increasing novelty, leading to an increasing number of nonnative species (and higher nonna-
tive abundances) and a lower number of native species (and lower abundance—at least for some native taxa). At
the highest level of novelty, we hypothesize habitat quality to decrease for native species, and for nonnative spe-
cies to dominate the community. Canals with higher novelty are characterized by lower connectivity to natural
habitats, lower influence of the natural hydrological regime, and lower habitat complexity. Novelty increases
from (B) well connected canals to (C) moderately connected canals and to (D) leveed canals. regime, and (3) habitat complexity may drive
gradients in novelty that we hypothesize relate
to the degree of invasion. connected at high water levels and/or partially
leveed), to those with no direct connectivity and
virtually no habitat resemblance to Everglades
freshwater habitats and thus higher novelty
(fully leveed on both sides and isolated from sur-
rounding wetlands; Fig. 1). Canals that are well
connected to marshes should be more influenced
by the natural wet dry pulsing seasonality of the g
Canals exhibit a range in connectivity with
surrounding marshes (analogous to floodplains),
ranging from those that are well connected and
contain complex littoral zone habitats, to canals
with
only
moderate
connectivity
(i.e.,
only ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 3 GANDY AND REHAGE subtropical Everglades (Sklar et al. 2002, McVoy
et al. 2011). resemblance to conditions found in Everglades
marshes, resulting in a loss of native species and
replacement by opportunistic invaders that could
establish
in
these
less
favorable
conditions
(Fig. 1). Novelty gradient across Everglades canals Novelty gradient across Everglades canals
We sampled five major canals (L-29, L-31N, L-
31W, C-111, and L-67A) in the central and south-
ern Everglades (Fig. 2). Canals were located
along the eastern boundary of ENP, bordering
agriculture areas to the east, and to the north of
ENP and center of Water Conservation Area 3
(WCA
3)
bisecting
freshwater
marshes. To
account for variation in canal traits across space
and time, we classified our focal canals into nine
canal sampling units (Table 1) on the basis of
connectivity within a canal (i.e., presence of
water control structures between sections of a
canal), and to surrounding marshes (i.e., pres-
ence of levees vs. direct connectivity to adjacent
marshes; Fig. 1). When a water control structure
was present in a canal, we examined 20 years of
flow data from each structure in order to demar-
cate canal sampling units. For example, the L-29
canal is leveed in the eastern portion but not
leveed in the western portion (Fig. 2), and the
eastern and western sections of L-29 are sepa-
rated by a gravity-fed water control structure (S-
333) which moves water between them, but
likely limits the exchange of biota since at times
in any given year it is closed. Thus, we delin-
eated these two canal sections as separate canal
sampling units (Fig. 2, Table 1). (
p
;
)
In this study, we examined native and nonna-
tive fish community structure in an Everglades
canal network as a function of a gradient in nov-
elty, specifically the loss of wetland connectivity,
the natural seasonal hydrology, and habitat com-
plexity—conditions not reflective of the pre-drai-
nage Everglades (McVoy et al. 2011). Our specific
objectives were to (1) examine spatiotemporal
variation in both the native and nonnative fish
communities in relation to the degree of novelty
in canals, and (2) determine the relative impor-
tance of hydrological, habitat, and spatiotemporal
factors in driving community structure patterns. We expected that (1) increasing ecosystem novelty
would result in a change in community structure
driven by a loss in native species and replacement
by nonnatives (Fig. 1) and (2) that the relative
importance
of
structuring
factors
will
differ
between native and nonnative assemblages. We hypothesized that native species may not
be able to cope with increasingly more novel con-
ditions, resulting in niche opportunities that
allow for increased nonnative species richness
and abundance (Fig. 1). INTRODUCTION We also expected hydrological variables
to play a stronger role in structuring the native
community, given that this community should be
pre-adapted and thus responsive to hydrology,
particularly the strong signature of seasonal
hydrological variation (Trexler et al. 2005, Reh-
age and Trexler 2006). We expect then canals with lower connectivity
to marshes, lower influence of the seasonal hydro-
logical regime, and lower habitat complexity to be
more novel and thus more invaded by nonnative
fish species (Fig. 1). Fish invasions have been a
persistent and prominent feature of the Ever-
glades ecosystem (Fuller et al. 1999, Kline et al. 2014). This is particularly true in canals, which
can act as a source of invasions to protected areas
such as Everglades National Park (ENP; Kline
et al. 2014). Presently, 34 nonnative fishes are con-
sidered established (i.e., they have reproductively
viable populations; Shafland et al. 2008) in south
Florida, of which 17 are established within ENP
(Kline et al. 2014). These numbers are compara-
tively large relative to the low native fish diversity
(35 species; Loftus 2000). ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 Novelty gradient across Everglades canals These isolated, deep, and low-com-
plexity habitats are unlike any natural aquatic
habitat in the Everglades, and thus, we consider January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 5 GANDY AND REHAGE Table 1. Summary of electrofishing sampling effort at each of the nine canal sampling units across years: years 1
(2010–2011), 2 (2011–2012), and 3 (2012–2013). (2010–2011), 2 (2011–2012), and 3 (2012–2013). Canal unit
name
Canal
type
Available
stations (N)
Year 1 (2010–2011)
Year 2 (2011–2012)
Year 3 (2012–2013)
Wet
Early dry
Late dry
Wet
Early dry
Late dry
Wet
Early dry
Late dry
L-67A
WC
204
5
10
10
8
8
8
8
8
8
L-29 East
WC
89
8
10
10
8
8
8
8
8
8
L-29 West
WC
97
8
10
10
8
8
8
8
8
8
L-31W North
MC
51
8
10
10
8
8
8
8
8
8
L-31W South
MC
33
5
10
10
8
8
8
8
8
8
C-111 South
MC
53
8
10
10
8
8
8
8
8
8
L-31N North†
L
57
0
0
10
8
8
0
8
8
8
L-31N South
L
84
8
5
10
8
8
8
8
8
8
C-111 North
L
93
8
5
10
8
8
8
8
8
8
Seasonal total
58
80
90
72
72
64
72
72
72
Annual total
N = 228
N = 208
N = 216
Notes: Shown are the number of electrofishing samples across the three seasonal sampling events per year. Canal units are
classified into three canal types: WC, well connected; MC, moderately connected; L, leveed. † L-31N North was not accessible at times with no samples. Notes: Shown are the number of electrofishing samples across the three seasonal sampling events per year. Canal units are
classified into three canal types: WC, well connected; MC, moderately connected; L, leveed. † L-31N North was not accessible at times with no samples. them to exhibit the highest degree of novelty
along our defined gradient (Fig. 1). rainfall conditions in years 1 and 2 of sampling
(Abtew et al. 2013). Climatic conditions in the
dry season of 2010–2011 (year 1) resulted in sev-
ere
region-wide
drought
conditions
with
prolonged drying and a late start to the wet sea-
son. In year 3, the system experienced above-
average rainfall conditions, and thus the wettest
conditions of the 3-year period. Sampling design We used a stratified random sampling design
to
allocate
replicated
electrofishing
sampling
effort across the nine canal sampling units over
time (hydrological seasons and years). A stratified
random sampling approach offers a robust design
by accounting for variability among strata, incre-
asing precision in generating estimates of fish
abundance, and also meets the assumptions of
probability statistics (Hansen et al. 2007, Bonar
et al. 2009). At each canal sampling unit, we used
ArcGIS to designate uniquely identified fixed
sampling
stations,
each
spaced
200 m
apart
(Table 1). At each seasonal sampling event, we
randomly selected 8–10 sampling stations to sam-
ple from each canal sampling unit (and in a few
rare exceptions only five stations; Table 1), and re-
randomized for each sampling event. We con-
ducted a total of nine sampling events (3 sea-
sons 9 3 yr)
over
the
course
of
the
study;
seasonal sampling events included wet (June–
November), early dry (December–February), and
late dry (March–May) for each of year of the
study. Between 2010 and 2013, sampling totaled
651 samples (9 canal sampling units 9 8–10 repli-
cate samples 9 3 seasons 9 3 yr = 651 samples;
Table 1). Novelty gradient across Everglades canals One site (L-31N
north) was not accessible during the wet, and
early dry samples of year 1 and late dry of year 2
(Table 1). ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 Novelty gradient across Everglades canals When resource dynam-
ics are altered via environmental disturbances,
niche opportunities (e.g., increased resources,
escape from enemies) may provide mechanisms
by which nonnatives can increase from low den-
sities and even become dominant (Shea and
Chesson 2002). As ecosystem novelty increases
in Everglades canals, we expected environmental
conditions to shift to those that share little Since our focus was to understand how a gra-
dient in novelty influences fish community struc-
ture, canal sampling units were classified into
three categories (hereafter CANALTYPE): well-
connected (WC), moderately connected (MC),
and leveed (L) canals (Table 1). WC canals
(n = 3) are connected to longer hydroperiod
marshes
nearly
year-round,
experiencing
a
greater influence from the natural hydrological January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 4 GANDY AND REHAGE . 2. Map showing the nine canal sampling units spanning across the southern and central portions of the
glades and surrounding Everglades National Park. Sites are coded based on their connectivity to marshes:
well connected canals; MC, moderately connected canals; L, leveed canals. WC canals are connected to
hes year-round, MC canals are connected only at high water conditions, and L canals are completely discon-
d from surrounding marsh habitats due to levees on both sides. Fig. 2. Map showing the nine canal sampling units spanning across the southern and central portions of the
Everglades and surrounding Everglades National Park. Sites are coded based on their connectivity to marshes:
WC, well connected canals; MC, moderately connected canals; L, leveed canals. WC canals are connected to
marshes year-round, MC canals are connected only at high water conditions, and L canals are completely discon-
nected from surrounding marsh habitats due to levees on both sides. regime (i.e., seasonal rainfall patterns; Fig. 1). MC canals (n = 3) are, on average, only con-
nected to adjacent shorter hydroperiod marshes
during the wet season and have intermediate
habitat complexity in their littoral zones. All WC
and MC canals have marsh connectivity on one
side of the canal (leveed on only one side). In contrast, L canals (n = 3) have no direct connec-
tivity to marsh habitats, receive little influence
from the natural hydrological regime, and have
low habitat complexity since they typically lack a
littoral zone. Electrofishing sampling effort f
g
p
g ff
Fishes were collected using a boat-mounted,
generator-powered electrofisher (two spherical
anodes, one-cathode system, Smith-Root GPP 9.0,
Vancouver, Washington, USA). Electrofishing is
an effective method for sampling fishes in fresh-
water habitats, including the Everglades, and elec-
trofishing catch per unit effort (CPUE) has been
shown to provide a reliable index of fish abun-
dance (Chick et al. 1999, 2004, Moulton et al. 2002, Rehage and Trexler 2006, Zale et al. 2013). Boat electrofishing uses a flat-bottom aluminum
boat to produce a standardized electrical field, so
that fish may be electroshocked, immobilized,
and easily collected. Each electrofishing sample
consisted of 300 s of standardized, intermittent
power application at 3000 W (Boucek and Rehage
2013). Since canal width is greater than the electric
field, a shoreline side was targeted for each sam-
ple. If a canal had marsh connectivity, then the Across the 3 years of our study, prevailing La
Nina
conditions
resulted
in
below-average January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 6 GANDY AND REHAGE at the time of each sample as a categorical vari-
able (LCON; connected or not connected to adja-
cent marsh at the time of sampling). Second, we
estimated regional connectivity by calculating
the proportion of days each canal unit was con-
nected to marshes for the year prior to the date
of each sample (DCON) using stage data pro-
vided by the Everglades Depth Estimation Net-
work
(http://www.sofia.usgs.gov/eden/). Data
from the closest gauges to each canal unit were
used. For both parameters, we defined a canal
unit as connected if the average marsh depth
was ≥10 cm. Marsh water depths lower than
10 cm in the Everglades have little remaining
standing water that is not uniformly distributed
across the marsh surface, making conditions
unsuitable for many fishes (Chick et al. 2004). marsh side of the canal was always sampled. If
both sides were leveed, a shoreline was randomly
selected for each sample. To ensure adequate sam-
pling across the entire canal shoreline, samples
began from two meters out from the littoral zone
edge in deep water and crossed the littoral zone
in a zigzag fashion at a 45 to 90° angle to the shore
(Guy et al. 2009). Electrofishing sampling effort (
y
)
Fish were captured by two netters positioned
at the front of the boat, and placed in a holding
tank to be later identified and enumerated by
species after each sample was completed. Elec-
trofishing targeted all fish larger than 3 cm in
length (Rehage and Loftus 2007). We used elec-
trofishing CPUE as an index of abundance. We
defined CPUE as the sum of fishes caught and
shocked in each sample, adjusted for the length
of canal shoreline sampled (measured with a
GPS unit; Boucek and Rehage 2013). Shocked
fishes included fish that were not caught by net-
ters, but readily identified and counted while
shocking. If fish identification was questionable,
fish were not included in our CPUE, nor were
fish from the opposite shoreline. Thus, elec-
trofishing CPUE consisted of the number of fish
per 100 m of canal shoreline sampled: ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 Spatiotemporal variation in habitat and abiotic
attributes We found marked differences across CANAL-
TYPE, SEASON, and YEAR in the littoral habitats
of sampled canals (Table 2). We detected a gradi-
ent
in
habitat
complexity
of
canal
littoral
zones, such that PCOVER, PRICH, LZWIDTH,
and LZDEPTH declined as the degree of canal
connectivity to surrounding marshes decreased
(Appendix S2). Overall, littoral habitats in L
canals were markedly less complex and nearly
absent, with steep banks and sparse vegetation
providing less cover for fish (Appendix S2). Aver-
age LZW and LZD decreased from 2.3 0.1 m
and 1.0 0.0 m in WC canals to an average of
0.6 0.1 m and 0.7 0.0 m in L canals, respec-
tively. Littoral zone PCOVER and PRICH declined
nearly threefold from WC canals to L canals with
MC canals showing intermediate conditions (x%
COVER = 43.6 1.6 and xPRICH = 4.0 0.2 to x%
COVER =
15.3 1.7
and
xPRICH =
1.3 0.1,
respectively). Seasonally, we detected a general
shrinking of the littoral zone, especially between
the wet and the late dry, but the magnitude of this
effect was not the same across canal types
(Table 2). MC canals showed the greatest seasonal
reduction in habitat complexity (37% reduction in
COVER and 45% reduction in PRICH). pp
Models were fitted using a stepwise selection
procedure. We used the Akaike’s information cri-
terion for selecting the most parsimonious model
corrected for small sample size (AICc), and R2 to
evaluate the % of variation explained by each
variable set (Anderson et al. 2008). We conducted
DISTLM separately for the three assemblages: all
fishes, natives only, and nonnatives only, using
Bray–Curtis resemblance matrices (Faith et al. 1987, Legendre and Gallagher 2001). Prior to anal-
ysis, all predictor variables were examined for co-
linearity
to
eliminate
redundant
variables
(r > 0.6) using principal components analysis and
draftsman plots (Legendre and Anderson 1999,
McArdle and Anderson 2001). Last, we used
dbRDA plots to visualize the results of DISTLMs
with
vectors
of
predictor
variables
overlaid. Variation in abiotic conditions was mainly a
product of seasonality and sampling YEARS and
not CANALTYPE (Table 2). Average DO levels
were
lowest
in
the
wet
season
(2.0 mg/L)
and highest in the late dry (4.4 mg/L). Statistical analyses We used a two-step approach to examine vari-
ation and structure in canal fish communities in
relation to the degree of novelty of canals and
hydrological, habitat, and spatiotemporal dri-
vers. First, we fitted generalized linear models to
examine spatiotemporal variation in abundance
and richness of all fishes, and then of natives and
nonnatives separately. We then used multivariate
tools to test for variation in community structure
across space and time, and for the relative contri-
bution of predictor variables (hydrological, habi-
tat, and abiotic variables). CPUE ¼
Fish netted þ fish shocked
distance sampled ðmÞ
100 CPUE ¼
Fish netted þ fish shocked
distance sampled ðmÞ
100 Habitat, abiotic, and hydrological attributes At the beginning of each sample, we measured
habitat and abiotic conditions to examine their
influence
on
community
structure
(Appen-
dix S1). Submersed aquatic vegetation (SAV)
characteristics were measured using a 0.5-m2
quadrat every meter in a transect perpendicular
to the shoreline out to 2 m into deep water. Within each quadrat, we measured SAV percent
cover (PCOVER) and species richness (PRICH)
as well as the average littoral zone depth
(LZDEPTH) and width (LZWIDTH). At each
sample, we also measured physicochemical con-
ditions including dissolved oxygen (DO), tem-
perature
(TEMP),
and
ambient
conductivity
(COND) with a multisonder YSI unit, and water
clarity using a Secchi disk (SECCHI). We examined spatiotemporal variation in fish
abundance and richness of all fishes, natives
only, and nonnatives only, as well as habitat and
abiotic
variables,
using
univariate
two-way
nonparametric permutational analysis of vari-
ance (PERMANOVA; Anderson 2001) to test for
the fixed effects of CANALTYPE (WC, MC, and
L) and SEASON (wet, early dry, late dry), the
random effect year (YEAR), and the interactions
of fixed effects. To examine community structure, we con-
ducted two-way nonparametric permutational
analysis of variance (PERMANOVA; Anderson
2001, Anderson and Robinson 2003, Anderson
et al. 2008) on three assemblage models: all
fishes, natives only, and nonnatives only. Each
model was based on fourth-root-transformed (to
account for rare species) Bray–Curtis similarity
matrices (Clarke and Warwick 2001). Models
tested for the fixed effects CANALTYPE and To quantify hydrological connectivity between
canals and surrounding marshes, we recorded
two hydrological parameters (Appendix S1). Statistical analyses First, we measured the local marsh connectivity 7 7 January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org GANDY AND REHAGE Statistical
significance
of
predictor
sets
was
assessed at a = 0.05 with 999 random permuta-
tions. DISTLMs were conducted using PERMA-
NOVA+ for Primer 6.0 (Anderson et al. 2008). We
then fitted simple regressions to better under-
stand the relationship between native and nonna-
tive abundance aggregated across the nine canal
sampling units and key predictor variables identi-
fied in DISTLM analyses and dbRDAs in Sigma-
Plot 11.0, San Jose, California, USA. SEASON, the random effect YEAR, and the inter-
actions of fixed effects. We followed significant
main effects with PERMANOVA post hoc pair-
wise comparison tests. All PERMANOVA tests
were based on 999 unrestricted permutations of
the residuals under a reduced model to obtain a
pseudo-F-statistic and subsequent P value using
type I sums of squares in PERMANOVA+ for Pri-
mer 6.0 (Anderson et al. 2008). SEASON, the random effect YEAR, and the inter-
actions of fixed effects. We followed significant
main effects with PERMANOVA post hoc pair-
wise comparison tests. All PERMANOVA tests
were based on 999 unrestricted permutations of
the residuals under a reduced model to obtain a
pseudo-F-statistic and subsequent P value using
type I sums of squares in PERMANOVA+ for Pri-
mer 6.0 (Anderson et al. 2008). To examine the relationship between fish com-
munity structure and predictor variables, we
used distance-based linear models (DISTLMs;
Legendre and Anderson 1999). The DISTLM pro-
cedure is a distance-based redundancy analysis
(dbRDA) that uses multivariate multiple regres-
sions and performs a permutation test to model
the variability of an assemblage matrix against
multiple predictor variables (Anderson et al. 2008). We used DISTLMs to assess the relative
contribution of five predictor variable sets: (1)
spatial, (2) temporal, (3) hydrological, (4) habitat,
and (5) abiotic factors (Appendix S1). Spatial
variables included each canal unit (CANALU-
NIT) and CANALTYPE (WC, MC, L), temporal
factors included YEAR, and hydrological vari-
ables included the annual proportion of days
each CANALUNIT was connected to marshes
(DCON), the local connectivity of the sampled
area to adjacent marshes (LCON), and SEASON
(wet, early dry, late dry). Habitat variables
included
PCOVER,
PRICH,
LZWIDTH,
and
LZDEPTH (averaged for each sample), and abi-
otic variables included DO, COND, TEMP, and
SECCHI (Appendix S1). January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org Spatiotemporal variation in habitat and abiotic
attributes Although
lower wet season DO values were contrary to
what we would expect, previous work has found
DO to be highly correlated with phosphorus
(McCormick and Laing 2003); we suspect our
results here to be driven by phosphorus-enriched January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 8 GANDY AND REHAGE Table 2. Results of PERMANOVAs testing the fixed effects CANALTYPE (WC, MC, and L) and SEASON (wet,
early dry, and late dry), the random effect hydrological year (YEAR), and the interactions of fixed effects
(CT 9 S) on habitat and abiotic variables. (
)
Effects by variable
df
F
P
Effects by variable
df
F
P
PCOVER (%)
DO (mg/L)
CANALTYPE (CT)
2, 622
52.1
0.005
CANALTYPE (CT)
2, 622
1.4
0.403
SEASON (S)
2, 622
3.2
0.159
SEASON (S)
2, 622
7.6
0.048
YEAR
2, 622
17.9
0.001
YEAR
2, 622
5.1
0.005
CT 9 S
4, 622
8.5
0.004
CT 9 S
4, 622
0.6
0.647
PRICH
TEMP (°C)
CANALTYPE (CT)
2, 622
199.6
0.010
CANALTYPE (CT)
2, 622
2.0
0.248
SEASON (S)
2, 622
5.0
0.084
SEASON (S)
2, 622
7.1
0.043
YEAR
2, 622
12.0
0.001
YEAR
2, 622
13.6
0.001
CT 9 S
4, 622
5.3
0.026
CT 9 S
4, 622
0.8
0.531
LZWIDTH (m)
COND (lS/cm)
CANALTYPE (CT)
2, 622
75.4
0.004
CANALTYPE (CT)
2, 622
1.4
0.396
SEASON (S)
2, 622
6.1
0.065
SEASON (S)
2, 622
0.4
0.730
YEAR
2, 622
6.3
0.001
YEAR
2, 622
17.3
0.001
CT 9 S
4, 622
1.4
0.291
CT 9 S
4, 622
0.7
0.567
LZDEPTH (m)
SECCHI (m)
CANALTYPE (CT)
2, 622
6.9
0.077
CANALTYPE (CT)
2, 622
2.7
0.150
SEASON (S)
2, 622
8.3
0.038
SEASON (S)
2, 622
2.6
0.225
YEAR
2, 622
8.4
0.030
YEAR
2, 622
2.3
0.088
CT 9 S
4, 622
0.6
0.660
CT 9 S
4, 622
1.9
0.226
Notes: Significant results (P < 0.01) are bolded. Habitat variables include littoral percent vegetation cover (PCOVER), plant
species richness (PRICH), littoral zone width (LZWIDTH), and littoral zone depth (LZDEPTH). WC, well connected canals;
MC, moderately connected canals; L, leveed canals. Notes: Significant results (P < 0.01) are bolded. Habitat variables include littoral percent vegetation cover (PCOVER), plant
species richness (PRICH), littoral zone width (LZWIDTH), and littoral zone depth (LZDEPTH). WC, well connected canals;
MC, moderately connected canals; L, leveed canals. Spatiotemporal variation in habitat and abiotic
attributes represented 99% of total CPUE in WC canals and
68% in MC canals, but only 53% L in canals. Notable is the fact that in L canals, total fish
CPUE was four times lower than in WC canals,
and close to half of fish caught were nonnative
(47%). Mean nonnative fish CPUE was also simi-
lar between MC and L canals, an average of 16.7
fish/100 m (P = 0.730). waters being flushed out of upstream agricul-
tural areas into canals during high water periods. For TEMP, mean values were higher in the wet
(27.5°C) and lowest in the early dry season
(23.7°C, P ≤0.001). January 2017 ❖Volume 8(1) ❖Article e01634 Spatiotemporal variation in fish relative
abundance and richness Over 3 years, we collected 28,817 fishes: 23,771
natives (33 spp.) and 5046 nonnatives (16 spp.;
Appendix S3). Patterns of fish abundance and
species richness in Everglades canals varied sig-
nificantly as a function of both space (CANAL-
TYPE) and time (SEASON and YEAR). This was
true when considering all taxa combined, as well
as
native
and
nonnative
fishes
separately
(Table 3). Total fish CPUE decreased as canals
became more novel (WC to L), particularly as a
result of reductions in native fishes (Fig. 3A). On
average, we caught 125.6 11.7 fish/100 m in
WC canals, 76.7 7.5 fish/100 m in MC canals,
and only 27.8 4.1 fish/100 m in L canals. The
relative ratio of native to nonnative fishes also
decreased with increased novelty. Native fishes Patterns in species richness across CANAL-
TYPE
generally
mirrored
those
of
CPUE
(Table 3). Total species richness (mean per 100 m
of shoreline sampled) was highest in WC canals
(8.9 spp.), intermediate in MC canals (8.1 spp.),
and lowest in L canals (5.5 spp.; Fig. 3B). As
expected, mean native richness decreased from
WC to L canals (WC = 8.3 spp., MC = 5.1 spp.,
L = 3.1 spp.). But, contrary to expectations, non-
native richness was highest in MC canals (3.1
spp.), relative to L (2.4 spp.) vs. <1 spp. on aver-
age per 100 m in WC canals. Over time, variation in canal fish assemblages
was detected both as a function of SEASON,
YEAR, and a differential effect of SEASON and as
a function of CANALTYPE (Table 3). Seasonally January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 9 GANDY AND REHAGE Table 3. Results of PERMANOVAs testing the main fixed effects CANALTYPE (WC, MC, and L), SEASON (wet,
early dry, and late dry), the random effect YEAR (HY1, HY2, and HY3), and the CANALTYPE 9 YEAR inter-
action on total CPUE, species richness, and fish composition. Table 3. Results of PERMANOVAs testing the main fixed effects CANALTYPE (WC, MC, and L), SEASON (wet,
early dry, and late dry), the random effect YEAR (HY1, HY2, and HY3), and the CANALTYPE 9 YEAR inter-
action on total CPUE, species richness, and fish composition. early dry, and late dry), the random effect YEAR (HY1, HY2, and HY3), and the CANALTYPE 9 YEAR inter-
action on total CPUE, species richness, and fish composition. Spatiotemporal variation in fish relative
abundance and richness Temporal patterns in species richness generally
followed CPUE patterns (Table 3), with more
species caught in the dry season but variation in
the timing of peak richness (early vs. late dry
season), and minor seasonality in L canals
(Fig. 4D–F). Native fish richness (mean per sam-
ple) peaked in the early dry season in MC canals
(6.2 vs. 3.9 spp. in the wet season, P < 0.01), but
in the late dry in WC canals (9.4 vs. 6.6 spp. in
wet season, P = 0.03; Fig. 4E). Nonnative rich-
ness showed seasonality only in MC canals,
peaking in the early dry season (3.8 in early dry
vs. 2.1 in wet, P = 0.01) and matching the behav-
ior of native richness in MC canals. In L canals,
we observed a significant but small-magnitude
SEASON
effect
for
native
species
richness
between the early and late dry seasons (2.6–3.6
spp., P = 0.034), and no seasonality in nonnative
richness (P > 0.152). (
)
For nonnatives, we detected no seasonality in
WC canals where nonnative numbers were very
low (<1.8 fish/100 m; Fig. 4C); however, we did
detect seasonality in MC and L canals (P < 0.001;
Fig. 4C). In MC canals, nonnative fishes incre-
ased sixfold between the wet and early dry, and
then decreased by half in the late dry, very simi-
lar to the pattern seen in native fishes. In
L
canals,
nonnative
numbers
increased
by
nearly twofold between the early dry and late. Spatiotemporal variation in fish relative
abundance and richness Effects by assemblage
CPUE
Species richness
Composition (Bray–Curtis
dissimilarity)
df
F
P
F
P
df
Pseudo-F
P (perm)
All taxa
CANALTYPE (CT)
2, 622
31.9
0.010
23.1
0.024
2, 621
16.5
0.004
SEASON (S)
2, 622
26.1
0.012
34.5
0.038
2, 621
3.5
0.044
YEAR
2, 622
16.8
0.001
13.6
0.001
2, 621
8.7
0.001
CT 9 S
4, 622
9.5
0.004
5.1
0.032
4, 621
2.5
0.004
Natives only
CANALTYPE (CT)
2, 622
57.5
0.005
74.5
0.005
2, 610
11.5
0.009
SEASON (S)
2, 622
19.5
0.011
22.6
0.034
2, 610
4.0
0.021
YEAR
2, 622
11.9
0.001
12.8
0.001
2, 610
9.7
0.001
CT 9 S
4, 622
8.4
0.010
4.1
0.045
4, 610
2.7
0.001
Nonnatives only
CANALTYPE (CT)
2, 622
47.0
0.025
52.7
0.004
2, 472
13.4
0.002
SEASON (S)
2, 622
9.1
0.036
8.4
0.047
2, 472
1.4
0.318
YEAR
2, 622
10.8
0.001
4.3
0.014
2, 472
1.1
0.362
CT 9 S
4, 622
11.6
0.004
8.9
0.003
4, 472
3.2
0.001
Notes: Significant results (P < 0.01) are bolded. PERMANOVA models were run separately for all taxa, native fishes only,
and nonnative fishes only. WC, well connected canals; MC, moderately connected canals; L, leveed canals. Notes: Significant results (P < 0.01) are bolded. PERMANOVA models were run separately for all taxa, native fishes only,
and nonnative fishes only. WC, well connected canals; MC, moderately connected canals; L, leveed canals. and across all CANALTYPEs combined, CPUE
generally increased from an average of 33 fish/
100 m in the wet season to 83 fish/100 m in the
early dry, and to a peak abundance of 115 fish/
100 m in the late dry season (Fig. 4). This three-
to fourfold increase in fish CPUE over the dry sea-
son was primarily driven by large increases in the
native fauna, and particularly in WC canals
(Fig. 4A–C). Thus, the effect of seasonality varied
as a function of CANALTYPE (Table 3). In WC
canals, native fishes peaked in the late dry season
with a nearly 4.5-fold increase relative to the wet
season, while increases in MC canals (7.5-fold)
occurred earlier in the early dry season (xwet =
14.2 to xearly dry = 105.0 fish/100 m; Fig. 4B). In
contrast, we noted no seasonality in native fish
CPUE in L canals (P = 0.690). ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 Spatiotemporal variation in fish community
structure As a whole, fish community structure showed
marked dissimilarity as a function of all effects
tested (Table 3). However, the influence of these
structuring drivers varied between the native
and nonnative components of the fauna. For January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 10 GANDY AND REHAGE Fig. 3. Total catch per unit effort (CPUE) (no. of fish/
100 m; A) and species richness (B) for all fishes
(scale pattern bars), natives only (white bars), and non-
natives only (gray bars) across the CANALTYPE
novelty gradient; WC, well connected canals; MC,
moderately connected canals; L, leveed canals. Shown
are means SE. and nonnatives only assemblages, respectively
(Fig. 5A). For all three groups, spatial factors
(CANALUNIT and CANALTYPE) consistently
explained a much larger proportion of the vari-
ance relative to the other variable sets (32.1% for
all fishes, 26.7% for natives, and 26.9% for nonna-
tives). Second in importance, although explain-
ing a much smaller proportion of the variation,
were hydrological variables across the three
groups (5.1%, 6.5%, and 3.6%, respectively),
while temporal, habitat, and abiotic variables
explained a minimal amount of variance (<2%;
Fig. 5A). Habitat variables were only important
predictors for the all fishes and natives only
models (P = 0.001). Abiotic variables had slightly
greater explanatory power for nonnatives than
for natives (1.9% vs. 1.3%), whereas hydrological
variables explained more variance for natives
than for nonnatives (6.5% vs. 3.6%). Fig. 3. Total catch per unit effort (CPUE) (no. of fish/
100
A)
d
i
i h
(B) f
ll fih The dbRDA ordinations were considered to be
a good representation of fish community struc-
ture since axes 1 and 2 combined represented
63.4%, 67.5%, and 59.3% of the fitted variation in
all fishes, natives only, and nonnatives only
models (Fig. 5B–D). Three continuous variables
were identified as explaining the most variation
in community structure in all three analyses
(Fig. 5B–D). The hydrological variable DCON
independently
explained
the
most
variance
consistently for all three models (16.1% all
fishes, 13.3% natives only, 8.5% nonnatives only). Among the habitat and abiotic variables, LZW
explained the most variation (5.7%) in the natives
model, but DO independently explained the
most variation (2%) in the nonnatives model
(Fig. 5C, D). Regressing CPUE as a function of
DCON, LZW, and DO showed varying relation-
ships with respect to native vs. nonnative fishes. Spatiotemporal variation in fish community
structure Native fishes were more abundant as connec-
tivity to surrounding marshes increased and
followed a linear relationship, whereas nonna-
tives decreased with connectivity in a nonlinear
fashion (Fig. 6A, B). Similarly, natives and non-
natives also exhibited opposing relationships as
a function of habitat complexity (LZW; Fig. 6C,
D). Natives were more abundant as the width of
the littoral zone increased, while the opposite
was
true
for
nonnatives. No
significant
relationship was detected for both native and
nonnative
abundance
as
a
function
of
DO
(Fig. 6E, F). Fig. 3. Total catch per unit effort (CPUE) (no. of fish/
100 m; A) and species richness (B) for all fishes
(scale pattern bars), natives only (white bars), and non-
natives only (gray bars) across the CANALTYPE
novelty gradient; WC, well connected canals; MC,
moderately connected canals; L, leveed canals. Shown
are means SE. native fishes, community dissimilarity was dri-
ven by both spatial and temporal stressors, while
nonnative community structure was more spatial
than temporally influenced; only CANALTYPE
and the CANALTYPE 9 SEASON interaction
were significant effects (Table 3). Relative contribution of predictor variable sets The best fitted DISTLMs explained 40.8%,
36.9%, and 33.4% of the variation in commu-
nity structure across all fishes, natives only, January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 11 GANDY AND REHAGE Fig. 4. Catch per unit effort (CPUE; no. of fish/100 m; A–C) and species richness (D–F) by SEASON for all
fishes, natives only, and nonnatives only across the CANALTYPE novelty gradient; WC, well connected canals;
MC, moderately connected canals; L, leveed canals. Shown are means SE. Fig. 4. Catch per unit effort (CPUE; no. of fish/100 m; A–C) and species richness (D–F) by SEASON for all
fishes, natives only, and nonnatives only across the CANALTYPE novelty gradient; WC, well connected canals;
MC, moderately connected canals; L, leveed canals. Shown are means SE. January 2017 ❖Volume 8(1) ❖Article e01634 DISCUSSION variation in canal traits and to the degree of fish
invasion, such that not all man-made canals are
created equal. We expected a lower invasion rate
in canals with higher connectivity (i.e., year-
around) to nearby marshes and higher habitat
complexity, and thus lower novelty, and a higher
invasion rate associated with canals with low
connectivity to marshes (higher novelty). Our
findings matched this prediction well for native
taxa, but the pattern deviated for nonnative Human-caused modifications to both abiotic
conditions and biotic composition are increas-
ingly leading to novel ecosystems (Milton 2003,
Hobbs et al. 2006, 2009, 2013, Williams and Jack-
son 2007), and possibly to gradients in such nov-
elty that directly relate to the degree of alteration
(King et al. 2011). We hypothesized a gradient in
novelty in Everglades canals that related to January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 12 GANDY AND REHAGE Fig. 5. Summary of distance-based linear models (A) showing the contribution of spatial, temporal, hydro-
logical, habitat, and abiotic predictor variable sets in explaining differences in fish community structure for each
assemblage model. Distance-based redundancy ordinations of the (B) all fishes model, (C) natives only model,
and (D) nonnatives only model showing the independent contribution of predictor variables (Appendix S1) from
the most parsimonious models (P < 0.01 significance). Vectors represent the direction and strength of each pre-
dictor variables relationship against the dbRDA axes. WC, well connected canals; MC, moderately connected
canals; L, leveed canals; dbRDA, distance-based redundancy analysis F
log
ass
and
the Fig. 5. Summary of distance-based linear models (A) showing the contribution of spatial, temporal, hydro-
logical, habitat, and abiotic predictor variable sets in explaining differences in fish community structure for each
assemblage model. Distance-based redundancy ordinations of the (B) all fishes model, (C) natives only model,
and (D) nonnatives only model showing the independent contribution of predictor variables (Appendix S1) from
the most parsimonious models (P < 0.01 significance). Vectors represent the direction and strength of each pre-
dictor variables relationship against the dbRDA axes. WC, well connected canals; MC, moderately connected
canals; L, leveed canals; dbRDA, distance-based redundancy analysis fishes. Native fish communities were more abun-
dant and speciose as novelty decreased (WC
> MC > L canals). However, nonnative abun-
dance was lowest in WC canals, but similar
between MC and L canals. January 2017 ❖Volume 8(1) ❖Article e01634 DISCUSSION In Everglades canals, native
fish richness and abundance declined sharply as
hydrological and habitat complexity became
more novel with extremely low numbers in the
most novel L canals. We suspect this pattern is
indicative of poorer habitat quality for natives as
canal littoral zones become smaller and less com-
plex, and as productivity and prey availability
associated
with
the
loss
of
connectivity
to
marshes are reduced. Although canals may pro-
vide deep, suitable habitat for larger taxa, it is
the connectivity to marshes and the presence of
littoral zones that enhance fish numbers (includ-
ing prey), as told by the larger increases in fish
abundance in the dry season as surrounding
marshes went dry. More complex littoral zones
within reservoirs can support a higher diversity
in fish communities and have a greater potential
for maintaining native populations, especially
juveniles that use these areas to avoid predation
(Fernando and Holcık 1991, Matthews et al. 2004). The most salient finding of our study was that
spatial factors appeared to be the most signifi-
cant driver of assembly patterns in canal fishes. The location of a canal and the marsh it bisects,
as well as the degree of canal connectivity to the
marsh habitat, appeared to have a strong influ-
ence on fish assemblages. This finding agrees
with previous work showing that anthropogenic
gradients can result in a divergence in fish com-
munities. For instance, Slawski et al. (2008)
found that urbanization in the upper Des Plaines
River watershed had a strong influence on fish
species composition, shifting from cool-water
riverine specialist to warm-water riverine gener-
alist as urbanization in undammed tributaries
increased. However, in our study we expected
that given the relatively uniform nature of canals
as aquatic habitats (i.e., extensive with similar
depth and width and relatively low structure
except for littoral zones), we would see a high
degree of biotic homogenization across the canal
domain sampled (e.g., McKinney and Lockwood
1999, Rahel 2002). Gido et al. (2009) found that in
the novel habitat of reservoirs, patterns of fish
community structure were homogenous across
drainage basins and more so relative to natural
stream assemblages. In contrast, our Everglades
canal fish community was markedly spatially
segregated, with distinct fish assemblages along
canals and even along sections of the same canal,
despite the fact that all sites were part of an inter-
connected canal network. DISCUSSION Nonnative richness was lowest in WC canals and, contrary to predic-
tions, peaked in MC and was intermediate in L
canals. Community structure differed vastly as a
function of CANALTYPE, and this structure was
primarily influenced by spatial factors and to a January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 13 GANDY AND REHAGE Fig. 6. Best fit regression models (linear and quadratic) fitted to native (A, C, and E) and nonnative (B, D,
and F) fish abundance (no. of fish/100 m) against the top hydrological (% days connected to the marsh the year
prior), habitat complexity (littoral zone width), and abiotic variables (dissolved oxygen) that explained the most
independent variation in community structure from distance-based linear models/redundancy analysis (see
Fig. 5). Regressions were fitted to the nine canal sampling unit seasonal means. CPUE, catch per unit effort. ❖www.esajournals.org
14
January 2017 ❖Volume 8(1) ❖Article e01634 Fig. 6. Best fit regression models (linear and quadratic) fitted to native (A, C, and E) and nonnative (B, D,
and F) fish abundance (no. of fish/100 m) against the top hydrological (% days connected to the marsh the year
prior), habitat complexity (littoral zone width), and abiotic variables (dissolved oxygen) that explained the most
independent variation in community structure from distance-based linear models/redundancy analysis (see
Fig. 5). Regressions were fitted to the nine canal sampling unit seasonal means. CPUE, catch per unit effort. ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 14 GANDY AND REHAGE much lesser extent by other factors (hydrological,
habitat, and abiotic). Importantly, we noted con-
trasting responses between native and nonnative
fish abundance and key hydrological and habitat
factors. Across sampling events,
native fish
abundance was positively related to the hydro-
logical connectivity of canals to surrounding
marshes and size of the canal littoral zones, while
the opposite was true for the nonnative fishes. canals comparing movement patterns between
native largemouth bass and nonnative Mayan
cichlids showed similar and relatively small lin-
ear movements within canals (<1 to 4 km), but
did detect higher frequencies of movement over
greater
distances
from
canals
into
adjacent
marshes in the nonnative Mayan cichlid (Parkos
and Trexler 2014). )
Human alterations to aquatic systems can
lower habitat quality by disrupting natural geo-
morphologic
processes,
spatial
heterogeneity
patterns, and the natural fluctuation of resources
(Ligon et al. 1995, Humborg et al. 1997, Poff
et al. 1997, Rosenberg et al. 2000, Bunn and
Arthington 2002). ❖www.esajournals.org DISCUSSION Similar decreases in fish abundance later in the
dry season have been documented in mangrove
creeks, which serve as important dry-down habi-
tats in the southern Everglades, and which have
been attributed to predation by the larger pisci-
vores. For example, Boucek and Rehage (2013)
found that the arrival of a marsh prey subsidy in
southern Everglades mangrove creeks during the
onset of the dry season resulted in fitness gains
for both marsh (largemouth bass) and estuarine
(snook) consumers. Interestingly, nonnative taxa
showed a similar increase in MC canals, indicat-
ing that they are also likely entering canals from
marshes as native fishes do, but their numbers
did not experience a decrease later in the season. In WC canals, seasonal increases occurred later
in the dry season. Although canals may be lower
quality habitats because of the high abundance
of predators and low habitat complexity, they
could provide better habitat in extreme droughts,
playing a greater role in the re-colonization of
marshes during these events and under the
increased frequency of such events with climate
change. Along those lines, differences in native fish
abundance between WC and MC canals likely
reflect the variation in fish prey productivity of
the marshes they bisect. WC canals connect to
longer hydroperiod marshes almost year-round,
which have been shown to have higher fish
abundances than the shorter hydroperiod mar-
shes that connect to MC canals only during the
wet season (Chick et al. 2004, Green et al. 2006). Additionally, canal connectivity to marsh species
pools with different community structure may
have contributed to the observed patterns in this
study. For instance, Parkos et al. (2011) docu-
mented differences in fish community structure
in WCA 3A marshes that connect to WC canals
compared to fishes within ENP marshes which
connect to moderately connected canals. y
Variation in the degree of marsh connectivity
across canals also likely influences the role of
canals as dry-down refuges. In pulsing systems,
seasonal variation in rainfall drives patterns of
inundation and thus habitat availability for fishes
and other aquatic taxa, such that fish survival is
highly dependent on refuge size, the intensity of
the dry-down period, and mobility (Magoulick
and Kobza 2003, Robson et al. 2013). DISCUSSION The higher native species richness and abun-
dance and lowest degree of invasion in WC
canals, and conversely the highest degree of
invasion in L canals, are congruent with the bio-
tic resistance hypothesis (Elton 1958) and its
more recent formulation of the diversity–invasi-
bility hypothesis (Tilman 1999). These hypothe-
ses postulate that invasive species are expected
to fail to invade or have reduced invasion success
in more diverse communities. This is due to a
lack of open niche opportunities, lower reso-
urces, and/or increased competition or other
antagonistic interactions as the number of native
species and previous invaders increases (Shea
and Chesson 2002, Levine et al. 2004). In aquatic This high degree of heterogeneity detected in
both the native and nonnative fish assemblages
points to the potential for (1) limited dispersal
abilities in fish species, (2) the ability of water
control structures and water management to pre-
vent fish movement and thus increase hetero-
geneity, and/or (3) an overwhelming effect of the
surrounding marsh characteristics and not canals
per se to drive the community structure of canal
fish communities. Recent work in Everglades ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 15 GANDY AND REHAGE systems, studies have found evidence in support
of this hypothesis (e.g., Stachowicz et al. 1999,
Dunstan and Johnson 2004). However, other
mechanisms may also be operating (e.g., Moyle
and Marchetti 2006). For instance, Henriksson
et al. (2015) found that the presence of one single
species (i.e., species identity hypothesis; Crawley
et al. 1999, Emery and Gross 2007) better expl-
ained Arctic char invasion success into Swedish
lakes compared to native species richness or the
community saturation level. systems, studies have found evidence in support
of this hypothesis (e.g., Stachowicz et al. 1999,
Dunstan and Johnson 2004). However, other
mechanisms may also be operating (e.g., Moyle
and Marchetti 2006). For instance, Henriksson
et al. (2015) found that the presence of one single
species (i.e., species identity hypothesis; Crawley
et al. 1999, Emery and Gross 2007) better expl-
ained Arctic char invasion success into Swedish
lakes compared to native species richness or the
community saturation level. would expect from the hydroperiod of surround-
ing marshes. In MC canals, abundance of natives
peaked sooner reflecting earlier drying of the sur-
rounding shorter hydroperiod marshes followed
by reductions by ~50% in the late dry season,
likely attributed to predation. January 2017 ❖Volume 8(1) ❖Article e01634 DISCUSSION The recur-
rent pattern of seasonal drying in Everglades
marshes is a major driver of fish community
dynamics as fish move to both natural (i.e., alliga-
tor holes, solution holes, and estuarine mangrove
creeks; Loftus and Kushlan 1987, Kobza et al. 2004, Rehage and Loftus 2007, Parkos et al. 2011)
and artificial (i.e., canals; Rehage and Trexler
2006) refuges as water levels recede. In this study,
we saw further evidence of the use of canals as
dry-down habitats. Fish abundance increased by
fivefold in WC and sevenfold in MC in the dry
season, with no such increases observed in L
canals. The timing of these increases in abundance
varied among CANALTYPE, matching what we g
For nonnatives, a notable pattern was the
increase in their relative contribution as novelty
increased, representing nearly 50% of total fish in
L canals. We hypothesize that this finding relates
to the fact that these leveed canals provide lower
quality habitats for native fishes, lowering com-
petition or biotic resistance (Lowry et al. 2013)
and thus favoring the establishment of oppor-
tunistic invaders. Otherwise, given the known
broad environmental tolerances of nonnative
fishes (Moyle and Marchetti 2006), nonnative
taxa may be better able to withstand the less
favorable conditions of L canals. In lotic systems,
novel conditions have often been linked to shifts
in assemblages from natives to phenotypically
plastic and more tolerant nonnatives (Weaver
and Garman 1994, Onorato et al. 1998, Walters
et al. 2003). The extremely low contribution of
nonnatives in WC canals may relate to variation
in the role of canals as thermal refugia. Prior to
the beginning of this study in 2010, a severe cold January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 16 GANDY AND REHAGE snap led to a large mortality event for tempera-
ture sensitive taxa (Adams et al. 2012, Matich
and Heithaus 2012), including nonnatives such
as the Mayan cichlid, blue tilapia, and spotfin
spiny eel (Boucek and Rehage 2014, Rehage et al. 2016). We suspect nonnatives contributed to a
larger although still small part of the fish com-
munity in WC canals prior to the 2010 cold snap. Unpublished records from the Florida Fish and
Wildlife Conservation Commission point to non-
natives accounting for about 8.1% of fishes
caught in the L-67A canal (2006–2009), a WC
canal sampled in this study. ACKNOWLEDGMENTS We thank Jeff Kline, and Zach Fratto with Everglades
National Park, Kevin Whelan, Raul Urgelles, and the
National Park Service, South Florida, and Caribbean
Network staff for their contributions to this study. We
also thank Kevin Kotun with NPS for help in under-
standing how canals function hydrologically. We espe-
cially thank all current and past members of Dr. Rehage’s lab for help with sampling and insight, and
Dr. Joe Parkos for valuable feedback. This study was
made possible by funding provided by the National
Parks Service’s Critical Ecosystems Studies Initiative
(J5298-10-0011), and an Everglades Foundation Gradu-
ate Fellowship and Christina Menendez Fellowship to
David Gandy. The project was developed in collabora-
tion with the Florida Coastal Everglades Long-Term
Ecological Research program DBI-0620409 and DEB-
1237517, and NSF WSC-1204762). This is contribution
number
816
from
the
Southeast
Environmental
Research Center at Florida International University. p
Environmental disturbance is often implicated
as a key factor in facilitating species invasions
(D’Antonio et al. 1999, Bando 2006, Clark and
Johnston 2011). Disturbance can facilitate inva-
sion by releasing resource opportunities, escape-
ment
from
natural
predators,
or
indirectly
reducing native species abundance and thus
resources consumption (Davis et al. 2000, Shea
and Chesson 2002). Previous work in aquatic sys-
tems also points to the relation and feedback
between hydrological disturbance and invasions
(Marchetti et al. 2004, Leprieur et al. 2008). Not
unlike these studies, we documented opposing
relationships between marsh connectivity and
the abundance of native vs. nonnative taxa. These relationships suggest, at minimum, that
natives and nonnatives are responding to the
natural hydrology of the system in different
ways. Kiernan et al. (2012) showed that restora-
tion of the natural hydrological regime can lead
to the recovery of natives in heavily invaded Cal-
ifornia streams. Whether Everglades restoration
could have the same detrimental effects on non-
natives to the benefit of native taxa is not known
and merits further work. Regardless, canals are
permanent features of the Everglades landscape,
since most of this conveyance network that pro-
vides
water
supply
and
flood
control
and
reroutes water delivery into natural areas will
remain in place after ecosystem restoration. Our
results suggest that the inherent loss of natural DISCUSSION Temperature records
from the cold snap indicated that in WC canal
units, the pattern of water flow (from marshes
into canals) reached low temperatures in the
range of lethal limits of many nonnatives (e.g.,
Schofield et al. 2010, Schofield and Huge 2011),
while
canals
elsewhere
remained
warmer
(J. Kline, personal communication). environmental conditions and subsequent rep-
lacement by novel ones may result in wholesale
changes in fish community structure. ❖www.esajournals.org LITERATURE CITED E., and J. S. Rehage. 2013. No free lunch:
Displaced marsh consumers regulate a prey subsidy
to an estuarine consumer. Oikos 122:1453–1464. p
y
Dunstan, P. K., and C. R. Johnson. 2004. Invasion rates
increase with species richness in a marine epiben-
thic community by two mechanisms. Oecologia
138:285–292. Boucek, R. E., and J. S. Rehage. 2014. Climate extremes
drive changes in functional community structure. Global Change Biology 20:1821–1831. Ellis, E. C., K. K. Goldewijk, S. Siebert, D. Lightman,
and N. Ramankutty. 2010. Anthropogenic transfor-
mation of the biomes, 1700 to 2000. Global Ecology
and Biogeography 19:589–606. Bunn, S. E., and A. H. Arthington. 2002. Basic princi-
ples and ecological consequences of altered flow
regimes for aquatic biodiversity. Environmental
Management 30:492–507. Chick, J. H., J. S. Coyne, and J. C. Trexler. 1999. Effec-
tiveness of airboat electrofishing for sampling
fishes in shallow, vegetated habitats. North Ameri-
can Journal of Fisheries Management 19:957–967. Elton, C. S. 1958. The ecology of invasions by plants
and animals. Methuen, London, UK. Emery, S. M., and K. L. Gross. 2007. Dominant species
identity, not community evenness, regulates inva-
sion in experimental grassland plant communities. Ecology 88:954–964. g
Chick, J. H., C. R. Ruetz, and J. C. Trexler. 2004. Spatial
scale and abundance patterns of large fish commu-
nities in freshwater marshes of the Florida Ever-
glades. Wetlands 24:652–664. gy
Fabricius, K. E. 2005. Effects of terrestrial runoff on the
ecology of corals and coral reefs: review and syn-
thesis. Marine Pollution Bulletin 50:125–146. g
Clark, G. F., and E. L. Johnston. 2011. Temporal change
in the diversity–invisibility relationship in the pres-
ence of a disturbance regime. Ecology Letters 14:
52–57. Faith, D. P., P. R. Minchin, and L. Belbin. 1987. Compo-
sitional dissimilarity as a robust measure of ecolog-
ical distance. Vegetatio 69:57–68. Fernando, C. H., and J. Holcık. 1991. Fish in reservoirs. International Review of Hydrobiology 76:149–167. Clarke, K. R., and R. M. Warwick. 2001. Changes in
marine communities: an approach to statistical
analysis and interpretation. 2nd ed. Primer-E Ltd.,
Plymouth Marine Laboratory, Plymouth, UK. Foley, J. A., et al. 2011. Solutions for a cultivated pla-
net. Nature 478:337–342. y
y
y
Conley, D. J., P. Stalnacke, H. Pitk€anen, and A. Wilan-
der. 2000. The transport and retention of dissolved
silicate by rivers in Sweden and Finland. Limnol-
ogy and Oceanography 45:1850–1853. Fox, D. 2007. Ecology. Back to the no-analog future? Science 316:823–825. LITERATURE CITED Abtew, W., L. Cadavid, and V. Ciuca. 2013. Chapter 2:
South Florida hydrology and water management. In South Florida environmental report—volume I. South Florida Water Management District, West
Palm Beach, Florida, USA. Acreman, M. C., A. H. Arthington, M. J. Colloff,
C. Couch, N. D. Crossman, F. Dyer, I. Overton, C. A. Pollino, M. J. Stewardson, and W. Young. 2014. Environmental flows for natural, hybrid and novel
riverine ecosystems in a changing world. Frontiers
in Ecology and the Environment 12:466–473. gy
Adams, A. J., J. E. Hill, B. N. Kurth, and A. B. Barbour. 2012. Effects of a severe cold event on the subtropi-
cal, estuarine-dependent common snook, Centropo-
mus undecimalis. Gulf and Caribbean Research
24:13–21. Anderson, M. J. 2001. A new method for non-para-
metric multivariate analysis of variance. Austral
Ecology 26:32–46. Anderson, M. J., R. N. Gorley, and K. R. Clarke. 2008. PERMANOVA+ for PRIMER. Guide to software
and statistical methods. PRIMER-E Ltd., Plymouth,
UK. Anderson, M. J., and J. Robinson. 2003. Generalized
discriminant analysis based on distances. Aus-
tralian and New Zealand Journal of Statistics 45:
301–318. January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 17 GANDY AND REHAGE and feedbacks. Pages 413–452 in L. R. Walker, edi-
tor. Ecosystems of disturbed ground. Elsevier,
Amsterdam, The Netherlands. Arthington, A. H. 2012. Environmental flows: saving
rivers in the third millennium. Volume 4. Univer-
sity of California Press, Berkley, California, USA. y
y
Bando, K. J. 2006. The roles of competition and distur-
bance in a marine invasion. Biological Invasions
8:755–763. Davis, M. A., J. P. Grime, and K. Thompson. 2000. Fluctuating resources in plant communities: a gen-
eral theory of invasibility. Journal of Ecology
88:528–534. Barnosky, A. D., et al. 2012. Approaching a state shift
in Earth’s biosphere. Nature 486:52–58. Didham, R. K., J. M. Tylianakis, N. J. Gemmell, T. A. Rand, and R. M. Ewers. 2007. Interactive effects of
habitat modification and species invasion on native
species decline. Trends in Ecology and Evolution
22:489–496. p
Bonar, S. A., S. Contreras-Balderas, and A. C. Iles. 2009. An introduction to standardized sampling. Pages 1–12 in S. A. Bonar, W. A. Hubert, and D. W. Willis, editors. Standard methods for sampling
North American freshwater fishes. American Fish-
eries Society, Bethesda, Maryland, USA. Dudgeon, D., et al. 2006. Freshwater biodiversity:
importance, threats, status and conservation chal-
lenges. Biological Reviews of the Cambridge Philo-
sophical Society 81:163–182. y
y
Boucek, R. LITERATURE CITED Franssen, N. R., J. Harris, S. R. Clark, J. F. Schaefer,
and L. K. Stewart. 2013. Shared and unique mor-
phological responses of stream fishes to anthro-
pogenic habitat alteration. Proceedings of the
Royal Society B: Biological Sciences 280:20122715. Cramer, V. A., and R. J. Hobbs. 2002. Ecological conse-
quences of altered hydrological regimes in frag-
mented ecosystems in southern Australia: impacts
and possible management responses. Austral Ecol-
ogy 27:546–564. Freeman, M. C., C. M. Pringle, and C. R. Jackson. 2007. Hydrologic connectivity and the contribution of
stream headwaters to ecological integrity at regio-
nal scales. Journal of the American Water Reso-
urces Association 43:5–14. Crawley, M. J., S. L. Brown, M. S. Heard, and G. R. Edwards. 1999. Invasion-resistance in experimental
grassland communities: Species richness or species
identity? Ecology Letters 2:140–148. Fuller, P. L., G. L. Nico, and J. D. Williams. 1999. Nonindigenous
fishes
introduced
into
inland
waters of the United States, special publication 27. y
gy
D’Antonio, C. M., T. L. Dudley, and M. Mack. 1999. Disturbance and biological invasions: direct effects ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 18 GANDY AND REHAGE American Fisheries Society, Bethesda, Maryland,
USA. American Fisheries Society, Bethesda, Maryland,
USA. thresholds at exceptionally low levels of catchment
urbanization. Ecological Applications 21:1659–1678. Gido, K. B., J. F. Schaefer, and J. A. Falke. 2009. Con-
vergence of fish communities from the littoral zone
of reservoirs. Freshwater Biology 54:1163–1177. g
pp
Kline, J. L., W. F. Loftus, K. Kotun, J. C. Trexler, J. S. Rehage, J. J. Lorenz, and M. Robinson. 2014. Recent
fish introductions into Everglades National Park:
An unforeseen consequence of water management? Wetlands 34:175–187. gy
Green, D. P., J. C. Trexler, J. J. Lorenz, C. C. McIvor,
and T. Philippi. 2006. Spatial patterns of fish com-
munities along two estuarine gradients in southern
Florida. Hydrobiologia 569:387–399. Kobza, R. M., J. C. Trexler, W. F. Loftus, and S. A. Perry. 2004. Community structure of fishes inhabit-
ing aquatic refuges in a threatened Karst wetland
and its implications for ecosystem management. Biological Conservation 116:153–165. Gunderson, L. H., and W. F. Loftus. 1993. The Ever-
glades. Pages 199–255 in W. H. Martin, S. G. Boyce,
and A. C. Echternacht, editors. Biodiversity of the
southeastern United States: lowland terrestrial
communities. John Wiley and Sons, New York,
New York, USA. Kueffer, C. 2015. Ecological novelty: towards an inter-
disciplinary understanding of ecological change in
the Anthropocene. LITERATURE CITED Pages 19–37 in H. M. Greschke
and J. Tischler, editors. Grounding global climate
change. Contributions from the social and cultural
sciences. Springer Science+Business Media, Dor-
drecht, The Netherlands. Guy, C. S., P. J. Braaten, D. P. Herzog, J. Pitlo, and R. S. Rogers. 2009. Sampling warmwater fish in rivers. Pages 59–84 in S. A. Bonar, W. A. Hubert, and
D. W. Willis, editors. Standard methods for sam-
pling North American freshwater fishes. American
Fisheries Society, Bethesda, Maryland, USA. Legendre, P., and M. J. Anderson. 1999. Distance-based
redundancy analysis: testing multispecies respon-
ses in multifactorial ecological experiments. Eco-
logical Monographs 69:1–24. Hansen, M. J., T. D. Beard Jr., and D. B. Hayes. 2007. Sampling and experimental design. Pages 51–120
in C. S. Guy and M. L. Brown, editors. Analysis
and interpretation of freshwater fisheries data. American Fisheries Society, Bethesda, Maryland,
USA. Legendre, P., and E. D. Gallagher. 2001. Ecologically
meaningful transformations for ordination of spe-
cies data. Oecologia 129:271–280. Leprieur, F., O. Beauchard, S. Blanchet, T. Oberdorff,
and S. Brosse. 2008. Fish invasions in the world’s
river systems: When natural processes are blurred
by human activities. PLoS Biology 6:e28. Henriksson, A., J. Yu, D. A. Wardle, and G. Englund. 2015. Biotic resistance in freshwater fish communi-
ties: Species richness, saturation or species iden-
tity? Oikos 124:1058–1064. y
gy
Levine, J. M., P. B. Adler, and S. G. Yelenik. 2004. A
meta-analysis of biotic resistance to exotic plant
invasions. Ecology Letters 7:975–989. y
Hobbs, R. J., E. S. Higgs, and C. M. Hall. 2013. Novel
ecosystems: intervening in the new ecological
world order. Wiley-Blackwell, Oxford, UK. Light, S. S., and J. W. Dineen. 1994. Water control in
the Everglades: a historical perspective. Pages 47–
84 in S. M. Davis and J. C. Ogden, editors. Ever-
glades: the ecosystem and its restoration. St. Lucie
Press, Delray Beach, Florida, USA. y
Hobbs, R. J., E. Higgs, and J. A. Harris. 2009. Novel
ecosystems:
implications
for
conservation
and
restoration. Trends
in
Ecology
and
Evolution
24:599–605. Hobbs, R. J., et al. 2006. Novel ecosystems: theoretical
and management aspects of the new ecological
world order. Global Ecology and Biogeography
15:1–7. y
Ligon, F. K., W. E. Dietrich, and W. J. Trush. 1995. Downstream ecological effects of dams. BioScience
45:183–192. Lindenmayer, D. B., J. Fischer, A. Felton, M. Crane,
D. Michael, C. Macgregor, R. Montague-Drake,
A. Manning, and R. J. Hobbs. 2008. LITERATURE CITED Origins of func-
tional connectivity in a human-modified wetland
landscape. Canadian Journal of Fisheries
and
Aquatic Sciences 71:1418–1429. Matich, P., and M. R. Heithaus. 2012. Effects of an
extreme temperature event on the behavior and
age structure of an estuarine top predator, Car-
charhinus leucas. Marine Ecology Progress Series
447:165–178. Poff, N. L., J. D. Allan, M. B. Bain, J. R. Karr, K. L. Prestegaard, B. D. Richter, R. E. Sparks, and J. C. Stromberg. 1997. The natural flow regime. BioS-
cience 47:769–784. Matthews, W. J., K. B. Gido, and F. P. Gelwick. 2004. Fish assemblages of reservoirs, illustrated by Lake
Texoma (Oklahoma-Texas, USA) as a representa-
tive system. Lake and Reservoir Management
20:219–239. Pringle, C. M. 2001. Hydrologic connectivity and the
management of biological reserves: a global per-
spective. Ecological Applications 11:981–998. Pringle, C. 2003. What is hydrologic connectivity and
why is it ecologically important? Hydrological Pro-
cesses 17:2685–2689. McArdle, B. H., and M. J. Anderson. 2001. Fitting mul-
tivariate models to community data: a comment on
distance-based
redundancy
analysis. Ecology
82:290–297. Rabalais, N. N., R. E. Turner, and W. J. Wiseman. 2002. Gulf of Mexico Hypoxia, a.k.a. “the Dead Zone”. Annual
Reviews
in
Ecology
and
Systematics
33:235–263. McCormick, P. V., and J. A. Laing. 2003. Effects of
increased phosphorus loading on dissolved oxygen
in a subtropical wetland, the Florida Everglades. Wetlands Ecology and Management 11:199–216. Radeloff, V. C., et al. 2015. The rise of novelty in
ecosystems. Ecological Applications 25:2051–2068. gy
g
McKinney, M. L., and J. L. Lockwood. 1999. Biotic
homogenization: a few winners replacing many
losers in the next mass extinction. Trends in Ecol-
ogy and Evolution 14:450–453. Rahel, F. J. 2002. Homogenization of freshwater fau-
nas. Annual Review of Ecology and Systematics
33:291–315. Rehage, J. S., J. R. Blanchard, R. E. Boucek, J. J. Lorenz,
and M. Robinson. 2016. Knocking back invasions:
variable resistance and resilience to multiple cold
spells in native vs. nonnative fishes. Ecosphere 7:
e01268. gy
McVoy, C. W., W. P. Said, J. Obeysekera, J. A. VanAr-
man, and T. W. Dreschel. 2011. Landscapes and
hydrology of the predrainage Everglades. Univer-
sity Press of Florida, Gainesville, Florida, USA. Milton, S. J. 2003. “Emerging ecosystems” – A wash-
ing-stone for ecologists, economists and sociolo-
gists? South African Journal of Science 99:404–406. Rehage, J. S., and W. F. Loftus. 2007. LITERATURE CITED Novel ecosys-
tems
resulting
from
landscape
transformation
create dilemmas for modern conservation practice. Conservation Letters 1:129–135. Hoegh-Guldberg, O., et al. 2007. Coral reefs under
rapid climate change
and ocean
acidification. Science 318:1737–1742. Humborg, C., V. Ittekkot, A. Cociasu, and B. V. Bodun-
gen. 1997. Effect of Danube River dam on Black
Sea biogeochemistry and ecosystem structure. Nat-
ure 386:385–388. Loftus, W. F. 2000. Inventory of fishes of Everglades
National Park. Florida Scientist 63:27–47. Kiernan, J. D., P. B. Moyle, and P. K. Crain. 2012. Restoring native fish assemblages to a regulated
California stream using the natural flow regime
concept. Ecological Applications 22:1472–1482. Loftus, W. F., and J. A. Kushlan. 1987. Freshwater
fishes of southern Florida. Bulletin of the Florida
State Museum, Biological Sciences 31:147–344. Lowry, E., E. J. Rollinson, A. J. Laybourn, T. E. Scott,
M. E. Aiello-Lammens, S. M. Gray, J. Mickley, and
J. Gurevitch. 2013. Biological invasions: a field p
g
pp
King, R. S., M. E. Baker, P. F. Kazyak, and D. E. Weller. 2011. How novel is too novel? Stream community ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 19 GANDY AND REHAGE synopsis, systematic review, and database of the
literature. Ecology and Evolution 3:182–196. Onorato, D., K. R. Marion, and R. A. Angus. 1998. Lon-
gitudinal variations in the ichthyofaunal assem-
blages of the upper Cahaba River: possible effects
of urbanization in a watershed. Journal of Freshwa-
ter Ecology 13:139–154. gy
Lugo, A. E. 2009. The emerging era of novel tropical
forests. Biotropica 41:589–591. p
Magoulick, D. D., and R. M. Kobza. 2003. The role of
refugia for fishes during drought: a review and
synthesis. Freshwater Biology 48:1186–1198. gy
Pandolfi, J. M., S. R. Connolly, D. J. Marshall, and A. L. Cohen. 2011. Projecting coral reef futures under
global warming and ocean acidification. Science
333:418–422. y
gy
Marchetti, M. P., T. Light, P. B. Moyles, and J. H. Viers. 2004. Fish invasions in California watersheds: test-
ing hypotheses using landscape patterns. Ecologi-
cal Applications 14:1507–1525. Parkos, J. J., C. R. Ruetz, and J. C. Trexler. 2011. Distur-
bance regime and limits on benefits of refuge use
for fishes in a fluctuating hydroscape. Oikos
120:1519–1530. pp
Mascaro, J., K. Becklund, R. Hughes, and S. Schnitzer. 2008. Limited native plant regeneration in novel,
exotic-dominated forests on Hawai’i. Forest Ecol-
ogy and Management 256:593–606. Parkos III, J. J., and J. C. Trexler. 2014. LITERATURE CITED Seasonal fish com-
munity variation in headwater mangrove creeks in
the southwestern Everglades: an examination of
their role as dry-down refuges. Bulletin of Marine
Science 80:625–645. Moulton, S. R., J. G. Kennen, R. M. Goldstein, and J. A. Hambrook. 2002. Revised protocols for sampling
algal, invertebrate, and fish communities as part of
the National Water-Quality Assessment Program. U.S. Geological Survey, Reston, Virginia, USA. Rehage, J. S., and J. C. Trexler. 2006. Assessing the net
effect of anthropogenic disturbance on aquatic com-
munities in wetlands: community structure relative
to distance from canals. Hydrobiologia 569:359–373. Moyle, P. B., and M. P. Marchetti. 2006. Predicting
invasion success: freshwater fishes in California as
a model. BioScience 56:515–524. Ricciardi, A., and J. B. Rasmussen. 1999. Extinction
rates of North American freshwater fauna. Conser-
vation Biology 13:1220–1222. Nilsson, C., and K. Berggren. 2000. Alterations of
riparian ecosystems caused by river regulation. BioScience 50:783. Robson, B. J., E. T. Chester, B. D. Mitchell, and T. G. Matthews. 2013. Disturbance and the role of January 2017 ❖Volume 8(1) ❖Article e01634 ❖www.esajournals.org 20 GANDY AND REHAGE refuges in mediterranean climate streams. Hydro-
biologia 719:77–91. Midwestern stream. North American Journal of
Fisheries Management 28:1020–1035. Midwestern stream. North American Journal of
Fisheries Management 28:1020–1035. g
Root, T. L., and S. H. Schneider. 2006. Conservation
and climate change: the challenges ahead. Conser-
vation Biology 20:706–708. g
Stachowicz, J. J., R. B. Whitlatch, and R. W. Osman. 1999. Species diversity and invasion resistance in a
marine ecosystem. Science 286:1577–1579. gy
Rosenberg, D. M., P. McCully, and C. M. Pringle. 2000. Global-scale environmental effects of hydrological
alterations: introduction. BioScience 50:746–751. Tilman, D. 1999. The ecological consequences of
changes in biodiversity: a search for general princi-
ples. Ecology 80:1455–1474. p
gy
Trexler, J. C., W. F. Loftus, and S. Perry. 2005. Distur-
bance frequency and community structure in a
twenty-five year intervention study. Oecologia
145:140–152. Schofield,
P. J.,
and
D. H. Huge. 2011. Low-
temperature tolerance of two nonnative fishes
(Hoplosternum littorale [Hancock 1828], Cichlasoma
bimaculatum [Linnaeus 1758]) established in south
Florida USA. Florida Scientist 74:73–83. V€or€osmarty, C. J., et al. 2010. Global threats to human
water
security
and
river
biodiversity. Nature
467:555–561. Schofield, P. J., W. F. Loftus, R. M. Kobza, M. I. Cook,
and D. H. Slone. 2010. Tolerance of nonindigenous
cichlid fishes (Cichlasoma urophthalmus, Hemichro-
mis letourneuxi) to low temperature: laboratory and
field experiments in south Florida. Biological Inva-
sions 12:2441–2457. LITERATURE CITED Walters, D. M., D. S. Leigh, and A. B. Bearden. 2003. Urbanization, sedimentation, and the homogeniza-
tion of fish assemblages in the Etowah River Basin,
USA. Hydrobiologia 494:5–10. Shafland, P. L., K. B. Gestring, and M. S. Stanford. 2008. Florida’s exotic freshwater fishes – 2007. Flor-
ida Scientist 2008:220–245. Weaver, L. A., and G. C. Garman. 1994. Urbanization
of a watershed and historical changes in a stream
fish assemblage. Transactions of the American
Fisheries Society 123:162–172. Shea, K., and P. Chesson. 2002. Community ecology
theory as a framework for biological invasions. Trends in Ecology and Evolution 17:170–176. Williams, J. W., and S. T. Jackson. 2007. Novel climates,
no-analog communities, and ecological surprises. Frontiers in Ecology and the Environment 5:
475–482. Sklar, F., C. McVoy, R. VanZee, D. E. Gawlik, K. Tar-
boton, D. Rudnick, S. Miao, and T. Armentano. 2002. The effects of altered hydrology on the ecol-
ogy of the Everglades. Pages 39–82 in J. E. Porter
and K. G. Porter, editors. The Everglades, Florida
Bay, and the Coral Reefs of the Florida Keys: an
ecosystem sourcebook. CRC Press, Boca Raton,
Florida, USA. Woodworth, P. 2013. Our once and future planet. University of Chicago Press, Chicago, Illinois,
USA. Wuerthner, G., E. Crist, and T. Butler. 2014. Keeping
the wild: against the domestication of Earth. Foun-
dation for Deep Ecology, San Francisco, California,
USA and Island Press, Washington, D.C., USA. Slawski, T. M., F. M. Veraldi, S. M. Pescitelli, and
M. J. Pauers. 2008. Effects of tributary spatial
position,
urbanization,
and
multiple
low-head
dams on warmwater fish community structure in a g
Zale, A. V., D. L. Parrish, and T. M. Sutton, editors. 2013. Fisheries techniques. Third edition. American
Fisheries Society, Bethesda, Maryland, USA. January 2017 ❖Volume 8(1) ❖Article e01634 SUPPORTING INFORMATION SUPPORTING INFORMATION Additional Supporting Information may be found online at: http://onlinelibrary.wiley.com/doi/10.1002/ecs2. 1634/full nal Supporting Information may be found online at: http://onlinelibrary.wiley.com/doi/10.1002/ecs2 ❖www.esajournals.org January 2017 ❖Volume 8(1) ❖Article e01634 21
|
https://openalex.org/W3086342930
|
https://zenodo.org/records/4042613/files/JOR_article_50387.pdf
|
English
| null |
New records of exotic crickets in Europe: Homoeogryllus species (Orthoptera: Gryllidea: Phalangopsidae)
|
Journal of orthoptera research
| 2,020
|
cc-by
| 2,878
|
Journal of Orthoptera Research 2020, 29(2): 121–125 Journal of Orthoptera Research 2020, 29(2): 121–125 Short Communication Keywords Belgium, identification, Poland, species introductions, spectrogram, tropi
cal plants http://zoobank.org/61E24A58-B096-49C7-BC99-830A81153DDF http://zoobank.org/61E24A58-B096-49C7-BC99-830A81153DDF Citation: Z˙urawlew P, Desutter-Grandcolas L, Szymański P, Herman DB (2020) New records of exotic crickets in Europe: Homoeogryllus species
(Orthoptera: Gryllidea: Phalangopsidae). Journal of Orthoptera Research 29(2): 121–125. https://doi.org/10.3897/jor.29.50387 the Homoeogryllus genus, 15 can be found in Africa: H. adunctus
Gorochov, 1988, H. ambo Gorochov, 2018, H. cavicola Chopard,
1950, H. deviatus Desutter-Grandcolas, 1985, H. gabonensis Des
utter-Grandcolas, 1985, H. lyristes Gorochov, 1988, H. maroccanus
Desutter-Grandcolas, 1985, H. nigresculus Desutter-Grandcolas,
1985, H. nigripennis Chopard, 1942, H. orientalis Desutter-Grand
colas, 1985, H. parvus Chopard, 1936, H. reticulatus (Fabricius,
1781), H. tessellatus (Serville, 1838), H. venosus Saussure, 1878,
and H. xanthographus Guérin-Méneville, 1847. The last species,
Homoeogryllus longicornis (Walker, 1869) from the Malay Pennin
sula (Desutter 1985, Gorochov 2018, Cigliano et al. 2020), actu
ally belongs to the genus Meloimorpha Walker, 1870, according to
the number of spurs on its hind tibiae (Desutter-Grandcolas and
Jaiswara 2012), and, consequently, we propose here the new com
bination Meloimorpha longicornis (Walker, 1869), comb. nov. Here,
we show data on new records of Homoeogryllus crickets in Europe
and provide photos and call spectrograms. the Homoeogryllus genus, 15 can be found in Africa: H. adunctus
Gorochov, 1988, H. ambo Gorochov, 2018, H. cavicola Chopard,
1950, H. deviatus Desutter-Grandcolas, 1985, H. gabonensis Des
utter-Grandcolas, 1985, H. lyristes Gorochov, 1988, H. maroccanus
Desutter-Grandcolas, 1985, H. nigresculus Desutter-Grandcolas,
1985, H. nigripennis Chopard, 1942, H. orientalis Desutter-Grand
colas, 1985, H. parvus Chopard, 1936, H. reticulatus (Fabricius,
1781), H. tessellatus (Serville, 1838), H. venosus Saussure, 1878,
and H. xanthographus Guérin-Méneville, 1847. The last species,
Homoeogryllus longicornis (Walker, 1869) from the Malay Pennin
sula (Desutter 1985, Gorochov 2018, Cigliano et al. 2020), actu
ally belongs to the genus Meloimorpha Walker, 1870, according to
the number of spurs on its hind tibiae (Desutter-Grandcolas and
Jaiswara 2012), and, consequently, we propose here the new com
bination Meloimorpha longicornis (Walker, 1869), comb. nov. Here,
we show data on new records of Homoeogryllus crickets in Europe
and provide photos and call spectrograms. Abstract This short note lists new records of exotic crickets belonging to the
genus Homoeogryllus (Orthoptera: Gryllidea: Phalangopsidae) in Europe
(Poland and Belgium) and discusses the most probable scenarios of their
arrival from tropical regions. Photographs and stridulation spectrograms
of these crickets are provided. The report concludes that handling termi
nals and warehouses with tropical plants are the most common sites in
Europe where exotic species of different taxa are recorded. The species
Homoeogryllus longicornis (Walker, 1869) is also reclassified to the genus
Meloimorpha Walker, 1870. mysław Żurawlew1, Laure Desutter-Grandcolas2, Paweł Szymański3, David Billy Herman4 Przemysław Żurawlew1, Laure Desutter-Grandcolas2, Paweł Szymański3, David Billy Herman4 1 The Orthoptera of Poland Project, Żbiki 45, 63–304 Czermin, Poland. p
j
2 Institut de Systématique, Evolution & Biodiversité (ISYEB), Muséum national d’Histoire naturelle, Sorbonne Université, CNRS, EPHE UPMC, UA, 57
rue Cuvier, CP 50, 75231 Paris cedex 05, France. ,
,
,
3 Department of Behavioural Ecology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznan´skiego 6, 61–114 Poznań, Poland. 4 Dendermondsesteenweg 40, 9000 Gent, Belgium. 3 Department of Behavioural Ecology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznan´sk
4 Dendermondsesteenweg 40, 9000 Gent, Belgium. Corresponding author: Laure Desutter-Grandcolas (desutter@mnhn.fr) Corresponding author: Laure Desutter-Grandcolas (desutter@mnhn.fr) ademic editor: Diptarup Nandi | Received 22 January 2020 | Accepted 27 April 2020 | Published 14 September 20 Academic editor: Diptarup Nandi | Received 22 January 2020 | Accepted 27 April 2020 | Published 14 Septe Results separated by 30 ms pause and a number of chatter syllables with
fundamental frequency ca. 4 kHz and harmonics (Fig. 2c). Dura
tion of the first stridulation with 8 syllables (Fig. 2b) was 4.1 s
and that with 5 syllables was 2.2 s. Both stridulations were sepa
rated by a 7.6 s pause. Homoeogryllus cf. reticulatus (Fabricius, 1781)
Figs 1, 2 Observed material.—Belgium, Gent, 8 VIII 2010, 1♂, D. B. Herman
leg., specimen not collected, identified based on its calling song. Observed material.—Belgium, Gent, 8 VIII 2010, 1♂, D. B. Herman
leg., specimen not collected, identified based on its calling song. Remark.—The specimen was found in a crack of a wall near a port
where the wood of tropical trees is stored. The species has been re
corded in Egypt, Chad, Senegal, Guinea, Ivory Coast, Benin, Cam
eroon, Central African Republic, Equatorial Guinea, Gabon, Re
public of the Congo, and Democratic Republic of Congo (= Zaire)
(Desutter 1985, Gorochov 2018). Stridulation description.—Only two stridulation series were re
corded (Fig. 2a). Each consisted of two fast introductory creaks Fig. 1. Homoeogryllus cf. reticulatus (Fabricius, 1781). Male found in
a crack of a wall near the port of Gent (Belgium) in which wood
of tropical trees is stored. Homoeogryllus tessellatus (Serville, 1838)
Figs 3, 4 P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN Results Materials International trade, with its multiple means and routes, may
not only speed up the movements of animals, but also allow
the spread of non-native animals far beyond their home ranges. Among anthropogenic vectors of nonindigenous species, rising
sea transport is now considered to account for the bulk of in
troduced species (Sardain et al. 2019). Shipping containers, hull
fouling, and ballast waters help small animals, like insects, to
reach distant places. Coupled with global warming, introducing
non-native species to new habitats as a result of human activi
ties may be a significant source of biological invasions and can
cause severe harm to native species communities (Wheeler and
Hoebeke 2017). Specimens were found in various situations as described in the
Results. They were collected when possible, recorded, and identi
fied by one of us (LDG), except H. xanthographus (Guérin-Ménev
ille, 1847) (see Z˙urawlew 2009). Recordings of spontaneously stridulating crickets were made
using Canon Power Shot A570 IS (H. xanthographus), MINT
Olympus Digital Dm-1 (H. cf. reticulatus) and a dictaphone
(H. tessellatus). Analog recordings were digitized at a sampling
rate of 44.1 kHz/16 bits and visualized using seewave package
(Sueur et al. 2008) implemented in R (R Core Team 2013) with
the following settings: FFT length: 1024, window type: Hann,
temporal overlap: 90%. The audio files were uploaded to the
Orthoptera Species File Online (Cigliano et al. 2020) and the
MNHN Sound Library. However, many adventive or exotic species are introduced
to new habitats accidentally and do not establish populations. Crickets within the genus Homoeogryllus Guérin-Méneville, 1847
are one example of this phenomenon. Out of 16 species within Journal of Orthoptera Research 2020, 29(2) 122 Homoeogryllus tessellatus (Serville, 1838)
Figs 3, 4 Observed material.—Poland, Warsaw, Łowicka Street, 17–23 VIII
2016, 1♂, M. J. Gorazdowski leg., L. Desutter-Grandcolas det.,
MNHN. Remark.—The male was found in a snake terrarium. Presumably,
the vector was a bromeliad Neoregelia carolinae (Beer) L.B. Smith
bought in a garden center. The species is native to Ivory Coast,
Guinea, and Sierra Leone (Desutter 1985). Stridulation description.—The stridulation was mostly continuous
with repeated creaks of roughly the same length of 0.3 s (Fig. 4a). The beginning of each series consisted of only 3–5 creaks increas
ing in length (Fig. 4c). The fundamental frequency of stridulation
was around 5 kHz (Fig. 4b). The shortest recorded stridulation was
9.3 s and the longest 35.3 s. Fig. 1. Homoeogryllus cf. reticulatus (Fabricius, 1781). Male found in
a crack of a wall near the port of Gent (Belgium) in which wood
of tropical trees is stored. Fig. 2. Stridulation of Homoeogryllus cf. reticulatus (Fabricius, 1781) male from Gent (Belgium): a. spectrogram of two recorded stridula
tion series; b. spectrogram of one stridulation series in higher resolution of time domain; c. spectrogram of the beginning of stridula
tion series with three units (syllables) shown. The oscillograms are shown below and the relative amplitude scales (in dB) on the right
of the spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Fig. 2. Stridulation of Homoeogryllus cf. reticulatus (Fabricius, 1781) male from Gent (Belgium): a. spectrogram of two recorded stridula
tion series; b. spectrogram of one stridulation series in higher resolution of time domain; c. spectrogram of the beginning of stridula
tion series with three units (syllables) shown. The oscillograms are shown below and the relative amplitude scales (in dB) on the right
of the spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Journal of Orthoptera Research 2020, 29(2) 123 P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN Fig. 3. Homoeogryllus tessellatus (Serville, 1838) male observed in
Warsaw (Poland). Homoeogryllus xanthographus (Guérin-Méneville, 1847)
Figs 5, 6 Observed material.—Poland, Gołuchów, Pleszew District, 20 I–10
III 2009, 1♂, A. Biernat leg., S. W. Heads det. (see Z˙urawlew 2009). Remark.—The male was found in a wicker basket with potted
plants inside a residential building. It had probably been trans
ported, as an egg or a nymph, with the coconut bedding into
which the plants were potted. Stridulation description.—Recorded stridulations (n = 9) consisted of 4
to 9 elements (Fig. 6a). Two types of elements could be distinguished:
shorter creaks repeated 3 to 8 times and a longer, terminating creak
(Fig. 6c). One series had two terminating elements (Fig. 2b). The fun
damental frequency of stridulation was around 4 kHz. Discussion In this short note, we report new records of two species of
Homoeogryllus genus, H. cf. reticulatus and H. tessellatus, in Bel
gium and Poland, respectively. In addition, we newly describe the
stridulations of H. xanthographus, another Homoeogryllus species
which, as an egg or nymph transported in soil substratum, was
previously introduced in Poland (Fig. 5; Z˙urawlew 2009). So far,
of the species of Homeogryllus, only the stridulations of H. tessella
tus, H. cf. reticulatus, H. nigresculus, and H. xanthographus have been
described (Desutter 1985, Z˙urawlew 2009). These tropical crickets were probably introduced into
Europe by being shipped from Africa, which is a source of
tropical plants for Europe. Shipping-mediated introductions of Fig. 3. Homoeogryllus tessellatus (Serville, 1838) male observed in
Warsaw (Poland). Fig. 4. Stridulation of Homoeogryllus tessellatus (Serville, 1838) male from Warsaw (Poland): a. spectrogram of recorded stridulation;
b. spectrogram of one stridulation series in higher resolution of time domain; c. spectrogram of the beginning of stridulation series
with three units (syllables) shown. The oscillograms are shown below and the relative amplitude scales (in dB) on the right of the
spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Fig. 4. Stridulation of Homoeogryllus tessellatus (Serville, 1838) male from Warsaw (Poland): a. spectrogram of recorded stridulation;
b. spectrogram of one stridulation series in higher resolution of time domain; c. spectrogram of the beginning of stridulation series
with three units (syllables) shown. The oscillograms are shown below and the relative amplitude scales (in dB) on the right of the
spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Journal of Orthoptera Research 2020, 29(2) 124 P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN Fig. 5. Homoeogryllus xanthographus (Guérin-Méneville, 1847) male
observed in Gołuchów, Pleszew District (Poland). Eugaster spinulosa (Johansson, 1763) (Bazyluk and Liana 2000)
from Africa, Amphiacusta nauta (Desutter-Grandcolas, 1997) from
the Caribbean, and that of H. xanthographus support this scenario. In fact, studies show that ports and garden centers in Europe are
places where many species of tropical insects and spiders have
been recorded (Rozwałka et al. 2016). Apart from the accidental
introduction of species associated with woody plants, another
pathway that largely contributes to the spread of non-native
species is trade and breeding as pets (owing to their pleasant
songs) or as food for vertebrate and invertebrate pets. P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN P. Z˙URAWLEW, L. DESUTTER-GRANDCOLAS, P. SZYMAŃSKI AND D.B. HERMAN Laštůvka 2005). In Poland, 305 species are non-native with insects
being most common, followed by molluscs, shellfishes, flatworms,
nematodes, arachnids, cnidarians, and annelids (Głowaciński et al. 2012). The difficulty is in evaluating the potential of these tropical
species to actually invade and settle, especially in terms of resistance
to cold weather and changes in the available resources. Gorochov AV (2018) Taxonomic studies on the cricket subfamilies Pter
oplistinae, Phaloriinae and Cacoplistinae (Orthoptera: Gryllidae)
from the Old World. Zoosystematica Rossica 27: 40–76. https://doi. org/10.31610/zsr/2018.27.1.40 Hulme PE (2009) Trade, transport and trouble: managing invasive species
pathways in an era of globalization. Journal of Applied Ecology 46: 10–18. https://doi.org/10.1111/j.1365-2664.2008.01600.x R Core Team (2013) R: A language and environment for statistical comput
d
f
l
h
// R Core Team (2013) R: A language and environment for statistical comput
ing. R Foundation for Statistical Computing, Vienna. http://www.R-
project.org/ Acknowledgements ing. R Foundation for Statistical Computing, Vienna. http://www.R-
project.org/ We thank Prof. Bruno Massa (University of Palermo, Italy) for
help in preparing this short note. We thank M. J. Gorazdowski for
providing H. tessellatus specimens from Warsaw. We also thank Klaus
Riede (Research Museum Alexander Koenig, Bonn) and Holger Braun
(Museo de La Plata, Argentina) for their review of the manuscript. Rozwałka R, Rutkowski T, Bielak-Bielecki P (2016) New data on in
troduced and rare synanthropic spider (Arachnida: Araneae)
in Poland (II). Annales UMCS, Biologia 71: 60–85. https://doi. org/10.17951/c.2016.71.1.59 Sardain A, Sardain E, Leung B (2019) Global forecasts of shipping traf
fic and biological invasions to 2050. Nature Sustainability 2: 1–274. https://doi.org/10.1038/s41893-019-0245-y
Š Journal of Orthoptera Research 2020, 29(2) Discussion Indeed,
some Homoeogryllus species are reported to be kept in terrariums,
but their true origin and identification have not been confirmed. ii
As a consequence of accidental introductions, some species may
start new populations, which is a threat to local biodiversity (Hulme
2009). They could also invade hot, human-made places, such as bak
eries, houses, or underground electric railroad, as is the case of Ache
ta domesticus (Linnaeus, 1758), known as the “grillon du métro” in
Paris. Examples of tropical Orthoptera species that were introduced
to Europe or North America that can now be found in palm houses,
greenhouses, and houses include Tachycines asynamorus Adelung,
1902, and Diestrammena japanica Blatchley, 1920, (Głowaciński et
al. 2012, Epps et al. 2014). These species have also been found in
Cuba where they are believed to have established new populations
(https://www.saltatoria.info/arten%C3%BCbersicht-a-z-species-a-
z/homoeogryllus-sp-kuba/), even though they are not listed among
the Orthoptera of Cuba (Yong and Perez-Gelabert 2014). Continuous monitoring of all the exotic species found in Europe
can contribute greatly to correct identifications in the future, the col
lection of new information on their biology, and the identification of
new potentially invasive species. For instance, in the Czech Republic,
as many as 595 non-native species have been recorded (Šefrová and Fig. 5. Homoeogryllus xanthographus (Guérin-Méneville, 1847) male
observed in Gołuchów, Pleszew District (Poland). Fig. 6. Stridulation of Homoeogryllus xanthographus (Guérin–Méneville, 1847), male observed in Gołuchów, Pleszew District (Poland):
a. spectrogram of recorded stridulation series; b. spectrogram of one stridulation series in higher resolution of time domain; c. spec
trogram of two type units (syllables). The oscillograms are shown below and the relative amplitude scales (in dB) on the right of the
spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Fig. 6. Stridulation of Homoeogryllus xanthographus (Guérin–Méneville, 1847), male observed in Gołuchów, Pleszew District (Poland):
a. spectrogram of recorded stridulation series; b. spectrogram of one stridulation series in higher resolution of time domain; c. spec
trogram of two type units (syllables). The oscillograms are shown below and the relative amplitude scales (in dB) on the right of the
spectrograms. Abbreviations: dB, decibel; s, second; kHz, kilohertz. Journal of Orthoptera Research 2020, 29(2) 125 References Šefrová H, Laštůvka Z (2005) Catalogue of alien animal species in
the Czech Republic. Acta Univ. Agriculturae et silviculturae Men
delianae Brunensis 53: 151–170. https://doi.org/10.11118/act
aun200553040151 Bazyluk W, Liana A (2000) Catalog of Polish fauna. Orthoptera. Muzeum
i Instytut Zoologii PAN, Warszawa. [in Polish] Bazyluk W, Liana A (2000) Catalog of Polish fauna. Orthoptera. Muzeum
i Instytut Zoologii PAN, Warszawa. [in Polish] Cigliano MM, Braun H, Eades DC, Otte D (2020) Orthoptera Species File. Version 5.0/5.0. http://Orthoptera.SpeciesFile.org [4 April 2020] Sueur J, Aubin T, Simonis C (2008) Seewave: A free modular tool for sound
analysis and synthesis. Bioacoustics 18: 213–226. https://doi.org/10.1
080/09524622.2008.9753600 Desutter L (1985) Étude préliminaire des espèces africaines du genre Ho
moeogryllus Guérin–Méneville (Grylloidea, Phalangopsidae). Annales
de la Société entomologique de France (NS) 21: 189–206. Wheeler Jr AG, Hoebeke ER (2017) Adventive (non-native) insects and
the consequences for science and society of species that become
invasive. In: Foottit RG, Adler PH (Eds) Insect Biodiversity: Sci
ence and Society (2nd edn), Wiley-Blackwell, 641–711. https://doi. org/10.1002/9781118945568.ch21 g
(
)
Desutter-Grandcolas L, Jaiswara R (2012) Phalangopsidae crickets from
the Indian region (Orthoptera, Grylloidea), with the descriptions of
new taxa, diagnoses for genera, and a key to Indian genera. Zootaxa
3444: 1–39. https://doi.org/10.11646/zootaxa.3444.1.1 Yong S, Perez-Gelabert DE (2014) Grasshoppers, Crickets and Katydids
(Insecta: Orthoptera) of Cuba: An annotated checklist. Zootaxa 3827:
401–438. https://doi.org/10.11646/zootaxa.3827.4.1 Epps MJ, Menninger HL, LaSala N, Dunn RR (2014) Too big to be noticed:
cryptic invasion of Asian camel crickets in North American houses. PeerJ 2: e523. https://doi.org/10.7717/peerj.523 Z˙urawlew P (2009) A case of introduction of an African cricket Homoeogryl
lus xanthographus Guérin-Méneville, 1847 (Orthoptera, Gryllidae) to
Poland. Naturalia 1: 139–140. [in Polish] Głowaciński Z, Okarma H, Pawłowski J, Solarz W (2012) Foreign species
in the fauna of Poland. Instytut Ochrony Przyrody PAN, Kraków. [in
Polish] http://www.iop.krakow.pl/gatunkiobce/ Głowaciński Z, Okarma H, Pawłowski J, Solarz W (2012) Foreign species
in the fauna of Poland. Instytut Ochrony Przyrody PAN, Kraków. [in
Polish] http://www.iop.krakow.pl/gatunkiobce/
|
https://openalex.org/W2163158349
|
https://europepmc.org/articles/pmc3628490?pdf=render
|
English
| null |
A Case of Delayed Myelopathy Caused by Atlantoaxial Subluxation without Fracture
|
Case reports in orthopedics
| 2,013
|
cc-by
| 2,217
|
Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 421087, 4 pages
http://dx.doi.org/10.1155/2013/421087 Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 421087, 4 pages
http://dx.doi.org/10.1155/2013/421087 Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 421087, 4 pages
http://dx.doi.org/10.1155/2013/421087 Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 421087, 4 pages
http://dx.doi.org/10.1155/2013/421087 1. Introduction developed and he then visited the Department of Neurology
at our hospital. At this visit, intracranial process was denied,
but hyperesthesia of the right upper and lower extremities
was confirmed. Since no other abnormal findings were
observed, he was referred to our department for suspected
cervical spine pathology.h Upper cervical spine injuries are rare in the pediatric popula-
tion, comprising between 0.6 and 9.5% of all cervical injuries
[1], and neurologic disability related to pediatric cervical
spine injury is uncommon. Patel et al. found that only one-
third of children with these injuries had a neurological deficit
and half of these cases showed no initial evidence of a radio-
logical anomaly [2]. Many patients with a spinal cord injury
without radiographic abnormality show symptoms imme-
diately after injury, but some symptoms may also develop
after a latency period of several days [3]. Here, we report a
rare case of myelopathy caused by atlantoaxial subluxation
without fracture, in which symptoms developed after a 24-
year latency period. We describe the case in the context of a
discussion of the literature. The patient had a history of hospital visits for several
weeks for cervical pain after he hit the top of his head severely
while diving into a swimming pool at the age of 14 years old. At that time, cervical spine plain X-ray images showed no
fracture and he was diagnosed with whiplash injury. After the
use of a collar for several weeks, the cervical pain disappeared.it At his first visit to our department, his right and left grip
strengths were 47 kg and 42 kg, respectively, and no objective
muscular depression was apparent in the extremities. There
was also no increased deep tendon reflex or pathological
reflex. Cervical spine plain X-ray images showed no fracture
but indicated an unstable atlantoaxial joint. The atlantodental
interval (ADI) was increased to 8 mm during flexion and
reduced to ≤3 mm in extension (Figure 1). Computed tomog-
raphy (CT) showed no bone chips at the attachment site
of the transverse ligament of the atlas (Figure 2). Magnetic
resonance imaging (MRI) showed a high intensity area, which
suggested fluid accumulation caused by instability between Ryo Takamatsu, Hiroshi Takahashi, Yuichiro Yokoyama, Fumiaki Terajima,
Yasuhiro Inoue, Katsunori Fukutake, and Akihito Wada Correspondence should be addressed to Hiroshi Takahashi; drkan@med.toho-u.ac.jp Received 15 February 2013; Accepted 17 March 2013 Academic Editors: M. Gotoh, M. K. Lyons, and M. H. Zheng Copyright © 2013 Ryo Takamatsu et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. We report a case of delayed myelopathy caused by atlantoaxial subluxation without fracture. The patient was a 38-year-old male
who became aware of weakness in extremities. The patient had a history of hitting his head severely while diving into a swimming
pool at the age of 14 years old. At that time, cervical spine plain X-ray images showed no fracture, and the cervical pain disappeared
after use of a collar for several weeks. At his first visit to our department, X-ray images showed an unstable atlantoaxial joint. After
surgery, weakness of the extremities gradually improved. At 6 months after surgery, bone union was completed and the symptoms
disappeared. This case shows that atlantoaxial ligament injuries are difficult to diagnose and may easily be missed. A high level of
suspicion is important in such cases, since neurological compromise or deterioration may occur many years after the injury. 2. Case Report The patient was a 38-year-old male who became aware of
weakness in the right side of the body for several months
without a specific trigger. He also developed motor skills dis-
order in his right hand that made it difficult for him to drive
a car. Weakness in his left lower extremity also gradually 2 Case Reports in Orthopedics Case Reports in Orthopedics
(a)
(b)
Figure 3: Cervical spine MRI. In (a) sagittal and (b) axial T2-
weighted images, the high intensity area suggested fluid accumula-
tion between the anterior arch of the atlas and odontoid process of
the epistropheus. (a)
(b)
ure 1: Plain X-ray images at the first visit under (a) flexio
extension. Instability of the atlantoaxial joint was observed
I increasing to 8 mm under flexion and reducing to ≤3 m
ension. (a) (a) (a) (a) (b) (a) (b) (b) Figure 1: Plain X-ray images at the first visit under (a) flexion and
(b) extension. Instability of the atlantoaxial joint was observed, with
ADI increasing to 8 mm under flexion and reducing to ≤3 mm in
extension. (b) Figure 3: Cervical spine MRI. In (a) sagittal and (b) axial T2-
weighted images, the high intensity area suggested fluid accumula-
tion between the anterior arch of the atlas and odontoid process of
the epistropheus. Figure 2: CT images after myelography. An increased ADI was
apparent without evidence of fracture at the attachment site of the
transverse ligament. the anterior arch of the atlas and odontoid process of the axis
(Figure 3). Based on this information, we diagnosed delayed mye-
lopathy due to atlantoaxial subluxation caused by the injury
of the transverse ligament of the atlas. Transarticular screw
fixation surgery was performed under X-ray fluoroscopic
guidance with the atlantoaxial joint in a hat-hook position. After the decortication of the posterior arch of the atlas and
lamina of the vertebral arch axis, autologous iliac bone graft-
ing was performed. Figure 2: CT images after myelography. An increased ADI was
apparent without evidence of fracture at the attachment site of the
transverse ligament. 3 Case Reports in Orthopedics Figure 4: Postoperative cervical spine plain X-ray images. Atlanto-
axial subluxation was improved with the adhesion of grafted bone. Atlantoaxial subluxation accompanies fracture of the
odontoid process of the axis in many cases. Most fractures
of the odontoid in younger children occur at the dens-body
synchondrosis, the weakest area of C2 [13]. 2. Case Report Traumatic rupture
of the transverse ligament as a cause of anatomical feature
is extremely rare in children. Mechanisms of injury to the
ligament include forced forward flexion and axial loading
of the atlas, which opens the ring and causes secondary
rupture of the transverse ligament, as in a Jefferson fracture
with atlantoaxial subluxation. However, based on the history
of injury and imaging findings in our case, we concluded
that traumatic injury of the transverse ligament of the atlas
occurred after the patient dived into a swimming pool when
he was 14 years old. Based on their experience in 4 patients aged 2–9 years old,
Floman et al. [14] suggested that conservative treatment is not
effective for atlantoaxial subluxation caused by injury of the
transverse ligament of the atlas, and that surgical treatment
should be performed. Dickman et al. [15] also suggested that
early surgery is indicated in children aged ≥14 years old with a
type 1 injury of the transverse ligament, whereas conservative
treatment with a rigid cervical orthosis is preferred in patients
with a type 2 injury with bone fragments in the ligament
attachment; however, failure to achieve bone adhesion with
such conservative treatment should be corrected with surgi-
cal treatment.ii Figure 4: Postoperative cervical spine plain X-ray images. Atlanto-
axial subluxation was improved with the adhesion of grafted bone. The postoperative clinical course was uneventful. 4 days
after surgery, walking exercises were initiated using a Phila-
delphia collar. Weakness of the extremities and motor skills
disorder gradually improved. The patient was able to go back
to work 3 months after surgery and showed no symptoms
6 months after surgery. Cervical spine plain X-ray images
obtained 6 months after surgery showed union of grafted
bone and no unstable cervical vertebra during flexion and
extension (Figure 4). CT findings obtained at the first visit showed no evidence
of fracture at the attachment site of the transverse ligament
in our case, indicating a type 1 injury in the Dickman classi-
fication. Since the patient showed no neurological symptoms
and complained only of cervical pain at the time of the initial
trauma, the injury to the transverse ligament of the atlas may
have been missed. 2. Case Report There have been no previous reports of
cases with such a long latency period, but we suggest that
myelopathy in our case developed due to microdamage to
the spinal cord caused by an unstable atlantoaxial joint at 24
years after the initial injury. This case shows that atlantoaxial
ligament injuries are difficult to diagnose and may easily be
missed. A high level of suspicion is important in such cases,
since neurological compromise or deterioration may occur
many years after the injury. 3. Discussion The incidence of blunt cervical spine injuries in children is 1%
to 2% of all trauma victims requiring hospital admission [4]. The injury level of the cervical spine injury differs depending
on age, with upper cervical injury being more common in
younger children (0 to 8 years old), while lower cervical spine
injury tends to occur more in older children (≥9 years old)
[5, 6]. Upper cervical spine injuries in children are funda-
mentally different from those in adults because of anatomical
differences in the developing spine. In children, the mass of
the head is disproportionately large and the neck muscles are
relatively underdeveloped. Furthermore, the vertebral bodies
are wedge-shaped, the articulating facets are angled horizon-
tally, the end plates are cartilaginous, and the interspinous
ligaments are elastic and lax [7, 8]. These features predispose
children to upper cervical spine injuries. Fewer fractures
occur in children <8 years old compared to those ≥8 years
old because of the greater mobility of the spine and the laxity
of the ligaments in younger children. The vertebrae start to
ossify and mature at 8 years old. Anteriorly, the vertebral
body loses its wedge shape and becomes more rectangular,
the orientation of the facets becomes less horizontal and more
vertical, and the uncinate process begins to protrude [9–12]. The authors declare that they have no conflict of interests. The authors declare that they have no conflict of interests. References [1] I. Kalfas, J. Wilberger, A. Goldberg, and E. R. Prostko, “Magnetic
resonance imaging in acute spinal cord trauma,” Neurosurgery,
vol. 23, no. 3, pp. 295–299, 1988. [2] J. C. Patel, J. J. Tepas III, D. L. Mollitt, and P. Pieper, “Pediatric
cervical spine injuries: defining the disease,” Journal of Pediatric
Surgery, vol. 36, no. 2, pp. 373–376, 2001. [3] D. Pang and J. E. Wilberger Jr., “Spinal cord injury without
radiographic abnormalities in children,” Journal of Neurosur-
gery, vol. 57, no. 1, pp. 114–129, 1982. [4] A. M. Dietrich, M. E. Ginn-Pease, H. M. Bartkowski, and D. R. King, “Pediatric cervical spine fractures: predominately subtle Case Reports in Orthopedics 4 presentation,” Journal of Pediatric Surgery, vol. 26, no. 8, pp. 995–1000, 1991. [5] R. L. Brown, M. A. Brunn, and V. F. Garcia, “Cervical spine
injuries in children: a review of 103 patients treated consecu-
tively at a level 1 pediatric trauma center,” Journal of Pediatric
Surgery, vol. 36, no. 8, pp. 1107–1114, 2001. [6] E. R. Kokoska, M. S. Keller, M. C. Rallo, and T. R. Weber, “Char-
acteristics of pediatric cervical spine injuries,” Journal of Pedi-
atric Surgery, vol. 36, no. 1, pp. 100–105, 2001. [7] J. S. Apple, D. R. Kirks, D. F. Merten, and S. Martinez, “Cervical
spine fractures and dislocations in children,” Pediatric Radiol-
ogy, vol. 17, no. 1, pp. 45–49, 1987. [8] C. A. Dickman, J. M. Zabramski, M. N. Hadley, H. L. Rekate,
and V. K. H. Sonntag, “Pediatric spinal cord injury without
radiographic abnormalities: report of 26 cases and review of the
literature,” Journal of Spinal Disorders, vol. 4, no. 3, pp. 296–305,
1991. [9] F. M. Fesmire and R. C. Luten, “The pediatric cervical spine:
developmental anatomy and clinical aspects,” Journal of Emer-
gency Medicine, vol. 7, no. 2, pp. 133–142, 1989. [10] M. G. Hamilton and S. T. Myles, “Pediatric spinal injury: review
of 61 deaths,” Journal of Neurosurgery, vol. 77, no. 5, pp. 705–708,
1992. [11] L. S. Kewalramani, J. F. Kraus, and H. M. Sterling, “Acute spinal-
cord lesions in a pediatric population: epidemiological and
clinical features,” Paraplegia, vol. 18, no. 3, pp. 206–219, 1980. [12] M. J. Manary and D. M. Jaffe, “Cervical spine injuries in chil-
dren,” Pediatric Annals, vol. 25, no. 8, pp. 423–428, 1996. [13] C. Buhs, M. Cullen, M. Klein, and D. References Farmer, “The pediatric
trauma C-spine: is the ’odontoid’ view necessary?” Journal of
Pediatric Surgery, vol. 35, no. 6, pp. 994–997, 2000. [14] Y. Floman, L. Kaplan, J. Elidan, and F. Umansky, “Transverse lig-
ament rupture and atlanto-axial subluxation in children,” Jour-
nal of Bone and Joint Surgery B, vol. 73, no. 4, pp. 640–643, 1991. [15] C. A. Dickman, K. A. Greene, and V. K. H. Sonntag, “Injuries
involving the transverse atlantal ligament: classification and
treatment guidelines based upon experience with 39 injuries,”
Neurosurgery, vol. 38, no. 1, pp. 44–50, 1996.
|
https://openalex.org/W2979714073
|
https://www.nature.com/articles/s41598-019-51020-3.pdf
|
English
| null |
Low human and murine Mcl-1 expression leads to a pro-apoptotic plaque phenotype enriched in giant-cells
|
Scientific reports
| 2,019
|
cc-by
| 8,976
|
Low human and murine Mcl-1
expression leads to a pro-apoptotic
plaque phenotype enriched in
giant-cells
Margaux A. C. Fontaine 1, Marijke M. Westra2, Ilze Bot 2, Han Jin1, Aimée J. P. M. Franssen1,
Martine Bot2, Saskia C. A. de Jager2,3, Ivan Dzhagalov4, You-Wen He4, Bart J. M. van Vlijmen5,6,
Marion J. J. Gijbels1,7, Chris P. Reutelingsperger 8, Theo J. C. van Berkel2, Judith C. Sluimer 1,9,
Lieve Temmerman1 & Erik A. L. Biessen1 Received: 21 February 2019
Accepted: 23 September 2019
Published: xx xx xxxx Received: 21 February 2019
Accepted: 23 September 2019
Published: xx xx xxxx Margaux A. C. Fontaine 1, Marijke M. Westra2, Ilze Bot 2, Han Jin1, Aimée J. P. M. Franssen1,
Martine Bot2, Saskia C. A. de Jager2,3, Ivan Dzhagalov4, You-Wen He4, Bart J. M. van Vlijmen5,6,
Marion J. J. Gijbels1,7, Chris P. Reutelingsperger 8, Theo J. C. van Berkel2, Judith C. Sluimer 1,9,
Lieve Temmerman1 & Erik A. L. Biessen1 The anti-apoptotic protein myeloid cell leukemia 1 (Mcl-1) plays an important role in survival and
differentiation of leukocytes, more specifically of neutrophils. Here, we investigated the impact of
myeloid Mcl-1 deletion in atherosclerosis. Western type diet fed LDL receptor-deficient mice were
transplanted with either wild-type (WT) or LysMCre Mcl-1fl/fl (Mcl-1−/−) bone marrow. Mcl-1 myeloid
deletion resulted in enhanced apoptosis and lipid accumulation in atherosclerotic plaques. In vitro,
Mcl-1 deficient macrophages also showed increased lipid accumulation, resulting in increased sensitivity
to lipid-induced cell death. However, plaque size, necrotic core and macrophage content were similar
in Mcl-1−/− compared to WT mice, most likely due to decreased circulating and plaque-residing
neutrophils. Interestingly, Mcl-1−/− peritoneal foam cells formed up to 45% more multinucleated
giant cells (MGCs) in vitro compared to WT, which concurred with an increased MGC presence in
atherosclerotic lesions of Mcl-1−/− mice. Moreover, analysis of human unstable atherosclerotic lesions
also revealed a significant inverse correlation between MGC lesion content and Mcl-1 gene expression,
coinciding with the mouse data. Taken together, these findings suggest that myeloid Mcl-1 deletion
leads to a more apoptotic, lipid and MGC-enriched phenotype. These potentially pro-atherogenic
effects are however counteracted by neutropenia in circulation and plaque. Antiapoptotic Mcl-1 is a member of the apoptosis regulating Bcl-2 family1. It directly interacts with pro-apoptotic
BH3-only proteins Bim and Bid and multidomain proapoptotic Bad2–4, thereby inhibiting apoptosis. Mcl-1 is
expressed in various tissues including hematopoietic cells5, in which its overexpression delays cell death in
response to various stimuli6. Indeed Mcl-1 is critical for neutrophil survival7–10 at all differentiation stages11. Survival of macrophages lacking Mcl-1 does not seem to be impacted9, albeit that Mcl-1 deficient macrophages
were observed to be more sensitive to apoptosis induced either by phagocytosis10, or infection12.i While monocytes and macrophages have been the subject of extensive studies in the atherosclerosis field for
years13, neutrophils were only more recently investigated due to their scarce presence in atherosclerotic plaque. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 Received: 21 February 2019
Accepted: 23 September 2019
Published: xx xx xxxx Low human and murine Mcl-1
expression leads to a pro-apoptotic
plaque phenotype enriched in
giant-cells
Margaux A. C. Fontaine 1, Marijke M. Westra2, Ilze Bot 2, Han Jin1, Aimée J. P. M. Franssen1,
Martine Bot2, Saskia C. A. de Jager2,3, Ivan Dzhagalov4, You-Wen He4, Bart J. M. van Vlijmen5,6,
Marion J. J. Gijbels1,7, Chris P. Reutelingsperger 8, Theo J. C. van Berkel2, Judith C. Sluimer 1,9,
Lieve Temmerman1 & Erik A. L. Biessen1 1Experimental Vascular Pathology Group, Department of Pathology, Cardiovascular Research Institute Maastricht,
Maastricht University Medical Center, Maastricht, the Netherlands. 2Division of BioTherapeutics, Leiden Amsterdam
Centre for Drug Research, Leiden University, Leiden, the Netherlands. 3Laboratory for Experimental Cardiology,
University Medical Center Utrecht, Utrecht, the Netherlands. 4Institue of Microbiology and Immunology, National
Yang-Ming University, Taipei, 112, Taiwan. 5Einthoven Laboratory for Vascular and Regenerative Medicine, Leiden
University Medical Center, Leiden, The Netherlands. 6Department of Internal Medicine, Division of Thrombosis
and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands. 7Department of Molecular Genetics,
Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the Netherlands. 8Department of
Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the Netherlands. 9Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK. Margaux A. C. Fontaine and Marijke
M. Westra contributed equally. Correspondence and requests for materials should be addressed to L.T. (email: lieve. temmerman@mumc.nl) www.nature.com/scientificreports/ Nevertheless, it is now believed that neutrophils are instrumental in plaque development and later destabilization,
as we and others have shown14–16. Warnatch et al. demonstrated that Neutrophil Extracellular Traps (NETs) prime
macrophages to produce inflammatory cytokines, resulting in increased atherogenesis17. Dissection of the contri-
bution of neutrophils to atherosclerotic plaque progression has however remained difficult, since other cell pop-
ulations are also affected when neutrophils are experimentally manipulated. Deletion of Interferon Regulatory
Factor 8 (IRF8) for example results in neutrophilia which exacerbates atherosclerosis in IRF8−/− ApoE−/− chi-
meric mice, but was at the same time accompanied by changes in monocytes and several dendritic cell popula-
tions18,19. In addition, neutrophils have thus far not been depleted during the complete course of atherosclerosis. Neutrophil depleting antibodies such as the anti–polymorphonuclear leukocyte (PMN) antibody cannot be sus-
tained for more than 4 weeks in mice without affecting monocyte counts16.f f
g
y
As Mcl-1 is vital for neutrophil survival, whilst presumably having mild effects on macrophage apoptosis, we
hypothesized that myeloid Mcl-1 deletion could serve as an efficient neutropenia model during the full pathogen-
esis of atherosclerosis. Moreover, although several Bcl-2 family members have been investigated in the context of
atherosclerosis20–23, the role of Mcl-1 in disease progression has not been assessed thus far. To this end, we studied
effects of specific deletion of Mcl-1 in the lysozyme M expressing myeloid subsets neutrophils and macrophages
on early and advanced atherosclerosis using bone marrow transplantation of Mcl-1fl/fl LysMCre or wild-type
(WT) bone marrow into low density lipoprotein receptor-null (LDLr−/−) mice. Results
l
d Mcl-1 deletion altered neutrophil levels and characteristics. We first quantified Mcl-1 gene expres-
sion during atherogenesis. Mcl-1 levels in collar-induced carotid artery lesions of LDLr−/− mice gradually
increased during lesion development and in particular in advanced plaques, six weeks after collar induction
(Fig. 1A). Of note, this increase was not validated at the protein level. Mcl-1 was mostly expressed in activated
macrophages (M1- or M2-macropahges), as compared to other cell types (Fig. 1B). Mcl-1 was also detectable in
human atherosclerotic plaques, and its expression did not differ between stable and unstable plaque (Fig. 1C). However, Pearson correlation analysis revealed that Mcl-1 expression did correlate with pathogenic plaque
traits, with more traits in unstable plaques, suggesting an involvement in the disease process (Fig. 1D). To ver-
ify whether Mcl-1 deletion indeed resulted in an efficient neutropenia model in the context of atherosclerosis,
Ldlr−/− recipient mice were transplanted with LysMCre Mcl-1fl/fl (hereafter Mcl-1−/−) or wild type (WT) bone
marrow (Fig. 1E). Mcl-1−/− mice showed similar serum cholesterol and triglyceride levels, and body weight (see
Supplementary Data Fig. IA–C). Compatible with the notion that Mcl-1 is essential for neutrophil survival7, cir-
culating and splenic neutrophil numbers were sharply reduced by 80% and 86%, respectively in Mcl-1fl/fl LysMcre
mice9. Circulating neutrophils were depressed in Mcl-1−/− chimeras both at baseline (82% depletion) and even
more so under hyperlipidemic conditions (91% depletion) (Fig. 2A). Likewise, neutrophil content in Mcl-1−/− Mcl-1 deletion altered neutrophil levels and characteristics. We first quantified Mcl-1 gene expres-
sion during atherogenesis. Mcl-1 levels in collar-induced carotid artery lesions of LDLr−/− mice gradually
increased during lesion development and in particular in advanced plaques, six weeks after collar induction
(Fig. 1A). Of note, this increase was not validated at the protein level. Mcl-1 was mostly expressed in activated
macrophages (M1- or M2-macropahges), as compared to other cell types (Fig. 1B). Mcl-1 was also detectable in
human atherosclerotic plaques, and its expression did not differ between stable and unstable plaque (Fig. 1C). However, Pearson correlation analysis revealed that Mcl-1 expression did correlate with pathogenic plaque
traits, with more traits in unstable plaques, suggesting an involvement in the disease process (Fig. 1D). To ver-
ify whether Mcl-1 deletion indeed resulted in an efficient neutropenia model in the context of atherosclerosis,
Ldlr−/− recipient mice were transplanted with LysMCre Mcl-1fl/fl (hereafter Mcl-1−/−) or wild type (WT) bone
marrow (Fig. 1E). Low human and murine Mcl-1
expression leads to a pro-apoptotic
plaque phenotype enriched in
giant-cells
Margaux A. C. Fontaine 1, Marijke M. Westra2, Ilze Bot 2, Han Jin1, Aimée J. P. M. Franssen1,
Martine Bot2, Saskia C. A. de Jager2,3, Ivan Dzhagalov4, You-Wen He4, Bart J. M. van Vlijmen5,6,
Marion J. J. Gijbels1,7, Chris P. Reutelingsperger 8, Theo J. C. van Berkel2, Judith C. Sluimer 1,9,
Lieve Temmerman1 & Erik A. L. Biessen1 Our study shows that myeloid
Mcl-1 deletion indeed has a profound impact on neutrophil survival. However, Mcl-1 deficient macrophages were
seen to accumulate more lipids in vitro and in vivo and were subsequently more sensitive to apoptosis. Moreover,
we show that Mcl-1 is implicated in the fusion of macrophages. These combined effects however counteracted
each other affecting only viable cell plaque composition, but not plaque growth. Results
l
d Mcl-1−/− mice showed similar serum cholesterol and triglyceride levels, and body weight (see
Supplementary Data Fig. IA–C). Compatible with the notion that Mcl-1 is essential for neutrophil survival7, cir-
culating and splenic neutrophil numbers were sharply reduced by 80% and 86%, respectively in Mcl-1fl/fl LysMcre
mice9. Circulating neutrophils were depressed in Mcl-1−/− chimeras both at baseline (82% depletion) and even
more so under hyperlipidemic conditions (91% depletion) (Fig. 2A). Likewise, neutrophil content in Mcl-1−/−
atherosclerotic lesions was decreased, albeit to a lower extent than in blood (Fig. 2B,C), hinting to an enhanced
adhesive capacity or faster turnover of residual neutrophils in circulation. Considering that an elevated CXCR4/
CXCR2 balance is associated with regress to the bone marrow and that CXCR4 is an established measure of neu-
trophil ageing16, we examined neutrophil phenotype. CXCR4 expression on circulating and peritoneal residual
neutrophils was increased (Fig. 2D,E, respectively), suggesting hyperactivation and increased SDF1 migratory
capacity. Moreover, responsiveness of remaining neutrophils to the potent neutrophil chemokine CXCL1 was
blunted, concordant with the reduced CXCR2 expression by pre-apoptotic neutrophils16. Peritoneal neutrophil
influx 2 hours after i.p. injection of CXCL1 was prominent in WT transplanted mice, whereas Mcl-1−/− trans-
planted mice only showed a minor, non-significant, increase in peritoneal neutrophils (Fig. 2F,G). Of note, neu-
trophil recruitment was paralleled by stromal egress of neutrophils into circulation in WT, but not Mcl-1−/− mice
(data not shown). Taken together, these results confirm Mcl-1 as a crucial neutrophil survival factor, also under
hyperlipidemic conditions, and demonstrate that Mcl-1 myeloid deletion can be used as a genetic tool to induce
a long-lasting, severe neutropenia in atherosclerosis. yp
p
p
g
p
atherosclerotic lesions was decreased, albeit to a lower extent than in blood (Fig. 2B,C), hinting to an enhanced
adhesive capacity or faster turnover of residual neutrophils in circulation. Considering that an elevated CXCR4/
CXCR2 balance is associated with regress to the bone marrow and that CXCR4 is an established measure of neu-
trophil ageing16, we examined neutrophil phenotype. CXCR4 expression on circulating and peritoneal residual
neutrophils was increased (Fig. 2D,E, respectively), suggesting hyperactivation and increased SDF1 migratory
capacity. Moreover, responsiveness of remaining neutrophils to the potent neutrophil chemokine CXCL1 was
blunted, concordant with the reduced CXCR2 expression by pre-apoptotic neutrophils16. Peritoneal neutrophil
influx 2 hours after i.p. Results
l
d (C) Mcl-1 gene
expression in human atherosclerotic plaques, represented by microarray normalized intensities. (D) Heatmap
showing Pearson correlation coefficient (p-values) of Mcl-1 human plaque gene expression correlation with
clinical plaque traits. N = 22/23 (stable/unstable). (E) Lethally irradiated LDLr−/− mice were reconstituted with
WT or Mcl-1−/− bone marrow, and after 8 weeks of recovery, put on a Western Type Diet (WTD) containing
0.25% cholesterol for 5 weeks (n = 17) or 10 weeks (n = 19). All data is presented as mean ± SEM. *p < 0.05. Figure 1. Regulation of Mcl-1 expression in atherosclerosis. (A–C) Mcl-1 gene expression measured by RT-
qPCR. (A) Vascular Mcl-1 expression corrected for HPRT housekeeping gene in a model of collar induced
carotid artery atherogenesis in LDLr−/− mice. (B) Mcl-1 expression corrected for 18 S housekeeping gene in
different mouse cell types. SMCs: smooth muscle cells, MCECs: mouse cardiac endothelial cells. (C) Mcl-1 gene
expression in human atherosclerotic plaques, represented by microarray normalized intensities. (D) Heatmap
showing Pearson correlation coefficient (p-values) of Mcl-1 human plaque gene expression correlation with
clinical plaque traits. N = 22/23 (stable/unstable). (E) Lethally irradiated LDLr−/− mice were reconstituted with
WT or Mcl-1−/− bone marrow, and after 8 weeks of recovery, put on a Western Type Diet (WTD) containing
0.25% cholesterol for 5 weeks (n = 17) or 10 weeks (n = 19). All data is presented as mean ± SEM. *p < 0.05. macrophage numbers were unchanged (data not shown). This finding led us to examine the lipid loading capac-
ity of peritoneal macrophages in vitro. In agreement with the elevated peritoneal foam cell counts in vivo, lipid
accumulation in non-stimulated Mcl-1−/− BMDMs in vitro was markedly increased (Fig. 4D). Lipid loading in
WT macrophages remained unchanged after incubation with oxLDL for 24 h but was substantially enhanced in
Mcl-1−/− macrophages (Fig. 4D). While incubation with VLDL increased lipid content in both WT and Mcl-1−/−
macrophages, this increase was considerably higher in the latter cells (Fig. 4D). In keeping with what is observed
in peritoneal macrophages, Mcl-1−/− BMDMs also showed an increased lipid uptake capacity (Fig. 4E). Thus,
under conditions of hyperlipidemia Mcl-1 appears to be an active regulator of macrophage survival as well as of
macrophage lipid loading. Mcl1 deletion induces multinucleated giant cell formation. Results
l
d injection of CXCL1 was prominent in WT transplanted mice, whereas Mcl-1−/− trans-
planted mice only showed a minor, non-significant, increase in peritoneal neutrophils (Fig. 2F,G). Of note, neu-
trophil recruitment was paralleled by stromal egress of neutrophils into circulation in WT, but not Mcl-1−/− mice
(data not shown). Taken together, these results confirm Mcl-1 as a crucial neutrophil survival factor, also under
hyperlipidemic conditions, and demonstrate that Mcl-1 myeloid deletion can be used as a genetic tool to induce
a long-lasting, severe neutropenia in atherosclerosis. Myeloid Mcl-1 deletion increased plaque apoptotic cell content but did not affect atheroscle-
rotic lesion size. Despite its profound effects on circulating neutrophils, and on plaque neutrophil content,
myeloid Mcl-1 deletion did neither alter early nor advanced plaque area, necrotic core size, or plaque macrophage
content as compared to controls (Fig. 3A–D). We did observe an increase in plaque apoptosis by 71% and 77%
in atherosclerotic lesions of Mcl1−/− mice fed a WTD for 5 and 10 weeks, respectively, compared to WT mice
(Fig. 3E), suggesting that Mcl-1 not only plays an important role in the survival of neutrophils, but also of other
myeloid plaque-resident cells, such as plaque macrophages and foam cells. Mcl-1 myeloid deletion enhanced lipid-induced apoptosis sensitivity and lipid loading capacity
of macrophages. We next investigated the role of Mcl-1 in macrophages and foam cells in atherosclero-
sis, reasoning that hyperlipidemia could unleash a role for Mcl-1 in plaque macrophage biology, as has been
described for macrophages undergoing infection12. Mcl-1−/− peritoneal macrophages displayed a higher level
of apoptosis already at baseline, confirming that the hyperlipidemic environment by itself triggered the Mcl-1
survival program (Fig. 4A). Moreover, Mcl-1−/− peritoneal macrophages, as well as Mcl-1−/− BMDMs (see
Supplementary Data Fig. IIA,B), displayed an increased sensitivity towards oxLDL-induced cell death compared
to WT macrophages (Fig. 4A-B and Supplementary Data Fig. IIIA–E). Interestingly, peritoneal foam cell numbers
were increased by 2.5-fold in Mcl-1−/− compared to WT transplanted mice (Fig. 4C), whereas total peritoneal Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ Figure 1. Regulation of Mcl-1 expression in atherosclerosis. (A–C) Mcl-1 gene expression measured by RT-
qPCR. (A) Vascular Mcl-1 expression corrected for HPRT housekeeping gene in a model of collar induced
carotid artery atherogenesis in LDLr−/− mice. (B) Mcl-1 expression corrected for 18 S housekeeping gene in
different mouse cell types. SMCs: smooth muscle cells, MCECs: mouse cardiac endothelial cells. Results
l
d Much to our surprise, we noticed the
abundant presence of multinucleated giant cells (MGCs) in plaques of Mcl-1−/− transplanted animals after 10
weeks on WTD. Indeed, MGC content per plaque was increased by 118% in the Mcl-1−/− transplanted animals
as compared to WT (Fig. 5A,B), suggesting that Mcl-1 myeloid deficiency leads to the formation of MGCs. In
addition, Mcl-1 myeloid deficiency increased MGCs formation by peritoneal macrophages in vitro both in control
conditions and after incubation with oxLDL and VLDL (Fig. 5C,D). To further investigate the Mcl-1-dependent
changes underlying MGC formation, we incubated WT BMDMs with IL4 and GM-CSF, two known cytokines
to induce giant cells24,25, and compared them to Mcl-1−/− BMDMs. While giant cell formation was unaffected
after one week of culture (data not shown), it was significantly increased in Mcl-1−/− BMDMs compared to WT
BMDMs at 13 days of culture (P value = 0.002, Fig. 5E). Mechanistically, the effect was partially mediated by
hyperlipidemia, as oxLDL or VLDL increased MGC formation in BMDM-derived cells to a larger extent (Fig. 5E). Of note, after 13 days in culture, Mcl-1−/− BMDMs had partially lost their increased capacity of lipid uptake and
subsequent lipid-induced apoptosis (Fig. 5F,G, respectively). To assess the relevance of Mcl-1-dependent MGC Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ www.nature.com/scientificreports
ture.com/scientificreports/
Figure 2. Mcl-1−/− chimeric mice have altered neutrophil levels and characteristics. (A) Circulating
neutrophils were defined as Gr1+ and measured by flow cytometry in blood samples obtained from tail
vein of WT and Mcl-1−/− bone marrow chimeras. (B) Representative H&E pictures of WT and Mcl-1−/−
atherosclerotic plaques (n = 19). Neutrophils are indicated by the arrow. (C) in aortic root atherosclerotic
lesions of BM transplanted LDLr−/− after 10 weeks of WTD (n = 19). (D,E) CXCR4 expression in circulating
and peritoneal neutrophils respectively assessed by flow cytometry (CXCR4 positive cells within the neutrophil
gate of A). (F,G) Circulating and peritoneal neutrophil levels respectively 2 h after CXCL1 injection measured
by flow cytometry (CXCR4 positive cells within the neutrophil gate of A). Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and *p < 0.05. Figure 2. Mcl-1−/− chimeric mice have altered neutrophil levels and characteristics. (A) Circulating
neutrophils were defined as Gr1+ and measured by flow cytometry in blood samples obtained from tail
vein of WT and Mcl-1−/− bone marrow chimeras. Results
l
d (B) Representative H&E pictures of WT and Mcl-1−/−
atherosclerotic plaques (n = 19). Neutrophils are indicated by the arrow. (C) in aortic root atherosclerotic
lesions of BM transplanted LDLr−/− after 10 weeks of WTD (n = 19). (D,E) CXCR4 expression in circulating
and peritoneal neutrophils respectively assessed by flow cytometry (CXCR4 positive cells within the neutrophil
gate of A). (F,G) Circulating and peritoneal neutrophil levels respectively 2 h after CXCL1 injection measured
by flow cytometry (CXCR4 positive cells within the neutrophil gate of A). Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and *p < 0.05. formation in human atherosclerosis, we quantified MGCs in human plaques. Cathepsin K+ multinucleated cells
were frequently found in both stable and unstable plaques (Fig. 6A,B). Interestingly, their presence inversely
correlated with Mcl-1 gene expression in unstable plaque, and only in unstable lesions associated significantly
with lesion hemorrhages and calcifications (P value = 0.044 and 0.055, respectively, Fig. 6C,D). Thus, our results
unveil a hitherto unknown link between Mcl-1 and MGC formation, which is influenced by hyperlipidemia, an
association potentially preserved in human atherosclerotic lesions as well. Discussion In this study, we evaluated the effects of myeloid Mcl-1 deletion and its accompanying neutropenia on athero-
sclerosis progression. In addition to extreme neutropenia, Mcl-1 deficiency resulted in increased macrophage
apoptosis and lipid handling, and triggered multinucleated giant cell formation. First, we found that myeloid
Mcl-1 deletion dramatically reduced neutrophil numbers both in circulation and in atherosclerotic lesions. This is in keeping with extensive data on the vital role of Mcl-1 in neutrophil survival9,10,26,27 which as we now Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ Figure 3. Effect of myeloid Mcl-1 deficiency on atherosclerotic lesion size and composition. (A) Representative
micrographs of Oil Red O stained aortic root sections in WT and Mcl1−/− mice after 5 and 10 weeks of WTD. (B) Atherosclerotic lesion size after 5 weeks or 10 weeks of WTD quantified on Oil Red O staining using Leica
image analysis system. (C) Plaque necrotic core size after 10 weeks of WTD. (D) Plaque macrophage content
after 10 weeks of WTD assessed on Moma-2 positive staining. (E) Plaque apoptotic cell content after 5 weeks or
10 weeks of WTD, measured by TUNEL staining. Data is presented as mean ± SEM. **p < 0.01. Figure 3. Effect of myeloid Mcl-1 deficiency on atherosclerotic lesion size and composition. (A) Representative
micrographs of Oil Red O stained aortic root sections in WT and Mcl1−/− mice after 5 and 10 weeks of WTD. (B) Atherosclerotic lesion size after 5 weeks or 10 weeks of WTD quantified on Oil Red O staining using Leica
image analysis system. (C) Plaque necrotic core size after 10 weeks of WTD. (D) Plaque macrophage content
after 10 weeks of WTD assessed on Moma-2 positive staining. (E) Plaque apoptotic cell content after 5 weeks or
10 weeks of WTD, measured by TUNEL staining. Data is presented as mean ± SEM. **p < 0.01. igure 3. Effect of myeloid Mcl-1 deficiency on atherosclerotic lesion size and composition. (A) Representative
/t demonstrated remains valid in a hyperlipidemic environment. On the other hand, Mcl-1 overexpression28,29 and
Bim deletion23, a pro-apoptotic Bcl-2 family member and Mcl-1 antagonist, do not affect circulating myeloid
cell numbers, suggesting that physiological Mcl-1 levels are sufficient for normal cell function. Our work thus
provides a mouse model for continuous neutropenia, an important advantage to models used in earlier studies
addressing neutrophil contribution to atherogenesis. Though Zernecke et al. Discussion demonstrated that CXCR4 blockade
aggravated atherosclerosis due to increased neutrophil recruitment to the plaque, they were unable to extend the
neutrophil depletion beyond a 4 week period16. They did show that plaques of neutrophil depleted mice were
smaller and had a lower neutrophil and macrophage content, but did not evaluate plaque apoptosis or necrotic
core size. Similarly so, CCL3−/− LDLr−/− bone marrow chimeras with 50% less neutrophils, developed smaller
atherosclerotic lesions30. Consequently, we were highly surprised by the unaffected atherosclerotic lesion burden
in neutropenic LysMCre Mcl-1−/− mice.f p
y
Apparently the atheroprotective effects of Mcl-1 deletion in neutrophils in LDLr−/− mice are counteracted by
potentially pro-atherogenic effects on other cell types targeted by the LysM conditional Mcl-1 deletion, we there-
fore examined in greater detail the role of Mcl-1 in atherosclerotic LysM+ monocytes and macrophages.f g
y
y
p
g
Although Mcl-1 loss was previously shown to have no effect on monocyte and macrophage development in
wild type mice9,10, Mcl-1−/− macrophages were more sensitive to apoptosis upon an infection12 or phagocytic
challenge10. We found that the apoptotic cell content in advanced aortic root lesions (10 weeks of WTD) was
increased by 44% in mice with myeloid Mcl-1 deficiency. As neutrophils are only scarcely present in advanced
lesions14 and most apoptotic cells were located in the central atheroma (data not shown), the high apoptotic cell
density is likely to reflect dying LysM+ plaque macrophages. Our work thus identifies Mcl-1 as a major survival
protein in atherosclerotic lesions. Atherosclerotic lesion burden was however unaltered in Mcl-1−/− BM recipi-
ents, as were necrotic core, macrophage and collagen content. Similar results were obtained when studying plaque
initiation five weeks after WTD. Our results correspond with those from Thorp et al.21, who showed increased
macrophage apoptosis, but unchanged lesion burden in Bcl-2flox-LysMCre ApoE−/− mice that are deficient in
macrophage and neutrophil Bcl-221. In turn, hematopoietic Bim deficiency, a pro-apoptotic Bcl-2-family member,
had no impact on macrophage apoptosis and lesion burden in LDLr−/− mice23. Thus, Mcl-1−/− deletion in mac-
rophages led to higher apoptosis level in advanced plaques, however it is clear from the above that this not always
translates into a pro-atherogenic plaque progression. p
g
p q
p
g
In addition to an increased sensitivity to oxLDL induced cell death, Mcl-1−/− macrophages showed augmented
lipid accumulation after incubation with oxLDL and VLDL. Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 Discussion Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and
*p < 0.05. those of Halvorsen et al.31, who reported reduced IL-10 induced oxLDL loading by THP-1 macrophages in vitro
after siRNA mediated silencing of Mcl-1 and Bfl-1 expression. The authors did not assess effects of Mcl-1 inhibi-
tion alone, without IL-10 stimulation. Based on our data we hypothesize that the apoptosis-prone phenotype of
Mcl-1−/− macrophages is at least partly caused by the increased uptake of lipids. p
g
p
y
y
p
p
Another remarkable characteristic was the high propensity of Mcl-1−/− cells to form multinucleated giant cells
(MGCs). MGCs, a hallmark of several chronic inflammatory diseases32,33, originate from monocyte-macrophage
lineage and result from cell fusion32,34. Giao et al. have illustrated the presence of TRAP-positive (osteoclast like
giant) cells in close relation to calcified regions and TRAP-negative MGCs in advanced human atherosclerotic
plaques35. In addition, Samokhin et al.36 showed that mice fed a Paigen diet displayed a 4-fold increase in MGC
number in atherosclerotic lesions36. In our study, we observed a higher macrophage fusion capacity in both Mcl-
1−/− peritoneal and BMDMs, which increased even more upon oxLDL or VLDL stimulation. Furthermore, Mcl-
1−/− deficiency in BMDMs seemed to promote MGC formation, independently of lipid uptake. In line with our
in vitro findings, Mcl-1−/− atherosclerotic plaques had a 4-fold increase in MGC presence as compared to WT
lesions. Additionally, the presence of MGCs in human unstable plaques correlated negatively with Mcl-1 gene
expression and significantly associated with hemorrhages and calcifications in the lesion. The exact role of MGCs
in atherosclerosis is not yet fully understood, however it was previously shown that MGCs facilitate vascular
smooth muscle cell migration in the context of atherosclerosis by producing cathepsin K and destroying the
elastin fibers36. Although not providing conclusive evidence, our findings support such pro-atherogenic role of
MGCs. To our knowledge, we are the first to implicate Mcl-1 in the fusion of macrophages. Possibly, this is related
to increased oxidative phosphorylation capacity for energy production in Mcl-1−/− deficient BMDMs (data not
shown), however the exact mechanism by which Mcl-1 induces MGC formation remains to be investigated. )
y
g
In summary, myeloid Mcl-1 deficiency led to a profound and sustained neutropenia in hyperlipidemic
LDLr−/− mice accompanied by enhanced oxLDL induced macrophage death in vitro, as well as increased ath-
erosclerotic lesion apoptosis. Discussion In keeping, we observed elevated foam cell levels in
vivo in the peritoneal cavity of Mcl-1−/− BM compared to WT BM recipients. These findings seem to contrast with Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ Figure 4. Effect of Mcl-1 myeloid deletion on macrophage apoptosis and lipid loading. (A) PS exposure of
unstimulated or oxLDL (40 µg/ml) stimulated peritoneal macrophages measured by Annexin-V-OG staining. (B) PS exposure of unstimulated or oxLDL/VLDL stimulated bone marrow derived macrophages (BMDMs)
measured by Annexin-V-OG staining. (C) Peritoneal foam cell presence of WT and Mcl-1−/− mice after 10
weeks of WTD assessed by Oil Red O staining in vitro. (D) Lipid loading capacity of peritoneal macrophages
after oxLDL (20 µg/ml) and vLDL (50 µg/ml) exposure. (E) Lipid uptake capacity of BMDMs after oxLDL
(20 µg/ml) and VLDL (50 µg/ml) incubation. Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and
*p < 0.05. Figure 4. Effect of Mcl-1 myeloid deletion on macrophage apoptosis and lipid loading. (A) PS exposure of
unstimulated or oxLDL (40 µg/ml) stimulated peritoneal macrophages measured by Annexin-V-OG staining. (B) PS exposure of unstimulated or oxLDL/VLDL stimulated bone marrow derived macrophages (BMDMs)
measured by Annexin-V-OG staining. (C) Peritoneal foam cell presence of WT and Mcl-1−/− mice after 10
weeks of WTD assessed by Oil Red O staining in vitro. (D) Lipid loading capacity of peritoneal macrophages
after oxLDL (20 µg/ml) and vLDL (50 µg/ml) exposure. (E) Lipid uptake capacity of BMDMs after oxLDL
(20 µg/ml) and VLDL (50 µg/ml) incubation. Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and
*p < 0.05. Figure 4. Effect of Mcl-1 myeloid deletion on macrophage apoptosis and lipid loading. (A) PS exposure of
l
d
(
l)
l
d
l
h
d b Figure 4. Effect of Mcl-1 myeloid deletion on macrophage apoptosis and lipid loading. (A) PS exposure of
unstimulated or oxLDL (40 µg/ml) stimulated peritoneal macrophages measured by Annexin-V-OG staining. (B) PS exposure of unstimulated or oxLDL/VLDL stimulated bone marrow derived macrophages (BMDMs)
measured by Annexin-V-OG staining. (C) Peritoneal foam cell presence of WT and Mcl-1−/− mice after 10
weeks of WTD assessed by Oil Red O staining in vitro. (D) Lipid loading capacity of peritoneal macrophages
after oxLDL (20 µg/ml) and vLDL (50 µg/ml) exposure. (E) Lipid uptake capacity of BMDMs after oxLDL
(20 µg/ml) and VLDL (50 µg/ml) incubation. Discussion ***p < 0.001, **p < 0.01 and *p < 0.05. Figure 5. Effect of Mcl-1 deletion on macrophage fusion. (A) Representative pictures of mouse aortic root
sections stained with H&E. Multinucleated Giant Cells are indicated by the arrow. MGCs were quantified as
cells containing 2 or more round nuclei. (B) MGCs quantification in the atherosclerotic lesions of WT and
Mcl1−/− chimeras after 10 weeks of WTD. (C) Representative pictures of Oil Red O stained unstimulated,
oxLDL or VLDL stimulated peritoneal macrophages. Multinucleated Giant Cells are indicated by the arrow
(D) Quantification of Giant Cell population in peritoneal macrophages depicted in (C). (E) MGCs in BMDMs
after 6d of culture in the presence of either oxLDL, VLDL or nothing. (F) Lipid loading capacity of MGCs after
13 d in culture. (G) PS exposure in MGC population after 13 d in culture. Data is presented as mean ± SEM. Figure 5. Effect of Mcl-1 deletion on macrophage fusion. (A) Representative pictures of mouse aortic root
sections stained with H&E. Multinucleated Giant Cells are indicated by the arrow. MGCs were quantified as
cells containing 2 or more round nuclei. (B) MGCs quantification in the atherosclerotic lesions of WT and
Mcl1−/− chimeras after 10 weeks of WTD. (C) Representative pictures of Oil Red O stained unstimulated,
oxLDL or VLDL stimulated peritoneal macrophages. Multinucleated Giant Cells are indicated by the arrow
(D) Quantification of Giant Cell population in peritoneal macrophages depicted in (C). (E) MGCs in BMDMs
after 6d of culture in the presence of either oxLDL, VLDL or nothing. (F) Lipid loading capacity of MGCs after
13 d in culture. (G) PS exposure in MGC population after 13 d in culture. Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and *p < 0.05. Figure 5. Effect of Mcl-1 deletion on macrophage fusion. (A) Representative pictures of mouse aortic root i Discussion Furthermore, Mcl-1 deficiency was shown to enhance lipid uptake and induce the
formation of MGCs in vitro and in vivo. In line with the observation in mice, Mcl-1 gene expression negatively
correlated with the presence of MGCs in human unstable plaque. Taken together, the markedly lower neutro-
phil numbers mask the combined effects of a more lipid rich and apoptotic plaque in myeloid Mcl-1 deficient
animals, and result in an unchanged lesion development and progression. Our results clearly identify Mcl-1 as
a macrophage survival protein under hyperlipidemia and uncover a hitherto unknown role for Mcl-1 in MGC
formation. Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ Material and Methods
Figure 5. Effect of Mcl-1 deletion on macrophage fusion. (A) Representative pictures of mouse aortic root
sections stained with H&E. Multinucleated Giant Cells are indicated by the arrow. MGCs were quantified as
cells containing 2 or more round nuclei. (B) MGCs quantification in the atherosclerotic lesions of WT and
Mcl1−/− chimeras after 10 weeks of WTD. (C) Representative pictures of Oil Red O stained unstimulated,
oxLDL or VLDL stimulated peritoneal macrophages. Multinucleated Giant Cells are indicated by the arrow
(D) Quantification of Giant Cell population in peritoneal macrophages depicted in (C). (E) MGCs in BMDMs
after 6d of culture in the presence of either oxLDL, VLDL or nothing. (F) Lipid loading capacity of MGCs after
13 d in culture. (G) PS exposure in MGC population after 13 d in culture. Data is presented as mean ± SEM. ***p < 0.001, **p < 0.01 and *p < 0.05. Figure 5. Effect of Mcl-1 deletion on macrophage fusion. (A) Representative pictures of mouse aortic root
sections stained with H&E. Multinucleated Giant Cells are indicated by the arrow. MGCs were quantified as
cells containing 2 or more round nuclei. (B) MGCs quantification in the atherosclerotic lesions of WT and
Mcl1−/− chimeras after 10 weeks of WTD. (C) Representative pictures of Oil Red O stained unstimulated,
oxLDL or VLDL stimulated peritoneal macrophages. Multinucleated Giant Cells are indicated by the arrow
(D) Quantification of Giant Cell population in peritoneal macrophages depicted in (C). (E) MGCs in BMDMs
after 6d of culture in the presence of either oxLDL, VLDL or nothing. (F) Lipid loading capacity of MGCs after
13 d in culture. (G) PS exposure in MGC population after 13 d in culture. Data is presented as mean ± SEM. Material and Methods Mcl-1 gene expression in different cell types. Murine 3T3 fibroblasts, smooth muscle cells (SMCs),
cardiac endothelial cells (MCECs), and BMDMs stimulated with either lipopolysaccharide (10 ng/ml) and
Interferon-γ (100 U/ml) (M1 macrophage) or Interleukin-4 (20 ng/ml) (M2 macrophage) were cultured. Total
RNA was extracted and gene expression was analyzed by qPCR. Mcl-1 and housekeeping gene 18 S primers used
are listed in Supplementary Table 1. Bone marrow transplantation and atherosclerosis induction. Male recipient LDLr−/− mice were
housed in sterile ventilated cages with food (RM3, Special Diet Services) and water ad libitum. Antibiotics
(83 mg/l ciprofloxacin, 67 mg/l Polymixin B and 5 g/l sugar) were supplied in the drinking water. Mice were
exposed to a single dose of 9 Gy total body irradiation (0.19 Gy/min, 200 kV, 4 mA) using an Andrex Smart
225 Röntgen source (YXLON International) one day before transplantation. Bone marrow was extracted from
femur and tibia of male Mcl-1fl/fl LysMcre (hereafter Mcl-1−/−) donors and wild type (WT) littermates. Irradiated
LDLr−/− mice received 2.5 × 106 BM cells of either Mcl-1−/− (n = 17) or WT (n = 15) via tail vein injection. After a
recovery period of eight weeks mice were put on a WTD containing 0.25% cholesterol and 15% cacao butter (Diet
W, Special Diet Services) for an additional five (plaque initiation) or ten weeks (advanced plaque). Blood cell analysis and flow cytometry. Blood samples were taken by tail bleeding immediately before
BMT, prior to (week 0) and after four weeks of WTD feeding (week 4) and at the time of sacrifice (week 5 or week
10). Peritoneal leukocytes were isolated at the time of sacrifice by peritoneal lavage with 10 ml PBS. Whole blood
and peritoneal lavage samples were analyzed using a Sysmex blood cell analyzer (XT-2000i). For flow cytometry,
WBC and peritoneal leukocytes were stained with fluorescently labelled antibodies against F4/80, CD19, CD4,
CD71 and CD11b (eBioscience) and Gr1, CD8 and CXCR4 (BD Pharmingen). Fluorescence-activated cell sorting
(FACS) analysis was performed on a FACSCalibur with CellQuest software (BD Biosciences). Tissue harvesting and analysis. Two hours before sacrifice, Mcl-1−/− or WT mice (n = 5) received intra-
peritoneal injections of CXCL1 (200 ng/ml in 1 ml PBS) or PBS control. The mice were anesthetized and perfused
with PBS. Cryosections of the aortic root tissue were stained with hematoxylin and eosin (HE) or Oil Red O. Material and Methods Animals. All animal work was approved by animal regulatory authority of Leiden University and performed
in compliance with Dutch national guidelines. Low density lipoprotein receptor-null (LDLr−/−) mice were
obtained from the local animal breeding facility. Mcl-1fl/fl LysMcre mice were obtained from the Department of
Immunology, Duke University Medical Center, USA and were backcrossed to C57BL/6J. Mcl-1 gene expression during atherogenesis. Twenty male LDLr−/− mice were fed a Western-type diet
(WTD) two weeks prior to surgery and throughout the experiment. Atherosclerotic carotid artery lesions were
induced by perivascular collar placement37. Carotid Mcl-1 gene expression was analyzed prior to and two, four,
six and eight weeks after collar placement (n = 4, per timepoint).The mice were anaesthetized and perfused with
phosphate buffered saline (PBS) after which both common carotid arteries were isolated. After dissection of the
adventitia, plaque containing segments were excised based on macroscopic examination, snapfrozen and stored
at −80°c. Two to three atherosclerotic plaques were pooled per sample and total RNA was isolated using Trizol
reagent (Invitrogen). Gene expression was analyzed by real time PCR (qPCR) using ABI PRISM 7700 Sequence Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ Figure 6. Presence of Multinucleated Giant Cells in human atherosclerotic plaques. (A) Representative
pictures of cathepsin K stained human unstable plaques. Multinucleated Giant Cells are indicated by the arrow
(B) MGCs are quantified as cells positive for cathepsin K and containing 2 or more round nuclei. (C) Pearson
correlation analysis showing coefficient (p-values) between MGCs presence and MCL-1 gene expression
levels in human unstable plaque segments (n = 18). (D) Heatmap showing Pearson’s correlation coefficient/p-
values between the presence of MGCs and other clinical plaque traits. N = 22/23 (stable/unstable). *Indicates
significant correlation. Figure 6. Presence of Multinucleated Giant Cells in human atherosclerotic plaques. (A) Representative
pictures of cathepsin K stained human unstable plaques. Multinucleated Giant Cells are indicated by the arrow
(B) MGCs are quantified as cells positive for cathepsin K and containing 2 or more round nuclei. (C) Pearson
correlation analysis showing coefficient (p-values) between MGCs presence and MCL-1 gene expression
levels in human unstable plaque segments (n = 18). (D) Heatmap showing Pearson’s correlation coefficient/p-
values between the presence of MGCs and other clinical plaque traits. N = 22/23 (stable/unstable). *Indicates
significant correlation. Detector (Applied Biosystems) with SYBR-Green technology. Mcl-1 and housekeeping gene Hprt primers used
are listed in Supplementary Table 1. Material and Methods Lesion size was quantified using a Leica DMRE microscope with camera and Leica Qwin Imaging software (Leica
Ltd). MGCs were defined as macrophages with two or more round nuclei on the HE slides and quantified by an
animal pathologist. Immunohistochemical stainings were performed for macrophage (MOMA-2, Sigma) and
vSMC (α-smooth muscle actin, Sigma) content. Apoptotic cell content was quantified using terminal deoxytrans-
ferase dUTP nick-end labeling (TUNEL) kit (Roche Diagnostics). Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ LDL and VLDL isolation and oxLDL preparation. LDL and very low-density lipoprotein (VLDL) were
isolated from human plasma by density gradient ultracentrifugation for 20 h at 4 °C38. LDL concentration was
adjusted to 0.5 mg/ml with PBS and oxidized by incubation with 0.32 mM CuSO4 overnight at 37 °C after which
the oxidation reaction was terminated by addition of 50 µM EDTA. oxLDL was then dialyzed against PBS con-
taining 10 µM EDTA for 24 h. Final oxLDL and VLDL concentration were measured using the bicinchonic acid
protein kit (Thermo Fisher Scientific). BMDMs and peritoneal macrophages. Bone marrow cells were isolated by flushing femurs and tibia with
PBS and single cell suspensions were obtained by passing the suspension through a 70 µm nylon cell strainer (BD
Falcon). Bone marrow cells were differentiated into macrophages by culturing in RPMI-1640 medium (GIBCO
Invitrogen), supplemented with 10% (vol/vol) heat inactivated fetal calf serum (FCS) (GIBCO, Invitrogen), glu-
tamine (2 mM), penicillin (100 U/ml), streptomycin (100 μg/ml) and 15% (vol/vol) L929-conditioned medium
for 7 days. After differentiation, BMDMs were harvested with lidocaine and replated at 0.5 × 105 cells/well in a 96
well imaging plate (BD #353219, Corning Life Sciences) for apoptosis, lipid uptake and fusion assay. Peritoneal
leukocytes were isolated from Mcl-1−/− and WT mice following an i.p. injection of PBS before sacrifice. Cells were
pooled from 2–3 mice per genotype and plated at 0.25 × 106 cells/well in 8 chamber culture slides or 24-well plates
(BD Falcon) and non-adherent peritoneal macrophages were removed. Lipid loading of BMDMs and peritoneal macrophages. Adherent peritoneal macrophages were stim-
ulated with 20 µg/ml oxLDL or 50 µg/ml VLDL for 24 hours, after which slides were washed with PBS and stained
with Oil Red O (ORO). Lipid loading was quantified as the ratio between the ORO stained area and total cell
surface. Material and Methods BMDMs were loaded with 20 µg/ml oxLDL or 50 µg/ml VLDL combined with 5 µg/ml and 12.5 µg/ml
Topfluor cholesterol (Avanti Polar Lipids) respectively for 2.5 h (D0) and 120 h (D5). Cell nuclei were stained with
Hoechst (Sigma Aldrich) at 15 µg/ml. Apoptosis of peritoneal macrophages and BMDMs. Adherent peritoneal macrophages were stim-
ulated with 40 µg/ml oxLDL for 24 hours. The macrophages were detached with Accutase (PAA Laboratories
GmbH), stained with FITC-labeled Annexin-V (ImmunoTools) and propidium iodide (Sigma Aldrich) and sub-
sequently analyzed by flow cytometry (FACSCalibur, BD Biosciences). For the BMDM apoptosis assay, cells were
loaded with 20 µg/ml oxLDL or 50 µg/ml VLDL for 6 h (D0) or 120 h (D5) and subsequently stained with Hoechst
and Oregon-green or Alexa-647 labelled Annexin-V for 15 minutes39. Fusion assay. BMDMs were loaded with 20 µg/ml oxLDL or 50 µg/ml VLDL for either 24 h (D1) or 120 h
(D5). Macrophage fusion was measured by co-staining with calcein-AM (ThermoFisher Scientific) at 1 µg/ml and
Hoechst. MGCs were defined as having two or more nuclei per calcein-segmented cell. Image analysis. For all 96-well plate immunofluorescence assays (apoptosis, lipid loading and cell fusion),
nine images per well were taken using the high content analyzer (HCA) BD pathway 855 (BD Biosciences) with
10x objective and further analyzed using Attovision and DIVA software (BD Biosciences). Human atherosclerotic plaque collection. Stable and unstable human carotid atherosclerotic plaques
segments (classified according to Virmani et al.40) were collected from the same symptomatic patient (n = 22/23)
undergoing carotid endarterectomy in Maastricht University Medical Centre (MUMC, The Netherlands) and
Zuyderland Medical Center (Sittard, the Netherlands). Collection, storage, and use in the Maastricht Pathology
Tissue Collection (MPTC) were approved by medical ethical committee (16-4-181) and in accordance with the
“Code for Proper Secondary Use of Human Tissue in the Netherlands” (http://www.fmwv.nl). Atherosclerotic
plaque segments were alternatively snapfrozen for RNA and microarray analysis, or formalin-fixed for
paraffin-embedding. Human atherosclerotic plaque histology. The human plaque sections adjacent to the snapfrozen
segment were classified to determine plaque type according to Virmani et al.40. HE staining was used to quan-
tify plaque size, lipid core size and hemorrhage. Alizarin red staining was done to measure the percentage of
calcification. Human atherosclerotic plaque immunohistochemistry. All stainings were performed on adjacent
plaque sections for vascular endothelial marker CD31 (Dako), macrophage marker CD68 (Dako), T-cell marker
CD3 (Dako) and MGC marker (cathepsin K41). References 1. Kozopas, K. M., Yang, T., Buchan, H. L., Zhou, P. & Craig, R. W. MCL1, a gene expressed in programmed myeloid cell differentiation
has sequence similarity to BCL2. Proc. Natl. Acad. Sci. USA 90, 3516–20 (1993). q
y
2. Opferman, J. T. et al. Development and maintenance of B and T lymphocytes requires antiapoptotic MCL-1. Nature 426, 671–676
(2003). (
)
3. Clohessy, J. G., Zhuang, J., de Boer, J., Gil-Gómez, G. & Brady, H. J. M. Mcl-1 Interacts with Truncated Bid and Inhibits Its Induction
of Cytochrome c Release and Its Role in Receptor-mediated Apoptosis. J. Biol. Chem. 281, 5750–5759 (2006). 4. Willis, S. N. et al. Proapoptotic Bak is sequestered by Mcl-1 and Bcl-xL, but not Bcl-2, until displaced by BH3-only proteins. Gene
Dev. 19, 1294–1305 (2005).f 5. Krajewski, S. et al. Immunohistochemical analysis of Mcl-1 protein in human tissues. Differential regulation of Mcl-1 and Bcl-2
protein production suggests a unique role for Mcl-1 in control of programmed cell death in vivo. Am. J. Pathol. 146, 1309–19 (1995) 5. Krajewski, S. et al. Immunohistochemical analysis of Mcl-1 protein in human tissues. Differential regulation of Mcl-1 and Bcl-2
protein production suggests a unique role for Mcl-1 in control of programmed cell death in vivo. Am. J. Pathol. 146, 1309–19 (1995). 6. Zhou, P., Qian, L., Kozopas, K. M. & Craig, R. W. Mcl-1, a Bcl-2 family member, delays the death of hematopoietic cells under a p
p
gg
q
p
g
6. Zhou, P., Qian, L., Kozopas, K. M. & Craig, R. W. Mcl-1, a Bcl-2 family member, delays the death of hematopoietic cells under
variety of apoptosis-inducing conditions. Blood 89, 630–43 (1997). y
g
7. Murphy, M. P. & Caraher, E. Mcl-1 is vital for neutrophil survival. Immunol. Res. 62, 225–233 (2015).i ep, J. G. Regulation of neutrophil survival/apoptosis by Mcl-1. Scie 8. Milot, E. & Filep, J. G. Regulation of neutrophil survival/apopto ,
p, J
R g
p
/ p p
y
fi
J
,
(
)
9. Dzhagalov, I., St John, A., He, Y.-W. & Edwards, S. W. The antiapoptotic protein Mcl-1 is essential for the survival of neutrophils but
not macrophages. Blood 109, 1620–6 (2007).f p
g
0. Steimer, D. A. et al. Selective roles for antiapoptotic MCL-1 during granulocyte development and macrophage effector function
Blood 113, 2805–15 (2009). ,
(
)
11. Vier, J., Groth, M., Sochalska, M. & Kirschnek, S. References The anti-apoptotic Bcl-2 family protein A1/Bfl-1 regulates neutrophil survival and
homeostasis and is controlled via PI3K and JAK/STAT signaling. Cell Death Dis. 7 (2016). g
g
2. Wang, F. et al. Suppression of Mcl-1 induces apoptosis in mouse peritoneal macrophages infected with Mycobacterium tuberculosis
Microbiol. Immunol. 60, 215–227 (2016). (
)
3. Nagenborg, J., Goossens, P., Biessen, E. A. L. & Donners, M. M. P. C. Heterogeneity of atherosclerotic plaque macrophage origin
phenotype and functions: Implications for treatment. Eur. J. Pharmacol. 816, 14–24 (2017). y
14. Hartwig, H., Silvestre Roig, C., Daemen, M., Lutgens, E. & Soehnlein, O. Neutrophils in atherosclerosis. A brief overview. Hamostaseologie 35, 121–7 (2015).h 15. Chistiakov, D. A., Grechko, A. V., Myasoedova, V. A., Melnichenko, A. A. & Orekhov, A. N. The role of monocytosis and neutrophilia
in atherosclerosis. J. Cell. Mol. Med. 22, 1366–1382 (2018). 6. Zernecke, A. et al. Protective Role of CXC Receptor 4/CXC Ligand 12 Unveils the Importance of Neutrophils in Atherosclerosis
Circ. Res. 102, 209–217 (2008). 7. Warnatsch, A., Ioannou, M., Wang, Q. & Papayannopoulos, V. Neutrophil extracellular traps license macrophages for cytokine
production in atherosclerosis. Science (80-). 349, 316–320 (2015).ih 18. Doring, Y. et al. Hematopoietic Interferon Regulatory Factor 8-Deficiency Accelerates Atherosclerosis in Mice. Arterioscler. Thromb. Vasc. Biol. 32, 1613–1623 (2012).hf 9. Tailor, P., Tamura, T., Morse, H. C. & Ozato, K. The BXH2 mutation in IRF8 differentially impairs dendritic cell subset developmen
in the mouse. Blood 111, 1942–1945 (2008). 20. Xu, W. et al. IL-10-producing macrophages preferentially clear early apoptotic cells. Blood 107, 4930–4937 (2006).h 21. Thorp, E. et al. Brief Report: Increased Apoptosis in Advanced Atherosclerotic Lesions of Apoe−/− Mice Lacking Macrophag
2. Arterioscler. Thromb. Vasc. Biol. 29, 169–172 (2009). h
22. Liu, J. et al. Reduced Macrophage Apoptosis Is Associated With Accelerated Atherosclerosis in Low-Density Lipoprotein Receptor-
Null Mice. Arterioscler. Thromb. Vasc. Biol. 25, 174–9 (2004).i h
22. Liu, J. et al. Reduced Macrophage Apoptosis Is Associated W g
Null Mice. Arterioscler. Thromb. Vasc. Biol. 25, 174–9 (2004).i h
3. Temmerman, L. et al. Leukocyte Bim deficiency does not impact atherogenesis in ldlr −/− mice, despite a pronounced induction o
autoimmune inflammation. Sci. Rep. 7, 3086 (2017). l
p
4. Helming, L. & Gordon, S. Macrophage fusion induced by IL-4 alternative activation is a multistage process involving multiple targe
molecules. Eur. J. Immunol. 37, 33–42 (2007).h (
)
25. Helming, L., Winter, J. & Gordon, S. Data Availability
All data measured and analysed during this study will be made available upon request. y
All data measured and analysed during this study will be made available upon request. Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 References The scavenger receptor CD36 plays a role in cytokine-induced macrophage fusion. J. Cell Sci. 122, 453–9 (2009). (
)
6. Moulding, D. A., Quayle, J. A., Hart, C. A. & Edwards, S. W. Mcl-1 expression in human neutrophils: regulation by cytokines and
correlation with cell survival. Blood 92, 2495–502 (1998). 27. Epling-Burnette, P. K. et al. Cooperative regulation of Mcl-1 by Janus kinase/stat and phosphatidylinositol 3-kinase contribute to
granulocyte-macrophage colony-stimulating factor-delayed apoptosis in human neutrophils. J. Immunol. 166, 7486–95 (2001). 7. Epling-Burnette, P. K. et al. Cooperative regulation of Mcl-1 by Janus kinase/stat and phosphatidylinositol 3-kinase contribute to g
y
p
g
y
g
y
p p
p
28. Campbell, K. J. et al. Elevated Mcl-1 perturbs lymphopoiesis, promotes transformation of hematopoietic stem/progenitor cells, and
enhances drug resistance. Blood 116, 3197–207 (2010). g
9. Anstee, N. S. et al. Overexpression of Mcl-1 exacerbates lymphocyte accumulation and autoimmune kidney disease in lpr mice. Cel
Death Differ. 24, 397–408 (2017).iif ff
30. de Jager, S. C. A. et al. Leukocyte-specific CCL3 deficiency inhibits atherosclerotic lesion development by affecting neutrophil
accumulation. Arterioscler. Thromb. Vasc. Biol. 33, e75–83 (2013). h
(
)
31. Halvorsen, B. et al. Interleukin-10 enhances the oxidized LDL-induced foam cell formation of macrophages by antiapoptotic
mechanisms. J. Lipid Res. 46, 211–219 (2005). mechanisms. J. Lipid Res. 46, 211–219 (2005). p
32. Anderson, J. M. Multinucleated giant cells. Curr. Opin. Hematol. 7, 40–47 (2000) 32. Anderson, J. M. Multinucleated giant cells. Curr. Opin. Hem J
g
p
(
)
33. Vignery, A. Osteoclasts and giant cells: Macrophage-macrophage fusion mechanism. International Journal of Experimental Pathology
81, 291–304 (2000).h 34. Helming, L. & Gordon, S. The molecular basis of macrophage fusion. Immunobiology 212, 785–793 (2008). h
35. Qiao, J. H., Mishra, V., Fishbein, M. C., Sinha, S. K. & Rajavashisth, T. B. Multinucleated giant cells in atherosclerotic plaques of
human carotid arteries: Identification of osteoclast-like cells and their specific proteins in artery wall. Exp. Mol. Pathol. 99, 654–662
(2015). 36. Samokhin, A. O. et al. Cholate-containing high-fat diet induces the formation of multinucleated giant cells in atherosclerotic plaques
of apolipoprotein E-/-mice. Arterioscler. Thromb. Vasc. Biol. 30, 1166–1173 (2010).h p
p ph
37. von der Thüsen, J. H., van Berkel, T. J. & Biessen, E. A. Induction of rapid atherogenesis by perivascular carotid collar placeme
apolipoprotein E-deficient and low-density lipoprotein receptor-deficient mice. Circulation 103, 1164–70 (2001). ii
38. Redgrave, T. G., Roberts, D. C. Material and Methods MGCs were defined as cathepsin-K positive cells having 2 or more
round nuclei. MGC were quantified in all sections and averaged per patient. Relative abundance of MGC was
calculated by dividing the number of MGC by that of CD68 positive cells. Human atherosclerotic plaque RNA extraction and transcriptomics. RNA was isolated by
Guanidium Thiocyanate lysis followed by Cesium Chloride gradient centrifugation, and then purified using the
Nucleospin RNAII kit. 750 ng of biotinylated cRNA per sample was hybridized to Illumina Human Sentrix-8
V2.0 BeadChip® and washed according to the Illumina standard procedure. Scanning was performed on the
Illumina BeadStation 500. Raw expression data were extracted from the images using default settings and without
normalization. Statistics. Values are expressed as mean ± standard error of the mean (SEM). All statistical analyses were
performed using Prism (GraphPad Software). Statistically significant differences (p < 0.05) were evaluated
using the Student’s t-test unless stated otherwise. Pearson correlation analysis was performed to assess the Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 www.nature.com/scientificreports/ association between Mcl-1 gene expression or MGCs presence and clinical plaque traits. *p < 0.05, **p < 0.01
and ***p < 0.001. association between Mcl-1 gene expression or MGCs presence and clinical plaque traits. *p < 0.05, **p < 0.01
and ***p < 0.001. association between Mcl-1 gene expression or MGCs presence and clinical plaque traits. *p < 0.05, **p < 0.01
and ***p < 0.001. References K. & West, C. E. Separation of plasma lipoproteins by density-gradient ultracentrifugation. Anal. Biochem. 65, 42–49 (1975).fi (
)
39. van Genderen, H. et al. In vitro measurement of cell death with the annexin A5 affinity assay. Nat. Protoc. 1, 363–367 (2006). Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3 10 www.nature.com/scientificreports/ 0. Otsuka, F. et al. Natural progression of atherosclerosis from pathologic intimal thickening to late fibroatheroma in human coronary
arteries: A pathology study. Atherosclerosis 241, 772–782 (2015).i p
gy
y
1. Donners, M. M. P. C. et al. Cathepsin K Deficiency Prevents the Aggravated Vascular Remodeling Response to Flow Cessation in
ApoE−/− Mice. PLoS One 11, e0162595 (2016). Acknowledgementsh g
This work is part of the research programme #912.02.037 to EB and BV, which is financed by the Netherlands
Organization for Scientific Research (NWO). Author Contributions M.F., L.T. and M.W. designed and performed experiments and wrote the manuscript, I.B., A.F., M.B., H.J., S.J. performed experiments. M.G. quantified giant cells in murine and human atherosclerotic plaques. Y.-W. H. and
I.D. kindly provided the animals. C.R. kindly provided Oregon Green and Alexa-647 labelled Annexin-V. B.V.,
T.B. and E.B. provided funding and coordinated the study, E.B. and J.S. gave critical input to experiments and the
manuscript. Additional Information Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-019-51020-3.h Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-019- Competing Interests: The authors declare no competing interests. Competing Interests: The authors declare no competing interests. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Cre-
ative Commons license, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons license and your intended use is not per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2019 Scientific Reports | (2019) 9:14547 | https://doi.org/10.1038/s41598-019-51020-3
|
https://openalex.org/W2592498323
|
https://europepmc.org/articles/pmc5328967?pdf=render
|
English
| null |
Strength of Excitation Is Negatively Associated with Aggressive Behavior after Interpersonal Rejection
|
Frontiers in psychology
| 2,017
|
cc-by
| 5,573
|
ORIGINAL RESEARCH
published: 28 February 2017
doi: 10.3389/fpsyg.2017.00296 Strength of Excitation Is Negatively
Associated with Aggressive Behavior
after Interpersonal Rejection
Joanna Rajchert1* and Mikołaj Winiewski2 1 Institute of Psychology, The Maria Grzegorzewska University, Warsaw, Poland, 2 Faculty of Psychology, University of
Warsaw, Warsaw, Poland 1 Institute of Psychology, The Maria Grzegorzewska University, Warsaw, Poland, 2 Faculty of Psychology, University of
Warsaw, Warsaw, Poland This study explored how the Pavlovian temperamental traits strength of excitation (SE)
and strength of inhibition (SI) were related to rejection and aggression. We predicted
that rejection would increase aggression, but that higher SE and SI would mitigate
this effect. Participants (n = 117) completed Strelau and Zawadzki’s (1998) Pavlovian
Temperament Survey. A week later they were told that a peer wanted (acceptance)
or did not want (rejection) to work with them and they were given a chance to react
aggressively by damaging that person’s chance of getting a job. We found that only
high SE was negatively related to rejected individuals’ aggression. The results are related
to the diathesis-stress and catalyst models’ accounts of the role of temperament in
shaping experience of social stress. Edited by: Edited by:
Mark Hallahan,
College of the Holy Cross, USA *Correspondence:
Joanna Rajchert *Correspondence:
Joanna Rajchert
jrajchert@aps.edu.pl Specialty section:
This article was submitted to
Personality and Social Psychology,
a section of the journal
Frontiers in Psychology
Received: 03 June 2016
Accepted: 16 February 2017
Published: 28 February 2017
Citation:
Rajchert J and Winiewski M (2017)
Strength of Excitation Is Negatively
Associated with Aggressive Behavior
after Interpersonal Rejection. Front. Psychol. 8:296. doi: 10.3389/fpsyg.2017.00296 Specialty section:
This article was submitted to
Personality and Social Psychology,
a section of the journal
Frontiers in Psychology Specialty section:
This article was submitted to
Personality and Social Psychology,
a section of the journal
Frontiers in Psychology Received: 03 June 2016
Accepted: 16 February 2017
Published: 28 February 2017 j
Research (Rajchert and Winiewski, 2016) showed that also temperamental characteristics
(strength of Behavioral Activation and Inhibition System) play a role in rejection – aggression
relationship. Having a sensitive Behavioral Activation System (BAS) increased displaced aggression
after ostracism, whilst having a strong Behavioral Inhibition System (BIS) limited direct aggression
(negative evaluation of the interaction partner) after rejection. Other research highlights the
role of vulnerability to environmental stressors, expressed in temperamental, physiologic or
genetic make-up of individuals (for review see Belsky and Pluess, 2009). Vulnerable individuals Keywords: temperament, strength of inhibition, strength of excitation, aggressive behavior, interpersonal
rejection INTRODUCTION Reviewed by:
Lisabeth Fisher DiLalla,
Southern Illinois University
Carbondale, USA
Ya-tang Li, Lisabeth Fisher DiLalla,
Southern Illinois University
Carbondale, USA
Ya-tang Li,
California Institute of Technology, USA Interpersonal rejection is a major threat to human well-being and so could be considered an intense
stressor. Even moderately intensive interpersonal rejection, such as telling someone that he or she
has not been chosen for group work, is followed by symptoms of psychological stress, such as
negative emotions (anger, fear, anxiety, distress, and hostility) (Smart Richman and Leary, 2009)
and physiological reactions such as the cortical and cardiovascular changes associated with high
arousal (Stroud et al., 2000; Gunnar et al., 2003; Blackhart et al., 2007; Ford and Collins, 2010). There is evidence that rejection also leads to aggression in laboratory contexts, where it is variously
operationalized as the administration of a higher intensity of noise to the target, the allocation of
more hot sauce to the target or a more negative evaluation of an interaction partner which might
adversely affect his or her job prospects (e.g., Baumeister et al., 2007; DeWall et al., 2010). The
effect of rejection on aggression may, however, be mitigated by particular individual characteristics,
such as narcissism, trait self-control, trait-anger, trait-aggressiveness, readiness for aggression and
impulsivity (Bushman and Baumeister, 1998; Twenge and Campbell, 2003; Tangney et al., 2004;
Bettencourt et al., 2006; Rajchert et al., 2016). California Institute of Technology, USA *Correspondence:
Joanna Rajchert
jrajchert@aps.edu.pl *Correspondence:
Joanna Rajchert
jrajchert@aps.edu.pl Citation: Rajchert J and Winiewski M (2017)
Strength of Excitation Is Negatively
Associated with Aggressive Behavior
after Interpersonal Rejection. Front. Psychol. 8:296. doi: 10.3389/fpsyg.2017.00296 February 2017 | Volume 8 | Article 296 1 Frontiers in Psychology | www.frontiersin.org Temperament and Rejection Effects on Aggression Rajchert and Winiewski tend to react more negatively to adverse conditions, such as
neglectful or insensitive parenting (e.g., Caspi et al., 2002)
and other negative life events. Moreover, research conducted
with infants and toddlers indicates that parental rejection
increased externalizing symptoms in children, particularly highly
irritable children and children with a difficult temperament
(e.g., Kochanska, 1993; Belsky et al., 1998; Morris et al.,
2002). The present study adds to the growing literature on
individual differences in reactivity to rejection by focusing on
experimentally induced rejection and another temperamental
traits, namely strength of excitation (SE) and strength of
inhibition (SI). SD = 0.95) were included in analysis. The data from 23
other participants were dropped from the sample because
they indicated the disbelief in the cover story of rejection
manipulation or the aggression measurement. Students were
told that participation in the study would allow them “to get
to know how the psychological studies look like and help
them to design their own studies in the future.” This was
the only encouragement they received to participate. Students
were not given grades or points for participation and were
allowed to withdraw from participation in the study at any
time for any reason. All students agreed to participate and
none of them withdrew. The sex distribution in the sample was
typical of the population of social science students. The study
was carried out in accordance with the recommendations of
Academic Ethical Review Board and all participants provided
written, informed consent in accordance with the Declaration of
Helsinki. Pavlov’s (1952) theory of the basic propensities of the nervous
system - developed further by Strelau et al. (1999) - posits that
the central nervous system has two main propensities: SE and SI. SE and SI are theoretical constructs that predict inter-individual
variability in the dynamic of behaviors, which is reflected in
tempo and intensity of reaction. SE is also referred to as the
‘strength’ or ‘endurance’ of the nervous system, and high SE
is characterized by chronically low arousal and low activation
even in threatening situations. The stronger the nervous system,
the lower the excitation elicited by stressful stimuli. Aggressive Behavior Measurement gg
We measured aggressive behavior using a negative evaluation
procedure similar to that used in other studies (Rothaus and
Worchel, 1960; Wingrove and Bond, 1998; Twenge et al.,
2001); negative evaluation has been recognized as a valid
operationalization of aggressive behavior (Bettencourt et al.,
2006). The experimenter told the participant that the peer who
had assessed his or her video was applying for a job as the
experimenter’s assistant. To apply, she needed an assessment
from her peers, which the participant could provide. All
participants agreed and completed a 10-items questionnaire
about her suitability for the job (e.g., ‘You can rely on this person’;
‘This person is friendly’) using a 10-point Likert scale ranging
from 1 (completely disagree) to 10 (completely agree). The scores
were reverse coded before being summed so that the index would
represent a negative evaluation. It should be noted that part of the data used in the second
study described by Rajchert and Winiewski (2016) were also
used in this study, namely index of aggression after rejection,
although with reference to different moderators of the rejection -
aggression relationship. Procedure The first part of the study was conducted during an introductory
psychology class and presented as a separate activity (not
connected to the later experimental procedure). The students
completed the PTS and the BIS/BAS scale (Carver and White, Citation: SE is the
individual’s ability to endure intense or long-lasting stimulation
without passing into protective inhibition (apathy). The second
propensity is defined by the ease with which the nervous system
creates conditional reactions (extinction, differentiation, and
delay) and manifests when it is necessary to adapt a response to
environmental requirements. Measurement of Strength of Excitation and Strength
of Inhibition Participants completed the two scales from the Polish version of
the Pavlovian Temperamental Survey (PTS; Strelau et al., 1999;
Polish version by Strelau and Zawadzki, 1998) that measure SE
and SI. Both scales consist of 19 items to which responses are
given using a four-point Likert scale ranging from 1 (completely
agree) to 4 (completely disagree). The original Polish version of
the questionnaire has good internal validity (Cronbach’s alpha
was 0.75 for SI and 0.85 for SE) and reliability. Ruch et al. (1991)
showed that PTS variables correlated with the corresponding
dimensions of Eysenck’s Personality Questionnaire (Eysenck
et al., 1985): SE was positively correlated with extraversion and
negatively correlated with neuroticism, whereas SI was negatively
correlated with psychoticism, neuroticism and extraversion. These temperamental features, that is SE and SI, may inhibit
aggressive reactions to rejection in two distinct ways. Endurance
(arousability, SE) moderates the state of stress which occurs after
rejection whereas inhibition (SI) gives an individual voluntary
control over his or her aggressive urges. Developmental studies
have shown that high arousability, which is theoretically related
to low levels of SE and is also referred to as inefficient involuntary
or automatic control is positively associated with aggressive
tendencies, aggression and conduct problems in children and
adolescents. Whereas effortful control, which is theoretically
related to SI and encompasses processes such as attention,
activation and inhibitory control is negatively related aggression
and antisocial behavior (Capaldi and Rothbart, 1992; Kochanska,
1993; Rothbart et al., 1994; Derryberry and Rothbart, 1997;
Eisenberg et al., 2000). In accordance to this, we propose that
the temperamental traits SE and SI are independently negatively
related to aggressive behavior following rejection. Manipulation of Rejection The procedure was inspired by Twenge et al. (2001), who showed
that social exclusion caused people to retaliate aggressively
toward those who had excluded them. Similar procedures
have been used in other studies of exclusion (e.g., Leary
et al., 1995; Nezlek et al., 1997). Participants were told that
they had been randomly paired with another participant,
a ‘peer’ (actually a female confederate) whom they would
never meet in person, although they would get to know
each other through a video interview. First, participants
watched a video clip of the female confederate answering
questions such as ‘What is your favorite food in the cafeteria?’
All participants watched the same pre-recorded video. The
participants were asked to rate the interview and decide
whether they would like to work with the person who
had appeared in the video. After participants had done
this and their ratings had been collected they were video-
recorded answering similar questions. Their feedback and video
was delivered to the female peer by the experimenter, who
reassured participants that the peer would watch and rate
their video before receiving the feedback they had given on
her interview (we did not want participants to think that
ratings made by the peer had been biased by reading their
feedback). When the experimenter returned participants were
told whether their ‘peer’ had liked their interview and wanted
to work with them in the future. Participants were randomly
assigned to experimental conditions. In the rejection condition
(n = 56) the feedback was: ‘The interview was poor! I would
not like to work with this person’ and in the acceptance
condition (n = 61) it was ‘The interview was cool. I would
like to work with this person.’ After this information the
aggressive behavior was measured and all participants were
debriefed. presented here are original and have not been presented
elsewhere). SE was negatively related to aggression and men had
higher SE scores. We used hierarchical multiple regression to investigate
the impact of social rejection on aggressive behavior and
the moderating role of Pavlovian temperamental features
(SI
and
SE);
the
two
interaction
terms
(experimental
condition with SE and SI) were introduced in the second
step (Table 2). Analyses showed that, after controlling for rejection - which
was the strongest predictor of aggressive behavior - SE was
negatively related to aggressive reaction. DISCUSSION Numerous studies have indicated that rejection or exclusion
conditions cause more aggressive behavior than an acceptance
condition (for review, see Leary et al., 2006; Baumeister et al.,
2007), especially when rejected individuals have no chance of
regaining their included status. Our study provided further
confirmation of this finding as rejected participants were more
aggressive than accepted participants (see also Rajchert and
Winiewski, 2016). Manipulation of Rejection The interaction terms
were added in the next step, which showed that only the
interaction of SE with rejection explained aggressive reaction. To explain the interaction we calculated a simple slope for
high and low (±SD) values of SE. Analyses revealed that the
effect of rejection on aggression was high and negative for low
values of SE (B = 3.47, SE = 0.43, p < 0.001) but was smaller
at high values of SE (B = 1.69, SE = 0.42, p < 0.001) (see
Figure 1). The interaction shows that in high SE participants,
social exclusion prompted a less aggressive response toward
a peer who had rejected them earlier than it did in low SE
participants. Participants Data from 117 first-year pedagogy and psychology students (102
women and 15 men), aged from 19 to 24 years (M = 19.5, February 2017 | Volume 8 | Article 296 Frontiers in Psychology | www.frontiersin.org 2 Temperament and Rejection Effects on Aggression Rajchert and Winiewski TABLE 1 | Zero-order correlations. 1
2
3
4
(1) Aggressive behavior
(2) Strength of excitation (SE)
−0.22∗
(3) Strength of inhibition (SI)
−0.09
0.14
(4) Gender (0 – female)
−10
0.21∗
−0.05
(5) Rejection (0 – acceptance)
0.61∗∗
0.02
−0.13
−0.06a
M
4.66
2.32
2.64
SD
2.09
0.45
0.38
Minimum
1
1.47
1.27
Maximum
10
3.58
3.47
Cronbach’s alpha
0.97
0.86
0.71
∗p < 0.05, ∗∗p < 0.001; aPhi coefficient. TABLE 1 | Zero-order correlations. 1994). The results of analyses of BIS/BAS scales as moderators of
the association between rejection and aggression were described
by Rajchert and Winiewski (2016) and so they are not presented
here. One week after they had completed the assessment
of temperament the same students were individually invited
to participate in a study that was ostensibly about ‘social
networks and social media.’ The recruitment procedure of
volunteers was the same as the procedure of questionnaires
completion. All participants who completed the PTS scale agreed
to take part in the ostensibly second study and signed separate
informed consent. During the subsequent procedure we induced
a feeling of rejection or acceptance and measured aggressive
behavior. Frontiers in Psychology | www.frontiersin.org RESULTS First, we calculated zero-order correlations (Table 1). Point-
biserial correlations indicated that there was a strong association
between rejection (experimental condition) and aggressive
behavior. In the rejection condition, responses to the partner
were substantially more aggressive (this is the only result
described in Rajchert and Winiewski, 2016; all other results There are also studies showing that individual differences
influence the magnitude of the aggressive response to rejection
(Twenge and Campbell, 2003; Buckley et al., 2004; Ayduk
et al., 2008; Rajchert, 2015; Rajchert et al., 2016). However,
although the role of temperament in response to stress and
coping behaviors is well-recognized, we are not aware of February 2017 | Volume 8 | Article 296 3 Temperament and Rejection Effects on Aggression Rajchert and Winiewski TABLE 2 | Hierarchical multiple regressions models with Pavlovian temperamental dimensions as predictors of aggressive behavior. Step 1
Step 2
B
SE B
B
SE B
Constant
3.43∗∗∗
0.22
3.45∗∗∗
0.21
Rejection (0 – acceptance)
2.59∗∗∗
0.30
2.60∗∗∗
0.29
SE
−1.07∗∗
0.35
−0.05
0.49
SI
0.13
0.40
0.34
0.79
Gender (0 – female)
−0.12
0.46
−0.23
0.44
SI × Rejection
−0.31
1.02
SE × Rejection
−1.84∗∗
0.67
R2
0.43
0.48
F
21.23∗∗∗
16.33∗∗∗
1R2
0.04
1F
4.14∗
∗p < 0.05, ∗∗p < 0.01, ∗∗∗p < 0.001. FIGURE 1 | Interaction effect of rejection and strength of excitation on aggression. Slopes are plotted at the ±1 SD. any research that has looked at the temperamental features
low on SE. The exact mechanism through which SE reduces TABLE 2 | Hierarchical multiple regressions models with Pavlovian temperamental dimensions as predictors of aggressive behavior. Step 1
Step 2
B
SE B
B
SE B
Constant
3.43∗∗∗
0.22
3.45∗∗∗
0.21
Rejection (0 – acceptance)
2.59∗∗∗
0.30
2.60∗∗∗
0.29
SE
−1.07∗∗
0.35
−0.05
0.49
SI
0.13
0.40
0.34
0.79
Gender (0 – female)
−0.12
0.46
−0.23
0.44
SI × Rejection
−0.31
1.02
SE × Rejection
−1.84∗∗
0.67
R2
0.43
0.48
F
21.23∗∗∗
16.33∗∗∗
1R2
0.04
1F
4.14∗ ressions models with Pavlovian temperamental dimensions as predictors of aggressive behavior. TABLE 2 | Hierarchical multiple regressions models with Pavlovian temperamental dimensions as predictors of aggressive behavior. FIGURE 1 | Interaction effect of rejection and strength of excitation on aggression. Slopes are plotted at the ±1 SD. FIGURE 1 | Interaction effect of rejection and strength of excitation on aggression. Slopes are plotted at the ±1 SD. Frontiers in Psychology | www.frontiersin.org RESULTS FIGURE 1 | Interaction effect of rejection and strength of excitation on aggression. Slopes are plotted at the ±1 SD. low on SE. The exact mechanism through which SE reduces
aggression remains to be determined. At this point we can
only cite research on correlates of SE which showed that
arousability, which is the foundation of SE, is also related
to other lower-order temperamental traits such as emotional
reactivity, positive and negative affect, behavioral activation
and inhibition systems, neuroticism and introversion (Strelau,
1994). Most of these features have, in turn, been related
to the perceived intensity of stress and to coping responses
(e.g., Watson et al., 1988; Heponiemi et al., 2003; Strelau and
Zawadzki, 2005; Boyes and French, 2009). Our study adds to
these results by showing that a common neurophysiologically and
genetically grounded feature, namely arousability (manifested
as SE) may underlie many of the findings linking personality
variables with reductions in aggressive, retaliatory responses to
rejection. any research that has looked at the temperamental features
that moderate the rejection–aggression association other than
recently published results from the same study which we discuss
here (Rajchert and Winiewski, 2016) dealing with how BIS/BAS
strength influences the rejection–aggression relationship. This
research explored the role played by two temperamental traits,
SE and SI, in the relationship between rejection and direct,
retaliatory aggression. Higher central nervous system strength
(SE) - manifested as the ability to function effectively even
during intense stimulation - contributed to lower aggression
toward a partner after rejection. We also observed a main
effect of SE, with higher SE resulting in less aggression,
when controlling for rejection. We conclude, like Chess and
Thomas (1991) and Strelau (1995), that high SE participants
either experienced the rejection episode as less stressful or
were able to cope with the situation better than individuals February 2017 | Volume 8 | Article 296 Frontiers in Psychology | www.frontiersin.org 4 Temperament and Rejection Effects on Aggression Rajchert and Winiewski We also predicted that high inhibition would restrain
aggressive behavior after exclusion, but this prediction was
not fulfilled. The most plausible explanation for this is that
participants in our experiment perceived retaliatory aggression
as justified and fair under the circumstances and therefore
did not inhibit their aggression. SI represents the capacity
to delay or refrain from action when it is considered
appropriate to do so. It is not a blanket tendency to
inhibit impulses. RESULTS In Pavlov’s theory and experiments, SI was
defined as the ease with which dogs learned conditional
reactions and in this sense inhibition is observable only in
particular situations. In our experiment the partner evaluated
rejected individuals very harshly and wrongfully on the basis
of scant evidence; it is therefore unsurprising that when
given the opportunity, they reciprocated. Other research has
shown that when individuals are convinced that rejection is
unfair and undeserved it elicits a more intense aggressive
reaction (Smart Richman and Leary, 2009). The second
explanation is that participants’ negative evaluation of the
target who had rejected them, although aggressive toward
the target, could be perceived as prosocial in the sense that
it potentially protected other people from being exposed to
an experimenter with a tendency to unwarranted insulting
behavior. The third explanation refers to the I3 theory. Denson
et al. (2012) explained aggressive responses as the sum of
the interaction of three components: self-regulatory strength
(Inhibition), provocation strength (Instigation) and Impellance. This would imply that in our experiment the instigation to
aggression was not fully counterbalanced fully by the inhibitory
factors. 2001) it is open to criticism. Anderson and Bushman’s (2002)
definition of aggression specifies that the target of aggression
must be motivated to avoid being hurt and the aggressor must
be motivated to hurt the target and must be convinced that the
intended behavior will hurt the target. It is conceivable that the
peer evaluation might not be considered hurtful by the target
and there are various motivations for giving a negative evaluation
other than aggression (for example providing reliable feedback on
the interaction partner to the future employer). In future studies
other measures of aggression should be used to check whether the
interaction effect is robust. In summary, our study shows that although rejection
contributes to aggressive behavior, the intensity of the aggression
elicited by regression also depends on core temperamental traits. A very basic trait, the strength of nervous system, which, for
example, determines an individual’s capacity to work effectively
in over-stimulating environments or dangerous situations, also
influences how bearable rejection is. On the other hand, the a
strong inhibitory capacity, which manifests in the covering of
feelings and the ability to delay or refrain from initiating behavior,
does not always diminish aggression. CONCLUSION The following limitations should be taken into consideration
when interpreting the results of the study. First of all, the
majority of the sample was female. Studies show that there
are sex differences in direct, physical aggression in real-world
settings (Archer, 2004). There has been much less research on
the issue of sex differences in the context of laboratory studies
of the rejection – aggression relationship, which measure mild
forms of aggression. Other studies which have used similar
rejection manipulations and measures of aggression did not
even analyze sex differences (Twenge et al., 2001; Buckley
et al., 2004). We controlled for the effects of sex statistically,
nevertheless our results should be replicated in a sample with
a more even sex distribution, possibly not made up of college
students. FUNDING Preparation of this manuscript was supported by Grant DEC-
2011/01/D/HS6/05486 form National Science Centre (Narodowe
Centrum nauki). Another potential limitation is the use of peer evaluation
as an index of aggression. Although this measure has been
used in other studies of aggressive behavior (e.g., Twenge et al., ETHICS STATEMENT This
study
was
carried
out
in
accordance
with
the
recommendations of the Academic Ethical Review Board
(Scientific
Research
Ethics
Committee
of
The
Maria
Grzegorzewska University). All subjects gave written informed
consent in accordance with the Declaration of Helsinki. Archer, J. (2004). Sex differences in aggression in real-world settings: a meta-
analytic review. Rev. Gen. Psychol. 8, 291–322. doi: 10.1037/1089-2680.8.4.291
Ayduk, Ö, Gyurak, A., and Luerssen, A. (2008). Individual differences in
the rejection–aggression link in the hot sauce paradigm: the case of AUTHOR CONTRIBUTIONS JR prepared the manuscript (wrote introduction, method and
discussion, formated and submitted), planned and conducted the
research, interpreted the results. MW analyzed the data prepared
the result section of the manuscript; he also took part in planning
the content of manuscript parts and in interpretation of results. RESULTS In some instances, behaving
aggressively might serve a higher cause or be regarded as
appropriate, for example aggression intended to ‘teach someone
a lesson’ or to protect others (Ferguson and Beaver, 2009). In
such cases one would not necessarily observe an angry outburst
of aggression related to low self-regulation; one might also (or
instead) observe a cool, intentional act of aggression. Anderson, C. A., and Bushman, B. J. (2002). Human aggression. Annu. Rev.
Psychol. 53, 27–51. doi: 10.1146/annurev.psych.53.100901.135231 REFERENCES Anderson, C. A., and Bushman, B. J. (2002). Human aggression. Annu. Rev. Psychol. 53, 27–51. doi: 10.1146/annurev.psych.53.100901.135231 Anderson, C. A., and Bushman, B. J. (2002). Human aggression. Annu. Rev. Psychol. 53, 27–51. doi: 10.1146/annurev.psych.53.100901.135231 February 2017 | Volume 8 | Article 296 Frontiers in Psychology | www.frontiersin.org 5 Temperament and Rejection Effects on Aggression Rajchert and Winiewski rejection sensitivity. J. Exp. Soc. Psychol. 44, 775–782. doi: 10.1016/j.jesp.2007. 07.004 rejection sensitivity. J. Exp. Soc. Psychol. 44, 775–782. doi: 10.1016/j.jesp.2007. 07.004 Heponiemi, T., Keltikangas-Järvinen, L., Puttonen, S., and Ravaja, N. (2003). BIS/BAS sensitivity and self-rated affects during experimentally induced stress. Pers. Individ. Differ. 34, 943–957. doi: 10.1016/S0191-8869(02)00079-X Baumeister, R. F., Brewer, L. E., Tice, D. M., and Twenge, J. M. (2007). Thwarting
the need to belong: understanding the interpersonal and inner effects of social
exclusion. Soc. Pers. Psychol. Compass 1, 506–520. doi: 10.1111/j.1751-9004. 2007.00020.x Kochanska, G. (1993). Toward a synthesis of parental socialization and child
temperament in early development of conscience. Child Dev. 64, 325–347. doi: 10.2307/1131254 Belsky, J., and Pluess, M. (2009). Beyond diathesis stress: differential susceptibility
to environmental influences. Psychol. Bull. 135, 885–908. doi: 10.1037/
a0017376 Leary, M. R., Tambor, E. S., Terdal, S. K., and Downs, D. L. (1995). Self-esteem as
an interpersonal monitor: the sociometer hypothesis. J. Pers. Soc. Psychol. 68,
518–530. doi: 10.1037/0022-3514.68.3.518 Leary, M. R., Twenge, J. M., and Quinlivan, E. (2006). Interpersonal rejection as
a determinant of anger and aggression. Pers. Soc. Psychol. Rev. 10, 111–132. doi: 10.1207/s15327957pspr1002_2 Belsky, J. A. Y., Hsieh, K. H., and Crnic, K. (1998). Mothering, fathering, and infant
negativity as antecedents of boys’ externalizing problems and inhibition at age
3 years: differential susceptibility to rearing experience? Dev. Psychopathol. 10,
301–319. doi: 10.1017/S095457949800162X Morris, A. S., Silk, J. S., Steinberg, L., Sessa, F. M., Avenevoli, S., and Essex, M. J. (2002). Temperamental vulnerability and negative parenting as interacting of
child adjustment. J. Marriage Fam. 64, 461–471. doi: 10.1111/j.1741-3737.2002. 00461.x Bettencourt, B., Talley, A., Benjamin, A., and Valentine, J. (2006). Personality and
aggressive behavior under provoking and neutral conditions: a meta-analytic
review. Psychol. Bull. 132, 751–777. doi: 10.1037/0033-2909.132.5.751 Blackhart, G. C., Eckel, L. A., and Tice, D. M. (2007). Salivary cortisol in response
to acute social rejection and acceptance by peers. Biol. Psychol. 75, 267–276. doi: 10.1016/j.biopsycho.2007.03.005 Nezlek, J. B., Kowalski, R. M., Leary, M. R., Blevins, T., and Holgate, S. (1997). REFERENCES Reactions to discrimination,
stigmatization, ostracism, and other forms of interpersonal rejection: a
multimotive model. Psychol. Rev. 116, 365–383. doi: 10.1037/a0015250 Chess, S., and Thomas, A. (1991). “Temperament and the concept of goodness of
fit,” in Explorations in Temperament: International Perspectives on Theory and
Measurement, eds J. Strelau and A. Angleitner (New York, NY: Plenum Press),
15–28. doi: 10.1007/978-1-4899-0643-4_2 Strelau, J. (1994). “The concepts of arousal and arousability as used in temperament
studies,” in Temperament: Individual Differences at the Interface of Biology
and Behavior, eds J. E. Bates and T. D. Wachs (Washington, DC: American
Psychological Association), 117–141. doi: 10.1037/10149-004 Denson, T. F., DeWall, C. N., and Finkel, E. J. (2012). Self-control and aggression. Curr. Dir. Psychol. Sci. 21, 20–25. doi: 10.1177/0963721411429451 Derryberry, D., and Rothbart, M. K. (1997). Reactive and effortful processes in
the organization of temperament. Dev. Psychopathol. 9, 633–652. doi: 10.1017/
S0954579497001375 Strelau, J. (1995). Temperament and stress: temperament as a moderator of
stressors, emotional states, coping, and costs. Stress Emot. 15, 215–254. DeWall, C. N., Twenge, J. M., Bushman, B., Im, C., and Williams, K. (2010). A little acceptance goes a long way applying social impact theory to the
rejection–aggression link. Soc. Psychol. Pers. Sci. 1, 168–174. doi: 10.1177/
1948550610361387 Strelau, J., Angleitner, A., and Newberry, B. H. (1999). Pavlovian Temperament
Survey (PTS). An International Handbook. Seattle, WA: Hogrefe & Huber
Publishers. Strelau, J., and Zawadzki, B. (1998). Kwestionariusz Temperament: PTS:
Podr˛ecznik. Warsaw: Psychological Tests’ Laboratory of Polish Psychological
Association. Eisenberg, N., Guthrie, I. K., Fabes, R. A., Shepard, S., Losoya, S., Murphy, B.,
et al. (2000). Prediction of elementary school children’s externalizing problem
behaviors from attentional and behavioral regulation and negative emotionality. Child Dev. 71, 1367–1382. doi: 10.1111/1467-8624.00233 Strelau, J., and Zawadzki, B. (2005). Trauma and temperament as predictors of
intensity of posttraumatic stress disorder symptoms after disaster. Eur. Psychol. 10, 124–135. doi: 10.1027/1016-9040.10.2.124 Child Dev. 71, 1367–1382. doi: 10.1111/1467-8624.00233 Eysenck, H. J., Eysenck, S. B. G., and Barrett, P. (1985). A revised version of the P
scale. Pers. Individ. Differ. 6, 21–29. doi: 10.1016/0191-8869(85)90026-1 Stroud, L. R., Tanofsky-Kraff, M., Wilfley, D. E., and Salovey, P. (2000). The Yale
Interpersonal Stressor (YIPS): affective, physiological, and behavioral responses
to a novel interpersonal rejection paradigm. Ann. Behav. Med. 22, 204–213. doi: 10.1007/BF02895115 Ferguson, C. J., and Beaver, K. M. (2009). Natural born killers: the genetic origins of
extreme violence. Aggress. Violent Behav. 14, 286–294. doi: 10.1016/j.avb.2009. REFERENCES Personality moderators of reactions to interpersonal rejection: depression
and trait serf-esteem. Pers. Soc. Psychol. Bull. 23, 1235–1244. doi: 10.1177/
01461672972312001 Boyes, M. E., and French, D. J. (2009). Having a Cyberball: using a ball-throwing
game as an experimental social stressor to examine the relationship between
neuroticism and coping. Pers. Individ. Dif. 47, 396–401. doi: 10.1016/j.paid. 2009.04.005 Pavlov, I. P. (1952). Dwadzie´scia Lat Bada´n Wy˙zszej Czynno´sci Nerwowej
(Zachowania si˛e) Zwierz ˛at. Warsaw: PZWL. Rajchert, J. (2015). Emotional, cognitive and self-enhancement processes in
aggressive behavior after interpersonal rejection and exclusion. Eur. J. Psychol. 11, 707–721. doi: 10.5964/ejop.v11i4.934 Buckley, K. E., Winkel, R. E., and Leary, M. R. (2004). Reactions to acceptance
and rejection: effects of level and sequence of relational evaluation. J. Exp. Soc. Psychol. 40, 14–28. doi: 10.1016/S0022-1031(03)00064-7 Rajchert, J., Konopka, K., and Huesmann, R. L. (2016). It is more than thought that
counts: the role of readiness for aggression in the relationship between rejection
and displaced aggression. Curr. Psychol. 1–11. doi: 10.1007/s12144-016-9430-6 Bushman, B. J., and Baumeister, R. F. (1998). Threatened egotism, narcissism, self-
esteem, and direct and displaced aggression: does self-love or self-hate lead to
violence? J. Pers. Soc. Psychol. 75, 219–229. doi: 10.1037/0022-3514.75.1.219 Rajchert, J., and Winiewski, M. (2016). The behavioral approach and inhibition
systems’ role in shaping the displaced and direct aggressive reaction to ostracism
and rejection. Pers. Individ. Differ. 88, 272–279. doi: 10.1016/j.paid.2015.09.018 Capaldi, D. M., and Rothbart, M. K. (1992). Development and validation of an
early adolescent temperament measure. J. Early Adolesc. 12, 153–173. doi: 10. 1177/0272431692012002002 Rothaus, P., and Worchel, P. (1960). The inhibition of aggression under
nonarbitrary frustration. J. Pers. 28, 108–117. doi: 10.1111/j.1467-6494.1960. tb01605.x Carver, C. S., and White, T. L. (1994). Behavioral inhibition, behavioral
activation, and affective responses to impending reward and punishment: the
BIS/BAS scales. J. Pers. Soc. Psychol. 67, 319–333. doi: 10.1037/0022-3514. 67.2.319 Rothbart, M. K., Ahadi, S. A., and Hershey, K. L. (1994). Temperament and social
behavior in childhood. Merrill Palmer Q. 40, 21–39. Caspi, A., McClay, J., Moffitt, T. E., Mill, J., Martin, J., Craig, I. W., et al. (2002). Role of genotype in the cycle of violence in maltreated children. Science 297,
851–854. doi: 10.1126/science.1072290 Ruch, W., Angleitner, A., and Strelau, J. (1991). The Strelau Temperament
Inventory–Revised (STI-R): validity studies. Eur. J. Pers. 5, 287–308. doi: 10. 1002/per.2410050403 Smart Richman, L., and Leary, M. R. (2009). Twenge, J. S., Baumeister, R. F., Tice, D. M., and Stucke, T. S. (2001). If
you can’t join them, beat them: effects of social exclusion on aggressive
behavior. J. Pers. Soc. Psychol. 81, 1058–1069. doi: 10.1037/0022-3514.
81.6.1058 Watson, D., Clark, L. A., and Tellegen, A. (1988). Development and validation of
brief measures of positive and negative affect: the PANAS scales. J. Pers. Soc.
Psychol. 54, 1063–1070. doi: 10.1037/0022-3514.54.6.1063 Wingrove, J., and Bond, A. J. (1998). Angry reactions to failure on a cooperative
computer game. Aggress. Behav. 24, 27–36. doi: 10.1002/(SICI)1098-2337(1998)
24:1<27::AID-AB3>3.0.CO;2-P Frontiers in Psychology | www.frontiersin.org February 2017 | Volume 8 | Article 296 REFERENCES 03.005 Ford, M. B., and Collins, N. L. (2010). Self-esteem moderates neuroendocrine and
psychological responses to interpersonal rejection. J. Pers. Soc. Psychol. 98, 405. doi: 10.1037/a0017345 Tangney, J. P., Baumeister, R. F., and Boone, A. L. (2004). High self-control predicts
good adjustment, less pathology, better grades, and interpersonal success. J. Pers. 72, 271–324. doi: 10.1111/j.0022-3506.2004.00263.x Gunnar, M. R., Sebanc, A. M., Tout, K., Donzella, B., and van Dulmen, M. M. (2003). Peer rejection, temperament, and cortisol activity in preschoolers. Dev. Psychobiol. 43, 346–368. doi: 10.1002/dev.10144 Twenge, J. M., and Campbell, W. K. (2003). “Isn’t it fun to get the respect that
we’re going to deserve?”: narcissism, social rejection, and aggression. Pers. Soc. Psychol. Bull. 29, 261–272. doi: 10.1177/0146167202239051 February 2017 | Volume 8 | Article 296 Frontiers in Psychology | www.frontiersin.org 6 Rajchert and Winiewski Temperament and Rejection Effects on Aggression Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Watson, D., Clark, L. A., and Tellegen, A. (1988). Development and validation of
brief measures of positive and negative affect: the PANAS scales. J. Pers. Soc. Psychol. 54, 1063–1070. doi: 10.1037/0022-3514.54.6.1063 Copyright © 2017 Rajchert and Winiewski. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The use,
distribution or reproduction in other forums is permitted, provided the original
author(s) or licensor are credited and that the original publication in this journal
is cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. Wingrove, J., and Bond, A. J. (1998). Angry reactions to failure on a cooperative
computer game. Aggress. Behav. 24, 27–36. doi: 10.1002/(SICI)1098-2337(1998)
24:1<27::AID-AB3>3.0.CO;2-P February 2017 | Volume 8 | Article 296 Frontiers in Psychology | www.frontiersin.org 7
|
https://openalex.org/W2992408906
|
https://www.iiste.org/Journals/index.php/JEDS/article/download/50323/51980
|
English
| null |
HIV/AIDS Collaborative Governance and the Role of an Annual Retreat in Fostering Health Services: The Palm Beach County Experience
|
Journal of Economics and Sustainable Development
| 2,019
|
cc-by
| 13,899
|
1. Introduction The growing complexity of problems that demand public attention also necessitate joint engagement of
stakeholders from various sectors. The collective engagement of stakeholders allows for creative solutions to
complex problems. Collaborative governance which usually involves stakeholders from, at least, two sectors
working together to address public concerns has become an acceptable approach for tackling problems in the
public sphere. Such levels of engagement whether for health, environment, law enforcement, and social services
among others (Freeman 1997; Choi and Robertson 2014; Daniel, Pinel, & Brooks 2013; Metze and Levelt 2012;
Agbodzakey 2015) enable collective decision-making, the pooling of resources, and commitment that foster
sustainable solutions. One such complex public problem requiring collaborative governance is the Human
Immunodeficiency Virus (HIV) and Acquired Immune Deficiency Syndrome (AIDS) hereafter referred to as
HIV/AIDS. For decades, HIV/AIDS has been and is still a complex problem with devastating impacts on various segments
of the population. The complexity of the HIV/AIDS problem continues despite medical advances to curb its impact. It is currently estimated that globally, about 36.7 million people are infected and living with HIV/AIDS and of this
amount, an estimated 1.1 million people are living in the United States (UNAIDS, 2017; CDC, 2017). The gravity
of the devastating impacts on individuals and communities call for innovative approaches to tackle the epidemic
and associated challenges. In the U.S., the enactment of the Ryan White Comprehensive AIDS Resources
Emergency Act (hereafter referred to as the CARE Act) in 1990 marked a political acknowledgement of the
epidemic and the commitment of resources to areas that have been disproportionally impacted by the epidemic. In
fact, the enactment of the CARE Act that was somewhat necessitated by fierce advocacy work, the glaring loss of
lives, and a change in the national mood, demonstrated more willingness of politicians to deal with the HIV/AIDS
epidemic. As part of the implementation strategy, the CARE Act mandates establishment or designation of HIV Health
Services Planning Councils to provide care and treatment in areas that are disproportionately impacted [Eligible
Metropolitan Areas (EMAs)]. For instance, the CARE Act states, “to be eligible for assistance…, the chief elected
official described in subsection (a) (l) shall establish or designate an HIV health services planning council…” and
identifies key stakeholders to be part of the Council (CARE Act, 1990, Sec. 2602). www.iiste.org www.iiste.org Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org www.iiste.org HIV/AIDS Collaborative Governance and the Role of an Annual
Retreat in Fostering Health Services: The Palm Beach County
Experience James K. Agbodzakey1* Nicholas Bolden2 Sandra Schrouder3 James K. Agbodzakey1* Nicholas Bolden2 Sandra Schrouder3
1.SERCH/Public Leadership, University of North Texas at Dallas, Dallas, TX, U.S.A. 2.Department of Politics, Philosophy, and Public Administration, Columbus State University, Columbus, GA,
U.S.A. 3.Sandra Schrouder, School of Professional and Career Education (PACE), Barry University, Miami Shores, FL,
U.S.A. James K. Agbodzakey1* Nicholas Bolden2 Sandra Schrouder3
1.SERCH/Public Leadership, University of North Texas at Dallas, Dallas, TX, U.S.A. ndra Schrouder, School of Professional and Career Education (PACE), Barry University, Miami Shores, F
U.S.A. Abstract The complex HIV/AIDS conundrum calls for innovative approaches to tackle associated challenges. The
multifaceted nature of the problem and the enormous burden on various sectors of a country’s economy warrant a
cross-sector stakeholders’ engagement for effective and sustainable solutions. This research examines the use of
an annual retreat involving interviews of key stakeholders involved in health services CARE Council as an avenue
for collaborative governance within a local system context in the fight against the epidemic. The results highlight
how inclusive and strategic preparation can result in judicious allocation priorities for various service categories. The results also convey how relevant capacities and competencies are jointly developed through creative inputs,
outputs and/or outcomes to target populations. The apparent role of facilitative leadership and the embrace of
cultural humility promote mutual commitment among the stakeholders toward purposeful ends. The case
represents the viability of collaborative governance as a feasible postmodern alternative to mainstream governance
and service delivery to various publics, especially in this contemporary era of complexity and volatility. Keywords: Health Services, HIV/AIDS, Annual Retreat, Target Populations, CARE Act, Collaborative
Governance y
p
,
p
y
p
y
p
y
y
Keywords: Health Services, HIV/AIDS, Annual Retreat, Target Populations, CARE Act, Collaborative
Governance. DOI: 10.7176/JESD/10-22-08 DOI: 10.7176/JESD/10-22-08
Publication date: November 30th 2019 Publication date: November 30th 2019 1. Introduction The councils at the various
EMAs are thereby tasked to make allocation priorities to various service categories for those infected and affected
through collaborative engagement of cross-sector stakeholders. The efforts of the councils at the various local 64 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org levels, collectively represent U.S. government’s commitment to address the HIV/AIDS conundrum within its
borders and territories even as the country is equally involved in helping address the epidemic at the global level. levels, collectively represent U.S. government’s commitment to address the HIV/AIDS conundrum within its
borders and territories even as the country is equally involved in helping address the epidemic at the global level. Collaborative governance has thus become a commonly utilized approach by health services planning
councils in the U.S. as part of the implementation of the CARE Act to provide care and treatment to target
populations. Collaborative governance thereby brings together stakeholders who are mostly service providers,
non-elected community leaders, and HIV/AIDS infected and affected individuals as council members to effectuate
the intents and purpose of the CARE Act. Currently, the twenty-four (24) EMAs in the U.S. and its territories
utilize collaborative governance to promote care and treatment of target populations. g
p
g
p p
The council in each EMA utilizes leadership and institutional design mechanisms that help fulfil its purpose. Usually, such arrangements include various committees, workshops, retreats, and other training programs to foster
effective performance. For instance, workshops and other training programs are geared toward building council
members’ capacity in various areas on a regular basis. A retreat is usually a whole-day annual gathering of council
members and other relevant stakeholders. This has become an essential forum to engage various stakeholders to
promote the work of the councils. This research will focus on one of such councils, Palm Beach HIV CARE
Council (hereafter referred to as CARE Council), particularly, its use of an annual retreat as an avenue to foster
collaborative governance. The CARE Council has consistently utilized retreats since the early 1990s to assemble
various stakeholders to discuss various themes and issues pertinent to the overall collaborative governance efforts,
more so than some of the other councils, and is duly recognized for its creative approach to the annual retreat
(Agbodzakey, 2015). 2. Conceptualizing Collaborative Governance Collaborative governance as an emergent approach to collective problem solving has become an acceptable
governing arrangement in the public sector at various levels. The opportunity that collaborative governance
provides to engage stakeholders from public, private and nonprofit/civic sectors to collectively work together to
address a common problem makes it very appealing (Emerson & Nabatchi, 2015; Gray, 1989). For instance, the
use of collaborative governance by HIV Health Services Planning Councils in Eligible Metropolitan Areas (EMAs)
in the U.S. is a viable strategy for care and treatment of target populations (Agbodzakey, 2017). The viability of
collaborative governance as a framework for collective problem solving thereby demands some conceptual
explication to help relate to its core elements from theory, policy and practical perspectives. Many scholars explain
the concept of collaborative governance in ways to promote knowledge and understanding of what it is and how
it works. The next segment of the paper highlights the various conceptual explanations of collaborative governance;
its essence, benefits and challenges. g
Research by Barbara Gray (1989) serves as a seminal work on collaborative governance. The extent to which
she influenced scholarship on collaborative governance is evidenced by the numerous references to her work by
other scholars. According to Gray (1989), collaborative governance “is a process through which parties who see
different aspects of a problem can constructively explore their differences and search for solutions that go beyond
their own limited vision of what is possible” (p.5). Gray’s conceptualization highlights the intentional engagement
of stakeholders across various sectors to fulfil a common purpose which in this case is geared toward finding
workable solutions to a problem that bedevil multiple stakeholders and to some extent society at large. The nature
of the problem and the urgency for collective action by all affected and/or caring parties render sectional interests
secondary as finding creative solutions to the problem. Furthermore, Gray’s conceptual explanation reveals how
the process of engagement by the various stakeholders in collaborative governance can set the stage for
constructive deliberations that foster effective output and/or outcomes for the greater good. The perspective of
Bryson, Crosby, and Stone (2006) on collaborative governance is very related to that of Gray (1989) and further
underscores the collective stakeholder engagements in collaborative arrangements. In their publication on collaborative governance which is otherwise termed cross-sector collaboration, Bryson
et al. 1. Introduction As an avenue for collaborative governance, the annual retreat is important to the CARE
Council’s efforts to realize legislative intents as it relates to care and treatment of target populations. To achieve the objectives of the study, the paper will be guided by this research question: How does the Palm
Beach County’s HIV CARE Council annual retreat enables HIV/AIDS collaborative governance? The research
question seeks to explore how Palm Beach County’s HIV CARE Council’s annual retreat enables HIV/AIDS
collaborative governance. The paper will highlight how the retreat enables collaborative governance of the CARE
Council by relying on data garnered through observations, interviews, and review of documents. The analysis and
discussion of the evidence will help draw conclusions and implications for collaborative governance in a local
system context as part of efforts to collectively address the HIV/AIDS problem. The remaining sections of the
paper are organized into six (6) segments. These include conceptualizing collaborative governance, excerpts on
the CARE Council and the annual retreat, methodology, analysis and discussion, impact, conclusion and
implication. 2. Conceptualizing Collaborative Governance (2006) define the concept “as the linking or sharing of information, resources, activities, and capabilities by
organizations in two or more sectors to achieve jointly an outcome that could not be achieved by organizations in 65 Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019
one sector separately” (p. 44). This definition points to the obvious realization of the advantages of joint efforts of
stakeholders from various sectors in finding effective solutions to a common problem. By pooling resources and
capabilities these cross-sector stakeholders jointly create an opportunity for workable and lasting solutions that
maximizes benefits to entities and society as a whole. Such level of cross-sector collaboration when appropriately
designed has the likelihood to create sustainable solutions to various problems/challenges. Other scholars such as
Thomson and Perry (2006), Zurba (2014), Emerson, Nabatchi & Balogh (2012), Ansell and Gash (2008), Huxham
and Vangen (2005), Ring and Van de Ven (1994), Johnston, Hicks, Nan, & Auer (2011), Healy (1997), Beierle
(2000), Rene, & Tharsi (2004), Provan and Kenis (2008), and Sirianni (2009) share their perspectives on
collaborative governance in relation to finding solutions to common and complex problems. l (
)
ll b
i
i
f
/ l Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org one sector separately” (p. 44). This definition points to the obvious realization of the advantages of joint efforts of
stakeholders from various sectors in finding effective solutions to a common problem. By pooling resources and
capabilities these cross-sector stakeholders jointly create an opportunity for workable and lasting solutions that
maximizes benefits to entities and society as a whole. Such level of cross-sector collaboration when appropriately
designed has the likelihood to create sustainable solutions to various problems/challenges. Other scholars such as
Thomson and Perry (2006), Zurba (2014), Emerson, Nabatchi & Balogh (2012), Ansell and Gash (2008), Huxham
and Vangen (2005), Ring and Van de Ven (1994), Johnston, Hicks, Nan, & Auer (2011), Healy (1997), Beierle
(2000), Rene, & Tharsi (2004), Provan and Kenis (2008), and Sirianni (2009) share their perspectives on
collaborative governance in relation to finding solutions to common and complex problems. For Emerson et al. (2012), collaborative governance accentuate constructive engagement of actors/players
from various public agencies, civic, nonprofit and private entities with established framework to collectively and
responsively fulfil a public purpose. 2. Conceptualizing Collaborative Governance Thus, the joint efforts of cross-sector stakeholders in collaborative governance
enable the addressing of a public concern which otherwise could remain unresolved if the stakeholders elect to act
alone. The shared responsibility on the part of the stakeholders from cross sectors is guided by a shared
understanding of the gravity of a public situation or problem and the need to act collectively create synergy for
success. In fact, the exposition by Emerson et al. (2012) of collaborative governance reflects the perspective of
Ansell and Gash’s (2008) work which highlights multi-stakeholder engagements for decision making and/or
implementation. This approach sees communication, shared understanding, commitment, consensus, leadership,
and design mechanisms as essential variables that enable outputs and/or outcomes that promote problem solving
for societal benefits. The stakeholders in this case are united by a common resolve to collectively address a problem
whether mandated or not, despite sectional differences that they may have prior to working together or even during
the course of their collective efforts. Relatedly, Agbodzakey (2017) explication of collaborative governance as a joint undertaking by cross-sector
stakeholders in making and/or implementing decisions as part of efforts to address a complex problem, further
points to how a glaring challenge unites stakeholders for collective action. Specifically, the reference to HIV/AIDS
collaborative governance experience of Health Services Planning Councils convey understanding of how
representation and participation of relevant stakeholders in an inclusive process enable allocation priorities for
care and treatment of those infected and affected by the epidemic. While the Councils’ experience is within the
context of mandated collaboration, the process of engagement, critical variables, and attendant outputs bear
semblance to collaborative governance in dealing with any other complex problem regardless of the context. g
g
y
p
p
g
The various conceptual explication of collaborative governance as referenced above provide an insight into
how complex problems bring together stakeholders from various sectors to work assiduously to address the
problem. By coming together and by establishing mechanisms for engagement, collaborative governance promotes
creative and sustainable solutions with a high probability that the stakeholders will own the likely outcomes of
their joint efforts. Furthermore, the conceptual expositions reveal that while the stakeholders may have obvious
divergent interests, differences, and persuasions, the willingness to act collectively to address a complex problem
for the most part helps dissuade unnecessary antagonism that could derail joint efforts. 2. Conceptualizing Collaborative Governance As an emergent viable approach, collaborative governance is now commonly used at the local, state, national
and international levels to tackle complex issues or concerns. Similarly, scholarly work on collaborative
governance is on the ascendancy. While there is a general understanding of collaborative governance as a multi-
stakeholder engagement across sectors for collective problem solving, scholars in their respective capacities
sometimes frame the concept differently. Terms such as collaborative management, interagency coordination,
participatory management, public-private partnerships, deliberative democracy, deliberative governance,
participatory governance, interactive policy making, stakeholder governance, collaborative democracy,
collaborative innovation, and network governance are used to connote collaborative governance (Gray, 1989;
Ansell & Gash, 2008; Anonymous, 2006; Sørensen & Torfing, 2011; McGuire, 2006; Bryson et al., 2006; 2015;
Sirianni, 2009; Sørensen & Torfing, 2011; Provan & Kenis, 2008; Agbodzakey, 2012). This study uses the term
collaborative governance to indicate joint efforts of stakeholders across sectors to help address the complex
HIV/AIDS problem with a particular focus on the experience of HIV CARE Council in Palm Beach County. As a concept, collaborative governance has governance as a key component and scholars such as Ansell and
Gash (2008); Scott and Thomas (2017) explain the nexus and variation between both terms. Governance in this
context pertains to the exercise of power, authority, laws, rules, practices as it relates to delivery of public goods
and services and/or conduct of public affairs in general, in either democratic or non-democratic context (Michalski,
Miller & Stevens, 2001; Fukuyama, 2013; Lynn, Heinrich & Hill, 2000). Collaborative governance is a unique
arrangement by stakeholders across sectors to address a specific complex problem, with the hope of finding
sustainable solutions (Gray, 1989; Ansell & Gash, 2008; Emerson et al., 2012). Whether mandated or not,
collaborative governance promotes joint actions of various stakeholders from different spheres unlike governance
which remains in the domain of the political sphere and can be exercised without direct participation of
stakeholders from other sectors. One other issue relative to collaborative governance that is worth pointing out is its relatedness and variation
to concepts such as networks, cooperation, and coordination. Networks which could require multi-stakeholder
engagement does not need to have a complex problem, regular face-to-face interactions, and broad participation
like collaborative governance (Agbodzakey, 2012; Freeman, 1997; McGuire, 2006). 2. Conceptualizing Collaborative Governance In fact, scholars identify
likely benefits and challenges of collaborative governance which helps to highlight the realities of multi-
stakeholder engagements for collective problem solving. The notable benefits of collaborative governance as enumerated by scholars include collective resolve and
responsibility to tackle common challenges, creative and sustainable solutions to problems, achieve economies of
scale, collective resource pool to promote effectiveness, jointly structured design protocols of engagement, regular
joint capacity development efforts for collective action, responsive representation and participation of relevant
community and organizational stakeholders, promotion of deliberative decision making, communication, shared
understanding, consensus, and legitimacy among stakeholders, and joint ownership of outputs and/or outcomes
for the common good (Ansell & Gash, 2008; Emerson et al., 2012; Bryson et al., 2015; Scott & Thomas, 2017;
Sabatier et al., 2005; Choi & Robertson 2014; Sirianni 2009; Agbodzakey, 2012; Susskind & Cruikshank, 1987;
McGuire, 2006; Donahue & Zeckhauser, 2011; Bel & Warner, 2008 among others). On the other hand,
observations regarding notable challenges of collaborative governance include the following: power differentiation
and utilization, time and other resource constraints, turf battles, intentional holdout by some stakeholders, uncertain
outcomes, occasional conflicts and ambiguity, delayed decisions, and succession challenges (Memon & Kirk 2010;
Hageman & Bogue 1998; Scott & Thomas, 2017; Agbodzakey, 2015; Metze & Levelt 2012; Sabatier et al., 2005;
Margerum, 2011; Emerson et al. 2012; Booher, 2004; Berardo, Heikkila, & Gerlak 2014; Vangen & Huxham
2012). )
The enumerated benefits and challenges above point to the realities of collaborative governance in addressing
complex societal problems. Nonetheless, the opportunity to bring various stakeholders from different sectors to
jointly make decisions and/or implement decisions, make collaborative governance more appealing compared to
adversarial management as it offers better prospects for viable solutions (Freeman, 1997; Ansell & Gash, 2008;
Gray, 1989; McGuire, 2006; Bingham and O’Leary, 2008; Healey, 1997). The next few paragraphs will highlight 66 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 iste.org related and interchangeable terms associated with collaborative governance, the concept of governance and its
connectedness to collaborative governance and how networks, cooperation, and coordination are related but
different from collaborative governance. related and interchangeable terms associated with collaborative governance, the concept of governance and its
connectedness to collaborative governance and how networks, cooperation, and coordination are related but
different from collaborative governance. 2. Conceptualizing Collaborative Governance Similarly, cooperation that
involves different stakeholders working toward purposeful ends, and coordination which requires established
protocols of engagement for joint efforts are less intense and less inclusive when compared with collaborative
governance (Margerum, 2011; Bertelli & Smith, 2010). In essence, collaborative governance promotes cooperation
and coordination among stakeholders in the performance of various joint endeavours (Scott & Thomas, 2017;
Gerlak, Lubell, & Heikkila, 2012; Karkkainen, 2002). In the case of the Palm Beach County’s HIV CARE Council for care and treatment of HIV/AIDS infected
and affected persons, collaborative governance has been used for decades. The joint efforts of target populations,
service providers, and non-elected community leaders with support from county, state and federal governments
enabled allocation of resources for various service categories as part of the implementation of the CARE Act. The
use of annual retreats as a point of convergence, deliberation, education, and strategic planning complement the
Council’s yearlong multi-stakeholder engagements to enable various category of services to target populations. While studies have been done on collaborative governance in various settings, the use of retreat as an avenue for
collaboration and the attendant contributions has not been a focus in the scholarly literature. This study will thereby
highlight the case of CARE Council’s use of an annual retreat as a component of collaborative governance and
will draw some implications for policy, research, and practice. 3. Retreat as an Avenue for Collaborative Governance This regular annual event extends representation and participation in
collaborative governance beyond the established three (3) core groups of the CARE Act and local policies and
procedures (CARE Council Bylaws, 2005; CARE Act, 1990), and enables perspectives of various stakeholders for
creative solutions for care and treatment. To some extent, the retreat exemplifies an inclusive participation forum
of cross-sector stakeholders in collaborative governance. The retreat provides an opportunity for interaction among various stakeholders in seven-to-eight (7-8) hour
time frame and consists of multiple sessions. This once-in-a-year event provides a unique opportunity to some
stakeholders to make meaningful contributions to the CARE Council’s overall efforts in each grant year. In the
past few years, some of the themes addressed at the annual retreat include cultural competency, role of advocacy
on HIV/AIDS, collaborative engagement and collaborative leadership, care and treatment regimes, continuum of
care, system of care, future of the CARE Act, pertinent emergent issues on HIV/AIDS, code of ethics on health
services, role of the Council in the fight against HIV/AIDS, building collaborative capacity for care and treatment,
and health systems challenges (CARE Council, 2016; CARE Council Comprehensive Plan, 2012). At the retreat, professionals and/or experts facilitate discussions and group activities among the stakeholders
to help formulate strategies for the way forward for pertinent care and treatment services. The strategies are further
developed and acted on by the CARE Council. Thus, the retreat outputs are discussed by the various committees
of the CARE Council with specific assigned tasks to committees to enhance care and treatment efforts. The retreat
efforts usually set the stage for the rest of CARE Council’s undertakings in each grant year. To some extent, the annual retreat of the CARE Council helps promote outputs based on inputs from cross-
sector stakeholders. By bringing together various stakeholders including council members, agency officials,
community advocates, key individuals and other relevant stakeholders in a structured, but flexible forum of
engagement, encourages dialogue and formulation of workable solutions for the benefits of target populations. The
benefits emanating from the annual retreat would fall into both process, and output/outcome categories, and
thereby help relate the extant literature suppositions on collaborative engagement in addressing complex problems
(Carlson, 2007; Fung 2006; Bryson et al., 2006). 3. Retreat as an Avenue for Collaborative Governance This regular annual event extends representation and participation in
collaborative governance beyond the established three (3) core groups of the CARE Act and local policies and
procedures (CARE Council Bylaws, 2005; CARE Act, 1990), and enables perspectives of various stakeholders for
creative solutions for care and treatment. To some extent, the retreat exemplifies an inclusive participation forum Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Vol.10, No.22, 2019
realization of the intents and purposes of the CARE Council. Furthermore, the CARE Council occasionally create
ad hoc committees as needed to attend to pertinent issues to enhance performance of its roles and responsibilities. For instance, the CARE Council sometimes uses an ad hoc committee to assist in the planning of the annual retreat. The annual retreat of the CARE Council serves as a viable avenue for collaborative governance As a forum realization of the intents and purposes of the CARE Council. Furthermore, the CARE Council occasionally create
ad hoc committees as needed to attend to pertinent issues to enhance performance of its roles and responsibilities. For instance, the CARE Council sometimes uses an ad hoc committee to assist in the planning of the annual retreat. realization of the intents and purposes of the CARE Council. Furthermore, the CARE Council occasionally create
ad hoc committees as needed to attend to pertinent issues to enhance performance of its roles and responsibilities. For instance, the CARE Council sometimes uses an ad hoc committee to assist in the planning of the annual retreat. The annual retreat of the CARE Council serves as a viable avenue for collaborative governance. As a forum
for inclusive representation, education, deliberation, and strategic planning, the retreat provides a unique space for
divergent and convergent thinking on various issues pertinent to care and treatment of target populations in the
county. The consistency with which the CARE Council and other key stakeholders organize and execute the retreat
over the years attests to its unique contributions to health services collaborative governance for care and treatment
of target populations. The retreat represents one of the key aspects of ensuring participation in collaborative governance at an
Eligible Metropolitan Area (EMA). 4. Methodology gy
This study uses a case study approach to examine the phenomenon of an annual retreat by the Palm Beach County’s
HIV CARE Council (CARE Council) as part of collaborative governance for care and treatment of target
populations. For decades, the CARE Council has successfully organized the annual retreat to generate relevant
outputs and/or outcomes to effectively complement care and treatment efforts through collaborative engagement
of various stakeholders. The focus on the annual retreat helps to ascertain the nature of multi-stakeholder
engagement for collective problem solving. Many scholars highlight how the use of a case study approach to
examine phenomenon of interest enable discoveries (Yin, 2003; Stake, 1998; Bennett & George, 2005 Gerring,
2004; Thomas, 2003; Hamel et al., 1998; Jensen & Rogers, 2001; Baxter & Jack, 2008; Ospina & Dodge2005). The contributions of case study to scholarly inquiry in public administration cannot be overemphasized. Stake
(1998) points out how case study enables using multiple ways to obtain answers in relation to a phenomenon of
interest; Yin (2003), Thomas, (2003), and Hamel et al. (1993) underscore answers to ‘how’ and ‘why’ questions
because of a case study; and Jensen and Rogers (2001) accentuate uniqueness of conditional findings and
deciphering of cause and effect relationships through case study, which can be hardly achieved when using other
methodologies. Generally, case study promotes understanding of phenomenon and theory building through
essential discoveries (Bennett & George, 2005; Saldana & Omasta, 2017). This study uses a case study approach to examine the phenomenon of an annual retreat by the Palm Beach County’s
HIV CARE Council (CARE Council) as part of collaborative governance for care and treatment of target
populations. For decades, the CARE Council has successfully organized the annual retreat to generate relevant
outputs and/or outcomes to effectively complement care and treatment efforts through collaborative engagement
of various stakeholders. The focus on the annual retreat helps to ascertain the nature of multi-stakeholder
engagement for collective problem solving. Many scholars highlight how the use of a case study approach to
examine phenomenon of interest enable discoveries (Yin, 2003; Stake, 1998; Bennett & George, 2005 Gerring,
2004; Thomas, 2003; Hamel et al., 1998; Jensen & Rogers, 2001; Baxter & Jack, 2008; Ospina & Dodge2005). The contributions of case study to scholarly inquiry in public administration cannot be overemphasized. 3. Retreat as an Avenue for Collaborative Governance This study which aims to examine the role of an annual retreat
to CARE Council’s collaborative governance will rely on data from interviews, observations, and review of
documents to draw some insightful conclusions in an attempt to provide possible answers to the question: how
does Palm Beach County’s HIV CARE Council’s annual retreat enables HIV/AIDS collaborative governance? The next section of this paper will focus on methods used in the data collection and will be followed by analysis
and discussion of findings, conclusions, and implications. 3. Retreat as an Avenue for Collaborative Governance The Palm Beach County’s HIV CARE Council (hereafter referred to as the CARE Council) is the health services
collaborative governance entity dedicated to care and treatment of HIV/AIDS infected and affected persons in the
county. The CARE Council is one of twenty-four (24) health services councils in the U.S. with a mandate to
provide category of services for the target populations. Thus, as an Eligible Metropolitan Areas (EMA), the county
established the CARE Council in the early 1990s to make decisions and allocate priorities as part of the
implementation of the Ryan White Comprehensive AIDS Resources Emergency Care Act (CARE Act, 1990). Eligible Metropolitan Areas (EMAs) are areas disproportionately impacted by HIV/AIDS and are eligible for
federal funds to provide care and treatment to those in need of service (CARE Act, 1990). As part of the use of collaborative governance for collective problem solving, the CARE Council has various
committees that enable the performance of its various roles and responsibilities. These committees are executive
committee, planning committee, priorities and allocation committee, membership committee, support services
committee, medical services committee, community awareness committee, and quality assurance and evaluations
committee (CARE Council Bylaws, 2013, p.9). Each of these committees perform unique functions that promote 67 Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019
realization of the intents and purposes of the CARE Council. Furthermore, the CARE Council occasionally create
ad hoc committees as needed to attend to pertinent issues to enhance performance of its roles and responsibilities. For instance, the CARE Council sometimes uses an ad hoc committee to assist in the planning of the annual retreat. The annual retreat of the CARE Council serves as a viable avenue for collaborative governance. As a forum
for inclusive representation, education, deliberation, and strategic planning, the retreat provides a unique space for
divergent and convergent thinking on various issues pertinent to care and treatment of target populations in the
county. The consistency with which the CARE Council and other key stakeholders organize and execute the retreat
over the years attests to its unique contributions to health services collaborative governance for care and treatment
of target populations. The retreat represents one of the key aspects of ensuring participation in collaborative governance at an
Eligible Metropolitan Area (EMA). 4. Methodology Stake
(1998) points out how case study enables using multiple ways to obtain answers in relation to a phenomenon of
interest; Yin (2003), Thomas, (2003), and Hamel et al. (1993) underscore answers to ‘how’ and ‘why’ questions
because of a case study; and Jensen and Rogers (2001) accentuate uniqueness of conditional findings and
deciphering of cause and effect relationships through case study, which can be hardly achieved when using other
methodologies. Generally, case study promotes understanding of phenomenon and theory building through
essential discoveries (Bennett & George, 2005; Saldana & Omasta, 2017). This case study relies on interview of CARE Council members, the Grantee and other key stakeh
collaborative governance and is triangulated with review of documents and observations. The participan 68 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org unique roles at the Council, agencies and communities in Palm Beach County. Most of the participants have
participated in the annual retreat for at least a decade and perceived their participation as an enriching experience. These participants’ perspectives are essential to knowledge and understanding of the use of an annual retreat as an
avenue to foster performance of CARE Council’s roles and responsibilities through strategic engagement and
strategic planning involving relevant cross-sector stakeholders. There were a total of ten (10) in-depth interviews conducted by the authors from June 2016 to May 2017. The
participants were mostly CARE Council and committee members. Six of the participants were female and four
were male, and on average, each participant has been part of the Council for at least ten years. Each participant
was asked a series of questions that revolved around the annual retreat and its role to the CARE Council’s
collaborative governance. The questions were semi-structured and presented each participant an opportunity to
provide additional useful details to help achieve the objectives of the study. The interviews were conducted at the
convenience of the participants, and relevant research protocols were followed to promote confidentiality and the
integrity of the study (DiCicco-Bloom & Crabtree, 2006). The in-depth nature of the interviews (at least, an hour
and half per each interview session) enabled rich conversations with participants which provided needed data on
the participants’ retreat experiences and thereby created meaning as expected of qualitative interviews (Yin, 1984;
Rubin & Rubin, 1995; Hostein & Gubrium, 1999; Saldaña & Omasta, 2017). 4. Methodology In particular, the interviews provided
useful information regarding how participation, representation, and outputs of the annual retreat complement the
work of the Council as it relates to making various decisions and allocation priorities for various service categories
to promote health and general wellbeing of the target populations. p
g
g
g
p p
In an attempt to construct a narrative that better represents the annual retreat experience of the participants,
data from the interviews are triangulated with observation of various CARE Council annual retreats by the authors,
at least 6 within a period of 10 years (2009; 2014; 2015; 2016; 2018; & 2019). The authors closely observed the
various presentations and attendant discussions among stakeholders, stakeholder participation in the various group
activities, facilitation of group activities, interactions at various tables and other activities aimed at effectively
engaging participants. Furthermore, documents related to the annual retreat such as the agenda, group activity
reports, and presentation handouts were reviewed for additional insights. Scholars such as Greene et al. (1989),
Flick (2004), and Jick (1979) articulate how the use of different methods enable generation of data that complement
and help triangulate perspectives on the issue or phenomenon of study. For instance, Salkind (2009) highlights
how observation of a study’s context and participants help create meaning about the phenomenon of interest. For
the analysis and reporting of findings, the study will mostly utilize interview data with complementary themes
from review of documents and authors’ observation notes. Overall, the data and analysis which involve coding,
developing themes and categories, and integration would promote knowledge and understanding of the role that
the CARE Council’s annual retreat plays in collaborative governance to address the HIV/AIDS conundrum in the
county. 5. Analysis and Discussion The rationale for this research is to ascertain the role of an annual retreat as a key aspect of HIV/AIDS collaborative
governance in South Florida, specifically in Palm Beach County. The annual retreat serves as a strategic forum of
engagement involving various key stakeholders in formulating strategies to help provide needed care and treatment
to HIV/AIDS infected and affected persons. The extent of participation by various groups including service
providers, non-elected community leaders, target populations, policy entrepreneurs, key individuals, other relevant
publics, private and nonprofit entities among others, promotes robust discussions, deliberations and measures in a
way that complement the work of the CARE Council. Data that was collected through interviews, observations,
and review of documents were coded and developed into themes, categories and concepts in compliance with
qualitative research expectations (Saldaña & Omasta, 2017; Hostein & Gubrium, 1999; Yin 2003; DiCicco-Bloom
& Crabtree, 2006). The analysis thereby represents synthesis of the derived categories, concepts and themes that
emerged from the data which helps to provide insights into the role of an annual retreat to CARE Council’s
collaborative governance. Thus, the following segments of the paper highlights themes such as strategic
preparation, inclusive participation, retreat as an educational moment, evolution of the retreat, and cultural humility
in a quest to decipher retreat’s strategic impact on CARE Council’s collaborative governance as it relates to care
and treatment of HIV/AIDS infected and affected populations. These themes would help answer the research
question: how does Palm Beach County’s HIV CARE Council’s annual retreat enables HIV/AIDS collaborative
governance? The expectation is that answers to the question would promote knowledge and understanding of the
role of an annual retreat as a key forum for collaborative governance in the fight against HIV/AIDS. 5.1 Strategic Preparation Preparation is key to effective engagement, especially if it is well thought out and involves relevant stakeholders
in the planning process for a forum such as an annual retreat. The process of soliciting insights and participation
of critical stakeholders through a series of face-to-face deliberations and other mediums of information exchange 69 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 help to generate an agenda that enables realization of goals and objectives of the retreat. Scholars such as Bryson
et al. (2006), Ansell and Gash (2008), Crosby and Bryson (2012), Quick and Feldman (2014), Bryson et al. 5.2 Inclusive participation Agencies that
know about AIDS also participate. Leaders and politicians, bureaucrats etc. are
occasionally part of it. Key staff also attend. Participants provide better
perspectives on issues including sharing perspective on HIV/AIDS services
with providers and non-providers of HIV/AIDS services. Clients who are not
members also get to learn what is being done, learn about services and what
they can do to contribute to the process. The retreat is inclusive not exclusive
as all relevant parties are invited each year. This response highlights the extent of stakeholders’ engagement at the annual retreat and the diverse
perspectives that are shared to help formulate care and treatment strategies. Observation of various retreats to a
large extend attests to their inclusive and integrated nature. The respondent’s assertion on inclusiveness points to
openness in including other groups in the retreat as emergent and needed for effective collective action on
HIV/AIDS. 5.3 Evolution of the retreat 5.2 Inclusive participation Inclusive participation in collaborative governance, particularly as it relates to engagements at a forum such as an
annual retreat is likely to promote creative ideas, commitment, and sustainable solutions to a complex problem
which in this case is the HIV/AIDS conundrum. Bringing together stakeholders from public, private,
civic/nonprofit sectors who are directly or indirectly involved in the provision of health services in a collaborative
process encourages formulation of strategies which could translate into allocation priorities for various service
categories. The literature on inclusive participation in collaborative governance highlights how stakeholders build
and draw on their collective strengths to navigate challenges and generate workable solutions in collective problem
solving (Huxham and Vangen 2005; Bryson et al., 2015; Berardo, Heikkila, and Gerlak 2014; Saz-Carranza and
Ospina 2011; Cheng & Daniels, 2005; Ansell & Gash, 2008; Emerson et al., 2015; Margerum, 2011) p
g
g
)
Responses by participants to questions gauging the extent of participation suggest organizers are intentional
in reaching out to various relevant stakeholders i.e. groups, individuals, including consumers of services, non-
Ryan White service providers, CARE Council members, and other interested parties. Furthermore, the responses
seem to suggest an inclusive retreat promotes formulation of strategies and solutions for care and treatment,
encourages open conversation and divergent viewpoints among stakeholders, serves as a reunion among
stakeholders to renew their commitment to the fight against HIV/AIDS, fosters teamwork, and enhances
understanding of the CARE Council’s roles and responsibilities, achievements and challenges. The response below
by one participant epitomizes perspectives on inclusive participation in the annual retreat: g
p
g
by one participant epitomizes perspectives on inclusive participation in the annual retreat: Agencies that do not know much about AIDS but provide services participate
to increase awareness and could join CARE Council as a result. Agencies that
know about AIDS also participate. Leaders and politicians, bureaucrats etc. are
occasionally part of it. Key staff also attend. Participants provide better
perspectives on issues including sharing perspective on HIV/AIDS services
with providers and non-providers of HIV/AIDS services. Clients who are not
members also get to learn what is being done, learn about services and what
they can do to contribute to the process. The retreat is inclusive not exclusive
as all relevant parties are invited each year. Agencies that do not know much about AIDS but provide services participate
to increase awareness and could join CARE Council as a result. 5. Analysis and Discussion (2008),
Simo and Bies (2007), and Clarke and Fuller (2010) highlight how strategic preparation promotes realization of
goals and objectives of collaborative governance in addressing complex problems. help to generate an agenda that enables realization of goals and objectives of the retreat. Scholars such as Bryson
et al. (2006), Ansell and Gash (2008), Crosby and Bryson (2012), Quick and Feldman (2014), Bryson et al. (2008),
Simo and Bies (2007), and Clarke and Fuller (2010) highlight how strategic preparation promotes realization of
goals and objectives of collaborative governance in addressing complex problems. The responses of participants to questions related to preparation for the retreat point to intense deliberations
involving various key stakeholders, generation of relevant themes for the retreat, strategy formulation for problem
solving, logistics and agenda setting, learning and commitment for collective action, team building exercise, and
innovation in care coordination. For instance, one participant points out: County, health council staff, CARE Council representatives on committees County, health council staff, CARE Council representatives on committees
and other volunteers review what was done previously and what emergent
issues they are dealing with currently and decide various details of what needs
to be addressed at the retreat. These days, clients are involved in planning for
the retreat and others are asked to participate based on expertise, interest, and
everyone is accommodated as no one is turned away. y
y
This response appears to suggest preparation for the retreat as a team effort involving various stakeholders
who help set the agenda in a way that would promote effective engagement, learning and formulation of solutions
to problems in the context of collaborative governance. 5.4 Retreat as an educational moment The nature of multi-stakeholder engagements at the annual retreat appears to serve as an educational moment for
all participants including CARE Council members. The diverse representation of stakeholders and perspectives,
the various topics of presentation and deliberation, and group activities seem to promote knowledge and
understanding of collaborative governance for care and treatment of target populations. Scholars such as Plotnikof
(2016), Bryson et al. (2015), Leach, Weible, Vince, Siddiki, & Calanni (2013), Kooiman (1993), Sirianni (2009),
and Beierle & Cayford (2002) point out how multi-stakeholder engagement in established forums help grow
knowledge and understanding of inclusive structures and processes, and enable viable solutions for change and
collective problem solving, especially complex ones. Responses from participants to questions geared toward the educational benefits of participation in the annual
retreat seem to suggest consensus among participants on the influence of the various topics of presentation and
discussion over the years i.e. diversity and inclusion, collaboration and leadership, code of ethics, cultural
competency, effective deliberation, resilience through peer support, efforts to stop HIV and find cure, how to fight
stigma, care and treatment expectations, management of continuum of care, and the benefits and challenges related
to members’ knowledge and understanding of HIV/AIDS collaborative governance. Furthermore, the participants
appear to acknowledge how the annual retreat is empowering, promotes networking among stakeholders, exposes
various stakeholders to the roles and responsibilities of the CARE Council, helps develop key competencies, and
encourages participation and decision making. A comment by one respondent suggests: g
p
p
g
y
p
gg
The annual retreat helps grow knowledge of decision makers, complement training workshops that are provided to members throughout the year and helps training workshops that are provided to members throughout the year and helps
Council members make data driven decisions. g
p
p
g
y
p
Council members make data driven decisions. The above statement highlights the educational benefits of the annual retreat to collaborative governance,
which seems to indicate fostering care and treatment of HIV/AIDS infected and affected at the county. 5.3 Evolution of the retreat Evolution in collaborative governance whether in the areas of annual forum such as a retreat or otherwise shows
that evidence-based changes to establish goals and objectives can be better achieved for the common good. This
means that changing dynamics of HIV/AIDS epidemic over the years needs adaptive approaches even in the
process of engagement associated with care and treatment to ensure acceptable outputs and/or outcomes. Scholars
such as Provan and Kenis (2008), Thomson and Perry (2006), Plotnikof (2016), Bryson et al., (2015), Purdy (2012),
Vangen & Winchester (2013) underscore organic or necessitated evolution and/or changes associated with multi-
stakeholder engagement for collective problem solving. 70 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 iiste.org Responses of participants to questions related to progression of the retreat suggest evolution in terms of
category of participants, consistency of stakeholder engagement, focus on trending and emergent issues important
to care and treatment, evolution of intensity and hours/duration of stakeholder engagement at the retreat, and
progression from focus on medication needs to holistic and communal needs of infected and infected populations. The responses seem to suggest there is now a focus on divergent and tailored presentations, expertise, concentrated
changes in programmatic areas and system of care while remaining consistent in putting the event together,
evolution in importance and setting priorities, and overall changes in a positive direction. Relatedly, observation
of the retreat over the years point to incremental progression in participation in ways that foster common resolve
for collective action on HIV/AIDS. The response below shows how the CARE Council retreat as an annual forum
of stakeholders’ engagement has evolved over the years. There used to be a handful of people at the retreat but now more people are
getting involved. In the beginning folks were dying of HIV/AIDS and we were
helping them to die with dignity. The retreat has grown with knowledge and
expertise. We are no longer focusing on helping clients get services and die with
dignity, we do more than that. We now focus on services that meet essential needs
in view of growth and maturity of HIV/AIDS and associated issues and services. 5.3 Evolution of the retreat There used to be a handful of people at the retreat but now more people are
getting involved. In the beginning folks were dying of HIV/AIDS and we were
helping them to die with dignity. The retreat has grown with knowledge and
expertise. We are no longer focusing on helping clients get services and die with
dignity, we do more than that. We now focus on services that meet essential needs
in view of growth and maturity of HIV/AIDS and associated issues and services. g
y
The statement above appears to reiterate the versatility of the CARE Council when it comes to the annual
retreat, particularly the aspect of intentional changes to ensure adaptability to emergent issues on HIV/AIDS as a
conduit to promote care and treatment of target populations through various service categories. 5.4 Retreat as an educational moment 6. The Annual Retreat’s Impact on the Work of the Care Council 0
a; C
Cou c
Cou t o C e ts & Se v ces
epo t, 009; 0
b). Figure 1: The CARE Council Retreat Model
Source: Model designed by the authors
The role of collaborative governance in the CARE Council’s annual retreat in the HIV/AIDS arena shows (a)
for retreats, strategic preparation enable constructive multi-stakeholder engagements; (b) the inclusive nature of
the forum consisting of service providers, target populations, non-elected community stakeholders and other
critical partners in the fight against HIV/AIDS; (c) the evolving nature of events that embodies progress at various
HIV/AIDS fronts through various intentional and strategic engagements; (d) an educational moment that help to
grow stakeholders’ capacity, knowledge and task performance; and (e) a gathering that promote tolerance and
understanding of the “other” in a quest for meaningful and sustainable solutions to the complex HIV/AIDS
problem. In summary, the role of collaborative governance in the CARE Council’s annual retreat highlights its
essential role in generating resource pool, commitment, networking, shared understanding, communication, Figure 1: The CARE Council Retreat Model Figure 1: The CARE Council Retreat Model Figure 1: The CARE Council Retreat Model
S
d l d
i
d b
h
h Source: Model designed by the authors Source: Model designed by the authors
The role of collaborative governance in the CARE Council’s annual retreat in the HIV/AIDS arena shows (a)
for retreats, strategic preparation enable constructive multi-stakeholder engagements; (b) the inclusive nature of
the forum consisting of service providers, target populations, non-elected community stakeholders and other
critical partners in the fight against HIV/AIDS; (c) the evolving nature of events that embodies progress at various
HIV/AIDS fronts through various intentional and strategic engagements; (d) an educational moment that help to
grow stakeholders’ capacity, knowledge and task performance; and (e) a gathering that promote tolerance and
understanding of the “other” in a quest for meaningful and sustainable solutions to the complex HIV/AIDS
problem. 6. The Annual Retreat’s Impact on the Work of the Care Council The role of an annual retreat to the CARE Council’s collaborative governance is critical for care and treatment
efforts in Palm Beach County. The use of the retreat as an avenue for collaborative governance seems to promote
purposeful multi-stakeholder engagement around established agenda in a way that enables formulation of goals
and strategies for delivery of various category of services to target populations. For instance, the use of group
activities involving various stakeholders at the 2016 CARE Council Annual Retreat to collectively formulate
strategies for care and treatment served as a critical component of the CARE Council’s 5-Year Integrated Plan
(CARE Council 2016) and laid the foundation for most of the tasks of the various committees of the CARE Council
and the CARE Council itself in the grant year. Similarly, presentation and discussion of key issues and topics
during past retreats, i.e. cultural competency, diversity and inclusion, leadership and collaboration, management
of continuum of care, future of Ryan White CARE Act, health systems challenges serve as an invaluable
educational moments and complement existing capacities of members and the CARE Council. p
g
p
The diagram below depicts the role of the annual retreat in collaborative governance of the CARE Council. It relates participation of state and non-sate stakeholders including target populations such as healthcare providers,
social service providers, local agencies, community-based organizations, affected communities, individuals with
AIDS, Grantee, and non-elected community leaders. These stakeholders’ engagement at the retreat and CARE
Council enable outputs such as allocation priorities for various service categories, integrated plans, and needs
assessment reports. For instance, the outputs of the 2016 retreat, especially generated documents based on group
activities by the various stakeholders, allowed the various CARE Council committees to develop strategies and
performed tasks relevant to the completion of the 5-Year Integrated Plan. Thus, there is some connectedness
between stakeholders’ involvement in planning for the retreat, eventual engagement at the retreat and CARE
Council, and attendant outputs which usually translate into services to those infected and affected. For example,
from 2000-2006 timeframe, the CARE Council allocated $63,830,957 and $43,151,318 in 2009-2013 for the
provision of various category of services annually to about 5,143 and 3,049 people respectively in need of care
(Agbodzakey, 2017; CARE Council Comprehensive Plan, 2006; CARE Council Compiled Allocation Priorities,
2014a; CARE Council Count of Clients & Services Report, 2009; 2014b). 5.5 Cultural humility 5.5 Cultural humility Observation of multi-stakeholder engagement at the annual retreat and comments from the participants during the
interviews seem to suggest intentional efforts to understand the ‘other’ as a conduit to promote collaborative
governance for HIV/AIDS care and treatment. Cultural humility which is defined as “having an interpersonal
stance that is other-oriented rather than self-focused, characterized by respect and lack of superiority toward an
individual’s cultural background and experience” (Hook, Davis, Owen, Worthington, & Utsey, 2013, p.353)
appears to be palpable in how various stakeholders engage each other at the annual retreat. Over the years, efforts
have been made to listen to key populations and participants in order to better understand their narratives,
perspectives, issues, and concerns to help formulate strategies for care and treatment. Furthermore, the retreat
provides the opportunity for service providers, non-elected community leaders, and county officials to interact
with HIV/AIDS infected and affected individuals in an environment that is safe, encouraging and embracing of a
difference in a collaborating setting geared toward formulating solutions for health and general wellbeing of target
populations. A statement by one of the respondents’ notes that the success of the retreat is based on respect for
consumers of services and the desire to empower them to be effective leaders in HIV/AIDS arena, seems to convey
the extent to which cultural humility is embraced at the retreat. 71 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Research by Yeager and Bauer-Wu (2013), Alsharif (2012), Foronda and Baptiste (2016) Chang, Simon, and
Dong (2012), Foster (2009), Cruess & Cruess (2010), and Isaacson (2014) points to how operating from a
standpoint of cultural humility nurtures effective engagement of relevant stakeholders. These scholars allude to
how cultural humility serves as a better alternative to cultural competency in helping to effectively engage key
constituencies in collective problem solving. The experience of the annual retreat as it relates to engagement of
key populations and the consistency of intentional efforts to harness various expertise and experiences for
sustainable solutions within the context of collaborative governance for care and treatment, appears to be helpful. 7. Conclusion and Implication The complex nature of the HIV/AIDS epidemic calls for innovative approaches to address associated challenges,
one of which is care and treatment of infected and affected populations. The multifaceted nature of the problem
and the domino impact on various sectors of a country’s economy necessitated collective action from all relevant
stakeholders. Collaborative governance which promotes intentional engagement of cross-sector stakeholders for
creative solutions to complex problems, has become a commonly utilized approach in the past few decades. In the
case of HIV/AIDS in the U.S., the enactment of the Ryan White Comprehensive AIDS Resource Emergency Act
(CARE Act) in 1990 with a key aspect that focuses on care and treatment of target populations enabled
collaborative governance for allocation priorities to various service categories for those infected and affected. The HIV/AIDS CARE Council of Palm Beach County which is a health services planning council, embraced
the use of collaborative governance over the years to foster effective and constructive decisions for care and
treatment with annual retreat as one of the key components. This study examines the use of an annual retreat by
the CARE Council as an avenue for collaborative governance to ascertain its role in enabling the fulfilment of
legislative intents to benefit target populations. The results suggest that annual retreat serves as a unique
opportunity for collaborative governance in promoting strategic preparation that enables strategic stakeholder
engagement for innovative health services delivery to target populations through enhanced CARE Council roles
and responsibilities. Furthermore, the results highlight how the annual retreat helps to develop needed capacity,
mutual commitment, and competencies for creative inputs, outputs and/or outcomes related to the HIV/AIDS
problem. It is equally apparent that openness and intentional engagement of all relevant stakeholders, especially
otherwise usually excluded groups, promote common resolve and sustainable solutions with facilitative leadership
serving as a lynchpin to all of the integrated efforts to purposeful ends. As such, collaborative governance
represents a viable alternative approach to the usually mainstream top-down management when it comes to
addressing community crises and/or complex problems with or without an established legislative mandate. The
efforts of the CARE Council within a local system context represents an essential part of the U.S. government’s
commitment to tackle the HIV/AIDS problem and to promote health and general wellbeing of infected and affected
populations. While the study’s findings cannot be generalized to other Eligible Metropolitan Areas (EMAs) in the
U.S. 6. The Annual Retreat’s Impact on the Work of the Care Council In summary, the role of collaborative governance in the CARE Council’s annual retreat highlights its
essential role in generating resource pool, commitment, networking, shared understanding, communication, The role of collaborative governance in the CARE Council’s annual retreat in the HIV/AIDS arena shows (a)
for retreats, strategic preparation enable constructive multi-stakeholder engagements; (b) the inclusive nature of
the forum consisting of service providers, target populations, non-elected community stakeholders and other
critical partners in the fight against HIV/AIDS; (c) the evolving nature of events that embodies progress at various
HIV/AIDS fronts through various intentional and strategic engagements; (d) an educational moment that help to
grow stakeholders’ capacity, knowledge and task performance; and (e) a gathering that promote tolerance and
understanding of the “other” in a quest for meaningful and sustainable solutions to the complex HIV/AIDS
problem. In summary, the role of collaborative governance in the CARE Council’s annual retreat highlights its
essential role in generating resource pool, commitment, networking, shared understanding, communication, 72 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org consensus and strategic plans among actual and some potential players in the HIV/AIDS arena for the common
good. While the annual retreat represents a whole day (seven-to-eight hour) event in a year, it also helps to shape
the focus of other key partners working directly or indirectly to promote care and treatment. consensus and strategic plans among actual and some potential players in the HIV/AIDS arena for the common
good. While the annual retreat represents a whole day (seven-to-eight hour) event in a year, it also helps to shape
the focus of other key partners working directly or indirectly to promote care and treatment. To some extent, the retreat helps to renew the collaborative spirit among stakeholders, fosters new initiatives
and engagements, instigates provision of needed services to target populations who are not currently in the
continuum of care, and broadens overall efforts to keep the focus on HIV/AIDS. This appears to be a conduit to
sustain preventative and remedial, if not curative measures. The retreat is more of a strategic engagement that
enables strategic planning by relevant stakeholders to vigorously tackle current and emergent challenges associated
with the HIV/AIDS epidemic. 6. The Annual Retreat’s Impact on the Work of the Care Council Evidently, there is somewhat consensus among scholars on the strategic use of
collaborative governance by cross-sector stakeholders to develop capacity, workable measures, and competencies
to foster effective solutions to complex problems, which in this case, is the HIV/AIDS conundrum (Weber &
Khademian 2008; Quick and Feldman 2014; Simo 2009; Simo & Bies 2007; Ritvala, Salmi & Andersson, 2014;
Bryson et al. 2008; Babiak and Thibault 2009; Crosby and Bryson 2012, and Agranoff, 2012). The case of the
CARE Council and the well-intended annual retreat appears to be a truly progressive undertaking to shape current
and future efforts in the fight against HIV/AIDS in Palm Beach County. Undoubtedly, leadership is equally key in the progress and success of the annual retreat. A closer examination
of the CARE Council’s annual retreat attests to the key role of facilitative leadership in ensuring collaborative
success. Facilitative leadership in this context implies catalytic efforts of leaders from the initial planning of the
retreat to post retreat activities by the CARE Council. The nonconventional nature of leadership in the CARE
Council’s collaborative governance accentuated the viability of cross-sector and multi-stakeholder engagements
as it used a lateral leadership mechanism highlighted in research by Freeman 1997; Margerum 2002; Lasker and
Weiss 2003; Murdock, Wiessner, and Sexton 2005; Ansell & Gash, 2008; Huxham and Vangen 2000; and Imperial
2005, to formulate workable solutions. Facilitative leadership in this case also ensured representation, participation,
and empowerment of otherwise usually excluded groups and thus provides useful insights for emergent multi-
stakeholder arrangements geared toward solving complex problems (Agbodzakey, 2012; Vangen & Huxham, 2003,
and Ansell and Gash, 2008). 7. Conclusion and Implication and its territories because of the uniqueness of the experience at Palm Beach County, it does offer insights
into the likely benefits of embracing intentionally inclusive multi-stakeholder engagement event on a consistent
basis as a conduit to collective problem solving. Future research could examine the use of an annual retreat in a
comparative perspective within the context of collaborative governance and other complementary
workshops/training efforts at EMAs to help establish some connectedness to care and treatment outputs and/or
outcomes. A scholarly project of this nature would boost the case for the viability of cross-sector collaboration for 73 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org complex problem solving in emergent and established economies and democracies complex problem solving in emergent and established economies and democracies. complex problem solving in emergent and established economies and democracies. References (2010). Relational contracting and network management
20(suppl 1), pp.i21-i40 Bingham, L. B., & O’Leary, R. (2008). Big ideas in collaborative management. New York: M.E Sharpe
Booher D E (2004) Collaborative governance practices and democracy ” National Civic Review 93(4 Bingham, L. B., & O’Leary, R. (2008). Big ideas in collaborative management. New York: M.E Sharpe Booher, D. E. (2004). Collaborative governance practices and democracy.” National Civic Review, 93(4
46 on, J. M., Crosby, B. C., & Stone, M. M. (2006). The design and implementation of cross-sector collaboratio
Propositions from the literature. Public Administration Review, 66(Special Issue), pp.44-55. Bryson, J, M., Crosby, B. C. Stone, M. M. & Mortensen, J.C. (2008). Collaboration in fighting traffic congestion:
A study of Minnesota’s urban partnership agreement. Report no. CTS 08-25, Center for Transportation
Studies,
University
of
Minnesota. Retrieved
on
October
4,
2017
from
http://www.cts.umn.edu/Publications/ResearchReports/reportdetail.html?id=1714 p
p
p
Bryson, J. M., Crosby, B. C., & Stone, M. M. (2015). Designing and implementing cross‐sector collaborations:
Needed and challenging. Public Administration Review, 75(5), pp.647-663 Carlson, C. (2007). A practical guide to collaborative governance. Portland, OR: Policy Consensus Initiative. Centers for Disease Control and Prevention-CDC (2017). HIV in the United States: At A Glance. Retrieved on
October 4, 2017 from https://www.cdc.gov/hiv/statistics/overview/ataglance.html (
)
p
g
g
y
Centers for Disease Control and Prevention-CDC (2017). HIV in the United States: At A Glance. Retrieved on
October 4, 2017 from https://www.cdc.gov/hiv/statistics/overview/ataglance.html Cheng, A. S., and S. E. Daniels. (2005). Getting to ‘we’: examining the relationship between geographic scale and
ingroup emergence in collaborative watershed planning. Human Ecology Review 12: pp.30-43. Chang, E. S., Simon, M., & Dong, X. (2012). Integrating cultural humility into health care professional education
and training. Advances in health sciences education, 17(2), pp.269-278. g
( ) pp
Choi, T., & Robertson, P. J. (2014). Deliberation and decision in collaborative governance: a simu
approaches to mitigate power imbalance. JPART, 24(2), 495-518 Chrislip, D, & Larson. C. E. (1994). Collaborative leadership: How citizens and civic leaders can make a difference. San Francisco, CA: Jossey-Bass. Chrislip, D, & Larson. C. E. (1994). Collaborative leadership: How citizens and civic leaders can make a difference. San Francisco, CA: Jossey-Bass. ,
y
Clarke, A, & Fuller, M. (2010). Collaborative strategic management: strategy formulation and Implementation by
multi-organizational cross- sector social partnerships. Supplement, Journal of Business Ethics, 94, pp.85-101 ,
y
Clarke, A, & Fuller, M. (2010). References Agbodzakey, J. (2012). Collaborative governance of HIV health services planning councils in Broward and Palm
Beach Counties of South Florida. Public Organiz Rev, 12(2), pp.107-126. Agbodzakey, J. (2015). Ryan White CARE Act and HIV/AIDS services collaborative governance: The South
Florida experience. LAP/OmniScriptum Agbodzakey, J. (2017). Ryan White CARE Act and collaborative governance re-examined: the South Florida
experience. Public Organiz Rev, 17(2), pp.293-314 Agranoff, R. (2012). Collaborating to manage: A primer for the public sector. Washington, DC: Georgetown
University Press Alsharif, N. Z. (2012). Cultural humility and interprofessional education and practice: A winning com
American journal of pharmaceutical education, 76(7), p.120 j
p
( ) p
Anonymous. (2006). A call to scholars and teachers of public administration, public policy, planning, political
science, and related fields. Public Administration Review, 66(6), pp.168-170 Ansell, C., & Gash, A. (2008). Collaborative governance theory and practice. JPART, 18(4), pp.543-571
B bi k K & Thib
l L (2009) Ch ll
i
l i l
hi
N
fi
d
l Babiak, K., & Thibault, L. (2009). Challenges in multiple cross-sector partnerships. Nonprofit and volunta
quarterly, 38(1), pp.117-143 Baxter, P., & Jack, S. (2008). Qualitative case study methodology: Study design and implementation f
researchers. The qualitative report, 13(4), pp.544-559 q
p
( ) pp
Beierle, T. C. (2000). The quality of stakeholder-based decisions: Lessons from the case study record. Discussion
Paper 00-56, Resources for the Future. Beierle, T.C., & Cayford, J. (2002). Democracy in practice: public participation in environmental decisions. Washington, DC: Resources for the Future. Bel, G. & Warner. M. (2008). Does privatization of solid waste and water services reduce costs? A review of
empirical studies. Resources, Conservation and Recycling 52 (12):1337–48. Bennett, A., & George, A. L. (2005). Case studies and theory development in the social sciences. Cambridge,
Mass. do, R., Heikkila, T., & Gerlak, A. K. (2014). Interorganizational engagement in collaborative environment
management: Evidence from the South Florida ecosystem restoration task force. JPART, 24(3), pp.697-71 Berardo, R., Heikkila, T., & Gerlak, A. K. (2014). Interorganizational engagement in collaborative environmental
management: Evidence from the South Florida ecosystem restoration task force. JPART, 24(3), pp.697-719
Bertelli, Anthony M., and Craig R. Smith. (2010). Relational contracting and network management. JPART,
20(suppl 1), pp.i21-i40 management: Evidence from the South Florida ecosystem restoration task force. JPART, 24(3), pp.697-719
Bertelli, Anthony M., and Craig R. Smith. (2010). Relational contracting and network management. JPART,
20(suppl_1), pp.i21-i40 Bertelli, Anthony M., and Craig R. Smith. References Collaborative strategic management: strategy formulation and Implementation by
multi-organizational cross- sector social partnerships. Supplement, Journal of Business Ethics, 94, pp.85-101 Crosby, B.C., & Bryson. J. M. (2012). Integrative leadership and policy change: a hybrid relational view. in
advancing relational leadership research: a dialogue among perspectives, edited by Mary Uhl-Bien and Sonia
M. Ospina, 303–33. Charlotte, NC: Information Age. Crosby, B.C., & Bryson. J. M. (2012). Integrative leadership and policy change: a hybrid relational view. in
advancing relational leadership research: a dialogue among perspectives, edited by Mary Uhl-Bien and Sonia
M. Ospina, 303–33. Charlotte, NC: Information Age. 74 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org Cruess, S. R., Cruess, R. L., & Steinert, Y. (2010). Linking the teaching of professionalism to the social contract:
A call for cultural humility. Medical teacher, 32(5), pp.357-359 Daniel, J. R., Pinel, S. L., & Brooks, J. (2013). Overcoming barriers to collaborative transboundary water
governance. Mountain Research and Development, 33(3), pp.215-224. DiCicco‐Bloom, B., & Crabtree, B. F. (2006). The qualitative research interview. Medical education, 40(4),
pp.314-321 Donahue, J. D., & Zeckhauser. R. (2011). Collaborative governance: Private roles for public goals in
times. Princeton, NJ: Princeton University Press. Emerson, K., Nabatchi, T., & Balogh, S. (2012). An integrative framework for collaborative governance. JPART,
22(1), 1-29 Flick, U. (2004). Triangulation in qualitative research. A companion to qualitative research, pp.178-183 Foronda, C., Baptiste, D. L., Reinholdt, M. M., & Ousman, K. (2016). Cultural humility: A concept
Journal of Transcultural Nursing, 27(3), pp.210-217. g
( ) pp
Foster, J. (2009). Cultural humility and the importance of long‐term relationships in international partnerships. Journal of Obstetric, Gynecologic, & Neonatal Nursing, 38(1), pp.100-107. Freeman, J. (1997). Collaborative governance in the administrative state. UCLA Law Review, 45, p.1
F
A (2006) V i ti
f
ti i
ti
i
l
P bli Ad i i t ti
R
i
4(1)
286 Freeman, J. (1997). Collaborative governance in the administrative state. UCLA Law Review, 45, p.1
Fung, A. (2006). Varieties of participation in complex governance. Public Administration Review, 4(1), pp.286-
289 Freeman, J. (1997). Collaborative governance in the administrative state. UCLA Law Review, 45, p.1
Fung, A. (2006). Varieties of participation in complex governance. Public Administration Review, 4(1)
289 Fukuyama, F. (2013). What is governance? Governance, 26(3), pp.347-368. y
,
(
)
g
,
( ), pp
Gerlak, A. K., Lubell, M. & Heikkila.T. (2012). References The promise and performance of collaborative governance. In
Oxford Handbook of US Environmental Policy, eds. Sheldon Gerring, J. (2004). What is case study and what is it good for? American Political Science Review, 98(2), pp.341-
354. Gray, B. (1989). Collaborating: Finding common ground for multiparty problems. San Francisco. Jossey-Bass
Greene, J. C., Caracelli, V. J., & Graham, W. F. (1989). Toward a conceptual framework for mixed-method
evaluation designs. Educational Evaluation and Policy Analysis, 11(3), pp.255-274 Hageman, W. M., & Bogue, R. J. (1998). Layers of leadership. The challenges of collaborative governance. Trustee, 51(8), pp.18-20 Hamel, J., Dufour, S., & Fortin, D. (1993). Case Study Methods. Thousand Oaks, CA. Sage Healey, P. (1997). Collaborative planning: Shaping places in fragmented societies. Vancouver: UBC Holstein, J. A., & Gubrium, J. F. (1999). Active interviewing. In Alan Bryman and Robert G. Burgess, eds. Qualitative Research, Vol II: London Hook, J. N., Davis, D. E., Owen, J., Worthington, E. L., Jr., & Utsey, S. O. (2013). Cultural humility: M
openness to culturally diverse clients. Journal of Counseling Psychology, 60(3), p.353- 366 Huxham, C., & Vangen, S. (2000). Leadership in the shaping and implementation of collaboration agen
things happen in a (not quite) joined-up world. Academy of Management Journal, 43(6), pp.1159-1 g
pp
(
q
) j
p
y
g
,
( ), pp
Huxham, C, and Vangen, S. (2005). Managing to collaborate: the theory and practice of collaborative advantage. New York: Routledge Imperial, M. T. (2005). Using collaboration as a governance strategy lessons from six watershed management
programs. Administration & Society, 37(3), 281-320 Isaacson, M. (2014). Clarifying concepts: Cultural humility or competency. Journal of Professional Nursing, 30(3),
pp.251-258. Jensen, J. L., & Rodgers, R. (2001). Cumulating the intellectual gold of case study research. Public Administration
Review, 61(2), pp.235-246 Jick, T. D. (1979). Mixing qualitative and quantitative methods: Triangulation in action. Administrative
Quarterly, 24(4), pp.602-611. y
( ) pp
Johnston, E. W., Hicks, D., Nan, N., & Auer, J. C. (2011). Managing the inclusion process in collaborative
governance. JPART, 21(4), pp.699-721. g
,
( ), pp
Karkkainen, Bradley C. 2002. Collaborative ecosystem governance: Scale, complexity, and dynamism.Virginia
Environmental Law Journal 21, pp.189-243 Kooiman, J. (1993). Modern governance: new government-society interactions, New York: Sage (
)
g p
p
y p
g
A multidisciplinary model to support collaborative practice and research. Journal of Urban Health: Bulletin of the
New York Academy of Medicine 80(1), pp.14-47. References A multidisciplinary model to support collaborative practice and research. Journal of Urban Health: Bulletin of the
New York Academy of Medicine 80(1), pp.14-47. Leach, W. D. (2006). Collaborative public management and democracy: Evidence from Western watershed y
( ) pp
h, W. D. (2006). Collaborative public management and democracy: Evidence from Western watersh
partnerships. Public Administration Review 66(s1), pp.100-110. Leach, W. D., Weible, C. M., Vince, S. R., Siddiki, S. N., & Calanni, J. C. (2013). Fostering learning through
collaboration: Knowledge acquisition and belief change in marine aquaculture partnerships. Journal of Public 75 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org iste.org Administration Research and Theory, 24(3), pp.591-622
Lynn, L., Jr., Heinrich, C., & Hill, C. (2000). Studying governance and public management: Why? How? In G H Frederickson & K B Smith (Eds ) The public administration theory primer (p 210) Boulder: Westview Administration Research and Theory, 24(3), pp.591-622 y,
( ), pp
ynn, L., Jr., Heinrich, C., & Hill, C. (2000). Studying governance and public management: Why? How? G. H. Frederickson & K. B. Smith (Eds.), The public administration theory primer (p. 210). Boulder: Wes In G. H. Frederickson & K. B. Smith (Eds.), The public administration theory primer (p. 210). Boulder: Westview
Margerum, R. D (2002). Collaborative planning: Building consensus and building a distinct model for practice. Journal of Planning Education and Research 21(3), pp.237-253 (
),
p
y p
(p
)
Margerum, R. D (2002). Collaborative planning: Building consensus and building a distinct model for practice. Journal of Planning Education and Research 21(3), pp.237-253 Margerum, R. D. (2011). Beyond consensus: Improving collaborative planning and management. MIT Press
McGuire, M. (2006). Collaborative public management: Assessing what we know and how we know it. Public
Administration Review. 66(Special Issue), pp. 33-43 Memon, P. A., & Kirk, N. A. (2010). Barriers to collaborative governance in New Zealand fisheries: Pt I. Geography Compass, 4(7), pp.778-788 Metze, T., & Levelt, M. (2012). Barriers to credible innovations: Collaborative regional governance in the
Netherlands. The Innovation Journal, 17(1), p.2 Michalski, W., Miller, R., & Stevens, B. (2001). Governance in the 21st century. Future Studies, OECD
Publication. Retrieved December, 2008 http://www.oecd.org/dataoecd/15/0/17394484.pdf. Murdock, B. S., Wiessner, C., & Sexton, K. (2005). References Stakeholder participation in voluntary environmental
agreements: Analysis of 10 Project XL case studies. Science, technology, & human values, 30(2), pp.223-
250. Ospina, S. M., & Dodge, J. (2005). Narrative inquiry and the search for connectedness: Practitioners and academics
developing public administration scholarship. Public Administration Review, 65(4), 409-423. Palm Beach County CARE Council. (2005). Byelaws. Palm Beach County, Florida Palm Beach County CARE Council. (2006). Palm Beach County EMA comprehensive plan. Palm Beach County,
Florida Palm Beach County CARE Council. (2009). Count of clients and service report. Palm Beach County, Florida
Palm Beach County CARE Council (2012) Palm Beach County EMA comprehensive plan Palm Beach County Palm Beach County CARE Council. (2009). Count of clients and service report. Palm Beach County, Fl Palm Beach County CARE Council. (2012). Palm Beach County EMA comprehensive plan. Palm Beach
Florida Palm Beach County CARE Council. (2013). Byelaws. Palm Beach County, Florida Palm Beach County CARE Council. (2014a). Compiled allocation priorities, FY 2009-2013. West Palm Beach
EMA. Palm Beach County, Florida y
Palm Beach Country CARE Council. (2014b). Ryan White part A count of clients and service report. P l
B
h C
t
Fl
id y
(
)
y
p
p
Palm Beach County, Florida Palm Beach County, Florida y,
Palm Beach County CARE Council. (2016). Palm Beach County integrated prevention and patient care plan. Palm
Beach County, Florida. Plotnikof, M. (2016). Letting go of managing? Struggles over managerial roles in collaborative governanc
Journal of Working Life Studies, 6, 109 an, K. G., & Kenis, P. (2008). Modes of network governance: Structure, management, and effectiveness
JPART 18(2), pp.229-252. ( ), pp
Purdy, J. M. (2012). A framework for assessing power in collaborative governance processes. Public
Administration Review 72(3), pp.409-417 ( ) pp
Quick, K.S., & Feldman, M. S. (2014). Boundaries as junctures: collaborative boundary work for building efficient
resilience. Journal of Public Administration Research and Theory 24(3), pp.673-695 René, B., & Tharsi, T. (2004). Multi-party collaboration as social learning for interdependence: developing
relational knowing for sustainable natural resource management. Journal of Community & Applied Social
Psychology, 14(3), pp.137-153. y
gy
( ) pp
Ring, P. S, and Van de Ven, A. H. (1994). Developmental processes of cooperative interorganizational
relationships. Academy of Management Review, 19(1), pp.90-118. Ritvala, T., Salmi, A., & Andersson, P. (2014). MNCs and local cross-sector partnerships: The case of a smarter
Baltic Sea. References International Business Review, 23(5), pp.942-951 ( ) pp
Rubin, I. S., & Rubin, H. J. (1995). Qualitative interviewing: The art of hearing data. Thousand Oaks, CA
Ryan White comprehensive aids and resource emergency (CARE) Act (1990). Retrieved October 1,
2017,http://hab.hrsa.gov/livinghistory/timeline\1990.html (
) Q
g
g
Ryan White comprehensive aids and resource emergency (CARE) Act (1990). Retrieved October 1,
2017,http://hab.hrsa.gov/livinghistory/timeline\1990.html Sabatier, P. A., Focht, W., Lubell, M., Trachtenberg, Z., Vedlitz, A., & Matlock, M. (2005). Swimming u
Collaborative approaches to watershed management. MIT press pp
g
p
Saldana, J., & Omasta, M. (2017). Qualitative research: Analyzing life. SAGE Publications. aldana, J., & Omasta, M. (2017). Qualitative research Salkind, N. (2009). Exploring research.7th eds. Upper Saddle River, NJ: Prentice Hall Saz-Carranza, A, & Ospina,
S. M. (2011). Behavioral dimensions of governing Salkind, N. (2009). Exploring research.7th eds. Upper Sa
S. M. (2011). Behavioral dimensions of governing (
)
g
g
interorganizational goal-directed networks—managing unity–diversity tension. Journal of Public Administration
and Research Theory 21(2), pp.327-365. rganizational goal-directed networks—managing unity–diversity tension. Journal of Public Administrati
and Research Theory 21(2), pp.327-365. y
( ) pp
cott, T. A., & Thomas, C. W. (2017). Unpacking the collaborative toolbox: Why and when do public man Scott, T. A., & Thomas, C. W. (2017). Unpacking the collaborative toolbox: Why and when do public managers 76 Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 www.iiste.org www.iiste.org choose collaborative governance strategies? Policy studies journal, 45(1), pp.191-214 Simo, G., & Bies. A. L. (2007). The role of nonprofits in disaster response: an expanded model of cro
collaboration. Special issue, Public Administration Review 67(s1), pp.125-142. Simo, G. (2009). Sustaining cross-sector collaborations: Lessons from New Orleans. Public Organization Review
9(4), p.367. Sirianni, C. (2009). Investing in democracy: Engaging citizens in collaborative governance. Washington, DC:
Brookings Institution Press Sørensen, E., & Torfing, J. (2011). Enhancing collaborative innovation in the public sector. Administration &
Society, 43(8), pp.842-868. Stake, R. (1998). “Cases studies” (pp.86-109), in Denzin, N.K., Lincoln, Y.S.eds, Strategies of Qualitative Inquiry. Thousand Oaks, CA Susskind, L, & Cruikshank. J. (1987). Breaking the impasse: Consensual approaches to resolving public
New York: Basic Books. Thomson, A. M., & Perry, J. L. (2006). Collaboration processes: Inside the black box. Public Administration
Review, 66(s1), pp.20-32. (
) pp
Thomas, R. M. (2003). Blending Qualitative and Quantitative Research Methods in Theses And Dissertations. Thousand Oaks, CA: Corwin Press UNAIDS (2017). First Author Dr. James Korku Agbodzakey is an Associate Professor of Public Leadership and the Director of the Urban
SERCH Institute at UNT Dallas. He has extensive work experience in public, private, civic/nonprofit sectors in
Africa, Caribbean, and the United States of America. His principal research focuses on HIV/AIDS care and
treatment, particularly how the use of collaborative governance framework impacts categories of services to target
populations. Dr. Agbodzakey served as a delegate for AIDS 2012 in Washington, D.C.; AIDS 2014 in Melbourne
Australia; AIDS 2016 in Durban, South Africa; AIDS 2018 in Amsterdam, Netherlands, and recently as a delegate
at the 10th IAS Conference on HIV Science in Mexico City, Mexico in 2019. Dr. Agbodzakey is committed to
working with various stakeholders to help address contemporary complex urban challenges for citizens’ benefits. References The global HIV/AIDS epidemic. Retrieved on October 4, 2017 from https://www.hiv.gov/hiv-
basics/overview/data-and-trends/global-statistics Vangen, S., & Huxham, C. (2003). Nurturing collaborative relations: Building trust in interorganizational
collaboration. The Journal of Applied Behavioral Science, 39(1), pp.5-31 Vangen, S., and Huxham, C. (2012). The tangled web: unraveling the principle of common goals in collaborations. JPART 22, 22(4), pp.731-760. en, S. & Winchester, N. (2013) ‘Managing cultural diversity in collaborations’, Public Management Revie
16(5), pp.686-707 ( ) pp
Weber, E. P., and Khademian, A. M. (2008). Wicked problems, knowledge challenges, and collaborative capacity
builders in network settings. Public Administration Review 68(2), pp.334-349 g
( ) pp
Yeager, K. A., & Bauer-Wu, S. (2013). Cultural humility: Essential foundation for clinical researchers. Applied
Nursing Research, 26(4), pp.251-256 K. (1984). “Introduction” (pp. 1–18), selection from conducting case studies (pp. 83–97) and “reporting
studies” (pp. 141–166). In: Case study research: Design and methods. 3rd ed. Hills CA: Sage Yin, R. K. (1984). “Introduction” (pp. 1–18), selection from conducting case studies (pp. 83–97) and “reporting
case studies” (pp. 141–166). In: Case study research: Design and methods. 3rd ed. Beverly Hills CA: Sage Yin, R. K. (2003). Case study research: design and methods. Thousand Oaks, CA: Sage Publications Zurba, M. (2014). Leveling the playing field: fostering collaborative governance towards on‐going reconciliation. Environmental Policy and Governance, 24(2), pp.134-146 choose collaborative governance strategies? Policy studies journal, 45(1), pp.191-214 Second Author Dr. Nicholas Bolden is an Assistant Professor of Public Administration and Policy at Columbus State University. His major teaching and research interest focus on state and local policy and public management, specifically in
the areas of economic development, workforce development, and state and local government finance. Dr. Bolden
has taught extensively in the field of public administration and provides training and policy consultant services to
state and local agencies. Recently, Dr. Bolden served as a Work-Based Learning policy consultant to the Alabama
Department of Commerce and The Office of the Governor, Kay Ivey. His recent publication he co-authored Do
Political Parties Matter for the Funding Status of State Pension Plans appeared in the Journal of Regional and
Policy Analysis. Nicholas Bolden received a Master of Public Administration from Troy University with a
specialization in Adult Education and Training, and a Ph.D. in Public Administration and Policy from Auburn
University. 77 Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019
Third Author
Dr. Sandra Schrouder is an Associate Professor of Public Administration at Barry University in the School of
Professional and Career Education (PACE). Dr. Schrouder has over 20 years teaching experience at both the
graduate and undergraduate level and has taught in Jamaica, the Bahamas and the United States. Dr. Schrouder is
committed to community development and engagement through her years of involvement in Parkland City
Government Advisory Board, Broward Health Community Relations Board among other community
organizations. Her research interests are in the areas of management, public policy analysis, public finance,
education policies, organizational ethics, bureaucratic discretion, and juvenile justice. She frequently reviews
articles for peer-reviewed academic journals as well as new and prospective textbooks in her field. She is the co-
author of Issues in the Development of Contemporary Caribbean Economies, along with Rupert Rhodd and Donna
Cooke (2007). Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.10, No.22, 2019 g Third Author Third Author
Dr. Sandra Schrouder is an Associate Professor of Public Administration at Barry University in the School of
Professional and Career Education (PACE). Dr. Schrouder has over 20 years teaching experience at both the
graduate and undergraduate level and has taught in Jamaica, the Bahamas and the United States. Dr. Schrouder is
committed to community development and engagement through her years of involvement in Parkland City
Government Advisory Board, Broward Health Community Relations Board among other community
organizations. Her research interests are in the areas of management, public policy analysis, public finance,
education policies, organizational ethics, bureaucratic discretion, and juvenile justice. She frequently reviews
articles for peer-reviewed academic journals as well as new and prospective textbooks in her field. She is the co-
author of Issues in the Development of Contemporary Caribbean Economies, along with Rupert Rhodd and Donna
Cooke (2007). Dr. Sandra Schrouder is an Associate Professor of Public Administration at Barry University in the School of
Professional and Career Education (PACE). Dr. Schrouder has over 20 years teaching experience at both the
graduate and undergraduate level and has taught in Jamaica, the Bahamas and the United States. Dr. Schrouder is
committed to community development and engagement through her years of involvement in Parkland City
Government Advisory Board, Broward Health Community Relations Board among other community
organizations. Her research interests are in the areas of management, public policy analysis, public finance,
education policies, organizational ethics, bureaucratic discretion, and juvenile justice. She frequently reviews
articles for peer-reviewed academic journals as well as new and prospective textbooks in her field. She is the co-
author of Issues in the Development of Contemporary Caribbean Economies, along with Rupert Rhodd and Donna
Cooke (2007). 78
|
https://openalex.org/W2527247137
|
https://aura.abdn.ac.uk/bitstream/2164/7943/3/Inch_et_al_2016_International_Journal_of_Pharmacy_Practice.pdf
|
English
| null |
It’s not what you do it’s the way that it’s measured: quality assessment of minor ailment management in community pharmacies
|
International journal of pharmacy practice
| 2,016
|
cc-by
| 7,453
|
Keywords Keywords
community pharmacy services; health care;
non-prescription medicines; quality indicators;
self-care Research Paper Research Paper y
International Journal of Pharmacy Practice 2017, 25, pp. 253–262 y
International Journal of Pharmacy Practice 2017, 25, pp. 253–262 Correspondence Correspondence
Dr M. C. Watson, Health Services Research
Unit, University of Aberdeen, Foresterhill,
Aberdeen AB25 2ZD, UK. E-mail: m.c.watson@abdn.ac.uk Setting Prospective, observational study of simulated patient (SP) visits to
community pharmacies in Grampian (Scotland) and East Anglia (England). Setting Prospective, observational study of simulated patient (SP) visits to
community pharmacies in Grampian (Scotland) and East Anglia (England). Method Eighteen pharmacies (nine per centre) were recruited within a 25-mile
radius of Aberdeen or Norwich. Consultations for four minor ailments were
evaluated: back pain; vomiting/diarrhoea; sore throat; and eye discomfort. Each
pharmacy received one SP visit per ailment (four visits/pharmacy; 72 visits
total). Visits were audio-recorded and SPs completed a data collection form Method Eighteen pharmacies (nine per centre) were recruited within a 25-mile
radius of Aberdeen or Norwich. Consultations for four minor ailments were
evaluated: back pain; vomiting/diarrhoea; sore throat; and eye discomfort. Each
pharmacy received one SP visit per ailment (four visits/pharmacy; 72 visits
total). Visits were audio-recorded and SPs completed a data collection form
immediately after each visit. Primary Outcome Measure Each SP consultation was assessed for appropriate-
ness against product licence, practice guidelines and study-specific consensus
standards developed by a multi-disciplinary consensus panel. Results Evaluable data were available for 68/72 (94.4%) visits. Most (96%) vis-
its resulted in the sale of a product; advice alone was the outcome of three vis-
its. All product sales complied with the product licence, 52 (76%) visits
complied with practice guidelines and seven visits achieved a ‘basic’ standard
according to the consensus standard. Conclusion Appropriateness of care varied according to the standard used. Pharmacy-specific quality standards are needed which are realistic and relevant
to the pharmacy context and which reflect legal and clinical guidelines to pro-
mote the safe and effective management of minor ailments in this setting. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society
This is an open access article under the terms of the Creative Commons Attribution License, which permits use,
distribution and reproduction in any medium, provided the original work is properly cited.
Internatio It’s not what you do it’s the way that it’s measured: quality
assessment of minor ailment management in community
pharmacies
Jackie Incha, Terry Porteousb, Vivienne Maskreyc, Annie Blythc, Jackie Burra, Jennifer Clelandd,
David J. Wrighte, Richard Hollandf, Christine M. Bonda and Margaret C. Watsonb aCentre of Academic Primary Care, University of Aberdeen, Aberdeen, UK, bHealth Services Research Unit, University of Aberdeen, Aberdeen, UK,
cFaculty of Medicine and Health, Norwich Medical School, Norwich Research Park, University of East Anglia, Norwich, UK, dDivision of Medical
and Dental Education, John Simpson Chair of Medical Education, University of Aberdeen, Aberdeen, UK, eSchool of Pharmacy, University of East
Anglia, Norwich, UK and fSchool of Medicine, Health Policy Practice, University of East Anglia, Norwich, UK Keywords
community pharmacy services; health care;
non-prescription medicines; quality indicators;
self-care
Correspondence
Dr M. C. Watson, Health Services Research
Unit, University of Aberdeen, Foresterhill,
Aberdeen AB25 2ZD, UK. E-mail: m.c.watson@abdn.ac.uk
Received January 8, 2016
Accepted August 3, 2016
doi: 10.1111/ijpp.12305 Keywords
community pharmacy services; health care;
non-prescription medicines; quality indicators;
self-care Abstract Background Effective management of minor ailments in community pharma-
cies could reduce the burden on alternative high-cost services (general prac-
tices,
Emergency
Departments). Evidence
is
needed
regarding
the
appropriateness of management of these conditions in community pharmacies. Objective To explore the appropriateness of minor ailment management in
community pharmacies. International Journal of Pharmacy Practice 2017, 25, pp. 253--262 se, which permits use,
.
International Journal of Pharmacy Practice 2017, 25, pp. 253--262 l of Pharmacy Practice
half of Royal Pharmaceutical Society
rms of the Creative Commons Attribution License, which permits use,
um, provided the original work is properly cited.
International Journal of Pharmacy Practice 2017, 25, pp. 253--262 Introduction visits and 13% of general practice visits in the UK are for
minor ailments that could have been managed in commu-
nity pharmacies.[3,4] At the same time, there is evidence
from academic[5,6] and commercial investigations[7] of
low-quality
management
of
these
consultations
in Emergency Departments (EDs) and general practices are
overwhelmed by demand, due in part to patients present-
ing with conditions suitable for management by other ser-
vice providers, including community pharmacists and
their teams.[1,2] Recent estimates suggest that 5% of ED 254 Quality assessment of minor ailment management community pharmacies involving suboptimal advice or
inappropriate sales. These findings are of concern at a
time when there is increasing interest in promoting the
advisory role of the community pharmacist in addition to
the technical supply function.[8] Design and setting A prospective, observational design was used and included
community pharmacies in Grampian (Scotland) and East
Anglia (England). SP visits tested the management of four
minor ailments. Aim The aim of this study was to explore the appropriateness
(process and outcome) of minor ailment management in
community pharmacies using simulated patients (SPs). Primary outcome measure The appropriateness of the content and outcome of each
SP visit was assessed against three standards: the summary of product characteristics (SPC) if a pro-
duct was sold/supplied; clinical guidelines; and a consensus standard (comprising consultation pro-
cess and outcome) (developed by the multi-disciplinary
consensus panel). Manufacturers’ SPCs describe medicinal product prop-
erties and the conditions for their use. Existing clinical
guidelines were identified for the management of the con-
ditions presented in each of the four scenarios. These
included guidelines from SIGN (Scottish Intercollegiate
Guidelines Network), NICE (National Institute for Health
and Clinical Excellence), NHS Inform (a national health
information service in Scotland), and the Royal Pharma-
ceutical Society (Table 2). Recruitment of community pharmacies Eighteen pharmacies were required (nine each from
Grampian and East Anglia), to give a wide variation in
terms
of
type
(independent,
multiple)
and
location
(urban, rural). All community pharmacies within a 25-
mile radius of the main city in each centre (Aberdeen
(n = 35), Norwich (n = 30)) were identified from Health
Board (Scotland) and local lists and study invitation
packs were mailed. Pharmacies were excluded if they had
participated in earlier phases of the MINA programme.[4]
Interested pharmacies were stratified by type and location
and randomly selected to generate the sample. Signed
informed consent was sought from the lead pharmacist
within each participating pharmacy. Non-pharmacist staff
could opt out of participation if preferred. Simulated patients and consultations Ten SPs (one per scenario plus one reserve per centre)
were recruited from existing SP groups in the Medical
Schools at the Universities of Aberdeen and East Anglia. A 4-h training session, informed by previous studies,[10]
was delivered at each centre. Training focused on deliver-
ing a standardised performance while responding natu-
rally to pharmacy personnel questions.[11] Each SP was
trained to perform one scenario and wore a hidden
microphone to digitally record their consultations. To
minimise
the
risk
of
detection
and
any
resulting
Hawthorne effect,[12] pharmacy staff were blind to the
timing and number of SP visits, as well as the ailments
that would be tested. The order of SP visits to pharmacies
was randomised. Participating pharmacists and pharmacy
assistants wore study badges throughout the study period
to ensure that SPs did not consult non-participating staff. SPs distinguished pharmacy staff from pharmacists by
uniforms worn and company name badges. Each phar-
macy was supplied with reply-paid postcards to complete
(date/time/visit details) and return to the research team,
if they suspected receiving an SP visit. Participating phar-
macies were scheduled to receive one SP visit per minor
ailment, i.e. four visits per pharmacy (72 visits in total)
over an 8-week period (February–March 2013). This study was part of the 2-year MINA research pro-
gramme,[4] which derived evidence to inform the future
delivery of minor ailment services in community pharma-
cies in the UK. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262 © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society Scenario development Table 1
Simulated patient scenario Table 1
Simulated patient scenario
Scenario 1
Scenario 2
Scenario 3
Scenario 4
Back pain
Sore throat
Vomiting & diarrhoea
Eye discomfort
Presentation: I need something
for my back (female)
Presentation: I need
something for a
sore throat (male)
Presentation: I need
something for vomiting
and diarrhoea (female)
Presentation: I need something
for my eye (female)
Symptoms, If asked;
Pain in her lower back
The pain began this morning
when she bent over to pick
up her trousers
The pain is on both sides of her
lower back, and has continued
on and off since, when bending
and coughing
No other symptoms; feels well
otherwise
Symptoms, If asked;
Had sore throat
for four days
Yellow/green
coloured phlegm
Not able to eat
anything, but trying
to drink
Also has headache
Feels a bit hot
Symptoms, If asked;
Had vomiting and
diarrhoea for two days
Not able to eat
anything, but drinking
Don’t have a temperature
No blood in stools
Symptoms, If asked;
Discomfort in eye
No visual disturbance
Awoke today with a red, crusty
eye, but it seems to have improved
a bit
No idea what could have caused this
No other symptoms; otherwise well
History, if asked;
38 years old
Doesn’t usually have a
problem back
No previous trauma
No sudden weight loss
No relevant lifestyle issues
Current job doesn’t involve
physical work
Nothing alleviates or worsens
the symptoms
No other medical conditions
History, if asked;
61 year old
Doesn’t smoke
Gets quite a lot
of sore throats
Doesn’t have any
chronic respiratory
illnesses, like asthma,
sinusitis, bronchitis,
COPD or emphysema
History, if asked;
55 year old
Son was vomiting at the
weekend, but nobody
else in the family has it
Doesn’t get this sort
of thing often
Hasn’t been abroad recently
No other medical conditions
History, if asked;
In her sixties
No previous eye problems
Nobody else in the household has
got it
Doesn’t wear contact lenses
No other medical conditions
Treatment, if asked;
Not using any medicines
No known drug allergies
No action taken
No simple analgesia at home
Treatment, if asked;
Not using any medicines
No known drug allergies
Has taken paracetamol for
headache and sucking
cough sweets to ease throat
Treatment, if asked;
Not using any medicines
No known drug allergies
No action taken Treatment, if asked;
Not using any medicines
No known drug allergies
No action taken Table 2
Medication suggested by professional guidelines
Minor ailment
Guideline
Medication suggested by guideline
Back pain
NICE Guideline
CG88[31] &
NHS Inform
Regular paracetamol, if insufficient
advice NSAIDS or weak opioids
Sore throat
NHS Inform
& SIGN
guidelines[16]
Recommend ibuprofen and
paracetamol as a first line of
treatment for sore throats
Vomiting and
diarrhoea
NHS Inform[17]
Keep hydrated. Scenario development The four minor ailments that occur with the highest fre-
quency in EDs and general practices[3,4,9] were chosen for
scenario development; they were back pain, vomiting and
diarrhoea, sore throat and eye discomfort. A standardised
scenario for each minor ailment (Table 1) was developed
for the SP visits by a 28-person multi-disciplinary consen-
sus panel[4] (see later). Each scenario was derived from
actual consultations which occurred during an earlier
phase of the MINA programme.[9] Scenario-specific consensus standards (which included
process and outcome) were developed by the multi-disci-
plinary consensus panel which comprised community
pharmacists (n = 8), ED consultants (n = 4), ED nurses
(n = 4), GPs (n = 4), practice nurses (n = 4) and lay
members (n = 4) from Scotland, England, Northern Ireland
and Wales. Panel members operated independently and 255 Jackie Inch et al. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262 Appropriateness of consultation process
and outcome Outcome of visit (medication/advice supplied) Perceived professionalism of staff involved (5-point
scale) All product sales (outcome) complied with the product
licence, 52 (76%) visits complied with practice guideli-
nes and seven visits achieved a ‘basic’ standard accord-
ing to the consensus standard for process (Tables 5 and
6). No consultation achieved a ‘good’ standard of prac-
tice for process. In terms of the content of SP consul-
tations, the extent to which WWHAM[15] components
were elicited varied substantially across scenarios (Fig-
ure 1). Overall satisfaction with visit (5-point scale) Number of other customers on premises (as a marker
of busyness) Duration of the visit (from digital recorder) Data collection There were two components to the data collection; the
digital recordings of the consultation (see above) and a
data collection form completed after every visit by the SP. This included: This included: Staff involved (pharmacist/counter staff) Questions asked Results Twenty pharmacies (31% (20/65)) consented to partici-
pate; 18 were selected (independent (6), small chain (4)
and large chain (8)). Pharmacies were located in urban
(5) and suburban (7) areas and small towns (6). All planned SP visits (n = 72) were completed. Two
pharmacies reported ‘suspected’ SP visits, one of which
corresponded to an actual visit; data from this visit
were excluded from analysis. Digital data were unavail-
able for three visits (due to recording problems), so
these were also excluded from the analysis. Evaluable
data were available for 68/72 (94.4%) visits. Most (96%
n = 65) visits resulted in the sale of a product; advice Scenario development Advocates the
use of anti-diarrhoea medication
Eye discomfort
RPS[18]
Indicates ‘marginal benefit with
chloramphenicol’, but does not
discourage it’s use Table 2
Medication suggested by professional guidelines ‘WWHAM’[13] (Who is it for?; What are the symptoms?;
How long have the symptoms been present?; Any medica-
tion tried already?; what Medication used currently?), and
likely
outcomes
(product
sale,
advice
provision). Panel members were asked to add any items that they
perceived would be relevant or important to include in a
pharmacy consultation for each scenario. The responses
were collated and then fed back to panel members who
were asked to indicate which components they considered
represented ‘basic’ or ‘good’ practice standards for the
management of the four conditions in a community phar-
macy (Table 3) in terms of process and outcome. Con-
sensus was defined as ≥60% agreement between panel
members (i.e. ≥17/28) for both ‘basic’ or ‘good’ consulta-
tion
management. Only
items
where
the
consensus
threshold was met were included in the final standard. When using these standards to assess SP consultations, all
components had to be delivered for the consultation to
meet the consensus standard for process. the process was conducted by email. An outline scenario
was developed for each of the four minor ailments which
included a list of possible consultation components in
terms
of
content
(information
gathering/provision),
including questions from the aide memoire known as Quality assessment of minor ailment management 256 alone was the outcome of three visits. One-third of vis-
its involved interaction with a pharmacist only. Most
visits were conducted when the pharmacies had <3 cus-
tomers and most SPs waited between 1 and 5 min for
their consultation. Three visits lasted more than five
minutes (Table 4). Data management and analysis All data were entered into SPSS version 20.[14] Indepen-
dent accuracy checks were performed on 10% of the data. The results are presented as descriptive statistics. Vomiting and diarrhoea (n = 17): Ten consultations
complied with NHS Inform guidelines[17] which advocate
the use of an anti-diarrhoeal product. Six SP visits
resulted in the sale of anti-nausea or anti-emetic prod-
ucts, the use of which was not supported by the guideline. Only one consultation fulfilled the basic consensus stan-
dard for outcome which advocated advice only. Ethical approval Ethical approval was granted by the College of Life
Sciences and Medicine Ethics Review Board, University of
Aberdeen. Eye discomfort (n = 17): Eleven consultations resulted
in the sale of chloramphenicol products (suggested as
having marginal benefit in the RPSGB guideline[18]). One
visit resulted in advice only and was therefore compliant
with the ‘basic’ outcome standard advocated by the con-
sensus panel. Five other consultations resulted in other
eye products being sold. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society Assessment of the management of minor
ailments presented during SP visits Three researchers (JI, JC and JB) independently validated
the data from the data collection forms against digital
recordings for quality assurance purposes. Each researcher
listened to each digital recording and compared their
interpretations with the SP data collection forms. There
were few discrepancies and consensus was defined as
when two out of three researchers were in agreement. Back pain (n = 17): In terms of products sold, all the
back pain scenario visits resulted in appropriate outcomes
when assessed against both the clinical guidelines and
consensus panel standard (Table 5). [
] Sore throat (n = 17): The SIGN guideline[16] states that
there is no good quality evidence for non-prescription
throat sprays, lozenges or gargles. No visit complied with
the clinical guidelines because they all resulted in the sale
of at least one of these products. In contrast, however, all
sales complied with the ‘basic’ consensus standard in
terms of outcome, i.e. products sold. International Journal of Pharmacy Practice 2017, 25, pp. 253--262 General professionalism and satisfaction SPs rated the visits highly in terms of the general pro-
fessionalism of pharmacy staff involved in their consul-
tation
(Table 6). High
levels
of
satisfaction
(very
satisfied/satisfied) were also reported. Of the eight visits
where the SP was not satisfied, six involved the same
SP. International Journal of Pharmacy Practice 2017, 25, pp. 253--262 257 Jackie Inch et al. Table 3
Consultation components to represent ‘basic’ and ‘good’ practice as recommended by the multidisciplinary consensus panel
Scenario 1: Back pain
Scenario 2: Sore throat
Scenario 3: Vomiting & diarrhoea
Scenario: 4 Eye discomfort
What are the symptoms? What are the symptoms? What are the symptoms? What are the symptoms? Who is the patient? How long have the symptoms
been present? Who is the patient? How long have the symptoms
been present? How long have the
symptoms
been present? Are any other medications
being used (for other
conditions)? How long have the
symptoms been present? Is this patient a contact lens
wearer? Are any other
medications being used
(for other conditions)? Advise re. symptoms and action
if symptoms continue
Are any other medications
being used (for other
conditions)? Ensure advice re no contact
lenses until condition resolved
and ensure good cleaning of
lenses if not disposable
Does the patient
have other
medical conditions? Timescale defined (no
improvement after 3 period
referral advised)
Does the patient have
other medical conditions? Who is the patient? Dosage instructions (if
medication has been
recommended)
Who is the patient? Has the patient stopped
taking oral fluids? Dosage instructions (if
medication has been
recommended)
Advise re. symptoms
and action
if symptoms continue
How old is the patient? Advise re hydration/fluids
Advise re. symptoms and
action if symptoms continue
Does the patient have
any other
symptoms? Has any action been taken? Advise re. symptoms and
action if symptoms
continue
Timescale defined (no
improvement after 9 period
referral advised)
Has any action been taken? Does the patient have other
medical conditions? Dosage instructions (if
medication has been
recommended)
Has any action been taken? Does anything alleviate or
worsen symptoms
Is there any associated
temperature? Has any action been taken? Are any other medications being
used (for other conditions)? Check understanding
Does the patient have a history
of chronic or recurrent sinusitis? Have they tried non-prescribed
over the counter, herbal
or home remedies? Does the patient have other
medical conditions? Ask if already have simple
analgesia at home? © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society Summary The appropriateness of the SP visits in terms of process and
outcome varied according to the standard used. All SP con-
sultations complied with the SPCs. The majority (n = 76%)
of visits also complied with clinical guidelines. Few consul-
tations reflected the standards defined by the consensus
panel, particularly in terms of information gathering. Strengths and limitations Discrepancies
have
previously
been
shown
to
exist
between self-reported and actual recorded data,[19] but in
this study, the digital recordings provided objective data
for analysis. Non-verbal communication is an important
component of healthcare consultations,[20] but was not
assessed in this study. Duplicate, independent data extrac-
tion and assessment reduced the risk of assessor bias. The inclusion of different types and locations of phar-
macies in two countries with different pharmacy service
contracts increased the generalisability of the results. Pharmacies self-selected to participate in the study. No
data were collected from the non-participants. It is possi-
ble that the participating pharmacies may have had higher
levels of appropriate practice compared with non-partici-
pants and as such, the results may overestimate appropri-
ate
practice
across
all
pharmacies. Furthermore,
the
inclusion of pharmacies within a 25-mile radius of the
study centre may not be comparable with national data
due to the omission of rural pharmacies. Female cus-
tomers are higher users of pharmacies than males, there-
fore, to maximise face validity, most of the SPs in this
study were female. However, there is evidence to suggest
that patient gender can influence the type of information
given by pharmacists during counselling.[21] Pharmacist/
counter assistant gender may also influence communica-
tion during consultations[22], but pharmacy personnel
gender was not recorded in this current study. Discussion Table 4
Summary of consultation characteristics (%n (derived from data collection form)
Characteristic
% (n)
% (n)
% (n)
Members of staff involved in consultation
Pharmacist
Non-pharmacist
Unknow
38.9 (28)
66.7 (48)
18.0 (13
Duration of consultation (minutes)
≤1
2–5
>5
33.3 (24)
58.5 (45)
4.2 (3)
Duration of wait prior to consultation (minutes)
≤1
–
>5
72.2 (52)
26.4 (19)
1.4 (1)
Busyness of pharmacy (number of customers waiting at time of SP consultation)
0
1–2
≥3 General professionalism and satisfaction Does the patient have a chronic
respiratory illness? Any other members of the
household affected? Have they had previous eye
problems e.g. scleritis/iritis? Relevant product
information (if a
product recommended)
Does the patient have any
other symptoms? Does the patient have any
other symptoms? Ensure there is no pain from
within the eye, and that there
exists no disturbances from
bright lights. (Rule out iritis)
If anti-inflammatories suggested
check contra indications
Check understanding
Has there been any recent
travel e.g. Overseas? Is there a history of possible
foreign body/eye abrasion
Encourage early mobilisation for
muscular back pain
Relevant product information
(if a product recommended)
Is there any blood present
in the stools (faeces)? Are there any other members of
the household affected? Refer to GP ‘if symptoms persist’
Dosage instructions (if medication
has been recommended)
Do you have a temperature? Is the patient using the children’s
medication?=112)
Ask if there are any questions
Blood in stools - if so refer to GP
Advise about actions to
prevent spread of infection
Are there any clinical signs of
dehydration? - reduced
urine output, tachycardia? Advice about hygiene within the
household and not re-infecting
family members (cross infection)
Check understanding
Check understanding
Timescale defined (no
improvement after 9 period
referral advised)
Advice about self limiting nature
of viral or bacterial conjunctivitis
in otherwise healthy individuals
Advise about actions to prevent
spread of infection
Relevant product information
(if a product recommended)
Advise about handwashing/food
contact etc. Bold text represents ‘basic’ consultation requirements of the Multi-disciplinary Consensus Panel. Normal print represents additional requirements
to reflect a ‘good’ consultation Bold text represents ‘basic’ consultation requirements of the Multi-disciplinary Consensus Panel. Normal print represents additional requirements
to reflect a ‘good’ consultation. International Journal of Pharmacy Practice 2017, 25, pp. 253--262 258 Quality assessment of minor ailment management Quality assessment of minor ailment management Table 4
Summary of consultation characteristics (%n (derived from data collection form)
Characteristic
% (n)
% (n)
% (n)
Members of staff involved in consultation
Pharmacist
Non-pharmacist
Unknown
38.9 (28)
66.7 (48)
18.0 (13)
Duration of consultation (minutes)
≤1
2–5
>5
33.3 (24)
58.5 (45)
4.2 (3)
Duration of wait prior to consultation (minutes)
≤1
–
>5
72.2 (52)
26.4 (19)
1.4 (1)
Busyness of pharmacy (number of customers waiting at time of SP consultation)
0
1–2
≥3
hors. International Journal of Pharmacy Pra
hn Wiley & Sons Ltd on behalf of Royal Pha International Journal of Pharmacy Practice 2017, 25, pp. 253--262 General discussion Table 5
Assessment of SP consultation outcomes against the summary of product characteristics, guidelines and consensus list proposed Table 5
Assessment of SP consultation outcomes against the summary of product characteristics, guidelines and consensus list proposed Scenario
Appropriateness of outcome compared with:
Back pain
(N = 17)
% (n)
Sore throat
(N = 17)
% (n)
Vomiting &
diarrhoea
(N = 17) % (n)
Eye discomfort
(N = 17)
% (n)
Consensus list proposed outcome
100 (17)
100 (17)
15.8 (1)
15.8 (1)
Summaries of product characteristics
100 (17)
100 (17)
100 (17)
100 (17)
NICE Guideline[30]
100 (17)
NHS Inform (Scotland)[17]
100 (17)
82.3 (14)
58.8 (10)
SIGN guideline (117), April 2010[16]
0 (0)
Royal pharmaceutical society reference guide[18]
64.7 (11)
Outcome of Consultation
Appropriate outcome
100 (17)
100 (17)
5.8 (1)
5.8 (1)
Product sold
94.1 (16)
100 (17)
94.1 (16)
94.1 (16)
Ibuprofen +
Curaheat pad (2)
Difflam/Covonia/
Chloraseptic
throat sprays 9 7
Dioralyte +
Loperamide 9 2
Brolene 9 1
Ibuprofen 9 12
Dry cough linctus 9 3
Pepto-Bismol 9 4
Tubilux 9 1
Ibuprofen +
Paracetamol 9 2
Strepsils/Tyrozets
lozenges 9 4
Dioralyte +
Buccastem 9 1
Chloramphenical 9 11
Strefen 9 1
Loperamide 9 8
Optrex eye drops 9 2
Strepsils +
Ultrachloraseptic
throat spray 9 1
Motilium 9 1
Golden eye
ointment 9 1
Tyrozets + Benylin dry
cough 9 1
No sale
5.8 (1)
0
5.8 (1)
5.8 (1) No sale Table 6
Assessment of SP consultation content against the consensus list Table 6
Assessment of SP consultation content against the consensus list
Back pain
N = 17
Eye discomfort
N = 17
Vomiting and diarrhoea
N = 17
Sore throat
N = 17
Consultation content (Basic)
n (sp)
n (sp)
n (sp)
n (sp)
What are the symptoms? 16 (8)
16 (5)
17 (12)
16 (5)
Who is the patient? 16 (16)
–
15
–
How long have the symptoms been present? 14 (9)
16 (10)
14 (1)
3 (2)
Are any other medications being used (for other conditions)? 13
–
12
13
Does the patient have other medical conditions? 9
–
2
–
Advise re. symptoms and action if symptoms continue
7
9
9
2
Is this patient a contact lens wearer? General discussion 13
–
12
13
Does the patient have other medical conditions? 9
–
2
–
Advise re. symptoms and action if symptoms continue
7
9
9
2
Is this patient a contact lens wearer? –
5
–
–
Ensure advice re no contact lenses until condition resolved
and ensure good cleaning of lenses if not disposable
–
*0
–
–
Has the patient stopped taking oral fluids? –
–
0
–
Advise re hydration/fluids
–
–
15 (1)
–
Dosage instructions (if medication has been recommended)
14
12
6
–
Timescale defined (no improvement after a specified
period referral advised)
–
6
–
2
General professionalism (SP rating)
n
n
n
n
Exceptional interaction with member of staff
7
7
5
6
Member of Staff helpful, polite and competent
10
8
12
10
Non-professional approach, lacked confidence
0
2
0
1
Satisfaction with Consultation (SP rating)
% (n)
% (n)
% (n)
% (n)
Satisfied
94.1 (16)
64.7 (11)
94.1 (16)
100.0 (17)
Not satisfied including uncertain
5.9 (1)
35.3 (6)
5.9 (1)
0
(SP) Indicates where the SP provided unsolicited information. *Questions/advice that was conditional on answers of other questions. Bold items represent WWHAM[15] items. International Journal of Pharmacy Practice 2017, 25, pp. 253--262
© 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society
Jackie Inch et al. 259 259 Jackie Inch et al. Jackie Inch et al. General discussion –
5
–
–
Ensure advice re no contact lenses until condition resolved
and ensure good cleaning of lenses if not disposable
–
*0
–
–
Has the patient stopped taking oral fluids? –
–
0
–
Advise re hydration/fluids
–
–
15 (1)
–
Dosage instructions (if medication has been recommended)
14
12
6
–
Timescale defined (no improvement after a specified
period referral advised)
–
6
–
2
General professionalism (SP rating)
n
n
n
n
Exceptional interaction with member of staff
7
7
5
6
Member of Staff helpful, polite and competent
10
8
12
10
Non-professional approach, lacked confidence
0
2
0
1
Satisfaction with Consultation (SP rating)
% (n)
% (n)
% (n)
% (n)
Satisfied
94.1 (16)
64.7 (11)
94.1 (16)
100.0 (17)
Not satisfied including uncertain
5.9 (1)
35.3 (6)
5.9 (1)
0
(SP) Indicates where the SP provided unsolicited information. *Questions/advice that was conditional on answers of other questions. Bold items represent WWHAM[15] items. General discussion This study clearly demonstrates that the choice of stan-
dard impacts substantially on the assessment of appropri-
ateness. To the best of our knowledge, this has not been
reported previously and is a novel finding of our study. Some of the clinical guidelines and consensus standards
(for outcome) conflicted with the broader SPC indica-
tions. It is unclear to what extent the clinical guidelines
used in this study are referred to routinely in community
pharmacy practice. No condition-specific clinical guideli-
nes were identified that had been developed for use in Table 5
Assessment of SP consultation outcomes against the summary of product characteristics, guidelines and consensus list proposed
outcome
Scenario
Appropriateness of outcome compared with:
Back pain
(N = 17)
% (n)
Sore throat
(N = 17)
% (n)
Vomiting &
diarrhoea
(N = 17) % (n)
Eye discomfort
(N = 17)
% (n)
Consensus list proposed outcome
100 (17)
100 (17)
15.8 (1)
15.8 (1)
Summaries of product characteristics
100 (17)
100 (17)
100 (17)
100 (17)
NICE Guideline[30]
100 (17)
NHS Inform (Scotland)[17]
100 (17)
82.3 (14)
58.8 (10)
SIGN guideline (117), April 2010[16]
0 (0)
Royal pharmaceutical society reference guide[18]
64.7 (11)
Outcome of Consultation
Appropriate outcome
100 (17)
100 (17)
5.8 (1)
5.8 (1)
Product sold
94.1 (16)
100 (17)
94.1 (16)
94.1 (16)
Ibuprofen +
Curaheat pad (2)
Difflam/Covonia/
Chloraseptic
throat sprays 9 7
Dioralyte +
Loperamide 9 2
Brolene 9 1
Ibuprofen 9 12
Dry cough linctus 9 3
Pepto-Bismol 9 4
Tubilux 9 1
Ibuprofen +
Paracetamol 9 2
Strepsils/Tyrozets
lozenges 9 4
Dioralyte +
Buccastem 9 1
Chloramphenical 9 11
Strefen 9 1
Loperamide 9 8
Optrex eye drops 9 2
Strepsils +
Ultrachloraseptic
throat spray 9 1
Motilium 9 1
Golden eye
ointment 9 1
Tyrozets + Benylin dry
cough 9 1
No sale
5.8 (1)
0
5.8 (1)
5.8 (1)
Table 6
Assessment of SP consultation content against the consensus list
Back pain
N = 17
Eye discomfort
N = 17
Vomiting and diarrhoea
N = 17
Sore throat
N = 17
Consultation content (Basic)
n (sp)
n (sp)
n (sp)
n (sp)
What are the symptoms? 16 (8)
16 (5)
17 (12)
16 (5)
Who is the patient? 16 (16)
–
15
–
How long have the symptoms been present? 14 (9)
16 (10)
14 (1)
3 (2)
Are any other medications being used (for other conditions)? International Journal of Pharmacy Practice 2017, 25, pp. 253--262
© 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society Consultation process While community pharmacists and staff in this study asked
questions (information gathering) and gave advice in the
majority of consultations, some items central to safe supply
were asked infrequently. For example, while SPs were often
asked about current medication, they were rarely asked
about co-morbidities. Similarly, information about how to
use medicines was commonly provided, but advice about
what to do should symptoms continue was rarely given. Consultations that focus on directions for medication use
and dose, rather than on side effects and adverse events,
were also identified in a review of counselling practices on
prescription
medicines
in
community
pharmacies.[24]
However, the extent and type of communication between
SPs and pharmacists in our study was similar to other stud-
ies of OTC medicines in the UK.[11,25,26] The multidisciplinary consensus panel generated ‘basic’
and ‘good’ standards for this study. Although the panel
included eight community pharmacists, the components of
some standards could be considered unrealistic for the
management of minor ailments in the community phar-
macy context. For example, the vomiting and diarrhoea
standard included eliciting whether there were any clinical
signs of dehydration including ‘reduced urine output,
tachycardia’ which lack face validity in a community phar-
macy setting. Other components of the ‘good’ standard
were also problematic. For example, few ‘sore eye’ scenario
consultations included elicitation of whether the SP was
using other medication; there are, however, no major drug
interactions associated with the topical use of chloram-
phenicol which calls into question the validity of this com-
ponent. These examples demonstrate not only the challenge
of measuring appropriateness of healthcare management in
this setting but also the potential lack of validity of using
standard generic guidance, e.g. WWHAM, to assess a range
of conditions when all items may not be relevant. Not satisfied including uncertain (SP) Indicates where the SP provided unsolicited information. (SP) Indicates where the SP provided unsolicited information. *Questions/advice that was conditional on answers of other questions. Bold items represent WWHAM[15] items. International Journal of Pharmacy Practice 2017, 25, pp. 253--262
© 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262
© 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society 260 Quality assessment of minor ailment management Figure 1
Content of simulated patient consultations (in relation to WWHAM REF protocol) (%(n): by scenario. [Colour figure can be viewed at
wileyonlinelibrary.com] Figure 1
Content of simulated patient consultations (in relation to WWHAM REF protocol) (%(n): by scenario. [Colour figure can be viewed at
wileyonlinelibrary.com] mulated patient consultations (in relation to WWHAM REF protocol) (%(n): by scenario. [Colour figure can be viewed a community pharmacies; only product-specific guidelines
were identified, e.g. chloramphenicol.[18] Our study high-
lights a need for clinical guidance to be tailored for use
by community pharmacists and their teams and which
does not conflict with other accepted guidance. The cur-
rent lack of standardised tools will not only contribute to
a lack of consistency between pharmacists and other
health care providers, but may lead to variation in clinical
practice and appropriateness of care that is so often
reported in the wider international literature.[6] In the
UK, the General Pharmaceutical Council is developing
standards for the sale or supply of Pharmacy medici-
nes,[23] but the content is as yet unspecified and unlikely
to be condition-specific. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262 Comparison with existing literature Effective consultations between pharmacy staff and their
patients/customers are crucial to ensuring appropriate
medication use and desired patient outcomes in terms of
increased patient knowledge, adherence and/or decreased
medication errors.[6,27,28] Hence, training in information
gathering and provision (consultation skills) is now a core
part of the pharmacy undergraduate and post-qualifica-
tion training programmes.[29] The relatively recent Medi-
cation Related Consultation Framework (MRCF)[30] is
promoted by the Royal Pharmaceutical Society in the UK
as a tool for pharmacists to develop their consultation
skills in general. However, elements of the framework lack
face validity in relation to the management of over-the-
counter
consultations,
e.g. confirmation
of
patient’s Jackie Inch et al. 261 identify, documentation of full medical history. Further-
more, most consultations for minor ailments or for OTC
medicine requests are dealt with by medicine counter
assistants for whom there is no organisation currently
responsible (in the UK at least) for providing ongoing
training (although it is the responsibility of the pharma-
cist-in-charge to ensure that staff are competent to deliver
their tasks). Indeed, in some countries, e.g. Australia,
there is no requirement for support staff to have under-
taken any training prior to their involvement in selling or
recommending medicines (Pers. Commun, L. Seubert,
2014). The need for tighter regulatory control for phar-
macy support staff is paramount, as is the provision of
effective and ongoing training for these vital members of
the pharmacy workforce. strategy to improve practice and achieve safe and effective
patient care. The use of formal standards would also pro-
vide pharmacists and their staff the criteria against which
they could expect to be assessed. Authors’ contributions JI and JB contributed to acquisition of data, analysis and
interpretation of data. TP contributed to conception and
study design and critically revising the final document. VM and AB contributed towards study design and acqui-
sition of data. JC contributed towards conception, design,
interpretation of data and critically revising the final doc-
ument. DJW and RH contributed to conception, design
and interpretation of data. MCW and CMB contributed
to conception, design and analysis, interpretation of data,
drafting, critically revising and final approval of paper
and of report. The management of minor ailments was appropriate
when assessed by two of the three standards used. Lower
rates of appropriateness were achieved with the more
aspirational consensus standards. There is a need for
pharmacists and their staff to enhance their consultation
skills not only through improved communication perfor-
mance, but also by expanding their knowledge of health
conditions. This would maximise the effectiveness of the
management of minor ailments in the community phar-
macy setting. We suggest that the development of quality
standards for the management of such conditions is one 2. Hippisley-Cox
J,
Vinogradova
Y. Trends in Consultation Rates in Gen-
eral
Practice
1995/1996
to
2008/9:
Analysis of the QResearch Database. Final
report
to NHS
Information
Centre and Department of Health. Nottingham: The NHS Information Centre for Health and Social Care,
2009. Research implications Our study highlights the difficulty of measuring the
appropriateness of minor ailment management in the
community
pharmacy
setting. Quality
standards
are
needed by which practice can be consistently, fairly and
accurately assessed. The effect on practice of applying
such standards also needs to be evaluated. Effective train-
ing methods are needed to enhance consultation manage-
ment in general and communication skills in particular,
e.g. information gathering. While there has been minimal
evaluation of this to date, there is evidence to suggest that
communication behaviour can be enhanced by training.[5] Conflict of interest The authors declare that they have no conflicts of interest
to disclose. Acknowledgments We thank the patients, health professionals and other
NHS
staff
who
contributed
to
this
programme
of
research; members of the consensus panels and the advi-
sory group; members of the PPRT Steering Group and to
PRUK for funding this research. Funding This independent research was supported by the Phar-
macy Practice Research Trust (PPRT) which merged with
the Pharmaceutical Trust for Educational and Charitable
Objects in December 2012 to form Pharmacy Research
UK (PRUK). The views expressed in this publication are
those of the authors and not necessarily those of the
PPRT or of PRUK. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262 References 3. Watson MC et al. A cohort study of
influences, health outcomes and costs
of patients’ health-seeking behaviour
for minor ailments from primary
and emergency care settings. BMJ 1. NHS England (NHS Choices). Treating
common
conditions. Available
at:
http://www.nhs.uk/Livewell/Pharmacy/
Pages/Commonconditions.aspx
(ac-
cessed 11 November 2015). International Journal of Pharmacy Practice 2017, 25, pp. 253--262 Quality assessment of minor ailment management 262 Open 2015; 5: e006261. doi:10.1136/
bmjopen-2014-006261 12. Unknown. A Dictionary of Epidemiol-
ogy. Oxford: Last J.M., 1995. p. 81. physician communication style: their
effects on patient satisfaction in a
virtual medical visit. Patient Educ
Couns 2007; 68: 16–22. 13. Anonymous. NPA launches training
with a W-WHAM. Pharm J 1989;
243: 40. 4. Watson MC et al. Community Phar-
macy Management of Minor Illness
(The MINA Study). London: Phar-
macy Research UK, 2014. 23. Developing guidance to support the
safe & effective supply of ‘Pharmacy
(P)’ medicines. Available at: http://
www.pharmacyregulation.org/sites/de-
fault/files/Developing%20guidance%
20to%20support%20the%20safe%20
and%20effective%20supply%20of%
20%E2%80%98Pharmacy%20(P)%
E2%80%99%20medicines%20Novem
ber%202013.pdf (accessed 22 August
2016). 14. SPSS version 23. Available at: ftp://
public.dhe.ibm.com/software/analyt-
ics/spss/documentation/statistics/20.0/
en/client/Manuals/IBM_SPSS_Statisi-
cs_Brief_Guide.pdf
(accessed
11
November 2015). 5. Watson
MC
et al. Theory-based
communication
skills
training
for
medicine
counter
assistants
to
improve consultations for non-pre-
scription medicines. Med Educ 2007;
41: 450–459. 15. Sharpe
S
et al. Protocols:
getting
started. Pharm J 2004; 253: 804–805. 6. Eikenhorst L, Salema N-E, Anderson
C. A
systematic
review
in
select
countries of the role of the pharma-
cist in consultations and sales of
non-prescription medicines in com-
munity pharmacy. Res Soc Admin
Pharm
2016;
pii:
S1551-7411(16)
00057-7. doi:10.1016/j.sapharm.2016. 02.010. 16. SIGN Guideline 117 for the manage-
ment of sore throat and indications
for tonsillectomy. Available at: www. sign.ac.uk/guidelines/fulltext/117/ind-
ex.html
(accessed
11
November
2015). 24. Puspitasari HP, Aslani P, Krass I. A
review of counseling practices on
prescription medicines in community
pharmacies. Res Social Adm Pharm
2009; 9: 197–210. 17. NHS
Inform
for
management
of
Vomiting & Diarrhoea. Available at:
http://www.nhsinform.co.uk/health-
library/articles/d/diarrhoea/intorduc-
tion (accessed 11 November 2015). 25. Watson MC et al. Using behavioural
theory to develop and evaluate a
communication skills training pack-
age for medicine counter assistants. Med Educ 2007; 41: 450–459. 7. Can you trust your local pharmacy’s
advice? Which? Report. 20 May 2013. Available at: http://www.which.co.uk/
news/2013/05/can-you-trust-your-local-
pharmacys-advice-319886/
(accessed
23 July 2014). 18. The Royal Pharmaceutical Society of
Great
Britain. Practice
Guidance:
OTC
Chloramphenicol
Eye
Drops. London: RPSGB, 2015. Available at:
http://www.rpharms.com/support-
resources-a-z/chloramphenicol-quick-
reference-guide.asp (accessed 22 August
2016). 26. © 2016 The Authors. International Journal of Pharmacy Practice
published by John Wiley & Sons Ltd on behalf of Royal Pharmaceutical Society International Journal of Pharmacy Practice 2017, 25, pp. 253--262 References Greenhill N et al. Analysis of phar-
macist-patient communication using
the Calgary-Cambridge guide. Patient
Educ Couns 2011; 83: 423–431. 8. Royal
Pharmaceutical
Society
of
Great
Britain. Breaking
Down
the
Barriers – How Community Pharma-
cists and GPs Can Work Together to
Improve Patient Care. London: Royal
Pharmaceutical Society, 2009. 27. Olsson
E,
Ingman
P,
Ahmed
B. K€alvemark Sporrong S. Pharmacist–
patient communication in Swedish
community pharmacies. Res Social
Adm Pharm 2014; 10: 149–155. 19. Werner JB, Benrimoj SI. Audio tap-
ing simulated patient encounters in
community pharmacy to enhance the
reliability
of
assessments. Am
J
Pharm Educ 2008; 72: 136. 9. Fielding S et al. Estimating the burden
of minor ailment consultations in gen-
eral practices and emergency depart-
ments through retrospective review of
routine data in North East Scotland. Fam Pract 2015; 32: 165–172. 28. Tully MP, Beckman-Gyllenstrand A,
Bernsten CB. Factors predicting poor
counselling about prescription medici-
nes in Swedish community pharma-
cies. Patient Educ Couns 2011; 83: 3–6. 20. Hall
J,
Harrigan
J,
Rosenthal
R. Nonverbal
behavior
in
clinician-
patient interaction. Appl Prev Psychol
1995; 4: 21–35. 29. The Royal Pharmaceutical Society of
Great Britain. Practice Guidance: OTC
Simvastatin. London: RPS, 2004. 10. Watson MC, Cleland JA, Bond CM. Simulated patient visits with imme-
diate feedback to improve the supply
of over-the-counter medicines: a fea-
sibility study. Fam Pract 2009; 26:
532–542. 21. Schommer JC, Wiederholt JB. The
Association of Prescription Status,
Patient
Age,
Patient
Gender,
and
Patient
Question
Asking
Behavior
with
the
Content
of
Pharmacist-
Patient Communication. Pharm Res
1997; 14: 145–151. 30. Tawab RA et al. Development and
validation of the Medication-Related
Consultation
Framework
(MRCF). Pat Educ Counsel 2011; 83: 451–457. 11. Cleland
J
et al. Using
theory
to
improve communication: designing a
communication skills training pack-
age for medicine counter assistants. Int J Pharm Pract 2007; 15: 79–81. 31. NICE guideline for management of
persistent non-specific low back pain. Available at: http://guidance.nice.org.u
k/CG88 (accessed 11 November 2015). 22. Schmid Mast M, Hall JA, Roter DL. Disentangling
physician
sex
and International Journal of Pharmacy Practice 2017, 25, pp. 253--262
|
https://openalex.org/W2104329193
|
https://www.scielo.br/j/bjps/a/WsGVXLwcXV4SyxD39PLnBcC/?lang=en&format=pdf
|
English
| null |
Medication errors: classification of seriousness, type, and of medications involved in the reports from a university teaching hospital
|
Brazilian Journal of Pharmaceutical Sciences
| 2,013
|
cc-by
| 6,427
|
Gabriella Rejane dos Santos Dalmolin1,*, Eloni Terezinha Rotta2, José Roberto Goldim1,3 a Rejane dos Santos Dalmolin1,*, Eloni Terezinha Rotta2, José Roberto Goldim1 1Research Laboratory in Bioethics and Research Ethics, Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brazil,
2Pharmaceutical Service/Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brazil, 3Bioethics Service/Hospital de
Clínicas de Porto Alegre, Porto Alegre, RS, Brazil Medication errors can be frequent in hospitals; these errors are multidisciplinary and occur at various
stages of the drug therapy. The present study evaluated the seriousness, the type and the drugs involved in
medication errors reported at the Hospital de Clínicas de Porto Alegre. We analyzed written error reports
for 2010-2011. The sample consisted of 165 reports. The errors identified were classified according to
seriousness, type and pharmacological class. 114 reports were categorized as actual errors (medication
errors) and 51 reports were categorized as potential errors. There were more medication error reports in
2011 compared to 2010, but there was no significant change in the seriousness of the reports. The most
common type of error was prescribing error (48.25%). Errors that occurred during the process of drug
therapy sometimes generated additional medication errors. In 114 reports of medication errors identified,
122 drugs were cited. The reflection on medication errors, the possibility of harm resulting from these
errors, and the methods for error identification and evaluation should include a broad perspective of the
aspects involved in the occurrence of errors. Patient safety depends on the process of communication
involving errors, on the proper recording of information, and on the monitoring itself. Uniterms: Medication/errors. Drug therapy. Patients/safety. Erros envolvendo medicamentos ocorrem frequentemente em hospitais, possuem natureza multidisciplinar
e podem ocorrer nas várias etapas da terapia medicamentosa. O estudo avaliou a seriedade, o tipo e os
medicamentos envolvidos nos erros de medicação notificados no Hospital de Clínicas de Porto Alegre. Foram analisadas notificações de erros realizadas por escrito em 2010-2011. A amostra foi composta por
165 notificações. Cento e catorze notificações foram classificadas como erros de fato (erros de medicação)
e 51 notificações, como erros potenciais. Apesar de se ter realizado maior número de notificações de
erros de medicação em 2011, comparativamente a 2010, não houve alteração significativa no perfil de
seriedade destes eventos. O tipo de erro mais frequente foi o de prescrição (48,25%). Os erros ocorridos
ao longo do processo geraram, em algumas situações, novos erros de medicação associados. Nas 114
notificações de erros de medicação identificadas citaram-se 122 medicamentos. *Correspondence: G. R. S. Dalmolin. LAPEBEC/HCPA, Laboratório 12213.
Rua Ramiro Barcelos, 2350, 90035-903 - Porto Alegre - RS, Brasil. E-mail:
dalmolingabriella@gmail.com Article Brazilian Journal of
Pharmaceutical Sciences
vol. 49, n. 4, oct./dec., 2013 Unitermos: Medicação/erros. Terapia medicamentosa. Pacientes/segurança. INTRODUCTION action they carry out, but this does not imply in guilt by
association. In this sense, Bioethics may help develop
an adequate understanding of the need to establish
contingency measures for predictable risks. The healthcare system is extremely complex. It
involves critical situations of risk, an interaction between
multiple professionals and institutions, and depends on
significant support from technology. The characteristics
of the system may heighten the risk of mistakes and
worsen the consequences of these mistakes. In this sense,
it is important to assess risk and damage to patients in the
search for ultimate patient safety (Rosa, Perini, 2003). The World Health Organization definition of patient
safety establishes that unnecessary harm or potential
harm associated with healthcare should be reduced to an
acceptable minimum (WHO, 2009).i The implementation of systems for the detection
and prevention of medication errors must be one of
the pharmacovigilance goals at healthcare institutions. Nunes and colleagues (2008) underscored the need for
systematic and continuous evaluation to decrease the
incidence of errors and contribute to the identification and
report of new error possibilities, which, in turn may have
been mistakenly categorized as adverse drug reactions. These systems may also contribute to the identification
of occurrences that would normally be kept secret (Nunes
et al., 2008). Medication errors may be defined as any preventable
event that may cause or lead to inappropriate medication
use or patient harm while the medication is in the control
of the healthcare professional, patient, or consumer. The
error may be related to professional practice, to healthcare
products, to procedures, to communication problems
(including prescribing, product labeling, packaging,
and nomenclature), to compounding, to dispensing, to
distribution, to administration, to education, to monitoring,
and to the proper use of medications (NCCMERP, 2001a). Spontaneous reporting, chart review, review of
medical prescriptions, and direct observation are the main
methods for identification and evaluation of medication
errors (Coimbra, 2006). Each method has its advantages
and disadvantages; the methods adopted should be adapted
to institutional goals and used as management tools for
healthcare quality improvement (Bohomol, Ramos, 2007). During the process of implementation of an
institutional program of pharmacovigilance, the methods
may be implemented progressively. Spontaneous reporting
may be the method of choice for an initial stage; it allows
for the participation of all sectors of the institution and
for the implementation of a more autonomous culture of
error checking and evaluation. Gabriella Rejane dos Santos Dalmolin1,*, Eloni Terezinha Rotta2, José Roberto Goldim1,3 A reflexão sobre os erros
de medicação e a possibilidade de danos decorrentes dos mesmos, assim como dos métodos para a sua
identificação e avaliação, deve incluir uma ampla perspectiva dos aspectos envolvidos na sua ocorrência. A segurança dos pacientes depende deste processo de comunicação, do registro adequado das informações
e do monitoramento propriamente dito. Unitermos: Medicação/erros. Terapia medicamentosa. Pacientes/segurança. 794 G. R. S. Dalmolin, E. T. Rotta, J. R. Goldim METHOD The study was carried out at Hospital de Clínicas
de Porto Alegre (HCPA). The HCPA is a general teaching
hospital with a hospital bed capacity of 795, which are
divided in 18 conventional inpatient units, five intensive
care units, and the adults and children emergency units. The reports categorized as errors that actually
occurred (category B-I) were also categorized as for the
type of error according to the American Society of Health-
System Pharmacists (ASHP). The ASHP classifies errors
as prescribing error, dispensing error, omission error,
wrong time error, unauthorized drug error, improper dose
error, wrong dosage-form error, wrong drug-preparation
error, wrong administration-technique error, deteriorated
drug error, monitoring error, compliance error, and other
medication error (ASHP, 1993).i g
y
We carried out a retrospective, cross-sectional study
to evaluate the medication error reports, submitted in
written form to the Group for Safe Use of Medications
(GUS, in Portuguese) at the HCPA, from January
2010 to December 2011. The Group is constituted
by representatives from the Medications Committee,
Pharmaceutical Service, and Nursing Group. This group
analyzes the error reports submitted through the voluntary
reporting system at the HCPA. We excluded reports
that did not have enough information for their correct
categorization, the reports that were duplicated, and the
reports that were made after the period investigated (even
though they refer to an event that happened during the
period). The study sample included 165 spontaneous error
reports.i We carried out the pharmacological classification
of drugs involved in errors. We used the Anatomical
Therapeutic Chemical Classification System of the WHO
Collaborating Centre for Drug Statistics Methodology. The drugs can be classified into five different levels
according to: anatomical main group (first level),
therapeutic main group (second level), therapeutic/
pharmacological subgroup (third level), chemical/
therapeutic/pharmacological subgroup (fourth level), and
the chemical substance (fifth level) (WHO, 2012). Statistical analyses were carried out to verify the
frequency and association distributions between the
variables. We used the chi-square test to evaluate the
associations (using EPI INFO software, version 3.5.2). The level of significance was set at 5% (P=0.05). We carried out a survey of the GUS files with the aim
of identifying in reports actual errors (medication errors)
and potential errors (circumstances or events that may lead
to errors). The medication errors identified were classified
according to seriousness, type, and pharmacological class. INTRODUCTION Other more direct methods
may be interpreted by healthcare professionals as external
evaluation measures. International studies have established that
the medication error rate varies from 1.5 to 35.0%
depending on several factors. These factors include type
of classification, method of error identification, and
the common denominator adopted (Otero et al., 2008). According to Wannmacher (2005), recognizing errors
is the best way to improve the quality and safety of
healthcare activities. In Brazil, there has been increasing interest and
discussions about medication errors. However, the
studies that have been published have issues that need
to be addressed; these issues involve conceptual clarity,
geographical distribution, professional perspective, and the
focus of ethical aspects involved. In relation to conceptual
clarity, first, there were studies that reported adverse
events, adverse drug reactions, and medication errors
indistinctly (Rissato et al., 2008). In relation to geographical
distribution, there is a predominance of studies carried
out in southeastern Brazil, especially São Paulo (Optiz,
2006). Almost all studies adopt the point of view of nursing
professionals (Telles Filho, Praxedes, 2009). Also, few
Brazilian studies have addressed either the ethical aspects
involved in medication errors or the most adequate way to
address these situations (Coli et al., 2010). Usually, medication errors are detected only
if there are clinical consequences manifested by the
patient, such as the presence of symptoms sometime after
the administration of the medication, thus alerting the
healthcare professionals (Carvalho, Cassiani, 2002). The
clinical consequences of the error may be confounded with
adverse reactions to medication, but medication errors
are different from adverse drug reactions. According to
the World Health Organization (WHO, 1972), an adverse
reaction is any harmful or undesirable effect presented
after administration of medication at doses normally used
for prophylaxis, diagnosis, or treatment of diseases. It is
not possible to prevent adverse reactions, even though the
possibility of an adverse reaction is known. The possibility that predictable harm may occur
results in the need for establishing adequate prevention
measures. The Precautionary Principle established by
Hans Jonas (1994) is based on the Ethics of Responsibility. Healthcare professionals are always responsible for any The aim of the present study was to evaluate the
seriousness, the type, and the medications involved in
medication errors reported at the Hospital de Clínicas de
Porto Alegre in 2010 and 2011. INTRODUCTION 795 Medication errors: classification of seriousness, type, and of medications involved in the reports from a University Teaching Hospital Error Reporting and Prevention Error Category Index
(NCCMERP, 2001b). FIGURE 1 - Classification of seriousness of medication errors according to the National Coordinating Council for Medication Error
Reporting and Prevention (NCCMERP). RESULTS AND DISCUSSION The sample included 165 error reports with similar
number of occurrences for each year: 84 in 2010 and 81
in 2011. The reports were spontaneous and submitted by
healthcare professionals from conventional inpatient units,
intensive care units, and emergency units. According to NCCMERP taxonomy (NCCMERP,
2001b), harm is defined as temporary or permanent
impairment of the physical, emotional, or psychological
function or structure of the body and/or pain resulting
therefrom requiring intervention. All reports associated
with harm resulted in temporary harm only (categories E
and F). There were no reports involving permanent harm
or fatal outcomes (categories G, H, and I) (Table I).i The seriousness of the reports showed that 114
reports were actual errors (medication errors) and 51
reports were categorized as potential errors. For 2010,
34 of the 84 reports (40.48%) were evaluated as potential
errors (category A). In 2011, 17 of the 81 reports (20.99%)
were classified as category A. There was a significant
association between the year of report and category A
reports (X2=7.33; P=0.007) (Table I). The results did not show a statistically significant
association in relation to harm (X2=0.06; P>0.05). This
result was obtained by the comparison of the categories
that are not associated with harm (categories B, C, and
D) with the categories that are associated with harm
(categories E to I).i A possible explanation for the decrease in potential
error situations may be the educational efforts of the
GUS. The aim of these efforts was to better inform HCPA
professionals about medication error situations; they
included events and direct efforts of improvement of the
potential error situations reported. There was no significant association between the
need to implement a measure (categories E to I) or at most
monitor the patient (categories B to D) (X2=0.06; P>0.05). The necessary measures included medical intervention
(category E), which occurred in 7.88% of reports, and
prolonging hospital stay (category F), in 1.21% of cases. The reports of circumstances or events potentially
associated with errors are of great importance for the
implementation of prevention measures. The Precautionary
Principle (Jonas, 1994) states that the existence of risk
of serious harm, or of irreversible harm requires the
implementation of measures to predict the occurrence of
the damage. The implementation of educational measures
is a current and necessary proposition for hospitals. METHOD In order to evaluate mistakes in the process of
reporting medication errors, we also evaluated the reports
of adverse drug reactions submitted to the Pharmaceutical
Service at the HCPA in 2011. Seriousness was categorized using nine different
categories, from A to I. The classification includes
occurrence of an error; if the error reached the patient, or
not; the harm associated with the error; and the necessary
measures (Figure 1). The classification was based on
the National Coordinating Council for Medication The study was approved by the Ethics Committee
of the HCPA (project number 10-0445). The researchers Error category
Error occurrence
Reached
patient
Associated
harm
Necessary measures
A
Potential
No
No
No
B
Yes
No
No
No
C
Yes
Yes
No
No
D
Yes
Yes
No
Monitoring
E
Yes
Yes
Temporary
Medical intervention
F
Yes
Yes
Temporary
Hospitalization or
prolonging hospital stay
G
Yes
Yes
Permanent
Variable
H
Yes
Yes
Risk of death
Vital support intervention
I
Yes
Yes
Death
- G. R. S. Dalmolin, E. T. Rotta, J. R. Goldim 796 that reached the patient but did not cause harm. This result
suggests that professionals already adopted the practice of
reporting error situations, but may still have difficulties
informing situations in which errors reached the patient. This difficulty may be caused by several reasons that have
been reported in previous studies; the reasons include
shame, guilt, and fear (Santos et al., 2007). filled out and signed a form indicating the Terms of Use
for the Data, which aimed to preserve the privacy of the
information contained in the reports. RESULTS AND DISCUSSION These
measures are a way of safeguarding the legitimate interests
of those (that is, every admitted patient and of the society
as a whole) who may need hospital services. Healthcare
professionals face a great challenge of recognizing the
possibility of harm and the need to evaluate harm based
on the knowledge available (Goldim, 2002). In relation to seriousness, though there was an
increase in medication error reports in 2011 in comparison
to 2010, there was no significant change in the profile of
seriousness of these events. The results indicate, however,
that educational measures that address medication errors
are fostering the reports of more serious situations. The NCCMERP Medication Error Index was
proposed in 1996 and revised in 2001. Several authors
advocate it is the most adequate method (Santell et
al., 2003; Forrey et al., 2007). However, more data
from different institutions need to be collected (in
methodologically similar fashion) so that comparisons
can be made with the data presently available (Lacasa
et al., 2012; Menendez et al., 2012). We identified two
Brazilian studies that applied this classification. One
investigated prescription errors (Néri et al., 2011), and the
other investigated errors in the preparation of intravenous
medications (Camerini, Silva, 2011). However, the two
studies do not provide the same comprehensive approach
of the present study.i Evaluation of the second criterion of seriousness
showed that 109 (66.06%) of the reports did not reach the
patients (categories A and B), out of which 59 happened
in 2010 and 50 in 2010. Comparison of the years 2010 and
2011 did not show a significant association between not
reaching (categories A and B) and reaching (categories C
to I) the patient (X2=1.33; P>0.05) (Table 1). In 2010, the most frequent category was A (40.48%);
but in 2011, the most frequent category was B (40.74%). The follow-up of reports during the two years showed
that category B errors were the most frequently reported. In 2011, there was a 5.21% increase in the error reports From a Bioethics standpoint, the classification of
seriousness raises some issues. RESULTS AND DISCUSSION If harm was inflicted upon
a patient due to medication error, there may be doubts
among the healthcare team about the communication to the 797 ation errors: classification of seriousness, type, and of medications involved in the reports from a University Teaching Hospit TABLE I - Seriousness classification for medication errors according to the National Coordinating Council for Medication Error
Reporting and Prevention (NCCMERP), HCPA, 2010 - 2011 (N=165)
Error category
N (2010)
Fr (%)
N (2011)
Fr (%)
Total (2010-1)
Fr (%)
A
34
40.48
17
20.99
51
30.91
B
25
29.76
33
40.74
58
35.15
C
6
7.14
10
12.35
16
9.7
D
12
14.29
13
16.05
25
15.15
E
7
8.33
6
7.41
13
7.88
F
0
0
2
2.47
2
1.21
G
0
0
0
0
0
0
H
0
0
0
0
0
0
I
0
0
0
0
0
0
TOTAL
84
100
81
100
165
100
Notes: N= number of error reports Fr= percentage of error reports /total of error reports problems with understanding handwriting). However, if
not used properly, electronic prescriptions may not help
to ensure safer prescription of medications. The electronic
prescription alone does not eliminate the possibility of
medication errors (Koppel et al., 2005). The system
adopted for electronic prescriptions should be constantly
reevaluated. patients or their relatives. The ethical issue is not whether
to communicate or not, but rather how to communicate to
the patient and relatives, and when. The patient medical
records, which belong to the patient, report this type of
situation. In this sense, the adequate report of an error
helps to build a relationship of trust between patient and
healthcare staff.i Dispensing errors were reported only in 2010. A
previous study developed in the HCPA (Almeida, 2010)
indicated that the bar code reading system associated
with changes in the infrastructure and work processes are
the major factors behind the reduction in error rates for
dispensing drugs in the hospital. After exclusion of the situations classified as potential
error (category A), we carried out the classification of type
of medication error (categories B to I) according to the
ASHP taxonomy. The type of medication errors may be
classified from prescription errors to compliance to the
treatment itself (Table II). The frequency of spontaneous reports of errors of
omission (2.63%) and of wrong time error (1.75%) was
low. RESULTS AND DISCUSSION This suggests these cases may be underreported in
the spontaneous reports. In studies that carried out direct
observation of the medication administration stage, the
errors of omission and of wrong time were above 10.0%
and 8.0%, respectively (Costa et al., 2006). These results
corroborate Bohomol and Ramos (2007), who showed
that professionals involved with the administration of
medications do not consider omissions (which do reach
the patient) an error. Similarly, these professionals
characterize the wrong time in medication administration
as a justifiable error due to the high number of patients
attended or by the lack of sufficient medications. The most frequent type of medication error
associated with the process was prescribing error: 48.25%
of cases during the two years of the study. Most cases of
prescribing error did not reach the patient because they
were intercepted by the nursing staff. Prescribing errors
involved ambiguous information, duplicate medications,
and mistakes associated incorrect information in the
computer system. Ambiguous information is identified
when the prescription defines that the medication
should be used “as necessary” or “according to medical
orientation.” Duplicate medications are identified when
the same medication is included twice in the same
prescription (at times with different dosages). Mistakes
involving incorrect information are usually associated with
units of measure, such as indicating milliliters instead of
milligrams. The administration of non-authorized medications
was reported in 13 events (11.40%). In some of these
situations the medication prescribed was administered
to the wrong patient. This suggests that the first goal for
patient safety (JCI, 2006), that is, the correct identification
of patients, was not adequately met in these cases. Electronic prescription of medication is
internationally accepted as a tool that ensures safer use
of medications; it reduces the medication error rates
by facilitating the reading of the prescription (it avoids G. R. S. Dalmolin, E. T. Rotta, J. R. RESULTS AND DISCUSSION Goldim 798 TABLE II - Types of medication errors according to the American Society of Health-System Pharmacists (ASHP), HCPA, 2010 -
2011 (N=114)
Type of error
N (2010)
Fr (%)
N (2011)
Fr (%)
Total (2010-1)
Fr (%)
Prescribing
24
48
31
48.44
55
48.25
Dispensing
5
10
0
0
5
4.39
Omission
2
4
1
1.56
3
2.63
Wrong time
2
4
0
0
2
1.75
Unauthorized drug
5
10
8
12.5
13
11.40
Improper dose
5
10
8
12.5
13
11.40
Wrong dosage-form
0
0
0
0
0
0
Wrong drug-preparation
4
8
9
14.06
13
11.40
Wrong administration-technique
3
6
5
7.81
8
7.02
Deteriorated drug
0
0
0
0
0
0
Monitoring
0
0
0
0
0
0
Compliance
0
0
0
0
0
0
Other
0
0
2
3.13
2
1.75
TOTAL
50
100
64
100
114
100
Notes: N=number of medication error reports Fr=percentage of medication error reports/total of medication error reports TABLE II - Types of medication errors according to the American Society of Health-System Pharmacists (ASHP), HCPA, 2010 -
2011 (N=114) on errors according to the American Society of Health-System Pharmacists (ASHP), HCPA, 2010 - medication error reports Fr=percentage of medication error reports/total of medication error reports The classification of type of medication error helps
to identify which stages of the process of administering
medications should be improved. In this sense, better
communication between the professionals is a factor that
deserves more attention. A culture of infallibility, which
is present in the healthcare field, may lead to a lack of
communication about mistakes between professionals. Spontaneous reporting may be inversely associated with
the seriousness and the type of error that occur. Though it
is a difficult task, it is necessary to separate errors caused
by human error from errors caused by the system. The aim
is not to find a culprit, but rather to establish personal and
institutional accountability. Improper dose errors (11.40%) were related to
administration of drugs in doses higher or lower than
prescribed, administration of an extra dose of the drug, and
duplicate administration of a dose of the drug. They were
mainly caused by poor understanding of prescriptions
and failure of nursing staff to control the time of drug
administration. RESULTS AND DISCUSSION In another Brazilian study (Teixeira,
Cassiani, 2010), dose errors in drug administration were
also among the three most common types of medication
errors, accounting for 24.3% of medication errors related
to drug doses administered differently than prescribed. Thirteen events (11.40%) were assessed as wrong
drug-preparation errors and eight events (7.02%) as wrong
administration-technique errors. Miasso et al. (2006)
analyzed the medication preparation and administration
process in medical units at four Brazilian hospitals. Among
the problems identified as contributing to the occurrence
of medication errors, wrong drug-preparation errors and
wrong administration-technique errors were observed in
all hospitals. More than one medication may be included in
the same error report. In the 114 reports there were 122
drugs cited, which were classified according to the ATC
classification system (Table III) using only the first level
of the classification, which groups drugs according to
anatomical main group. Drugs in code N (nervous system) were the most
frequent medications associated with reports (30.33%). For
example, morphine and the antiepileptics carbamazepine
and clonazepam are among the medications reported in
the two years of study. Medication errors may generate additional
associated errors, which occur exactly because there are
successive actions, or actions that are associated with a
chain of events. For example, there were prescribing errors
and preparation errors that led to other errors associated
with drug administration (omission error, improper dose
error, wrong time error, and unauthorized drug error) in
nine cases (7.89%), out of which five (10.0%) occurred in
2010 and four (6.25%) in 2011. Code B drugs (blood and blood-forming organs) and
code J drugs (anti-infectives for systemic use) were next in
the reports; 15.57% and 14.75% frequency in the reports. In 2011 there was a 12.31% increase in reports of
category J medications. RESULTS AND DISCUSSION The reports included, for example, ation errors: classification of seriousness, type, and of medications involved in the reports from a University Teaching Hospit 799 TABLE III - Drugs involved in medication error reports according to the Anatomical Therapeutic Chemical Classification System,
HCPA, 2010 - 2011 (N=122)
ATC level 1
N (2010)
Fr (%)
N (2011)
Fr (%)
Total (2010-1)
Fr (%)
A – Alimentary tract and metabolism
7
13.46
7
10
14
11.48
B – Blood and blood-forming organs
9
17.31
10
14.29
19
15.57
C – Cardiovascular system
5
9.62
4
5.71
9
7.38
D – Dermatologicals
0
0
0
0
0
0
G – Genitourinary system and sex
hormones
1
1.92
0
0
1
0.82
H – Systemic hormonal preparations,
excluding sex hormones and insulins
0
0
3
4.29
3
2.46
J – Anti-infectives for systemic use
4
7.69
14
20
18
14.75
L – Antineoplastic and
immunomodulating agents
3
5.77
2
2.86
5
4.09
M – Musculoskeletal system
1
1.92
2
2.86
3
2.46
N – Nervous system
18
34.62
19
27.14
37
30.33
P – Antiparasitic products, insecticides
and repellents
0
0
0
0
0
0
R – Respiratory system
2
3.85
4
5.71
6
4.92
S – Sensory organs
0
0
0
0
0
0
V – Various
0
0
0
0
0
0
Insufficient information for ATC
classification
2
3.85
5
7.14
7
5.74
TOTAL
52a
100
70b
100
122
100
Notes: N= number of drugs cited in medication error reports Fr=percentage of drugs cited in medication error reports /total of
drugs cited in medication error reports
a In 2 reports more than one medication was cited. b In 6 reports more than one medication was cited. the following antibacterial drugs in more than one
occasion: metronidazole, meropenem, and clarithromycin. Franciscatto et al. (2011) had already reported the need to
implement actions for improving this specific goal. Once more, considering the classification of the
medications involved in errors, patient medical records
is an important document for evaluation and recording of
information about prescription of medications and nursing
reports of administration of the medication. Information
about medication errors and about the medications
themselves may be lost if not properly recorded. All
healthcare professionals should be well-informed about
the importance of recording possible errors and the drugs
involved. The type of information necessary and the proper
section for the description should be well-established. FINANCIAL SUPPORT The study received financial support from the
Research and Events Incentive Fund (FIPE/HCPA). RESULTS AND DISCUSSION medication errors in 334 reports of adverse drug reactions. Eleven of these errors were code E, and one was code F. The types of error reported included prescribing errors,
wrong drug-preparation error, and wrong administration-
technique error. The drugs involved in adverse reaction
reports included amphotericin b, with more than one
occurrence, and vancomycin. The rate of adverse drug
reactions mistakenly reported as medication errors
was 3.59%; all had associated harm. The occurrence of
associated harm may have been a confounding factor in the
reporting of medication errors as an adverse drug reaction. The reflection on medication errors and the possible
harm that may ensue should follow a broad investigation of
aspects involved in the occurrence of the error. The safety
of patients depends on the process of communication of
errors, on the adequate report and recording of information,
and on the monitoring itself. All of these steps depend on
the adequate understanding of the importance of each
step, and on the compliance, on the part of all healthcare
professionals. Spontaneous reports of errors or potential error
situations may help identify failures and weaknesses in
the medication system in an Institution. If the spontaneous
report system is well-structured and adequately managed, it
may gradually ensure the participation of all collaborators
in an Institution. As the data obtained from reports are
converted into information through categorization and
evaluation, a process of decision-making begins to take
place. This process allows for actions to be carried out
in the sense of correcting, whenever possible, these
situations. The authors suggest that further research be
conducted in order to study how the discussion of
medication errors is flowing among professionals that act
on the different stages of the medication system, seeking
to verify the barriers and incentives that may prevent or
encourage the reporting of medication errors. ACKNOWLEDGMENTS This study had some limitations regarding the
quality of error reports. The voluntary reporting system
at the HCPA was made available to staff at the end of
2009. Medication errors can be reported spontaneously
through free text or standardized form. In most reports
received during the study period the events were
described by free text.Some reports did not have enough
information for their correct categorization. Thus, the GUS
meeting minutes were also used to search for additional
information. Nevertheless, some reports (9) could not be
used in the study. The authors would like to thank the GUS members
for their availability and the student Frederico Maciel for
the organization of the data collected. RESULTS AND DISCUSSION The
report and recording of medication errors, including the
description of the involved drug, ensure the monitoring of
appropriate medication use. A study carried out in the state of Goiás, Brazil
(Silva et al., 2011) evaluated 230 reports from the
nursing staff and that contained medication errors. The
main drugs associated with errors were antineoplastic
and immunomodulating agents (code L; 24.3%), anti-
infectives for systemic use (code J; 20.9%), and blood and
blood-forming organs (code B; 15.3%). High-alert medications such as NPH insulin (code
A), regular insulin (code A), and enoxaparine (code
B) were associated with several error reports. These
medications have an inherent risk for harming patients if
there is a mistake in the process of drug administration. The seriousness of the errors associated with these drugs
is high; the drugs may lead to permanent or fatal outcomes
(Rosa et al., 2009). The present study suggests that there
is still room at the HCPA for improvement in the third
international goal for patient safety, that is, improvement
of high-alert medications safety. A previous study by In order to evaluate mistakes in the process of
reporting medication errors, we also evaluated the reports
of adverse drug reactions at the Pharmaceutical Service of
the HCPA. There were only data for 2011. There were 12 800 G. R. S. Dalmolin, E. T. Rotta, J. R. Goldim C) C)
In relation to the drugs involved, including high-alert
medications, there was a predominance (60.65%)
of medications for the nervous system (code N),
blood and blood-forming organs (code B), and anti
-infectives for systemic use (code J). medication errors in 334 reports of adverse drug reactions. Eleven of these errors were code E, and one was code F. The types of error reported included prescribing errors,
wrong drug-preparation error, and wrong administration-
technique error. The drugs involved in adverse reaction
reports included amphotericin b, with more than one
occurrence, and vancomycin. The rate of adverse drug
reactions mistakenly reported as medication errors
was 3.59%; all had associated harm. The occurrence of
associated harm may have been a confounding factor in the
reporting of medication errors as an adverse drug reaction. C)
In relation to the drugs involved, including high-alert
medications, there was a predominance (60.65%)
of medications for the nervous system (code N),
blood and blood-forming organs (code B), and anti
-infectives for systemic use (code J). CONCLUSION ALMEIDA, S.H.O. Incorporação de novas tecnologias de
informação em um sistema de distribuição de medicamentos:
avaliação quanto ao aumento da segurança de pacientes. Porto Alegre, 2010. 129 p. [Dissertion of master degree. Faculty of Pharmacy, Federal University of Rio Grande
do Sul]. Based on the results for the medication error reports
in 2010 and 2011 at the HCPA: A) In relation to seriousness, 30.91% of reports were
about potential error (category A). In 60.0% of
reports, medication errors did not reach the patient
(category B) or reached the patient but did not cause
harm (C and D). In the remaining reports, there was
temporary harm associated (E and F); there were no
reports associated with permanent harm or death (G,
H, and I). AMERICAN SOCIETY OF HOSPITAL PHARMACISTS. ASHP guidelines on preventing medication errors in
hospitals. Am. J. Hosp. Pharm., v.50, n.2, p.305-314, 1993. B) BOHOMOL, E.; RAMOS, L.H. Erro de medicação: importância
da notificação no gerenciamento da segurança do paciente. Rev. Bras. Enferm., v.60, n.1, p.32-36, 2007. B)
In relation to type of error, 48.25% of reports were
associated with prescription. There were prescribing
errors and preparation errors that led to other errors
associated with drug administration in nine cases
(7.89%). 801 of seriousness, type, and of medications involved in the reports from a University Teaching Hospital Medication errors: classification of seriousness, type, and of medications involved in the reports from a University Teaching Hospital CAMERINI, F.G.; SILVA, L. Segurança do paciente: análise
do preparo de medicação intravenosa em hospital da rede
sentinela. Texto & Contexto - Enferm., v.20, n.1, p.41-49,
2011. MENENDEZ, M.D.; ALONSO, J.; RANCANO, I.; CORTE,
J.J.; HERRANZ, V.; VAZQUEZ, F. Impact of computerized
physician order entry on medication errors. Rev. Calid. Asist., v.27, n.6, p.334-340, 2012. MIASSO, A.I.; SILVA, A.E.B.C.; CASSIANI, S.H.D.B.;
GROU, C.R.; OLIVEIRA, R.C.; FAKIH, F.T. O processo
de preparo e administração de medicamentos: identificação
de problemas para propor melhorias e prevenir erros de
medicação. Rev. Latino-Am. Enfermagem, v.14, n.3, p.354-
363, 2006. CARVALHO, V.T.; CASSIANI, S.H.D.B. Erros na medicação e
conseqüências para profissionais de enfermagem e clientes:
um estudo exploratório. Rev. Latino-Am. Enfermagem, v.10,
n.4, p.523-529, 2002. COIMBRA, J.A.H. Prevenção e detecção de erros de medicação. Ciênc. Cuid. Saúde, v.5, suppl., p.142-148, 2006. NATIONAL COORDINATING COUNCIL FOR MEDICATION
ERROR REPORTING AND PREVENTION. About
medication errors 2001a. Available at: <http://www. nccmerp.org/medErrorCatIndex.html>. Accessed on: 06
Aug. 2012. COLI, R.C.P.; ANJOS, M.F.; PEREIRA, L.L. CONCLUSION The attitudes of
nurses from an intensive care unit in the face of errors: an
approach in light of bioethics. Rev. Latino-Am. Enfermagem,
v.18, n.3, p.324-330, 2010. COSTA, L.A.; LOUREIRO, S.; OLIVEIRA, M.G.G. Errores de
medicación de dos hospitales de Brasil. Farm. Hosp., v.30,
n.4, p.235-239, 2006. N AT I O N A L C O O R D I N AT I N G C O U N C I L F O R
M E D I C AT I O N E R R O R R E P O RT I N G A N D
PREVENTION-NCCMERP. Index for categorizing
medication errors 2001b. Available at: http://www.nccmerp. org/pdf/indexColor2001-06-12.pdf. Accessed on: 06 Aug. 2012. FRANCISCATTO, L.; BESSOW, C.K.; RUZCZYK, J.V.A.;
OLIVEIRA, M.A.; KLUCK, M.M. Metas internacionais
de segurança do paciente em hospital universitário. Rev. HCPA, v.31, n.4, p.482-486, 2011. NERI, E.D.R.; GADÊLHA, P.G.C.; MAIA, S.G.; PEREIRA,
A.G.S.; ALMEIDA, P.C.; RODRIGUES, C.R.M.;
PORTELA, M.P.; FONTELES, M.M.F. Erros de prescrição
de medicamentos em um hospital brasileiro. Rev. Assoc. Med. Bras., v.57, n.3, p.306-314, 2011. FORREY, R.A.; PEDERSEN, C.A.; SCHNEIDER, P.J. Interrater agreement with a standard scheme for classifying
medication errors. Am. J. Health Syst. Pharm., v.64, n.2,
p.175-181, 2007. NUNES, P.H.C.; PEREIRA, B.M.G.; NOMINATO, J.C.S.;
ALBUQUERQUE, E.M.; SILVA, L.F.N.; CASTRO, I.R.S.;
CASTILHO, S. Intervenção farmacêutica e prevenção
de eventos adversos. Rev. Bras. Ciênc. Farm., v.44, n.4,
p.691-699, 2008. GOLDIM, J.R. O princípio da precaução 2002. Available at:
<http://www.bioetica.ufrgs.br>. Accessed on: 06 Aug. 2012. JOINT COMMISSION INTERNATIONAL. International
patient safety goals created. Joint Commission Perspectives,
v.26, n.2, p.8-8, 2006. OPTIZ, S.P. Sistema de medicação: análise dos erros nos
processos de preparo e administração de medicamentos
em um hospital de ensino. Ribeirão Preto, 2006. 190 p. [Thesis of PhD degree. School of Nursing of Ribeirão Preto,
University of São Paulo]. JONAS, H. Ética, medicina e técnica. 1.ed. Lisboa: Vega, 1994. 169p. KOPPEL, R.; METLAY, J.P.; COHEN, A.; ABALUCK B.;
LOCALIO A.R.; KIMMEL S.E.; STROM B.L. Role of
Computerized physician order entry systems in facilitating
medication errors. JAMA, v.293, n.10, p.1197-1203, 2005. OTERO, P.; LEYTON, A.; MARIANI, G.; CERNADAS, J.M.C. Medication errors in pediatric inpatients: prevalence and
results of a prevention program. Pediatrics, v.122, n.3,
p.737-743, 2008. LACASA, C.; AYESTARÁN, A. Estudio multicéntrico español
para la prevención de errores de medicación. Resultados de
cuatro años (2007-2011). Farm. Hosp., v.36, n.5, p.356-67,
2012. 802 G. R. S. Dalmolin, E. T. Rotta, J. R. CONCLUSION Goldim RISSATO, M.A.R.; ROMANO-LIEBER, N.S.; LIEBER, R.R. Terminologia de incidentes com medicamentos no contexto
hospitalar. Cad. Saúde Pública, v.24, n.9, p.1965-1975,
2008. TEIXEIRA, T.C.A.; CASSIANI, S.H.D.B. Root cause analysis:
evaluation of medication errors at a university hospital. Rev. Esc. Enferm. USP, v.44, n.1, p.139-146, 2010. WANNMACHER, L. Erros: evitar o evitável. Brasília, junho
de 2005. Available at: http://portal.saude.gov.br/portal/
arquivos/pdf/novo_erro_medico.pdf. Accessed on: 06
Aug. 2012. ROSA, M.B.; PERINI, E.; ANACLETO, T.A.; NEIVA,
H.M.; BOGUTCHI, T. Erros na prescrição hospitalar
de medicamentos potencialmente perigosos. Rev. Saúde
Pública, v.43, n.3, p.490-498, 2009. WHO COLLABORATING CENTRE FOR DRUG STATISTICS
METHODOLOGY. ATC/DDD Index 2012. Available at:
http://www.whocc.no/atc_ddd_index/. Accssed on: 06
Aug. 2012. ROSA, M.B.; PERINI, E. Erros de medicação: quem foi? Rev. Assoc. Med. Bras., v.49, n.3, p.335-341, 2003. SANTELL, J.P.; HICKS, R.W.; MCMEEKIN, J.; COUSINS,
D.D. Medication errors: experience of the United States
Pharmacopeia (USP) MEDMARX reporting system. J. Clin. Pharmacol., v.43, n.43, p.7, 2003. WORLD HEALTH ORGANIZATION. International drug
monitoring: the role of national centers. Genebra: OMS,
1972. 25p. SANTOS, J.O.; SILVA, A.E.B.C.; MUNARI, D.B.; MIASSO,
A.I. Sentimentos de profissionais de enfermagem após a
ocorrência de erros de medicação. Acta Paul. Enferm., v.20,
n.4, p.483-488, 2007. WORLD HEALTH ORGANIZATION. World alliance
for patient safety: the conceptual framework for the
international classification for patient safety version 1.1. Final technical report. January 2009. Available at: <www. who.int/en/>. Accessed on: 06 Aug. 2012. Received for publication on 12th December 2012
Accepted for publication on 14th May 2013 SILVA, A.E.B.C.; REIS, A.M.M.; MIASSO, A.I.; SANTOS,
J.O.; CASSIANI, S.H.D.B. Adverse drug events in a
sentinel hospital in the State of Goiás, Brazil. Rev. Latino-
Am. Enfermagem, v.19, n.2, p.378-386, 2011. TELLES FILHO, P.C.P.; PRAXEDES, M.F.S. Nursing
journals and medication management: identification and
categorization of publications from 1987 to 2008. Rev. Latino-Am. Enfermagem, v.17, n.5, p.721-729, 2009.
|
https://openalex.org/W4317512874
|
https://www.frontiersin.org/articles/10.3389/fnmol.2023.1073723/pdf
|
English
| null |
T-cell infiltration in the central nervous system and their association with brain calcification in Slc20a2-deficient mice
|
Frontiers in molecular neuroscience
| 2,023
|
cc-by
| 10,373
|
OPEN ACCESS OPEN ACCESS
EDITED BY
Giulia Abate,
University of Brescia,
Italy
REVIEWED BY
Huang Weiyi,
Wuxi People's Hospital, China
Jian-Huan Chen,
Jiangnan University,
China
*CORRESPONDENCE
Lei Shi
shilei_0328@hrbmu.edu.cn
†These authors have contributed equally to this
work
SPECIALTY SECTION
This article was submitted to
Brain Disease Mechanisms,
a section of the journal
Frontiers in Molecular Neuroscience
RECEIVED 18 October 2022
ACCEPTED 03 January 2023
PUBLISHED 20 January 2023
CITATION
Zhang Y, Ren Y, Zhang Y, Li Y, Xu C, Peng Z,
Jia Y, Qiao S, Zhang Z and Shi L (2023) T-cell
infiltration in the central nervous system and
their association with brain calcification in
Slc20a2-deficient mice. Front. Mol. Neurosci. 16:1073723. doi: 10.3389/fnmol.2023.1073723 OPEN ACCESS
EDITED BY
Giulia Abate,
University of Brescia,
Italy
REVIEWED BY
Huang Weiyi,
Wuxi People's Hospital, China
Jian-Huan Chen,
Jiangnan University,
China
*CORRESPONDENCE
Lei Shi
shilei_0328@hrbmu.edu.cn
†These authors have contributed equally to this
work
SPECIALTY SECTION
This article was submitted to
Brain Disease Mechanisms,
a section of the journal Yi Zhang 1,2†, Yaqiong Ren 1†, Yueni Zhang 1,2, Ying Li 1,3, Chao Xu 1,4,
Ziyue Peng 1,4, Ying Jia 2,3, Shupei Qiao 1,3, Zitong Zhang 1,2 and
Lei Shi 1,2* 1 Human Molecular Genetics Group, NHC Key Laboratory of Molecular Probes and Targeted Diagnosis and
Therapy, The Fourth Affiliated Hospital of Harbin Medical University, Harbin, China, 2 Department of Medical
Genetics, College of Basic Medical Sciences, Harbin Medical University, Harbin, China, 3 Department of Child
and Adolescent Health, School of Public Health, Harbin Medical University, Harbin, China, 4 Department of
Pediatrics, The Second Affiliated Hospital of Harbin Medical University, Harbin, China Primary familial brain calcification (PFBC) is a rare neurodegenerative and
neuropsychiatric disorder characterized by bilateral symmetric intracranial
calcification along the microvessels or inside neuronal cells in the basal ganglia,
thalamus, and cerebellum. Slc20a2 homozygous (HO) knockout mice are the most
commonly used model to simulate the brain calcification phenotype observed in
human patients. However, the cellular and molecular mechanisms related to brain
calcification, particularly at the early stage much prior to the emergence of brain
calcification, remain largely unknown. In this study, we quantified the central nervous
system (CNS)-infiltrating T-cells of different age groups of Slc20a2-HO and matched
wild type mice and found CD45+CD3+ T-cells to be significantly increased in the
brain parenchyma, even in the pre-calcification stage of 1-month-old -HO mice. TYPE Original Research
PUBLISHED 20 January 2023
DOI 10.3389/fnmol.2023.1073723 TYPE Original Research
PUBLISHED 20 January 2023
DOI 10.3389/fnmol.2023.1073723 TYPE Original Research
PUBLISHED 20 January 2023
DOI 10.3389/fnmol.2023.1073723 COPYRIGHT
© 2023 Zhang, Ren, Zhang, Li, Xu, Peng, Jia,
Qiao, Zhang and Shi. This is an open-access
article distributed under the terms of the
Creative Commons Attribution License
(CC BY). The use, distribution or reproduction
in other forums is permitted, provided the
original author(s) and the copyright owner(s)
are credited and that the original publication in
this journal is cited, in accordance with
accepted academic practice. No use,
distribution or reproduction is permitted which
does not comply with these terms. brain calcification, Slc20a2, T-cell, blood–brain barrier, permeability, transcytosis, FTY720 Mouse model Slc20a2 encodes a multi-transmembrane type III sodium-dependent
phosphate (Pi) cotransporter 2 (Pit-2), which is essential for regulating
Pi homeostasis in the cerebrospinal fluid (CSF) and brain parenchyma. Its functional deficiency impedes inward Pi transport into brain
endothelial cells (ECs) or smooth muscle cells (SMCs), leading to
paracellular Pi accumulation (Wallingford et al., 2017). CSF-Pi levels are
significantly elevated in patients with SLC20A2-related PFBC (Paucar
et al., 2017; Hozumi et al., 2018) and in Slc20a2 homozygous (HO)
knockout mice (Jensen et al., 2016; Wallingford et al., 2017). Excess
extracellular Pi is known to cause tissue toxicity (Razzaque, 2011; Hong
et al., 2015) and is associated with neuroinflammation (Brown, 2020),
so as the accumulation of intracellular Pi (Legati et al., 2015; Zhao et al.,
2022). The central nervous system (CNS)-resident immune cells,
particularly microglia, macrophages, and astrocytes, are important
sources of neuroinflammatory cytokines. Among these, CD45+
microglia (Keller et al., 2013), PDPN+, LCN2+, or C3+ neurotoxic
reactive astrocytes (Zarb et al., 2019), along with novel calcification-
associated microglia (Zarb et al., 2021), are known to significantly
increase and cluster around the perivascular spaces of calcified
microvessels in PFBC mice. Slc20a2tm1a(EUCOMM)Wtsi mice were purchased from the European
Mouse Mutant Archive (Munich, Germany; Skarnes et al., 2011). The
mice were maintained under specific pathogen-free conditions and
allowed free access to water and chow under a light–dark cycle of 12 h. Heterozygous Slc20a2 mice were cross-mated to generate wild-type
(WT) and HO mice. Littermates were used in subsequent experiments. All research procedures related to mouse models were scrutinized and
approved by the Ethics Committee of the Fourth Affiliated Hospital of
Harbin Medical University. OPEN ACCESS The accumulation of the CD3+ T-cells appeared to be associated with the severity of
brain calcification. Further immunophenotyping revealed that the two main subtypes
that had increased in the brain were CD3+ CD4− CD8– and CD3+ CD4+ T-cells. The
expression of endothelial cell (EC) adhesion molecules increased, while that of tight
and adherents junction proteins decreased, providing the molecular precondition
for T-cell recruitment to ECs and paracellular migration into the brain. The fusion
of lymphocytes and EC membranes and transcellular migration of CD3-related
gold particles were captured, suggesting enhancement of transcytosis in the brain
ECs. Exogenous fluorescent tracers and endogenous IgG and albumin leakage also
revealed an impairment of transcellular pathway in the ECs. FTY720 significantly
alleviated brain calcification, probably by reducing T-cell infiltration, modulating
neuroinflammation and ossification process, and enhancing the autophagy and
phagocytosis of CNS-resident immune cells. This study clearly demonstrated
CNS-infiltrating T-cells to be associated with the progression of brain calcification. Impairment of blood–brain barrier (BBB) permeability, which was closely related to
T-cell invasion into the CNS, could be explained by the BBB alterations of an increase
in the paracellular and transcellular pathways of brain ECs. FTY720 was found to be a
potential drug to protect patients from PFBC-related lesions in the future. Zhang Y, Ren Y, Zhang Y, Li Y, Xu C, Peng Z,
Jia Y, Qiao S, Zhang Z and Shi L (2023) T-cell
infiltration in the central nervous system and
their association with brain calcification in
Slc20a2-deficient mice. Front. Mol. Neurosci. 16:1073723. doi: 10.3389/fnmol.2023.1073723 COPYRIGHT
© 2023 Zhang, Ren, Zhang, Li, Xu, Peng, Jia,
Qiao, Zhang and Shi. This is an open-access
article distributed under the terms of the
Creative Commons Attribution License
(CC BY). The use, distribution or reproduction
in other forums is permitted, provided the
original author(s) and the copyright owner(s)
are credited and that the original publication in
this journal is cited, in accordance with
accepted academic practice. No use,
distribution or reproduction is permitted which
does not comply with these terms. KEYWORDS brain calcification, Slc20a2, T-cell, blood–brain barrier, permeability, transcytosis, FTY720 01 Frontiers in Molecular Neuroscience Frontiers in Molecular Neuroscience frontiersin.org frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 Immunofluorescence Brain tissues embedded in optimal cutting temperature media were
cut into 5 μm sections and stored at –80°C. Brain sections were fixed
with 4% paraformaldehyde (PFA) for 10 min on ice and blocked with
blocking buffer [5% normal goat/donkey serum, 1% bovine serum
albumin (BSA), 0.3% Triton X-100, and 0.3% glycine in 0.01 M
phosphate-buffered saline (PBS)] for at least 1 h at 25°C. The sections
were incubated with primary antibodies overnight at 4°C, followed by
incubation with secondary antibodies conjugated to Alexa Fluor 488 or
594. Images were obtained using a confocal microscope (C2 confocal
system, Nikon, Japan). All the antibodies and immunofluorescence
parameters are listed in Supplementary Table S1. The blood–brain barrier (BBB) serves as a highly selective,
restrictive, and dynamic monolayer barrier for peripheral immune cells
and foreign immunogens while also overseeing the CNS immune
surveillance and brain homeostasis and maintaining the normal
physiological roles of the CNS (Zlokovic, 2008; Abbott et al., 2010). Microvascular ECs, the core components of the BBB, express cell
adhesion molecules (CAMs) to restrict peripheral immune cell crawling
and adherence and possess specific cell junction proteins to prevent
harmful immunogen extravasation and maintain beneficial exchange
through paracellular and transcellular pathways under physiological
conditions (Wilson et al., 2010; Engelhardt and Ransohoff, 2012; Pulgar,
2018). Maintaining a low rate of endocytosis and transcytosis in the BBB
also contributes to normal CNS function. Transcellular pathway could
be mediated by clathrin or caveolin-1 (Cav-1) expressed on ECs
(Andreone et al., 2017; Ayloo and Gu, 2019). The proto-oncogene
tyrosine-protein kinases, Src and Cav-1, participate in the transcytosis
process, where Src regulates the formation of endocytic vesicles by
phosphorylating Cav-1, the primary structural component of caveolae
(Parton et al., 1994; Kim et al., 2009). Introduction Peripheral immune cell infiltration in the CNS has been reported as
coinciding with neurological disorders, such as Alzheimer’s disease,
multiple sclerosis, and stroke (Ellwardt et al., 2016; Liebner et al., 2018),
among which CD4+ and CD8+ T-cells account for the main
subpopulations. FTY720 (Fingolimod) is a sphingosine-1-phosphate
receptor modulator, which inhibits egress of lymphocytes from lymph
nodes, potentially reducing trafficking of T-cells into the CNS (Mandala
et al., 2002; Cohen and Chun, 2011), and was utilized to inhibit the
circulation of peripheral T-cells to treat CNS autoimmune diseases such
as multiple sclerosis (Chun et al., 2019). In Pdgfbret/ret PFBC mice, CD45hi
leukocyte infiltration modified the course of neuroinflammation, and
the infiltration and neuroinflammation could be alleviated by FTY720
(Torok et al., 2021). However, in Slc20a2-PFBC mice, the cellular and
molecular mechanisms related to brain calcification, particularly in a
high-Pi microenvironment or areas of microcalcification, remain
largely unknown. Primary familial brain calcification (PFBC; OMIM#213600), also
known as Fahr’s disease, is a rare neurodegenerative disorder
characterized by bilateral and symmetric calcification along the
microvessels or inside neuronal cells in the basal ganglia, thalamus, and
cerebellum. This disease is accompanied by multiple neurological
manifestations such as movement disorders, cognitive impairment, and
psychiatric signs, which commence after the age of 40 years (Tadic et al.,
2015; Grangeon et al., 2019; Xu et al., 2022). Primary familial brain
calcification is caused by the loss-of-function (LOF) variants, either in a
dominant or recessive inheritance pattern, in one of seven genes in
humans: solute carrier family 20 member 2 (SLC20A2; Wang et al.,
2012), platelet derived growth factor receptor beta (PDGFRB; Nicolas
et al., 2013), platelet derived growth factor subunit B (PDGFB; Keller
et al., 2013), xenotropic and polytropic retrovirus receptor 1 (XPR1;
Legati et al., 2015), myogenesis regulating glycosidase (putative)
(MYORG; Yao et al., 2018), junctional adhesion molecule 2 (JAM2; Cen
et al., 2020; Schottlaender et al., 2020) and cytidine/uridine
monophosphate kinase 2 (CMPK2; Zhao et al., 2022). frontiersin.org Frontiers in Molecular Neuroscience Immunoelectron microscopy Mice were transcardially perfused with a mixture of 0.2%
glutaraldehyde and 4% PFA in 0.1 M phosphate buffer under deep
anesthesia. The brain’s basal ganglia, thalamus, and hypothalamus
regions were quickly removed and cut into 1-mm3 pieces, placed into
0.2% glutaraldehyde in 0.1 M phosphate buffer, and fixed for 2 h at
25°C. After dehydration, embedding, and sectioning, the sections were
incubated with 1% BSA blocking buffer for 30 min at 25°C and then
incubated with rabbit anti-CD3 antibody (1:50; Abcam, ab5690) in 1%
BSA overnight at 4°C. After washing, the sections were incubated with
10 nm gold-labeled goat anti-rabbit IgG (1:50; Sigma-Aldrich, G7402)
and stained with 1% aqueous uranyl acetate for 20 min, followed by lead
citrate for 30 s. The sections were photographed under a HITACHI
HT7800 electron microscope. Western blotting Total protein was extracted from brain microvessels and quantified
using a BCA Protein Assay Kit (Solarbio, PC0020). After adjusting to
the consistent concentration, proteins were separated by sodium dodecyl
sulfate–polyacrylamide gel electrophoresis (Bio-Rad, 161-0183),
followed by the transfer of proteins from the gels to polyvinylidene
difluoride membranes. 5% non-fat milk was used to avoid non-specific Blood–brain barrier (BBB) permeability/
leakage detection Micro-computed tomography (IRIS PET/CT imaging system,
Inviscan, France) was applied to show the distribution of calcifications
in the brains of the mice. Mice were deeply anesthetized with isoflurane
for approximately 5 min before the experiment. They were then placed
on the imaging stage under anesthesia with isoflurane gas during the
entire imaging process. A total of 1,945 coronal plane images were
obtained from each mouse. Approximately 70 images showed
calcification in the hypothalamus and midbrain of the brains of
12-month-old Slc20a2-HO mice. Mice received an intraperitoneal injection of 2% Evans Blue (Sigma-
Aldrich, E2129) in normal saline (4 ml/kg body weight) 2 h before
sacrifice or a tail vein injection of 100 μl of 3 or 70 kDa
tetramethylrhodamine-dextran (2 and 10 mg/ml, Invitrogen, D7162 and
D1818, respectively) 1 h before sacrifice. Subsequently, the mice were
transcardially perfused with 30 ml of PBS, followed by 60 ml of ice-cold
4% PFA. Brain tissue was post-fixed in 4% PFA for 4 h, dehydrated in
30% sucrose overnight at 4°C, and embedded in an optimal cutting
temperature medium on dry ice. Brain sections were cut into 10- or
30-μm-thick sections for Evans Blue or tetramethylrhodamine-dextran
staining and visualized using a Nikon C2 confocal microscope at 555- or
580-nm emission, respectively. FTY720 administration Slc20a2-HO mice, aged 1.5 months, were given 0.5 mg/kg FTY720
(Selleck, S5002) diluted in dimethyl sulfoxide or dimethyl sulfoxide
alone via intraperitoneal administration three times a week, once every
2 days. After 12 weeks, the mice were transcardially perfused with 30 ml
of PBS, and half of the brain was extracted for RNA using TRIzol™
Reagent (Invitrogen, 15596018), while the other half was fixed in
ice-cold 4% PFA for 16 h. After dehydration in 30% sucrose at 4°C
overnight, the brains were collected for further experiments. Leukocyte isolation and flow cytometry The mice were anesthetized and transcardially perfused with
ice-cold Hank’s balanced salt solution (Ca/Mg-free). The brain was
immediately isolated and homogenized mechanically through a 100 μm
cell strainer, followed by digestion with Liberase (Roche, 5401020001)
for 1 h at 37°C. The cell suspension was passed through a 70 μm cell
strainer and rinsed with Hank’s balanced salt solution (Ca/Mg-free)
containing 10% fetal bovine serum with or without DNase I (Roche,
10104159001). After density gradient centrifugation using 25% Percoll
to remove myelin and cell debris, the cell pellet was resuspended in 02 Frontiers in Molecular Neuroscience frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 Hank’s balanced salt solution (Ca/Mg-free) containing 10% fetal bovine
serum. A single-cell suspension was prepared for flow cytometry with a
BD Accuri C6 Plus instrument. All antibodies and additional
information
for
flow
cytometric
analysis
are
listed
in
Supplementary Table S1. protein binding for 1 h at 25°C, followed by overnight incubation with
primary antibodies diluted in 5% non-fat milk or 5% BSA at 4°C. After
incubation with secondary antibodies, an enhanced chemiluminescence
substrate was added to the membranes to highlight the target bands. All
the antibodies used and additional information for western blotting are
listed in Supplementary Table S1. Quantitative real-time polymerase chain
reaction (qRT-PCR) Total RNA was extracted from brain microvessels using TRIzol™
Reagent (Invitrogen, 15596018) and then reverse-transcribed into first-
strand complementary DNA using the SuperScript™ IV RT-PCR
System (Invitrogen, 12594025). qRT-PCR was performed utilizing
LightCycler® 480 SYBR Green I Master Mix (Roche, 04887352001) on
a Roche 480 instrument. All assays were performed in triplicate, and the
levels of each gene were normalized to those of the housekeeping gene
Hprt. All primer sequences and additional information for qRT-PCR are
listed in Supplementary Table S2. Brain microvessel isolation Mice were anesthetized with an intraperitoneal injection of 20%
Ulatan (70 μl/10 g body weight). The entire brain was isolated from the
skull and washed in cold isotonic sucrose buffer (0.32 mol/l sucrose,
3 mmol/l HEPES in distilled water, pH = 7.40). Each brain sample was
homogenized in 5 ml sucrose buffer using a Dounce homogenizer,
followed by centrifugation at 4500 × g for 10 min at 4°C. After removing
the supernatant, the precipitate was resuspended in sucrose buffer and
centrifuged again. The final pellet was resuspended in 2 ml sucrose
buffer and passed through a 40 μm nylon mesh. Brain microvessels were
retained on the mesh and eluted with ice-cold 0.01 M PBS (pH = 7.40)
for collection. Tissue was obtained by centrifugation, and RIPA
(YEASEN, 20115ES60), cell lysis buffer (CST, 9803), or TRIzol™
Reagent (Invitrogen, 15596018) were added to extract protein or RNA. Frontiers in Molecular Neuroscience frontiersin.org RNA sequencing bioinformatic analysis Brain RNA samples from mice administered the placebo/DMSO
(n = 4), and FTY720 (n = 6) were collected for RNA sequencing. RNA
libraries for RNA-seq were prepared using NEBNext® Ultra™ RNA
Library Prep Kit for Illumina® following manufacturer’s protocol. Illumina Casava 1.8 software was applied for basecalling. Raw data of fastq
format were firstly processed through in-house Perl scripts. Reference
genome GRCm38/mm10 and gene model annotation files were
downloaded and then built and paired-end clean reads were aligned to
the reference genome using Hisat2 v2.0.5. Differentially expressed genes
(DEGs) were defined as the criterion p < 0.05 and protein-coding function. A volcano plot was constructed to map all DEGs using the Ggplot2
package (version 3.0.3). Gene Ontology (GO) and Kyoto Encyclopedia of
Genes and Genomes (KEGG) enrichment analyses were applied to
identify the DEG function, with the cut-off criteria of p < 0.01 and 0.05. Results were presented using the clusterProfiler package (version 3.0.3). Statistical analysis All data are presented as individual mean ± SD or SEM. CD45+CD3+
cells in the brains of 1-, 3.5-, and 8-month-old mice were counted in ten
equally spaced sections covering whole brain with at least three
biological replicates. The composition and percentage of T-cells in the
brain parenchyma of five groups of 12-month-old mice were analyzed. For the quantitative analysis of Evans Blue leakage, under the identical
conditions of sample processing and capture parameters, the average
fluorescence intensity was calculated on three whole brain slices of each
mouse using ImageJ (version 1.53c). For the evaluation of BBB integrity
related with astrocytes and pericytes, AQP4/PDGF-Rβ and CD31
double positive areas were determined using the ImageJ area
measurement tool as the percentage of AQP4-or PDGF-Rβ-positive
fluorescent areas covering CD31-positive areas with five equally spaced
sections in the 1- and 3.5-month-old mice. For statistical analysis, three
visual fields were randomly selected in the cortex, basal ganglia, and
midbrain regions of each brain slice. Simultaneously, the fluorescence
intensity of AQP4- and PDGF-Rβ-positive areas was statistically
analyzed. Shapiro–Wilk test and Levene’s test were used to examine the
normality of the data and equality of variance, respectively. All data were
compared using unpaired t-test except for the data of the expression of
proteins from brain microvessels using paired t-test. Statistical
significance was set at p < 0.05. *, **, ***, ****, and n.s. represent p < 0.05,
p < 0.01, p < 0.001, p < 0.0001, and “not statistically significant,”
respectively. Results To explore whether T-cells have the possibility of entry into the CNS
through the paracellular pathway, we evaluated the expression of EC
permeability-associated proteins including selectins, CAMs and cell
junctions. In isolated brain microvessels of 3.5-month-old Slc20a2-HO
mice, the expression levels of selectin (E-selectin and P-selectin) and
CAMs (Icam-1, Icam-2, and Vcam-1) were significantly higher than those Central nervous system (CNS)-infiltrating
T-cells mainly consisted of CD4+ and
CD4−CD8-T-cell subsets Consistent with other neuroinflammatory diseases, both CD4+ and
CD8+ cells, two classic subsets of CD3+ T-cells, were present in the brain
parenchyma of 1-month-old Slc20a2-HO mice (Figure 1D), and these
were hardly observed in -WT mice of the same age. To further precisely
determine the subpopulation and proportion of infiltrated T-cells
associated with brain calcification, flow cytometric analysis was
performed on the brains of 12-month-old mouse pairs, as well as 14-
and 21-month-old -HO mice. Firstly, micro-computed tomography had
demonstrated the presence of calcified plaques in the hypothalamus,
basal ganglia, and midbrain of 12-month-old -HO mice
(Supplementary Figure S1B), which was consistent with previous reports
(Wallingford et al., 2017; Jensen et al., 2018; Ren et al., 2021). Flow
cytometric analysis confirmed an increase in CD45hi and CD3+ cells in
the brains of 12-month-old -HO, compared with -WT mice (proportion
of all single cells = CD45hi: WT: 0.980%, HO: 2.020%, p < 0.0001; CD3+
cells = WT: 0.672%, HO: 1.532%, p < 0.0001). In the CD3+ T-cell
subpopulation, CD4+ and CD4–CD8 double-negative T (DNT) cells
significantly increased in the brains of -HO mice (proportion of all
single cells = CD4+ cells: WT: 0.218%, HO: 0.434%, p = 0.0086; DNT
cells = WT: 0.314%, HO: 0.770%, p = 0.0003). However, CD8+ and CD4–
CD8 double-positive T (DPT) subsets were not significantly different
between the -HO and -WT groups (proportion of all single cells = CD8+
cells: WT: 0.070%, HO: 0.240%, p = 0.0541; DPT cells = WT: 0.056%,
HO: 0.094%, p = 0.2438; Figure 1E). Furthermore, CD3+CD4+ and DNT
subpopulations were increased in the older mouse groups (14- and
21-month-old), and CD45hi cells were also noted to increase with age
(Figure 1E; Supplementary Figure S1C). von Kossa staining von Kossa staining was applied to detect phosphate ions (PO4
3−). Following the staining protocol (Abcam, ab150687), the sections were
dewaxed, rehydrated, and incubated with 5% silver nitrate for 45 min 03 frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 under ultraviolet rays. After rinsing several times with fresh distilled water,
the sections were incubated with 5% sodium thiosulfate solution for 10 min
to wash the unreacted silver ions, followed by a nuclear fast red solution. and CD3 markers were used to label T-cells by immunofluorescence. CD45+CD3+ T-cells emerged in the brain parenchyma of -HO and -WT
mice at the age of 1 month (Figure 1A). To explore the relationship
between CNS-infiltrating T-cells and calcification severity, T-cells were
quantified in 3.5- and 8-month-old mice (Figures 1B,C), representing
the pathological stages of slight and moderate calcification (Wallingford
et al., 2017; Jensen et al., 2018; Ren et al., 2021). There was a significant
increase in the number of CD45+CD3+ T-cells in -HO mice among the
three age groups, with approximately a 2-, 3-, and 4-fold increase,
compared to that in -WT mice, respectively (Figure 1C). More T-cells
appeared in the brains of mice with severe brain calcification and older
age, suggesting that T-cells infiltrated persistently with increasing
calcification and age (Figure 1C; Supplementary Figure S1A). Notably,
most infiltrating T-cells clustered around the calcified regions
(Figure 1B; Supplementary Figure S1A). frontiersin.org T-cell infiltration positively correlated with
brain calcification and aging To determine the presence of T-cell infiltration in the brain
parenchyma of Slc20a2-HO mice at the pre-calcification stage, CD45 04 Frontiers in Molecular Neuroscience frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 A
C
E
B
D
FIGURE 1
Increased CNS Infiltration of T-Cells and Their Subpopulations in Slc20a2-HO Mice. (A) CD45+ CD3+ T-cells in the brain parenchyma of 1-month-old
Slc20a2-WT and -HO mice. (B) Accumulation of T-cells around the calcification in 8-month-old -HO mice. Dashed lines indicate the outline of the
calcified spots. (C) Absolute number of T-cells in the brain of -WT and -HO mice at 1-, 3.5-, and 8-month-old (Data are shown as mean ± SEM; 1 month,
n = 6 pairs; 3.5 months, n = 3 pairs; 8 months, n = 3 pairs; 10 equally spaced sections covering entire brain with three biological replicates). (D) CD4+ and CD8+
T-cells in brain parenchyma of 1-month-old -HO mice. (E) Leukocyte immunophenotyping in 12-month-old -WT and -HO mice. Scale bar, 40 μm. ****p < 0.0001; ***p < 0.001; **p < 0.01; n.s., not statistically significant. D A B B D A C E E C E Increased CNS Infiltration of T-Cells and Their Subpopulations in Slc20a2-HO Mice. (A) CD45+ CD3+ T-cells in the brain parenchyma of 1-month-old
Slc20a2-WT and -HO mice. (B) Accumulation of T-cells around the calcification in 8-month-old -HO mice. Dashed lines indicate the outline of the
calcified spots. (C) Absolute number of T-cells in the brain of -WT and -HO mice at 1-, 3.5-, and 8-month-old (Data are shown as mean ± SEM; 1 month,
n = 6 pairs; 3.5 months, n = 3 pairs; 8 months, n = 3 pairs; 10 equally spaced sections covering entire brain with three biological replicates). (D) CD4+ and CD8+
T-cells in brain parenchyma of 1-month-old -HO mice. (E) Leukocyte immunophenotyping in 12-month-old -WT and -HO mice. Scale bar, 40 μm. ****p < 0.0001; ***p < 0.001; **p < 0.01; n.s., not statistically significant. in -WT mice (Figure 2A), which is a prerequisite for T-cell infiltration. The endothelium of the brain vessels forms an integral and tightly sealed
monolayer, which mainly depends on a series of tight junctions (TJs:
occludin, claudin-5, and ZO-1) and adherents junction (AJ: VE-cadherin)
expressed on the lateral and contact surfaces of each ECs. Further, they
maintain the integrity of the paracellular pathways (Bazzoni and Dejana,
2004; Wallez and Huber, 2008; Tietz and Engelhardt, 2015). Transcytosis of brain endothelium increased
in Slc20a2-HO mice The expression of clathrin and phosphorylated and total Src was not
altered, but that of phosphorylated and total Cav-1 was decreased in
3.5-month-old Slc20a2-HO mice. Mfsd2a, a key suppressor of caveolae
formation and Cav-1 expression, showed slightly increased, coinciding
with the decrease of Cav-1 (Figure 3A). The distribution of total Cav-1
remained unchanged in 1-month-old -HO mice (Figure 3B). Transmission electron microscopy (TEM) and immunoelectron
microscopy were implemented to investigate whether T-cells traveled Astrocyte and pericyte density and coverage
of microvessels remained unchanged Both astrocytes and pericytes play an essential role in the
maintenance of BBB integrity (Zlokovic, 2008). Thus, the distribution
pattern and coverage of astrocytes and pericytes in blood vessels were
explored using AQP4, PDGF-Rβ, and CD31 antibodies to label
astrocytes, pericytes, and vessels, respectively. There were no significant
differences in the localization, morphology, polarization, and coverage
of astrocytes or pericytes in Slc20a2-HO mice compared with -WT mice
at the age of either 1 or 3.5 months (Supplementary Figure S3). T-cell infiltration positively correlated with
brain calcification and aging In our study,
the expression of cell junctions decreased in the brain microvessels of
3.5-month-old -HO mice (Figure 2B); however, the distribution patterns
of them, such as localization, morphology, and polarization, remained
unchanged in 1-month-old -HO mice (Figure 2C). Exogenous tracers
(Evans Blue, 3 kDa, and 70 kDa TMR-dextran) were utilized to directly
evaluate BBB permeability in the pre-calcification stage of -HO mice. Under the consistent parameters of fluorescence intensity and exposure
time, a slight but significantly increased permeability was observed in the
cortex, basal ganglia, and midbrain of the 1.5-month-old
pre-calcification -HO mice, compared to -WT (Figure 2D;
Supplementary Figure S2). These findings indicate that the increased
paracellular permeability made the entry of T-cells into the brain
parenchyma more feasible, which was also the cause of neuroinflammation. directly across BBB-ECs. The fusion of lymphocytes and EC membranes
was observed by TEM in the brains of 6-month-old -HO mice;
furthermore, immunoelectron microscopy with CD3 antibodies to label
T-cells demonstrated that colloidal gold particles were present within
brain ECs (Figure 3C), suggesting that CD3+ T-cells or endogenous
plasma proteins entered the brain parenchyma via the transmembrane
pathway. Endogenous IgG and albumin (small molecules) could
be physically transported across the intact BBB; they were substantially
increased in the perivascular spaces of the neurovascular unit (NVU) of
1-month-old pre-calcification -HO mice; macromolecules, such as
blood-borne fragments of fibronectin, were undetectable in the brain
parenchyma of mice of the same age (Figure 3D). Frontiers in Molecular Neuroscience FTY720 Alleviated brain calcification
probably By multiple mechanisms in
Slc20a2-HO mice To explore the relationship between T-cell infiltration and
calcification, FTY720 was utilized to inhibit the circulation of peripheral 05 frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 T-cells to reduce their CNS infiltration. The procedure for FTY720
administration is shown in Figure 4A. Three months after intraperitoneal
administration, brain calcification was significantly reduced in FTY720-
the key molecular and biological mechanisms involved in FTY720’s
effects on the brain samples in the two groups. A total of 482 DEGs were
identified using a filtering criterion of p < 0.05, among which 259 and
A
B
C
D
FIGURE 2
Expression and distribution pattern of core adhesion molecules and junction proteins and the blood–brain barrier (BBB) permeability of paracellular
pathway. (A) The relatively increased expression of selectin and cell adhesion molecules (CAMs) in brain microvessels of 3.5-month-old Slc20a2-HO
compared to that of -WT mice (n = 3 pairs). (B) Decreased protein expression of TJs (occludin, claudin-5, and ZO-1) and AJ (VE-cadherin) in brain
microvessels of 3.5-month-old -HO compared to that of -WT mice. (C) No difference in localization, morphology, and polarization of TJs and AJ proteins
in 1-month-old -WT and -HO mice. Brain microvessels visualized by CD31. (D) Evans blue have slightly increased entry into the brain parenchyma of -HO
compared to -WT mice at the age of 1.5 months. Scale bars, 40 μm (C), 80 μm (D). ****p < 0.0001; ***p < 0.001; **p < 0.01; *p < 0.05. A
B
C
D
FIGURE 3
Transcellular Pathway Alterations in The brain endothelium of Slc20a2-HO mice. (A) Expression of endocytosis- and transcytosis-related proteins in brain
microvessels of 3.5-month-old Slc20a2-WT and -HO mice. **p < 0.01; *p < 0.05; n.s., not statistically significant. (B) Distribution pattern (localization,
morphology, and polarization) of total caveolin-1 in 1-month-old mice. (C) The fusion of endothelial and lymphocyte cell membranes (red arrows) in
6-month-old -HO mice (C, Left). CD3+ colloidal gold particles in the endothelial cell membrane of the midbrain in 5-month-old -HO mice. Black triangles
indicate gold particles (C, Right). EC, endothelial cell; L, vascular lumen. Scale bars, 6 and 1.5 μm (C, left); 0.5 μm (C, right). (D) Endogenous IgG and albumin,
rather than fibronectin, leaked into the brains of 1-month-old -HO mice. Scale bar, 40 μm (B,D). A
B
C
D
FIGURE 2
Expression and distribution pattern of core adhesion molecules and junction proteins and the blood–brain barrier (BBB) permeability of paracellular
pathway. FTY720 Alleviated brain calcification
probably By multiple mechanisms in
Slc20a2-HO mice (A) The relatively increased expression of selectin and cell adhesion molecules (CAMs) in brain microvessels of 3.5-month-old Slc20a2-HO
compared to that of -WT mice (n = 3 pairs). (B) Decreased protein expression of TJs (occludin, claudin-5, and ZO-1) and AJ (VE-cadherin) in brain
microvessels of 3.5-month-old -HO compared to that of -WT mice. (C) No difference in localization, morphology, and polarization of TJs and AJ proteins
in 1-month-old -WT and -HO mice. Brain microvessels visualized by CD31. (D) Evans blue have slightly increased entry into the brain parenchyma of -HO
compared to -WT mice at the age of 1.5 months. Scale bars, 40 μm (C), 80 μm (D). ****p < 0.0001; ***p < 0.001; **p < 0.01; *p < 0.05. A B A C D D C D FIGURE 2
Expression and distribution pattern of core adhesion molecules and junction proteins and the blood–brain barrier (BBB) permeability of paracellular
pathway. (A) The relatively increased expression of selectin and cell adhesion molecules (CAMs) in brain microvessels of 3.5-month-old Slc20a2-HO
compared to that of -WT mice (n = 3 pairs). (B) Decreased protein expression of TJs (occludin, claudin-5, and ZO-1) and AJ (VE-cadherin) in brain
microvessels of 3.5-month-old -HO compared to that of -WT mice. (C) No difference in localization, morphology, and polarization of TJs and AJ proteins
in 1-month-old -WT and -HO mice. Brain microvessels visualized by CD31. (D) Evans blue have slightly increased entry into the brain parenchyma of -HO
compared to -WT mice at the age of 1.5 months. Scale bars, 40 μm (C), 80 μm (D). ****p < 0.0001; ***p < 0.001; **p < 0.01; *p < 0.05. A
B
C
D
FIGURE 3
Transcellular Pathway Alterations in The brain endothelium of Slc20a2-HO mice. (A) Expression of endocytosis- and transcytosis-related proteins in brain
microvessels of 3.5-month-old Slc20a2-WT and -HO mice. **p < 0.01; *p < 0.05; n.s., not statistically significant. (B) Distribution pattern (localization,
morphology, and polarization) of total caveolin-1 in 1-month-old mice. (C) The fusion of endothelial and lymphocyte cell membranes (red arrows) in
6-month-old -HO mice (C, Left). CD3+ colloidal gold particles in the endothelial cell membrane of the midbrain in 5-month-old -HO mice. Black triangles
indicate gold particles (C, Right). EC, endothelial cell; L, vascular lumen. Scale bars, 6 and 1.5 μm (C, left); 0.5 μm (C, right). (D) Endogenous IgG and albumin,
rather than fibronectin, leaked into the brains of 1-month-old -HO mice. Frontiers in Molecular Neuroscience FTY720 Alleviated brain calcification
probably By multiple mechanisms in
Slc20a2-HO mice Scale bar, 40 μm (B,D). B B A A D D D C C FIGURE 3
Transcellular Pathway Alterations in The brain endothelium of Slc20a2-HO mice. (A) Expression of endocytosis- and transcytosis-related proteins in brain
microvessels of 3.5-month-old Slc20a2-WT and -HO mice. **p < 0.01; *p < 0.05; n.s., not statistically significant. (B) Distribution pattern (localization,
morphology, and polarization) of total caveolin-1 in 1-month-old mice. (C) The fusion of endothelial and lymphocyte cell membranes (red arrows) in
6-month-old -HO mice (C, Left). CD3+ colloidal gold particles in the endothelial cell membrane of the midbrain in 5-month-old -HO mice. Black triangles
indicate gold particles (C, Right). EC, endothelial cell; L, vascular lumen. Scale bars, 6 and 1.5 μm (C, left); 0.5 μm (C, right). (D) Endogenous IgG and albumin,
rather than fibronectin, leaked into the brains of 1-month-old -HO mice. Scale bar, 40 μm (B,D). T-cells to reduce their CNS infiltration. The procedure for FTY720
administration is shown in Figure 4A. Three months after intraperitoneal
administration, brain calcification was significantly reduced in FTY720-
treated mice compared with that in the placebo group (FTY720:
placebo = 6:4; p = 0.0181; Figure 4B). RNA sequencing helped determine the key molecular and biological mechanisms involved in FTY720’s
effects on the brain samples in the two groups. A total of 482 DEGs were
identified using a filtering criterion of p < 0.05, among which 259 and
223 genes were upregulated and downregulated, respectively (Figure 4C;
Supplementary Table S3, and GSE218335). GO and KEGG enrichment 06 Frontiers in Molecular Neuroscience frontiersin.org 10.3389/fnmol.2023.1073723 Zhang et al. A
C
D
E
B
FIGURE 4
FTY720 alleviated brain calcification and mRNA profile analysis. (A) A schematic diagram of the FTY720 administration process. (B) Representative images of
brain calcification between placebo- and FTY720-treated mice. Area of decreased brain calcification in FTY720-treated mice compared to the placebo
group. Scale bars, 1,000 μm, 150 μm. *p < 0.05. (C) A volcano plot for the DEGs revealed by RNA-seq, in which 259 and 223 genes were upregulated and
downregulated, respectively, with p < 0.05 as the cut-off criteria. (D,E) GO and KEGG enrichment analyses of the DEGs, with p < 0.01 and 0.05 as the cut-off
criteria, respectively. A B B A C D E D E C FIGURE 4
FTY720 alleviated brain calcification and mRNA profile analysis. (A) A schematic diagram of the FTY720 administration process. FTY720 Alleviated brain calcification
probably By multiple mechanisms in
Slc20a2-HO mice (B) Representative images of
brain calcification between placebo- and FTY720-treated mice. Area of decreased brain calcification in FTY720-treated mice compared to the placebo
group. Scale bars, 1,000 μm, 150 μm. *p < 0.05. (C) A volcano plot for the DEGs revealed by RNA-seq, in which 259 and 223 genes were upregulated and
downregulated, respectively, with p < 0.05 as the cut-off criteria. (D,E) GO and KEGG enrichment analyses of the DEGs, with p < 0.01 and 0.05 as the cut-off
criteria, respectively. analyses were performed to ascertain the functional changes in FTY720
treatment, and all terms were divided into the biological process (BP),
cellular component (CC), and molecular function (MF) ontologies, as
well as KEGG pathways. The DEGs highly enriched in GO_BP were
mainly related to the “Ossification” (5 genes) and “Negative Regulation
of Cell Cycle” (14 genes) terms; in the GO_CC subset, DEGs were
enriched in the “Myelin” (4 genes) and various “Cell Junctions” (24
genes) terms; further, from the GO_MF perspective, the items related to
transporter and channel activity (33 genes) constituted most of the
enriched terms (Figure 4D; Supplementary Table S3). The “PI3K-AKT
Signaling Pathway” was the top one enriched pathway in the KEGG
analysis, with eight downregulated and nine upregulated genes. It is
worth noting that seven genes in the autophagy pathway were also
enriched in KEGG analysis (Figure 4E; Supplementary Table S3). interferon-gamma (IFN-γ) and interleukin-17-related cytokines, which
contribute to chronic inflammation. In contrast, Th2 and T regulatory
cells are more inclined to modulate the inflammatory responses of
brain-resident immune cells (Gonzalez and Pacheco, 2014; Sonar and
Lal, 2017; Solleiro-Villavicencio and Rivas-Arancibia, 2018). CNS-infiltrating DNTs were markedly increased in patients and mice
with ischemic stroke and positively associated with brain injury (Meng
et al., 2019; Kim et al., 2021). In Pdgfbret/ret PFBC mice, the expression of
CAMs was upregulated in the cerebral vessels, which was accompanied
by more lymphocytes entering the brain parenchyma. Infiltration of
peripheral leukocytes into the CNS induces susceptibility to
autoimmune inflammation (Torok et al., 2021). Zarb demonstrated that
in Pdgfbret/ret mice, a novel microglial subset, calcification-associated
microglia, accumulated around vascular calcified regions or in the
perivascular space and effectively inhibited brain calcification (Zarb
et al., 2021). Brain calcification induces the formation of neurotoxic
astrocytes, although the exact functions of these cells remain unknown
(Zarb et al., 2019). Frontiers in Molecular Neuroscience frontiersin.org Discussion Slc20a2-deficient mice exhibit the clinical symptoms of premature
aging that progressively become more severe with age (Beck-Cormier
et al., 2019; Ren et al., 2021). Human aging results in physiological brain
calcification (Yamada et al., 2013) and a precipitous decline in the adult
neural stem or progenitor cells with concomitant cognitive impairment
(van Praag et al., 2005; Villeda et al., 2011), similar to the phenotypes of
Slc20a2-HO mice (Ren et al., 2021). In aging brains, CNS-resident
immune cells, such as microglia, increase, and peripheral blood-derived
T-cells get recruited (Gemechu and Bentivoglio, 2012). CNS-infiltrating
T-cells have been reported to play important roles in neurological
diseases and are associated with neuroinflammation. CD4+ T-cells can
be classified into several functional subgroups based on their surface
markers. The T helper (Th)1 and Th17 subgroups secrete high levels of The aging brain has a marked susceptibility to circulatory proteins
(Conboy et al., 2005; Yang et al., 2020). Endogenous plasma proteins can
pass through the BBB via a ligand-specific receptor-mediated pathway
during adolescence, which changes into non-specific caveolin-mediated
transcytosis in the aging brain (Yang et al., 2020). Similarly, increased
endocytosis or transcytosis is regarded as an early event of BBB injury
in migraine, brain injury, and ischemic stroke (Knowland et al., 2014;
Sadeghian et al., 2018). In the brain parenchyma of Slc20a2-HO mice,
endogenous IgG and albumin gets transported across an impaired BBB
and is presented in the perivascular spaces of the NVU (Jensen et al.,
2018), suggesting the enhancement of endocytosis or transcytosis. Cav-1
expression is necessary for the formation and transcytosis of caveolae as
a structural protein; otherwise, it acts as a potent inhibitor of endothelial 07 frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 nitric oxide synthase activity to negatively regulate paracellular
permeability (Schubert et al., 2002). In an ischemic stroke mouse model,
Cav-1 deficiency correlated with the increase in the degradation of TJs
and the hydrolytic activity of matrix metalloproteinases, thereby
enhancing BBB permeability (Choi et al., 2016). functional defects also cause brain calcification (Vanlandewijck et al.,
2018; Yao et al., 2018; Meek et al., 2022). This evidence suggested that
pericytes and astrocytes, or the differences in protein glycosylation in
their supporting BBB-ECs, might affect the pathogenesis of brain
calcification by regulating endocytosis or transcytosis functions (Keller
et al., 2013; Villasenor et al., 2017). Discussion Slc20a2 mainly expresses in the core components of the NVU,
such as SMCs, ECs, pericytes, and the end-processes of astrocytes
(Inden et al., 2016; Wallingford et al., 2017; Jensen et al., 2018;
Vanlandewijck et al., 2018). Intracellular microcalcifications or tiny
calcified granules were detected in the pericytes and astrocytes of
SLC20A2-related patients (Miklossy et al., 2005) and mice (Jensen
et al., 2018); however, neuronal and EC cell death only appeared in
severely calcified areas (Kobayashi et al., 1987; Miklossy et al., 2005;
Wszolek et al., 2006; Kimura et al., 2016). These findings suggest that,
in the Slc20a2-HO mice, pericytes and astrocytes have functional
defects due to intracellular calcification at an early stage, which then
activates endocytosis or transcytosis of BBB-ECs (Alvarez et al., 2013;
Keller et al., 2013; Villasenor et al., 2016; Jensen et al., 2018),
accompanied
by
increased
BBB
permeability
from
the
paracellular pathway. FTY720 significantly alleviated autoinflammatory lesions in a
Pdgfbret/ret experimental autoimmune encephalomyelitis model and
improved the survival rate of the mice (Terry et al., 2016; Torok et al.,
2021). In our experiment, FTY720 partially inhibited brain calcification
in Slc20a2-HO mice, suggesting that CNS-infiltrating T-cells could
promote the pathogenesis of brain calcification. Inhibition of the
PI3K-AKT pathway can activate autophagy, relieving vascular
calcification phenotype in vitro and in vivo. In CD73-deficient
fibroblasts, the increased activation of AKT blocked autophagy and
resulted in arterial calcification (Moorhead 3rd et al., 2020). Dexamethasone accelerated the extracellular matrix calcification
through activation of AKT signaling and the inhibition of autophagy in
osteoarthritis mouse model (Chen et al., 2021). In the db/db mice,
9-PAHSA (a novel endogenous fatty acid) treatment down-regulated
Akt–mTOR and activates autophagy in diabetic myocardium,
ameliorating carotid vascular calcification (Wang et al., 2021). FTY720
was also reported to play a critical regulatory role in the bone
remodeling, particularly in the regulation of osteoclasts, which were
closely related to vascular calcification (Ishii et al., 2009; Xiao
et al., 2018). Slc20a2 deficiency disturbed brain Pi homeostasis, forming a
high-Pi microenvironment (Wallingford et al., 2017) and enhancing the
sensitivity of arteriolar SMCs to induce calcification. Pi toxicity is also
associated with cellular stress and neuroinflammation (Brown, 2020). Pdgfbret/ret and Slc20a2-HO mice exhibited persistent retinitis (Lindblom
et al., 2003; Park et al., 2017) and ocular degeneration (Ren et al., 2021),
suggesting high-Pi-induced neuroinflammation. Data availability statement The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be
found at: https://www.ncbi.nlm.nih.gov/geo/, GSE218335 Furthermore, there were no apparent impairments in pericyte
coverage and BBB integrity in humans (Paucar et al., 2017) and mice
(Wallingford et al., 2017; Jensen et al., 2018; Nahar et al., 2020) with
SLC20A2-related PFBC, which is partially consistent with our results. PDGF-B and its receptor PDGF-Rβ, two more culprits for PFBC (Keller
et al., 2013; Nicolas et al., 2013), are mainly and separately expressed in
brain ECs and pericytes, and they play an essential role in regulating the
functions of BBB-ECs. Only Pdgfbret/ret mice, in which the tissue
distribution of PDGF-B is altered, probably due to the loss of a
proteoglycan-binding motif, develop brain calcification (Keller et al.,
2013; Vanlandewijck et al., 2015; Nikolakopoulou et al., 2017; Nahar
et al., 2020). Inexplicably, the EC permeability was higher in the
noncalcification-prone than in the calcification-prone brain areas; this
region-specific heterogeneity in permeability was not associated with
cell junction proteins or pericyte loss (Moura et al., 2017; Villasenor
et al., 2017). MYORG encodes an endoplasmic reticulum-localized
α-glucosidase that is specifically expressed in astrocytes, and its Discussion XPR1 is the only
known Pi exporter in humans, its LOF mutations cause brain
calcification, suggesting the essential roles of intracellular Pi
homeostasis for maintaining brain health (Legati et al., 2015). CMPK2
biallelic LOF mutations were linked to neuron mitochondrial defects
and the elevated intracellular Pi levels; Cmpk2-KO, as well as KI mice
bearing patient-derived variants developed brain calcification (Zhao
et al., 2022). LOF mutations in cell junctions impair brain ECs, disrupt
their integrity, enhance BBB permeability (Saitou et al., 2000; Nitta
et al., 2003; Argaw et al., 2009), and cause brain calcification only in
humans (Mochida et al., 2010; O'Driscoll et al., 2010; Cen et al., 2020;
Schottlaender et al., 2020). Jam2-HO mice developed widespread
prominent vacuolation instead of brain calcification in the midbrain,
cerebral, and cerebellar cortexes (Schottlaender et al., 2020), suggesting
that LOF mutations in cell junctions alone are insufficient to cause
brain calcification in mice. We demonstrated that T-cells infiltrated the CNS of Slc20a2-HO
mice and that this infiltration rate increased with age. T-cells are likely
to enter the brain parenchyma through paracellular leakage. The high
restriction of BBB-ECs is a significant barrier to medications intended
to cross the BBB. Targeted delivery strategies that induce endocytosis or
transcytosis-mediated transport have been extensively studied. Therefore, understanding the immune mechanisms of Slc20a2-PFBC
can increase our knowledge of disease pathogenesis and guide
targeted treatment. Ethics statement The animal study was reviewed and approved by the Ethics
Committee of The Fourth Affiliated Hospital of Harbin
Medical University. frontiersin.org Frontiers in Molecular Neuroscience References Grangeon, L., Wallon, D., Charbonnier, C., Quenez, O., Richard, A. C., Rousseau, S., et al. (2019). Biallelic MYORG mutation carriers exhibit primary brain calcification with a
distinct phenotype. Brain 142, 1573–1586. doi: 10.1093/brain/awz095 Abbott, N. J., Patabendige, A. A., Dolman, D. E., Yusof, S. R., and Begley, D. J. (2010). Structure and function of the blood-brain barrier. Neurobiol. Dis. 37, 13–25. doi: 10.1016/j. nbd.2009.07.030 Abbott, N. J., Patabendige, A. A., Dolman, D. E., Yusof, S. R., and Begley, D. J. (2010). Structure and function of the blood-brain barrier. Neurobiol. Dis. 37, 13–25. doi: 10.1016/j. nbd.2009.07.030 Hong, S. H., Park, S. J., Lee, S., Kim, S., and Cho, M. H. (2015). Biological effects of
inorganic phosphate: potential signal of toxicity. J. Toxicol. Sci. 40, 55–69. doi: 10.2131/
jts.40.55 Alvarez, J. I., Katayama, T., and Prat, A. (2013). Glial influence on the blood brain barrier. Glia 61, 1939–1958. doi: 10.1002/glia.22575 Andreone, B. J., Chow, B. W., Tata, A., Lacoste, B., Ben-Zvi, A., Bullock, K., et al. (2017). Blood-brain barrier permeability is regulated by lipid transport-dependent suppression of
Caveolae-mediated transcytosis. Neuron 94, 581–594.e5. doi: 10.1016/j.neuron.2017.03.043 Hozumi, I., Kurita, H., Ozawa, K., Furuta, N., Inden, M., Sekine, S. I., et al. (2018). Inorganic phosphorus (pi) in CSF is a biomarker for SLC20A2-associated idiopathic basal
ganglia calcification (IBGC1). J. Neurol. Sci. 388, 150–154. doi: 10.1016/j.jns.2018.03.014 Argaw, A. T., Gurfein, B. T., Zhang, Y., Zameer, A., and John, G. R. (2009). VEGF-
mediated disruption of endothelial CLN-5 promotes blood-brain barrier breakdown. Proc. Natl. Acad. Sci. U. S. A. 106, 1977–1982. doi: 10.1073/pnas.0808698106 Inden, M., Iriyama, M., Zennami, M., Sekine, S. I., Hara, A., Yamada, M., et al. (2016). The type III transporters (PiT-1 and PiT-2) are the major sodium-dependent phosphate
transporters in the mice and human brains. Brain Res. 1637, 128–136. doi: 10.1016/j. brainres.2016.02.032 Ayloo, S., and Gu, C. (2019). Transcytosis at the blood-brain barrier. Curr. Opin. Neurobiol. 57, 32–38. doi: 10.1016/j.conb.2018.12.014 Ishii, M., Egen, J. G., Klauschen, F., Meier-Schellersheim, M., Saeki, Y., Vacher, J., et al. (2009). Sphingosine-1-phosphate mobilizes osteoclast precursors and regulates bone
homeostasis. Nature 458, 524–528. doi: 10.1038/nature07713 Bazzoni, G., and Dejana, E. (2004). Endothelial cell-to-cell junctions: molecular
organization and role in vascular homeostasis. Physiol. Rev. 84, 869–901. doi: 10.1152/
physrev.00035.2003 Jensen, N., Autzen, J. K., and Pedersen, L. (2016). Slc20a2 is critical for maintaining a
physiologic inorganic phosphate level in cerebrospinal fluid. Neurogenetics 17, 125–130. doi: 10.1007/s10048-015-0469-6 Beck-Cormier, S., Lelliott, C. References J., Logan, J. G., Lafont, D. T., Merametdjian, L., Leitch, V. D.,
et al. (2019). Slc20a2, encoding the phosphate transporter PiT2, is an important genetic
determinant of bone quality and strength. J. Bone Miner. Res. 34, 1101–1114. doi: 10.1002/
jbmr.3691 Jensen, N., Schroder, H. D., Hejbol, E. K., Thomsen, J. S., Bruel, A., Larsen, F. T., et al. (2018). Mice knocked out for the primary brain calcification-associated gene Slc20a2 show
unimpaired prenatal survival but retarded growth and nodules in the brain that grow and
calcify over time. Am. J. Pathol. 188, 1865–1881. doi: 10.1016/j.ajpath.2018.04.010 Brown, R. B. (2020). Stress, inflammation, depression, and dementia associated with
phosphate toxicity. Mol. Biol. Rep. 47, 9921–9929. doi: 10.1007/s11033-020-06005-1 Cen, Z., Chen, Y., Chen, S., Wang, H., Yang, D., Zhang, H., et al. (2020). Biallelic loss-of-
function mutations in JAM2 cause primary familial brain calcification. Brain 143, 491–502. doi: 10.1093/brain/awz392 Keller, A., Westenberger, A., Sobrido, M. J., Garcia-Murias, M., Domingo, A., Sears, R. L.,
et al. (2013). Mutations in the gene encoding PDGF-B cause brain calcifications in humans
and mice. Nat. Genet. 45, 1077–1082. doi: 10.1038/ng.2723 Chen, L., Ni, Z., Huang, J., Zhang, R., Zhang, J., Zhang, B., et al. (2021). Long term usage
of dexamethasone accelerating accelerates the initiation of osteoarthritis via enhancing
chondrocyte apoptosis and the extracellular matrix calcification and apoptosis of
chondrocytes. Int. J. Biol. Sci. 17, 4140–4153. doi: 10.7150/ijbs.64152 Kim, M., Kim, S. D., Kim, K. I., Jeon, E. H., Kim, M. G., Lim, Y. R., et al. (2021). Dynamics of T lymphocyte between the periphery and the brain from the acute to the
chronic phase following ischemic stroke in mice. Exp. Neurobiol. 30, 155–169. doi: 10.5607/
en20062 Choi, K. H., Kim, H. S., Park, M. S., Kim, J. T., Kim, J. H., Cho, K. A., et al. (2016). Regulation of Caveolin-1 expression determines early brain edema after experimental focal
cerebral ischemia. Stroke 47, 1336–1343. doi: 10.1161/STROKEAHA.116.013205 Kim, M. P., Park, S. I., Kopetz, S., and Gallick, G. E. (2009). Src family kinases as
mediators of endothelial permeability: effects on inflammation and metastasis. Cell Tissue
Res. 335, 249–259. doi: 10.1007/s00441-008-0682-9 Chun, J., Kihara, Y., Jonnalagadda, D., and Blaho, V. A. (2019). Fingolimod: lessons
learned and new opportunities for treating multiple sclerosis and other disorders. Annu. Rev. Pharmacol. Toxicol. 59, 149–170. doi: 10.1146/annurev-pharmtox-010818-021358 Kimura, T., Miura, T., Aoki, K., Saito, S., Hondo, H., Konno, T., et al. (2016). Author contributions LS conceived and designed this study. YZ, YR, and YuZ
collaboratively conducted all experiments and statistical analyses. YL,
CX, ZP, and ZZ provided professional medical guidance, meanwhile, YJ
and SQ provided valuable suggestion for interpreting pathophysiological
and molecular results. YZ, YR, and LS prepared the original manuscript. YR, YZ, YuZ, and LS checked and revised the grammar, syntax, and 08 Frontiers in Molecular Neuroscience frontiersin.org Zhang et al. 10.3389/fnmol.2023.1073723 Funding This study was funded by the National Key R&D Program of China
(2020YFA0804000) and the Tou-Yan Innovation Team Program of
Heilongjiang Province (2019-15). Supplementary material The Supplementary material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fnmol.2023.1073723/full#
supplementary-material The authors declare that the research was conducted in the absence
of any commercial or financial relationships that could be construed as
potential conflicts of interest. Publisher’s note logical errors. All authors contributed to the article and approved the
submitted version. All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated
organizations, or those of the publisher, the editors and the
reviewers. Any product that may be evaluated in this article, or
claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. References doi: 10.1038/nature25739 Vanlandewijck, M., Lebouvier, T., Andaloussi Mae, M., Nahar, K., Hornemann, S.,
Kenkel, D., et al. (2015). Functional characterization of germline mutations in PDGFB and
PDGFRB in primary familial brain calcification. PLoS One 10:e0143407. doi: 10.1371/
journal.pone.0143407 Moura, D. A. P., Lemos, R. R., and Oliveira, J. R. M. (2017). New data from Pdfgb (ret/ret)
mutant mice might Lead to a paradoxical association between brain calcification, Pericytes
recruitment and BBB integrity. J. Mol. Neurosci. 63, 419–421. doi: 10.1007/s12031-017-0992-z Nahar, K., Lebouvier, T., Andaloussi Mae, M., Konzer, A., Bergquist, J., Zarb, Y., et al. (2020). Astrocyte-microglial association and matrix composition are common events in
the natural history of primary familial brain calcification. Brain Pathol. 30, 446–464. doi:
10.1111/bpa.12787 Villasenor, R., Kuennecke, B., Ozmen, L., Ammann, M., Kugler, C., Gruninger, F., et al. (2017). Region-specific permeability of the blood-brain barrier upon pericyte loss. J. Cereb. Blood Flow Metab. 37, 3683–3694. doi: 10.1177/0271678X17697340 Villasenor, R., Ozmen, L., Messaddeq, N., Gruninger, F., Loetscher, H., Keller, A., et al. (2016). Trafficking of endogenous immunoglobulins by endothelial cells at the blood-brain
barrier. Sci. Rep. 6:25658. doi: 10.1038/srep25658 Nicolas, G., Pottier, C., Maltete, D., Coutant, S., Rovelet-Lecrux, A., Legallic, S., et al. (2013). Mutation of the PDGFRB gene as a cause of idiopathic basal ganglia calcification. Neurology 80, 181–187. doi: 10.1212/WNL.0b013e31827ccf34 Villeda, S. A., Luo, J., Mosher, K. I., Zou, B., Britschgi, M., Bieri, G., et al. (2011). The
ageing systemic milieu negatively regulates neurogenesis and cognitive function. Nature
477, 90–94. doi: 10.1038/nature10357 Nikolakopoulou, A. M., Zhao, Z., Montagne, A., and Zlokovic, B. V. (2017). Regional
early and progressive loss of brain pericytes but not vascular smooth muscle cells in adult
mice with disrupted platelet-derived growth factor receptor-beta signaling. PLoS One
12:e0176225. doi: 10.1371/journal.pone.0176225 Wallez, Y., and Huber, P. (2008). Endothelial adherens and tight junctions in vascular
homeostasis, inflammation and angiogenesis. Biochim. Biophys. Acta 1778, 794–809. doi:
10.1016/j.bbamem.2007.09.003 Nitta, T., Hata, M., Gotoh, S., Seo, Y., Sasaki, H., Hashimoto, N., et al. (2003). Size-
selective loosening of the blood-brain barrier in claudin-5-deficient mice. J. Cell Biol. 161,
653–660. doi: 10.1083/jcb.200302070 Wallingford, M. C., Chia, J. J., Leaf, E. M., Borgeia, S., Chavkin, N. W., Sawangmake, C.,
et al. (2017). SLC20A2 deficiency in mice leads to elevated phosphate levels in cerbrospinal
fluid and glymphatic pathway-associated arteriolar calcification, and recapitulates human
idiopathic basal ganglia calcification. Brain Pathol. 27, 64–76. doi: 10.1111/bpa.12362 O'Driscoll, M. C., Daly, S. References Science
296, 346–349. doi: 10.1126/science.1070238 Tadic, V., Westenberger, A., Domingo, A., Alvarez-Fischer, D., Klein, C., and Kasten, M. (2015). Primary familial brain calcification with known gene mutations: a systematic
review and challenges of phenotypic characterization. JAMA Neurol. 72, 460–467. doi:
10.1001/jamaneurol.2014.3889 Meek, R. W., Brockerman, J., Fordwour, O. B., Zandberg, W. F., Davies, G. J., and
Vocadlo, D. J. (2022). The primary familial brain calcification-associated protein MYORG
is an alpha-galactosidase with restricted substrate specificity. PLoS Biol. 20:e3001764. doi:
10.1371/journal.pbio.3001764 Meng, H., Zhao, H., Cao, X., Hao, J., Zhang, H., Liu, Y., et al. (2019). Double-negative T
cells remarkably promote neuroinflammation after ischemic stroke. Proc. Natl. Acad. Sci. U. S. A. 116, 5558–5563. doi: 10.1073/pnas.1814394116 Terry, R. L., Ifergan, I., and Miller, S. D. (2016). Experimental autoimmune
encephalomyelitis in mice. Methods Mol. Biol. 1304, 145–160. doi: 10.1007/7651_2014_88 Tietz, S., and Engelhardt, B. (2015). Brain barriers: crosstalk between complex tight
junctions and adherens junctions. J. Cell Biol. 209, 493–506. doi: 10.1083/jcb.201412147 Miklossy, J., Mackenzie, I. R., Dorovini-Zis, K., Calne, D. B., Wszolek, Z. K., Klegeris, A.,
et al. (2005). Severe vascular disturbance in a case of familial brain calcinosis. Acta
Neuropathol. 109, 643–653. doi: 10.1007/s00401-005-1007-7 Torok, O., Schreiner, B., Schaffenrath, J., Tsai, H. C., Maheshwari, U., Stifter, S. A., et al. (2021). Pericytes regulate vascular immune homeostasis in the CNS. Proc. Natl. Acad. Sci. U. S. A. 118. doi: 10.1073/pnas.2016587118 Mochida, G. H., Ganesh, V. S., Felie, J. M., Gleason, D., Hill, R. S., Clapham, K. R., et al. (2010). A homozygous mutation in the tight-junction protein JAM3 causes hemorrhagic
destruction of the brain, subependymal calcification, and congenital cataracts. Am. J. Hum. Genet. 87, 882–889. doi: 10.1016/j.ajhg.2010.10.026 van Praag, H., Shubert, T., Zhao, C., and Gage, F. H. (2005). Exercise enhances learning
and hippocampal neurogenesis in aged mice. J. Neurosci. 25, 8680–8685. doi: 10.1523/
JNEUROSCI.1731-05.2005 Moorhead, W. J. 3rd, Chu, C. C., Cuevas, R. A., Callahan, J. T., Wong, R., Regan, C., et al. (2020). Dysregulation of FOXO1 (Forkhead box O1 protein) drives calcification in arterial
calcification due to deficiency of CD73 and is present in peripheral artery disease. Arterioscler. Thromb. Vasc. Biol. 40, 1680–1694. doi: 10.1161/ATVBAHA.119.313765 Vanlandewijck, M., He, L., Mae, M. A., Andrae, J., Ando, K., Del Gaudio, F., et al. (2018). A molecular atlas of cell types and zonation in the brain vasculature. Nature 554, 475–480. References B., Urquhart, J. E., Black, G. C., Pilz, D. T., Brockmann, K.,
et al. (2010). Recessive mutations in the gene encoding the tight junction protein occludin
cause band-like calcification with simplified gyration and polymicrogyria. Am. J. Hum. Genet. 87, 354–364. doi: 10.1016/j.ajhg.2010.07.012 Wang, C., Li, Y., Shi, L., Ren, J., Patti, M., Wang, T., et al. (2012). Mutations in SLC20A2
link familial idiopathic basal ganglia calcification with phosphate homeostasis. Nat. Genet. 44, 254–256. doi: 10.1038/ng.1077 Park, D. Y., Lee, J., Kim, J., Kim, K., Hong, S., Han, S., et al. (2017). Plastic roles of
pericytes in the blood-retinal barrier. Nat. Commun. 8:15296. doi: 10.1038/ncomms15296 Wang, Y. M., Mi, S. L., Jin, H., Guo, Q. L., Yu, Z. Y., Wang, J. T., et al. (2021). 9-PAHSA
improves cardiovascular complications by promoting autophagic flux and reducing myocardial
hypertrophy in Db/Db mice. Front. Pharmacol. 12:754387. doi: 10.3389/fphar.2021.754387 Parton, R. G., Joggerst, B., and Simons, K. (1994). Regulated internalization of caveolae. J. Cell Biol. 127, 1199–1215. doi: 10.1083/jcb.127.5.1199 Paucar, M., Almqvist, H., Jelic, V., Hagman, G., Jorneskog, G., Holmin, S., et al. (2017). A SLC20A2 gene mutation carrier displaying ataxia and increased levels of cerebrospinal
fluid phosphate. J. Neurol. Sci. 375, 245–247. doi: 10.1016/j.jns.2017.02.007 Wilson, E. H., Weninger, W., and Hunter, C. A. (2010). Trafficking of immune cells in
the central nervous system. J. Clin. Invest. 120, 1368–1379. doi: 10.1172/JCI41911 Wszolek, Z. K., Baba, Y., Mackenzie, I. R., Uitti, R. J., Strongosky, A. J., Broderick, D. F.,
et al. (2006). Autosomal dominant dystonia-plus with cerebral calcifications. Neurology 67,
620–625. doi: 10.1212/01.wnl.0000230141.40784.09 Pulgar, V. M. (2018). Transcytosis to cross the blood brain barrier. New advancements
and challenges. Front. Neurosci. 12:1019. doi: 10.3389/fnins.2018.01019 Razzaque, M. S. (2011). Phosphate toxicity: new insights into an old problem. Clin. Sci. (Lond.) 120, 91–97. doi: 10.1042/CS20100377 Xiao, L., Zhou, Y., Zhu, L., Yang, S., Huang, R., Shi, W., et al. (2018). SPHK1-S1PR1-
RANKL Axis regulates the interactions between macrophages and BMSCs in inflammatory
bone loss. J. Bone Miner. Res. 33, 1090–1104. doi: 10.1002/jbmr.3396 Ren, Y., Shen, Y., Si, N., Fan, S., Zhang, Y., Xu, W., et al. (2021). Slc20a2-deficient mice
exhibit multisystem abnormalities and impaired spatial learning memory and sensorimotor
gating but Normal motor coordination abilities. Front. Genet. 12:639935. doi: 10.3389/
fgene.2021.639935 Xu, X., Sun, H., Luo, J., Cheng, X., Lv, W., Luo, W., et al. (2022). The pathology of primary
familial brain calcification: implications for treatment. Neurosci. Bull. References Familial
idiopathic basal ganglia calcification: histopathologic features of an autopsied patient with
an SLC20A2 mutation. Neuropathology 36, 365–371. doi: 10.1111/neup.12280 Cohen, J. A., and Chun, J. (2011). Mechanisms of fingolimod's efficacy and adverse
effects in multiple sclerosis. Ann. Neurol. 69, 759–777. doi: 10.1002/ana.22426 Knowland, D., Arac, A., Sekiguchi, K. J., Hsu, M., Lutz, S. E., Perrino, J., et al. (2014). Stepwise recruitment of transcellular and paracellular pathways underlies blood-brain
barrier breakdown in stroke. Neuron 82, 603–617. doi: 10.1016/j.neuron.2014.03.003 Conboy, I. M., Conboy, M. J., Wagers, A. J., Girma, E. R., Weissman, I. L., and
Rando, T. A. (2005). Rejuvenation of aged progenitor cells by exposure to a young systemic
environment. Nature 433, 760–764. doi: 10.1038/nature03260 Kobayashi, S., Yamadori, I., Miki, H., and Ohmori, M. (1987). Idiopathic
nonarteriosclerotic cerebral calcification (Fahr's disease): an electron microscopic study. Acta Neuropathol. 73, 62–66. doi: 10.1007/BF00695503 Ellwardt, E., Walsh, J. T., Kipnis, J., and Zipp, F. (2016). Understanding the role of T cells
in CNS homeostasis. Trends Immunol. 37, 154–165. doi: 10.1016/j.it.2015.12.008 Legati, A., Giovannini, D., Nicolas, G., Lopez-Sanchez, U., Quintans, B., Oliveira, J. R.,
et al. (2015). Mutations in XPR1 cause primary familial brain calcification associated with
altered phosphate export. Nat. Genet. 47, 579–581. doi: 10.1038/ng.3289 Engelhardt, B., and Ransohoff, R. M. (2012). Capture, crawl, cross: the T cell code to
breach the blood-brain barriers. Trends Immunol. 33, 579–589. doi: 10.1016/j. it.2012.07.004 Liebner, S., Dijkhuizen, R. M., Reiss, Y., Plate, K. H., Agalliu, D., and Constantin, G. (2018). Functional morphology of the blood-brain barrier in health and disease. Acta
Neuropathol. 135, 311–336. doi: 10.1007/s00401-018-1815-1 Gemechu, J. M., and Bentivoglio, M. (2012). T cell recruitment in the brain during
Normal aging. Front. Cell. Neurosci. 6:38. doi: 10.3389/fncel.2012.00038 Lindblom, P., Gerhardt, H., Liebner, S., Abramsson, A., Enge, M., Hellstrom, M., et al. (2003). Endothelial PDGF-B retention is required for proper investment of pericytes in the
microvessel wall. Genes Dev. 17, 1835–1840. doi: 10.1101/gad.266803 Gonzalez, H., and Pacheco, R. (2014). T-cell-mediated regulation of neuroinflammation
involved in neurodegenerative diseases. J. Neuroinflammation 11:201. doi: 10.1186/
s12974-014-0201-8 Frontiers in Molecular Neuroscience 09 frontiersin.org Zhang et al. Zhang et al. 10.3389/fnmol.2023.1073723 10.3389/fnmol.2023.1073723 Sonar, S. A., and Lal, G. (2017). Differentiation and transmigration of CD4 T cells in
Neuroinflammation and autoimmunity. Front. Immunol. 8:1695. doi: 10.3389/
fimmu.2017.01695 Mandala, S., Hajdu, R., Bergstrom, J., Quackenbush, E., Xie, J., Milligan, J., et al. (2002). Alteration of lymphocyte trafficking by sphingosine-1-phosphate receptor agonists. References doi: 10.1007/
s12264-022-00980-0 Sadeghian, H., Lacoste, B., Qin, T., Toussay, X., Rosa, R., Oka, F., et al. (2018). Spreading
depolarizations trigger caveolin-1-dependent endothelial transcytosis. Ann. Neurol. 84,
409–423. doi: 10.1002/ana.25298 Yamada, M., Asano, T., Okamoto, K., Hayashi, Y., Kanematsu, M., Hoshi, H., et al. (2013). High frequency of calcification in basal ganglia on brain computed tomography images in
Japanese older adults. Geriatr. Gerontol. Int. 13, 706–710. doi: 10.1111/ggi.12004 Saitou, M., Furuse, M., Sasaki, H., Schulzke, J. D., Fromm, M., Takano, H., et al. (2000). Complex phenotype of mice lacking occludin, a component of tight junction strands. Mol. Biol. Cell 11, 4131–4142. doi: 10.1091/mbc.11.12.4131 Yang, A. C., Stevens, M. Y., Chen, M. B., Lee, D. P., Stahli, D., Gate, D., et al. (2020). Physiological blood-brain transport is impaired with age by a shift in transcytosis. Nature
583, 425–430. doi: 10.1038/s41586-020-2453-z Schottlaender, L. V., Abeti, R., Jaunmuktane, Z., Macmillan, C., Chelban, V.,
O'Callaghan, B., et al. (2020). Bi-allelic JAM2 variants Lead to early-onset recessive
primary familial brain calcification. Am. J. Hum. Genet. 106, 412–421. doi: 10.1016/j. ajhg.2020.02.007 Yao, X. P., Cheng, X., Wang, C., Zhao, M., Guo, X. X., Su, H. Z., et al. (2018). Biallelic
mutations in MYORG cause autosomal recessive primary familial brain calcification. Neuron 98, 1116–1123 e5. doi: 10.1016/j.neuron.2018.05.037 Zarb, Y., Sridhar, S., Nassiri, S., Utz, S. G., Schaffenrath, J., Maheshwari, U., et al. (2021). Microglia control small vessel calcification via TREM2. Sci. Adv. 7. doi: 10.1126/sciadv.abc4898 Schubert, W., Frank, P. G., Woodman, S. E., Hyogo, H., Cohen, D. E., Chow, C. W., et al. (2002). Microvascular hyperpermeability in caveolin-1 (−/−) knock-out mice. Treatment with a specific
nitric-oxide synthase inhibitor, L-NAME, restores normal microvascular permeability in Cav-1
null mice. J. Biol. Chem. 277, 40091–40098. doi: 10.1074/jbc.M205948200 Zarb, Y., Weber-Stadlbauer, U., Kirschenbaum, D., Kindler, D. R., Richetto, J., Keller, D.,
et al. (2019). Ossified blood vessels in primary familial brain calcification elicit a neurotoxic
astrocyte response. Brain 142, 885–902. doi: 10.1093/brain/awz032 Skarnes, W. C., Rosen, B., West, A. P., Koutsourakis, M., Bushell, W., Iyer, V., et al. (2011). A conditional knockout resource for the genome-wide study of mouse gene function. Nature 474, 337–342. doi: 10.1038/nature10163 Zhao, M., Su, H. Z., Zeng, Y. H., Sun, Y., Guo, X. X., Li, Y. L., et al. (2022). Loss of
function of CMPK2 causes mitochondria deficiency and brain calcification. Cell Discov. 8:128. doi: 10.1038/s41421-022-00475-2 Solleiro-Villavicencio, H., and Rivas-Arancibia, S. (2018). References Effect of chronic oxidative
stress on Neuroinflammatory response mediated by CD4(+)T cells in neurodegenerative
diseases. Front. Cell. Neurosci. 12:114. doi: 10.3389/fncel.2018.00114 Zlokovic, B. V. (2008). The blood-brain barrier in health and chronic neurodegenerative
disorders. Neuron 57, 178–201. doi: 10.1016/j.neuron.2008.01.003 Frontiers in Molecular Neuroscience 10 frontiersin.org
|
W4300451032.txt
|
https://zenodo.org/record/1219818/files/Verstka_36_1_-285-293.pdf
|
en
|
Management by financial processes of decentralization and forming of territorial communities
|
DOAJ (DOAJ: Directory of Open Access Journals)
| 2,018
|
cc-by
| 4,638
|
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
ДАННЫЕ ОБ АВТОРАХ
Гордей Оксана Дмитриевна, доктор экономических наук, профессор, профессор кафедры
финансов
e-mail: oksana_@ukr.net
Пацай Богдан Дмитриевич, кандидат физико-математических наук, доцент, доцент кафедры
экономической кибернетики
e-mail: pacaj@ukr.net
Университет государственной фискальной службы Украины
ул. Университетская, 31, м. Ирпень Киевская обл., 08201, Украина
DATA ABOUT THE AUTHORS
Hordei Oksana, Doctor of Economics, Professor, Professor Department of the Finance
e-mail: oksana_@ukr.net
Patsai Bogdan, Candidate of Physical and Mathematical Sciences, Associate Pro-fessor,
Department of Economic Cybernetics
e-mail: pacaj@ukr.net
University State Fiscal Service of Ukraine
University’s street, 31, Irpin, Kyiv region, 08201, Ukraine
УДК 330.33.012:669(477)
УПРАВЛІННЯ ФІНАНСОВИМИ ПРОЦЕСАМИ ДЕЦЕНТРАЛІЗАЦІЇ
ТА ФОРМУВАННЯ ТЕРИТОРІАЛЬНИХ ГРОМАД
Горошкова Л.А.,
Волков В.П.
У роботі проведене моделювання умов стабільного функціонування фінансової системи
територіальної громади. Реформування міжбюджетних відносин є стимулом для місцевих
громад ефективніше формувати дохідну частини бюджету з подальшим переходом на
самозабезпечення та більш раціональне планування своїх видатків, що у майбутні фінансові
періоди дозволять зробити територіальні громади економічно та фінансово спроможними.
Показано, що унаслідок прийняття змін до Податкового кодексу України та Бюджетного
кодексу України суттєво розширені фінансові можливості місцевого самоврядування. На
сьогодні держава здійснює суттєву фінансову підтримку процесу децентралізації. Доведено,
що фінансова підтримка реформ адміністративно-територіального устрою України не
повинна перетворитись на перерозподіл коштів Державного бюджету на користь окремих
територіальних громад та їх об’єднань. Тобто кінцевою метою реформ повинно стати
створення фінансово спроможних і самодостатніх територіальних громад..
В роботі проведене моделювання етапів та умов забезпечення сталого розвитку
територіальних громад. Доведено, що необхідно виокремити три стадії: 1) мінімізація
збитків, досягнення беззбитковості та формування умов самодостатності у фінансовому
забезпеченні; 2) досягнення прибутковості та рентабельності; 3) досягнення рівня фінансової
стійкості, достатнього для сталого розвитку територій.
Доведено, що найбільшу фінансову допомогу з боку держави територіальні громади
потребують на перших двох стадіях. У зв’язку з цим, запропоновано на перших двох стадіях
планувати експоненційне зростання обсягів державної підтримки. На третій стадії,
залишається необхідною потреба у зовнішньому фінансуванні з боку держави. Але на цьому
етапі більшість територій вже повинна знаходиться на тому рівні фінансової стійкості, на
якому більшу частину її прибутковості і рентабельності можливо забезпечити за рахунок
внутрішньогалузевих ресурсів та можливостей. Доведено, що на третій стадії, зникає
необхідність стрімкого зростання видатків, їх можливо зафіксувати на певному достатньому
для підтримки сталого розвитку рівні. Таку ситуацію найкраще можливо описати
логістичною кривою.
Ключові слова: територіальна громада, бюджет, доходи бюджету, видатки бюджету,
бюджетна політика, стабільний розвиток
© Горошкова Л.А., Волков В.П., 2018
Економічний вісник університету | Випуск № 36/1
285
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
УПРАВЛЕНИЕ ФИНАНСОВЫМИ ПРОЦЕССАМИ ДЕЦЕНТРАЛИЗАЦИИ
И ФОРМИРОВАНИЯ ТЕРРИТОРИАЛЬНЫХ ОБЩИН
Горошкова Л.А.,
Волков В.П.
В работе проведенное моделирование условий стабильного функционирования финансовой
системы территориальных общин. Реформирование межбюджетных отношений является
стимулом для местных общин эффективнее формировать доходную части бюджета с
дальнейшим переходом на самообеспечение и более рациональное планирование своих расходов,
что в будущие финансовые периоды позволят сделать территориальные общины экономически
и финансово состоятельным. Показано, что вследствие принятия изменений в Налоговый
кодекс Украины и Бюджетный кодекс Украины существенно расширены финансовые
возможности местного самоуправления. На сегодня государство осуществляет существенную
финансовую поддержку процесса децентрализации. Доказано, что финансовая поддержка
реформ административно-территориального устройства Украины не должна превратиться в
перераспределение средств Государственного бюджета в пользу отдельных территориальных
общин и их объединений. То есть конечной целью реформ должно стать создание финансово
состоятельных и самодостаточных территориальных общин.
В работе проведенное моделирование этапов и условий обеспечения устойчивого развития
территориальных общин. Доказано, что необходимо выделить три стадии: 1) минимизация
убытков, достижения безубыточности и формирования условий самодостаточности в
финансовом обеспечении; 2) достижения прибыльности и рентабельности; 3) достижения
уровня финансовой стойкости, достаточного для устойчивого развития территорий.
Доказано, что наибольшую финансовую помощь со стороны государства территориальные
общины нуждаются на первых двух стадиях. В связи с этим, предложено на первых двух стадиях
планировать экспоненциальный рост объемов государственной поддержки. На третьей стадии,
остается необходимой потребность во внешнем финансировании со стороны государства. Но
на этом этапе большинство территорий уже должно находится на том уровне финансовой
стойкости, на котором большую часть ее прибыльности и рентабельности возможно
обеспечить за счет внутриотраслевых ресурсов и возможностей. Доказано, что на третьей
стадии, исчезает необходимость стремительного роста расходов, их возможно зафиксировать
на определенном достаточном для поддержки устойчивого развития уровни. Такую ситуацию
лучше всего описать логистической кривой.
Ключевые слова: территориальная община, бюджет, доходы бюджета, расходы
бюджета, бюджетная политика, стабильное развитие
MANAGEMENT BY FINANCIAL PROCESSES OF DECENTRALIZATION
AND FORMING OF TERRITORIAL COMMUNITIES
Goroshkova L.,
Volkov V.
In work the carried out modeling of conditions of stable functioning of a financial system of a territorial
community. The reforming between budget of the attitudes is by stimulus for local communities on the
one hand, namely, more effectively to form profitable parts of the budget, and from another - to pass to
self-maintenance and more rational planning of the charges, which in the future financial periods will
allow to make territorial communities economically self-sufficient and financial capable.
Is shown, that owing to acceptance of changes in the Tax code of Ukraine and Budget code of Ukraine
the financial opportunities of local self-management are essentially extended. On the today state carries out
essential financial support of process of decentralization. Is proved, that the financial support of reforms of
the administrative - territorial device of Ukraine should not turn to redistribution of a means of the State
budget for the benefit of separate territorial communities and their associations. That is a ultimate goal of
reforms should become creation financial of capable and self-sufficient territorial communities.
In work modeling stages and conditions maintenance of constant development of territorial
communities is carried out. Is proved, that is necessary to allocate three stages: 1) minimization of the
losses, achievement without the losses and formation of conditions of self-sufficiency in financial
maintenance; 2) achievement profit and profitability; 3) achievement of a level of financial stability,
sufficient for steady development of territories.
286
Економічний вісник університету | Випуск № 36/1
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
Is proved, that the greatest financial help on the part of the state the territorial communities demand
at first two stages. In this connection, is offered at first two stages to plan exponential growth of volumes
of state support. At the third stage, there is necessary a need for external financing on the part of the
state. But at this stage the majority of territories already owe is at that level of financial stability, on
which it is possible to supply the most part it profit and profitability for the account inside branch of
resources and opportunities. Is proved, that at the third stage, the necessity of prompt growth of the
charges disappears, they are possible for fixing on determined sufficient for support of constant
development a level. Such situation best is possible for describing by a logistical curve.
Key words: territorial community, budget, incomes of the budget, charges of the budget, budget
politics, stable development.
Постановка проблеми у загальному вигляді та її зв’язок із важливими науковими чи
практичними завданнями. Реформування міжбюджетних відносин є нагальною потребою для
місцевих громад з подвійною метою: з одного боку – ефективніше формувати дохідну частини
бюджету, з іншого – переходити на самозабезпечення та раціональне планування своїх видатків,
що у майбутньому дозволять зробити територіальні громади економічно самодостатніми та
фінансово спроможними. Саме тому у сучасних умовах децентралізації особливої актуальності
набуває проблема формування ефективної системи управління фінансами територіальних громад.
Аналіз останніх досліджень і публікацій, у яких започатковано розв’язання даної проблеми
і на які спирається автор. Аналізу проблем управління грошовими потоками та місцевими фінансами
присвячені роботи таких вітчизняних вчених, як В.Вакуленко, Н.Гринчук, Ю.Ганущак, В.Ковальов,
О.Синцова та ін. Результати власних досліджень проблеми наведені в [1-12].
Виокремлення невирішених проблем, яким присвячена стаття. На сьогодні на
законодавчому рівні вже створені умови для децентралізації влади та підвищення ролі і значення
територіальної громади у забезпеченні ефективності функціонування територій і держави загалом.
Стаття 143 Конституції України містить перелік повноважень територіальної громади як первинного
суб’єкта місцевого самоврядування, які здійснюються безпосередньо або через утворені ними
органи місцевого самоврядування. Органам місцевого самоврядування можуть надаватися законом
окремі повноваження органів виконавчої влади. Держава фінансує здійснення цих повноважень у
повному обсязі за рахунок коштів Державного бюджету України або шляхом віднесення до
місцевого бюджету у встановленому законом порядку окремих загальнодержавних податків,
передає органам місцевого самоврядування відповідні об'єкти державної власності. Унаслідок
прийняття змін до Податкового кодексу України та Бюджетного кодексу України суттєво розширені
фінансові можливості місцевого самоврядування [2]. Але, проведені нами дослідження показали,
що поряд з розширенням дохідної частини місцевих бюджетів, відбувся перерозподіл і видатків,
перш за все соціального характеру. За таких умов існує необхідність пошуку ефективної моделі
управління фінансовими ресурсами територіальної громади на початкових стадіях функціонування.
Формулювання цілей статті. Основним завданням роботи є моделювання системи
управління фінансовими ресурсами територіальної громади з метою створення механізму, що
дозволять зробити територіальні громади економічно самодостатніми та фінансово спроможними.
Виклад основного матеріалу дослідження з повним обґрунтуванням отриманих наукових
результатів. У Конституції України територіальна громада визначена як первинний суб’єкт місцевого
самоврядування. Відповідно до статті 140, місцеве самоврядування є правом територіальної громади
− жителів села чи добровільного об'єднання у сільську громаду жителів кількох сіл, селища та міста −
самостійно вирішувати питання місцевого значення в межах Конституції і законів України. Закон «Про
місцеве самоврядування в Україні» містить таке визначення: територіальна громада − жителі, об'єднані
постійним проживанням у межах села, селища, міста, що є самостійними адміністративнотериторіальними одиницями, або добровільне об'єднання жителів кількох сіл, що мають єдиний
адміністративний центр. Стаття 143 Конституції України містить перелік повноважень територіальної
громади як первинного суб’єкта місцевого самоврядування, які здійснюються безпосередньо або через
утворені ними органи місцевого самоврядування. Це управління майном, що є в комунальній власності;
затвердження програм соціально-економічного та культурного розвитку і контроль їх виконання;
затвердження бюджетів відповідних адміністративно-територіальних одиниць і контроль їх виконання;
встановлення місцевих податків і зборів відповідно до закону; забезпечення проведення місцевих
референдумів та реалізації їх результатів; утворення, реорганізація та ліквідація комунальних
підприємств, організацій і установ, а також здійснення контролю за їх діяльністю; вирішення інших
питань місцевого значення, віднесених законом до їхньої компетенції.
Економічний вісник університету | Випуск № 36/1
287
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
Органам місцевого самоврядування можуть надаватися законом окремі повноваження органів
виконавчої влади. Держава фінансує здійснення цих повноважень у повному обсязі за рахунок
коштів Державного бюджету України або шляхом віднесення до місцевого бюджету у
встановленому законом порядку окремих загальнодержавних податків, передає органам місцевого
самоврядування відповідні об'єкти державної власності. Унаслідок прийняття змін до Податкового
кодексу України та Бюджетного кодексу України суттєво розширені фінансові можливості місцевого
самоврядування [2].
На сьогодні держава здійснює суттєву фінансову підтримку процесу децентралізації. Так, у
Державному бюджеті на 2016 році із загального фонду державного бюджету місцевим бюджетам
були надані субвенції на формування інфраструктури об’єднаних територіальних громад на суму 1
млрд. грн. Ці кошти були спрямовані на підтримку об’єднаних територіальних громад, розвиток
інфраструктури та адміністративних центрів в громадах. Обсяг фінансування із загального фонду
Державного бюджету Державного фонду регіонального розвитку склав 3 млрд. грн. Додатково було
передбачено 1,94 млрд. грн. субвенції місцевим бюджетам на соціально-економічний розвиток
окремих територій та 0,95 млрд. грн. коштів для капітальних видатків за програмою «Підтримка
державних та регіональних інвестиційних проектів». Загалом, у Державному бюджеті на 2016 рік
було закладено кошти для 159 об’єднаних територіальних громад. За час реформ державна
підтримка регіонального розвитку та розвитку інфраструктури громад за час реформи зросла у 30
разів: з 0,5 млрд в 2014 до 14,9 млрд грн у 2017 році. На розвиток територій у 2018 році з Державного
бюджету планують направити близько 37,8 млрд грн. Ця сума не включає в себе освітню та медичну
субвенції, додаткові дотації, субвенції і дотації соціального захисту населення.
Заплановані такі напрями та програми, на фінансування яких у 2018 році виділятимуться
кошти з державного бюджету:
1) За бюджетною програмою «Загальнодержавні заходи у сферах культури та мистецтв, охорони
культурної спадщини, вивезення, ввезення і повернення культурних цінностей, державної мовної
політики, міжнаціональних відносин, релігії та захисту прав національних меншин» на підтримку та
розвиток петриківського розпису передбачено 5 млн грн та на розвиток української пісні – 15 млн грн.
2) Субвенція на здійснення заходів щодо соціально-економічного розвитку окремих територій
– 5 млрд грн.
3) Субвенція на реалізацію заходів, спрямованих на розвиток системи охорони здоров'я у
сільській місцевості – 1 млрд грн.
4) Державна підтримка будівництва (придбання) доступного житла – 100 млн грн (головний
розпорядник коштів (ГРК) - Мінрегіон).
5) Підтримка регіональної політики – 449,5 млн грн (ГРК - Мінрегіон).
6) Фонд енергоефективності - 1,6 млрд грн (ГРК - Мінрегіон).
7) Будівництво футбольних полів зі штучним покриттям в регіонах України – 370 млн грн (ГРКМінрегіон).
8) Фінансова підтримка Державного фонду сприяння молодіжному житловому будівництву –
6,85 млн грн (ГРК - Мінрегіон).
9) Реалізація Загальнодержавної цільової програми «Питна вода України» – 200 млн грн (ГРК
- Мінрегіон).
10) Впровадження та координація заходів проекту розвитку міської інфраструктури, заходів в
секторі централізованого теплопостачання України, надзвичайної кредитної програми для України,
програми розвитку муніципальної інфраструктури України та заходів з відновлення сходу України –
88,9 млн грн (ГРК - Мінрегіон).
11) Реалізація надзвичайної кредитної програми для відновлення України – 50 млн грн (ГРК Мінрегіон).
12) Реалізація Державної цільової економічної програми енергоефективності – 400 млн грн
(ГРК - Державне агентство з енергоефективності та енергозбереження України).
13) Державний фонд регіонального розвитку (ДФРР) – 6 млрд грн.
14) Субвенція з державного бюджету місцевим бюджетам на формування інфраструктури
об'єднаних територіальних громад – 1,9 млрд грн.
15) Субвенція з державного бюджету місцевим бюджетам на реалізацію проектів в рамках
Надзвичайної кредитної програми для відновлення України – 1,5 млрд грн.
16) Фінансова підтримка заходів в агропромисловому комплексі шляхом здешевлення
кредитів – 66 млн грн (ГРК – Мінагропром)
288
Економічний вісник університету | Випуск № 36/1
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
17) Підвищення кваліфікації фахівців агропромислового комплексу – 21,5 млн грн (ГРК –
Мінагропром).
18) Фінансова підтримка заходів в агропромисловому комплексі – 5 млн грн (ГРК – Мінагропром).
19) Фінансова підтримка розвитку фермерських господарств – 1 млрд грн (ГРК – Мінагропром).
20) Державна підтримка розвитку хмелярства, закладення молодих садів, виноградників та
ягідників і нагляд за ними – 300 млн грн (ГРК – Мінагропром).
21) Державна підтримка галузі тваринництва – 4 млрд грн (ГРК – Мінагропром).
22) Фінансова підтримка сільгосптоваровиробників – 945 млн грн (ГРК – Мінагропром).
23) Субвенція з державного бюджету місцевим бюджетам на фінансове забезпечення будівництва,
реконструкції, ремонту і утримання автомобільних доріг загального користування місцевого значення,
вулиць і доріг комунальної власності у населених пунктах – 11,5 млрд грн (Укравтодор).
24) Субвенція з державного бюджету місцевим бюджетам на будівництво/реконструкцію
палаців спорту - 150 млн грн (Мінмолодьспорт).
25) Субвенція з державного бюджету місцевим бюджетам на здійснення заходів щодо підтримки
територій, що зазнали негативного впливу внаслідок збройного конфлікту на сході України – 34 млн грн.
26) Державна підтримка заходів, спрямованих на зменшення обсягів викидів (збільшення
абсорбції) парникових газів, у тому числі на утеплення приміщень закладів соціального
забезпечення, розвиток міжнародного співробітництва з питань зміни клімату – 1 млрд грн.
27) Першочергове
забезпечення
сільських
населених
пунктів
централізованим
водопостачанням – 125 млн грн.
Але, на нашу думку, фінансова підтримка реформ адміністративно-територіального устрою
України не повинна перетворитись на перерозподіл коштів Державного бюджету на користь окремих
територіальних громад та їх об’єднань. Схожий механізм вже існував у державі – здійснювався
перерозподіл коштів Державного бюджету на користь певних регіонів, але вин виявив свою
неспроможність. Тобто кінцевою метою реформ повинно стати створення фінансово спроможних і
самодостатніх територіальних громад. А держава повинна сприяти цьому, а не постійно
забезпечувати процес функціонування громад.
Таким чином, створення умов стабільного розвитку територіальних громад, на нашу думку,
проходить певні стадії:
1) Мінімізація збитків, досягнення беззбитковості та формування умов самодостатності у
фінансовому забезпеченні.
2) Досягнення прибутковості та рентабельності.
3) Досягнення рівня фінансової стійкості, достатнього для сталого розвитку територій.
З врахуванням зазначених стадій доцільно регулювати обсяги державних видатків на розвиток
територіальних громад. Найбільшу фінансову допомогу з боку держави територіальні громади
потребують на перших двох стадіях. Безумовно, що перш за все території необхідно вивести з
кризового стану, забезпечити, як мінімум можливість досягнення беззбитковості (перша стадія). На
другій стадії роль держави набуває особливого значення, оскільки отримання прибутку та досягнення
рентабельності територіальних громад не гарантує переходу територій до сталого розвитку.
На третій стадії, залишається необхідною потреба у зовнішньому фінансуванні з боку
держави. Але на цьому етапі більшість територій вже повинна знаходиться на тому рівні фінансової
стійкості, на якому більшу частину її прибутковості і рентабельності можливо забезпечити за
рахунок внутрішньогалузевих ресурсів та можливостей. Відсутність у подальшому підвищення рівня
фінансування на розвиток територіальних громад державою зумовлена тим, що основною метою
процесу децентралізації та оптимізації фінансового механізму управління, на нашу думку, є не
принцип максимізації прибутку, а принцип створення умов сталого розвитку за рахунок
оптимального використання власних фінансових і матеріальних ресурсів.
З урахуванням зазначених особливостей, можливо запропонувати таку схему управління
державним фінансуванням розвитку територіальних громад.
На перших двох стадіях доцільним є експоненційне зростання обсягів державної підтримки.
На третій стадії, зникає необхідність стрімкого зростання видатків, їх можливо зафіксувати на
певному достатньому для підтримки сталого розвитку рівні. Таку ситуацію найкраще можливо
описати логістичною кривою.
На нашу думку для того, щоб описати динаміку зміни обсягів фінансування територіальних
громад на перших двох стадіях доцільно використати математичний апарат опису динамічних
систем – диференційні рівняння. Існує потреба у моделюванні динаміки та обсягів, по-перше,
Економічний вісник університету | Випуск № 36/1
289
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
додаткового фінансування для досягнення беззбитковості діяльності громад; по-друге – загального
обсягу необхідних фінансових ресурсів.
Приріст обсягів додаткового фінансування dN громад в деякому інтервалі часу t буде
пропорційним величині обсягів фінансування – N. Цей приріст пропорційний довжині малого
інтервалу. Приписуючи цю властивість функції, що розглядається як безперервна, одержуємо:
dN = εN dt,
(1)
де ε – постійний коефіцієнт пропорційності, що виражає відношення швидкості приросту
обсягів фінансування
З рівняння
dN
до N. Назвемо його коефіцієнтом приросту обсягів фінансування.
dt
dN
= εN
dt
інтегруванням одержимо
N = N0 е ε (t − t 0) ,
(2)
де Т = t – t0
Це експоненціальний закон, сутність якого полягає в тому, що при зростанні часу в
арифметичній прогресії, обсяги фінансування змінюються в геометричній прогресії.
Практично можливо визначити число ε, що характеризує темп зміни обсягів додаткового
фінансування громад. Дійсно, за час Т = t – t0 обсяги фінансування збільшуються в еεТ раз, що більше,
дорівнює чи менше одиниці, у залежності від того, збільшується, зменшується чи залишається
незмінним обсяг фінансування. При цьому ε не залежить від початкового моменту часу.
Таким чином, для опису динаміки зміни обсягів додаткового фінансування для досягнення
беззбитковості громад можливо запропонувати функцію (2). Динаміку зміни обсягів державного
фінансування також можливо описати функцією (2).
Модель, описана формулою (2) є певною мірою ідеалізованою, оскільки ми вважали, що
зовнішнє середовище незмінне. Якщо ж вважати, що це середовище повільно змінюється, то для
короткого відрізку часу можливо вважати, що задача залишається незмінною. Але тоді коефіцієнт
приросту
1 dN
повільно мінявся б зі зміною зовнішніх умов. Якби був відомий цей закон змін, то
N dt
мало би місце диференціальне рівняння:
dN
= ε(t) N (t).
dt
(3)
Таким чином, варто сформулювати гіпотезу про залежність коефіцієнтів приросту від функції
N і часу t. Цю гіпотезу математично запишемо у вигляді функцій від N, відкіля одержуємо
диференціальні рівняння:
1 dN i
= f ( N 1 , N 2 ,... N p ).
N i dt
(4)
dN
ε 2
= εN –
N ,
dt
К
(5)
Якщо ж коефіцієнти приросту залежать не тільки від миттєвої величини N1, але і від значень у
попередні періоди, їх не можливо розглядати як функції від N1. У цьому випадку виникає необхідність
розглядати складні інтегро-диференціальні рівняння, що дає можливість при модулюванні фінансових
ресурсів територіальних громад врахувати зовнішні можливості стабілізації її фінансового стану. Ними,
на нашу думку, можуть бути пошук додаткових інвестиційних ресурсів, поряд з видатками бюджету;
впровадження заходів щодо зменшення ресурсо- та енергомісткості та ін.
На третій стадії більш оптимальною моделлю динаміки бюджетного фінансування буде не
експоненційна, а логістична модель. Таким чином, динаміку обсягів фінансових ресурсів, що
формують достатній рівень фінансово-економічної безпеки територіальної громади, можливо
описати логістичним рівнянням:
де ε – постійний коефіцієнт пропорційності, що є відношенням швидкості приросту обсягів
фінансування
290
dN
до N;
dt
Економічний вісник університету | Випуск № 36/1
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
К = Nmax – максимально можливий і безпечний обсяг додаткового бюджетного фінансування
територіальної громади.
Рівняння (5) на відміну від (1) є нелінійним диференціальним рівнянням. Відомо, що нелінійні
залежності краще описують реальні економічні системи.
Рівняння (5) описує динаміку зміни обсягів необхідного додаткового бюджетного фінансування
територіальних громад за умови відсутності зовнішнього впливу на систему, тобто дає можливості
моделювати вплив внутрішніх чинників.
Серед основних внутрішніх резервів зниження обсягів необхідного фінансування відзначимо,
в першу чергу, оптимізація системи управління власними фінансовими ресурсами, необхідність
зниження собівартості товарів, робіт та послуг за рахунок зменшення ресурсо- та енергомісткості,
непродуктивних втрат ресурсів і т. ін.
Окрім внутрішніх резервів необхідне зовнішнє втручання, що забезпечить можливість
зменшення обсягів необхідного фінансування.
Для того, щоб описати динаміку процесу додаткового фінансування територіальних громад з
урахуванням зовнішніх чинників, пропонуємо використати модель:
ε 2
dN
= εN –
N – q,
К
dt
(6)
де q – складова, що враховує інтенсивність впливу.
Основним фактором зовнішнього впливу є неконкретизованість економічних прав
територіальних громад України та невизначеність механізмів їх реалізації. Так в Україні наявні
територіальні громади, що позбавлені реальної можливості управління земельними ресурсами,
що є основою їхнього розвитку; не завжди територіальні громади мають можливість реалізувати
свої права на комунальне майно, оскільки відсутні публічні реєстри об’єктів комунальної
власності, які належать окремим громадам; для більшості поселень досі не визначені
територіальні межі, не забезпечено реалізацію механізму правонаступництва на об’єкти
комунальної власності та ін. У зв’язку з цим, зазначена проблема потребує додаткового
дослідження.
На початку процесу реформування адміністративно-територіального устрою на принципах
децентралізації було визначено, що державна підтримка розвитку територіальних громад буде
тривати п’ять років. З них три – вже пройшли. Крім того, як бачимо з наведених у другому розділі
даних, загальна сума підтримки дійсно щорічно зростає, але одночасно зростає і кількість
територіальних громад. Виникає важливе питання – що відбудеться після 2019 року, коли буде
припинена державна підтримка? На нього є одна відповідь – в межах територіальної громади
повинні бути створений механізм беззбиткового її функціонування.
Висновки з даного дослідження і перспективи подальших розвідок у даному напрямку.
Показано, що унаслідок прийняття змін до Податкового кодексу України та Бюджетного кодексу
України суттєво розширені фінансові можливості місцевого самоврядування. На сьогодні держава
здійснює суттєву фінансову підтримку процесу децентралізації. Доведено, що фінансова підтримка
реформ адміністративно-територіального устрою України не повинна перетворитись на
перерозподіл коштів Державного бюджету на користь окремих територіальних громад та їх
об’єднань. Тобто кінцевою метою реформ повинно стати створення фінансово спроможних і
самодостатніх територіальних громад..
В роботі проведене моделювання етапів та умов забезпечення сталого розвитку
територіальних громад. Доведено, що необхідно виокремити три стадії: 1) мінімізація збитків,
досягнення беззбитковості та формування умов самодостатності у фінансовому забезпеченні;
2) досягнення прибутковості та рентабельності; 3) досягнення рівня фінансової стійкості,
достатнього для сталого розвитку територій.
Найбільшу фінансову допомогу з боку держави територіальні громади потребують на перших
двох стадіях. На третій стадії, залишається необхідною потреба у зовнішньому фінансуванні з боку
держави. Але на цьому етапі більшість територій вже повинна знаходиться на тому рівні фінансової
стійкості, на якому більшу частину її прибутковості і рентабельності можливо забезпечити за
рахунок внутрішньогалузевих ресурсів та можливостей.
У зв’язку з цим, запропоновано на перших двох стадіях планувати експоненційне зростання
обсягів державної підтримки. На третій стадії, зникає необхідність стрімкого зростання видатків, їх
можливо зафіксувати на певному достатньому для підтримки сталого розвитку рівні. Таку ситуацію
найкраще можливо описати логістичною кривою.
Економічний вісник університету | Випуск № 36/1
291
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
Література
1. Територіальна громада як базова ланка адміністративно-територіального устрою
України: проблеми та перспективи реформування. − К.: НІСД, 2016. − 61 с.
2. Батанов О.В. Територіальна громада – первинний суб’єкт муніципальної влади в Україні:
поняття та ознаки / О.В. Батанов : [Електронний ресурс]. – Режим доступу:
http://www.cvk.gov.ua/visnyk/pdf/2008_2/visnik_st_13.pdf.
3. Муркович Л. Територіальна громада як суб’єкт місцевого самоврядування в Україні:
теоретичні аспекти / Л. Муркович : [Електронний ресурс]. – Режим доступу:
http://www.dbuapa.dp.ua/vidavnictvo/2010/2010_02%285%29/10mliuta.pdf.
4. Молодожен Ю.Б. Поняття і сутність територіальної громади в системі місцевого
самоврядування України / Ю.Б. Молодожен // Університетські наукові записки: Часопис
Хмельницького університету. – 2006. – № 2. – С. 128-136.
5. Горошкова Л. А. Управління фінансовими потоками програм створення територіальних
громад / Л. А. Горошкова, В. П. Волков, Г. В. Коваленко // Управління проектами та розвиток
виробництва. – 2017. - №1 (61). – С.93-100.
6. Горошкова Л. А. Створення та управління продовольчими ресурсами територіальної
громади / Л. А.Горошкова, В. П. Волков, Р. О. Карбівничий // Управління проектами та розвиток
виробництва. – 2017. - №1 (61). – С.100-108.
7. Горошкова Л. А. Технологія якісного і кількісного управління територіальними громадами
/ Л. А. Горошкова, В. П. Волков, Г. В. Коваленко, Р. О. Карбівничий // Управління проектами та
розвиток виробництва. – 2017. - №2 (62). – С. 29-41.
References
1. Territorial community as a base part of the administrative - territorial device of Ukraine: problems
and prospects of reforming. The analytical report. - К.: NISI, 2016. - 61 p.
2. Batanov О.V. A territorial community - primary subject of municipal authority in Ukraine: concept
and attribute : http://www.cvk.gov.ua/visnyk/pdf/2008_2/visnik_st_13.pdf.
3. Murkovich L.A. territorial community as the subject of local self-management in Ukraine:
theoretical aspects : http://www.dbuapa.dp.ua/vidavnictvo/2010/2010_02%285%29/10mliuta.pdf.
4. Molodozhen Y.B. Concept and essence of a territorial community in system of local selfmanagement of Ukraine // University scientific slip: a magazine of Khmelnitskiy university. - 2006. - № 2.
- P. 128-136.
5. Horoshkova L., Volkov V., Kovalenko G. Management of financial flows of the programs of
creation of territorial communities // Management of the projects and development of manufacture. - 2017.
- №1 (61). – P. 93-100.
6. Horoshkova L., Volkov V., Karbivnychyi Р. Creation and management of food resources of a territorial
community // Management of the projects and development of manufacture. - 2017. - №1 (61). – P. 100-108.
7. Horoshkova L., Volkov V., Kovalenko G., Karbivnychyi Р. Technology of qualitative and
quantitative management of territorial communities // Management of the projects and development of
manufacture. - 2017. - №2 (62). – P. 29-41.
ДАНІ ПРО АВТОРІВ
Горошкова Лідія Анатоліївна, д.е.н., доцент, академік Академії економічних наук України,
професор кафедри підприємництва, менеджменту організацій та логістики
e-mail: goroshkova69@gmail.com
Волков Володимир Петрович, д.т.н., професор, академік Академії економічних наук України,
професор кафедри підприємництва, менеджменту організацій та логістики
e-mail: volkovvp49@gmail.com
Запорізький національний університет,
вул.Жуковського, 66, Запоріжжя 69600, Україна
ДАННЫЕ ОБ АВТОРАХ
Горошкова Лидия Анатольевна, д.э.н., доцент, академик Академии экономических наук
Украины, профессор кафедры предпринимательства, менеджмента организаций и логистики
e-mail: goroshkova69@gmail.com
Волков Владимир Петрович, д.т.н., профессор, академик Академии экономических наук
Украины, профессор кафедры предпринимательства, менеджмента организаций и логистики
292
Економічний вісник університету | Випуск № 36/1
ФІНАНСИ, ГРОШОВИЙ ОБІГ ТА КРЕДИТ
e-mail: volkovvp49@gmail.com
Запорожский национальный университет,
ул.Жуковского, 66, Запорожье 69600, Украина
DATA ABOUT THE AUTHORS
Goroshkova Lidiia, D. Sc. in Economics, Professor of the Chair of entrepreneurship, management
of organizations and logistics,
e-mail: goroshkova69@gmail.com
Volkov Vladimir, D. Sc. in technical, professor, Professor of the Chair of entrepreneurship,
management of organizations and logistics,
e-mail: volkovvp49@gmail.com
Zaporizhzhya National University,
Zhukovskogo str., 66 Zaporizhzhya 69600 Ukraine
УДК 338.242.2
ВДОСКОНАЛЕННЯ ДЕРЖАВНОЇ ФІНАНСОВОЇ ПОЛІТИКИ ПІДТРИМКИ ПУБЛІЧНОПРИВАТНОГО ПАРТНЕРСТВА ЯК ІНСТРУМЕНТУ СОЦІАЛЬНОГО РОЗВИТКУ
Качула С.В.
Предметом дослідження є теоретичні та практичні питання державної фінансової
політики розвитку публічно-приватного партнерства в Україні.
Мета дослідження: аналіз впливу державної фінансової політики на становлення публічноприватного партнерства (ППП) в Україні як інструменту реалізації соціальних цілей
держави/органів місцевого самоврядування і окреслення напрямів удосконалення фінансового
інструментарію підтримки пріоритетних соціальних проектів ППП.
Методи дослідження. У роботі застосовано сукупність наукових методів і підходів, у тому
числі аналізу, системний, порівняльний, що дозволило реалізувати концептуальну єдність
дослідження.
Результати роботи. У статті розглянуто питання розвитку публічно-приватного
партнерства (ППП) як інструменту соціального розвитку. Показано, що сьогодні важливим
завданням державної фінансової політики є подальший розвиток публічно-приватного
партнерства, як інструменту забезпечення ефективного фінансування суспільного
розвитку. Проаналізовано нормативно-правову базу у аспекті регулювання державної
фінансової підтримки проектів ППП в Україні. Визначено основні чинники, що впливають на
дієвість інструментарію державної фінансової політики підтримки ППП в сучасних умовах
функціонування національної соціально-економічної системи.
Галузь застосування результатів: система державного фінансового регулювання,
державна фінансова політика.
Висновки. Удосконалення напрямів фінансування проектів ППП повинне здійснюватися у
руслі підвищення результативності використання бюджетних коштів, удосконалення
середньо- та довгострокового бюджетного прогнозування та планування, наукового
обгрунтування пріоритетів суспільного розвитку. Вдосконалення інструментарію державної
фінансової політики в Україні для вирішення пріоритетних цілей суспільного розвитку
необхідно здійснювати з урахуванням сформованого інституційного середовища та
можливостей його покращення, поглиблення процесів децентралізації та стану державних і
місцевих фінансів, дотриманням вимоги бюджетної стійкості та боргової безпеки.
Ключові слова: публічно-приватне партнерство (ППП), соціальний розвиток, бюджетні
кошти, державна фінансова політика.
IMPROVEMENT OF THE STATE FINANCIAL POLICY OF SUPPORT OF PUBLIC-PRIVATE
PARTNERSHIPS AS AN INSTRUMENT FOR SOCIAL DEVELOPMENT
Kachula S.V.
The subject of research are theoretical and practical questions of the state financial policy of the
development of Public-Private Partnership in Ukraine as an instrument of social development.
© Качула С.В., 2018
Економічний вісник університету | Випуск № 36/1
293
|
|
https://openalex.org/W2140341406
|
https://aacr.figshare.com/articles/journal_contribution/Supplementary_Figure_Legend_from_Personalizing_the_Treatment_of_Pediatric_Medulloblastoma_Polo-like_Kinase_1_as_a_Molecular_Target_in_High-Risk_Children/22400492/1/files/39846257.pdf
|
English
| null |
Personalizing the Treatment of Pediatric Medulloblastoma: Polo-like Kinase 1 as a Molecular Target in High-Risk Children
|
Cancer research
| 2,013
|
cc-by
| 859
|
Supplementary Table S2. Summary of the pediatric MB patients included in the
study Validation cohort. All of the children were referred to The Hospital for Sick
Children (Sick Kids), Toronto, ON. Supplementary Table S3. PAM class prediction validation for MB subgroup
assignment of Discovery cohort and cultured cells. Supplementary Figure Legends Supplementary Table S2. Summary of the pediatric MB patients included in the
study Validation cohort. All of the children were referred to The Hospital for Sick
Children (Sick Kids), Toronto, ON. Supplementary Figure Legends
Supplementary Table S1. Summary of the pediatric MB patients included in the
study Discovery cohort. All of the children were referred to the British Columbia
Children’s Hospital between 1986-2011. Supplementary Figure Legends
Supplementary Table S1. Summary of the pediatric MB patients included in the
study Discovery cohort. All of the children were referred to the British Columbia
Children’s Hospital between 1986-2011. Supplementary Table S4. PAM class prediction validation for MB subgroup
assignment of Validation cohort. Supplementary Figure S1. MB survival in Validation cohort is stratified by
molecular subtype. Subtype is a prognostic marker for (A) progression-free survival
(n=55, Breslow P=0.186) and (B) overall survival (n=58, Breslow P=0.005) in the
Validation cohort. SHH and Group 3 MB did not statistically vary in outcome
(Progression-free survival, n=55, P=0.526; Overall Survival, n=58, P=0.814). (C)
Patients as well as four MB cell lines were subtyped into the different categories based on
gene expression and represented using a heatmap (Red= high expression, Green= low Supplementary Table S3. PAM class prediction validation for MB subgroup
assignment of Discovery cohort and cultured cells. Supplementary Table S4. PAM class prediction validation for MB subgroup
assignment of Validation cohort. Supplementary Table S4. PAM class prediction validation for MB subgroup
assignment of Validation cohort. plementary Figure S2. PLK1 is invariably expressed between patient cohorts Supplementary Figure S2. PLK1 is invariably expressed between patient cohorts
and between MB subgroups. Using NanoString nCounter analysis, (A) the average of
all MB patient samples were significantly higher then the normal cerebellum and found at
similar levels between Discovery (n=63) and Validation cohorts (n=58) (T-test, P=0.625). (B) The Grubb’s test was used to remove single outliers from both data sets. PLK1 was
invariably expressed across all four MB subgroups in both the Discovery cohort
(Kruskal-Wallis, P=0.071) and Validation cohort (Kruskal-Wallis, P=0.743). (C)
Progression or relapse free survival (Log rank P=0.457, Breslow P=0.666) and overall
survival (Log rank P=0.158, Breslow P=0.164) between cohorts is not significantly
different. Supplementary Figure S1. MB survival in Validation cohort is stratified by Supplementary Figure S1. MB survival in Validation cohort is stratified by
molecular subtype. Subtype is a prognostic marker for (A) progression-free survival
(n=55, Breslow P=0.186) and (B) overall survival (n=58, Breslow P=0.005) in the
Validation cohort. SHH and Group 3 MB did not statistically vary in outcome
(Progression-free survival, n=55, P=0.526; Overall Survival, n=58, P=0.814). (C) Patients as well as four MB cell lines were subtyped into the different categories based on
gene expression and represented using a heatmap (Red= high expression, Green= low expression). Cell lines (ONS76, UW228, UW426, DAOY) were all statistically classified
as SHH (PAM= 1.0E+00). Supplementary Figure S5. MB cell PLK1 inhibition morphology using Supplementary Figure S6. MB cell lines treated with anti-cancer drugs. (A) BI2536 inhibited the self-renewal of Daoy tumorspheres when treated with 5 or
10nM BI2536 for 6 days. (B) The ONS76 and UW426 cells responded to
chemotherapeutic agents- vincristine, cisplatin and etoposide in 72hr cell growth assays. Supplementary Figure S5. MB cell PLK1 inhibition morphology using Supplementary Figure S5. MB cell PLK1 inhibition morphology using
immunofluorescence. PLK1 was inhibited in Daoy cells using siPLK1 or 10nM BI2536
for 24hrs the stained for alpha-tubulin (green), pericentrin (red), and DAPI nuclear
staining (blue). Supplementary Table S5. Univariate and multivariate analyses of clinical,
pathological and biological endpoints in the Validation cohort. Supplementary Table S5. Univariate and multivariate analyses of clinical,
pathological and biological endpoints in the Validation cohort. Supplementary Figure S3. BI2536 sensitivity depends on PLK1 expression in
primary MB cells. (A) Primary cultured Group 4 MB BT025 retained gene expression
characteristics of tumor of origin as demonstrated using NanoString analysis of mRNA
extracted from primary cultured cells and FFPE tissue from matched patient tumor. (B)
qRT-PCR analysis of PLK1 mRNA confirms low expression in BT025 relative to hNSC
and Daoy. (C) BT014 were not responsive to 10nM BI2536 (6 day treatment) (scale bar=140μm). (D) PLK1 mRNA levels in freshly isolated patient-derived MB samples
(BTX001, BT006, BT007, BT008, BT274), relative to normal human astrocytes (HA). All mRNA levels were quantified by qRT-PCR. Supplementary Figure S4. MB cells lines expressing PLK1 experience cell cycle
arrest and reduced proliferation with PLK1 inhibition. (A) PLK1 transcript levels
were measured in normal cerebellum, MB cell lines, and patient samples corresponding
to culture samples BTX001 and BT014 using NanoString nCounter analysis. (B) PLK1
protein was assessed in Daoy, ONS76 and UW426 MB cell lines. (C) The ONS76 and
UW426 cells were sensitive to BI2536 as it inhibited growth in a time and dose-
dependent manner. (D) The percent of Ser10 phosphorylated histone H3 positive Daoy
cells was measured using high content screening over a 72hr timecourse to examine cell
cycle G2/M arrest.
|
W2017171592.txt
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0067759&type=printable
|
en
|
Association of Serum Uric Acid with 2-Hour Postload Glucose in Chinese with Impaired Fasting Plasma Glucose and/or HbA1c
|
PloS one
| 2,013
|
cc-by
| 5,937
|
Association of Serum Uric Acid with 2-Hour Postload
Glucose in Chinese with Impaired Fasting Plasma
Glucose and/or HbA1c
Hong-Qi Fan1., Wei Tang2., Zhi-Xiao Wang1., Su-Juan Wang1, Yue-Hua Qin1, Qi Fu1, Yuan Gao1,
Min Sun1, Mei Zhang1, Hong-Wen Zhou1, Tao Yang1*
1 Department of Endocrinology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China, 2 Department of Endocrinology, The Affiliated Jiangyin
Hospital of Southeast University Medical College, Jiangyin, Jiangsu, China
Abstract
Objective: To examine whether serum uric acid (SUA) is associated with 2-hour postload glucose (2-h PG) in Chinese with
impaired fasting plasma glucose (IFG) and/or HbA1c (IA1C).
Research Design and Methods: Anthropometric and biochemical examinations, such as SUA concentration, were
performed in 3763 individuals from all the villages in Baqiao County, China. A 75-g oral glucose tolerance test (OGTT) was
conducted in 1197 Chinese with prediabetes as having IFG (110# fasting plasma glucose [FPG] ,126 mg/dl and HbA1c
,6.5%), IA1C (5.7% # HbA1c ,6.5% and FPG ,126 mg/dl), or both.
Results: The present study included 1197 participants with IFG and/or IA1C (mean age 56.5610.3 years; 50.6% men). In
multivariate linear regression, after adjustment for gender, age, smoking and drinking, body mass index (BMI), systolic and
diastolic blood pressure (SBP, DBP), lipid profiles, logarithmic transformed C-reactive protein (log-CRP), estimated
glomerular filtration rate (e-GFR), FPG and HbA1c, with a 1-mg/dl increment of SUA, 2-h PG increased by 5.0460.72
(P,0.001), 3.0661.08 (P = 0.001), 5.4061.26 (P,0.001), and 2.3462.16 mg/dl (P = 0.056) in all participants, in participants
with normal glucose tolerance (NGT), with impaired glucose tolerance (IGT), and with 2-h newly diagnosed diabetes (2-h
NDM, with 2-h PG $200 mg/dl), respectively. In both men and women, 2-h PG increased progressively and significantly
from the lower to the upper SUA tertiles (P,0.001). Moreover, in multivariate logistic regression, 1-standard deviation (SD;
1.53 mg/dl) increment of SUA was significantly associated with a 36% higher risk for 2-h NDM (Odds ratio [CI 95%]: 1.36
[1.09–1.99]; P = 0.03).
Conclusions: SUA is significantly associated with 2-h PG in Chinese with IFG and/or IA1C.
Citation: Fan H-Q, Tang W, Wang Z-X, Wang S-J, Qin Y-H, et al. (2013) Association of Serum Uric Acid with 2-Hour Postload Glucose in Chinese with Impaired
Fasting Plasma Glucose and/or HbA1c. PLoS ONE 8(7): e67759. doi:10.1371/journal.pone.0067759
Editor: Yiqing Song, Brigham & Women’s Hospital, and Harvard Medical School, United States of America
Received March 2, 2013; Accepted May 22, 2013; Published July 3, 2013
Copyright: ß 2013 Fan et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This study was supported by grants from the National Natural Science Foundation of China (81100578), the National Key Technologies R&D Program of
China, during the 11th Five-Year Plan Period (2007BAI07A10) and the Jiangsu Province Science and Technology Support Program (BE2009613).
Competing Interests: The authors have declared that no competing interests exist.
* E-mail: yangt@njmu.edu.cn
. These authors contributed equally to this work.
[IA1C] of 5.7–6.4%) are at high risk of future type 2 diabetes, with
70% of them developing type 2 diabetes within 10 years [10].
More importantly, patients with prediabetes seem to share the
similar concomitant damage to end target organs, as patients with
diabetes [11].
High blood glucose concentration or elevated HbA1c was
shown to be a risk factor for cardiovascular complications, even in
nondiabetic individuals [12]. Although the underlying mechanism
is still controversial, fasting plasma glucose (FPG) and HbA1c, the
most common glycemic indexes, could not completely explain the
observed risk. Recently, in the Diabetes Epidemiology: Collaborative Analysis of Diagnostic Criteria in Europe (DECODE) study,
it was demonstrated that FPG concentrations alone could not
identify individuals at increased risk of cardiovascular complications associated with hyperglycemia, and the oral glucose tolerance
Introduction
Serum uric acid (SUA), the end product of purine metabolism,
possesses both antioxidant and pro-oxidant properties, which
depend on its chemical microenvironment. In clinical investigations, SUA was reported to be associated with gout, hypertension,
atherosclerosis, metabolic syndrome, diabetes and prediabetes [1–
3]. More recently, hyperuricemia was documented in subjects with
cardiovascular diseases [4] and recognized as an independent
predictor of myocardial infarction and stroke [5].
On the other hand, type 2 diabetes is a recognized and
independent risk factor for cardiovascular disease [6–8], even in
the absence of coronary artery disease or hypertension [9].
Patients with prediabetes (based on impaired fasting glucose
[IFG], impaired glucose tolerance [IGT], or impaired HbA1c
PLOS ONE | www.plosone.org
1
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
test (OGTT) could provide additional prognostic information [13].
In addition, in the Diabetes Control and Complications Trial, it
was reported that the degree of glucose load, which was not
completely reflected by mean HbA1c, was more strongly
associated with the observed risk of cardiovascular diseases [14].
Although many studies have indicated a critical role of postload
glucose in the development of complications, the postchallenge
values are still frequently being neglected [15]. This is probably
due to the inconvenience and costs of an OGTT measurement.
Considering the importance of postload hyperglycemia in the
DECODE study [13] and others [14,16,17], and the crucial role of
SUA in the development of cardiovascular diseases [2–5], we
therefore aimed to investigate the association of SUA and 2-h PG
in patients with IFG and/or IA1C.
Laboratory Determinations
All laboratory measurements were performed after a fasting of
at least 12 h. Plasma glucose (with an intra-assay coefficient of
variation [CV] of 2.4% and interassay CV of 3.5%), triglyceride,
total and low-density lipoprotein (LDL) and high-density lipoprotein (HDL) cholesterol concentrations, serum creatinine, and SUA
were measured by enzymatic methods (Chemistry Analyzer
Au2700, Olympus Medical Engineering Company, Japan).
Hyperuricemia was defined as $7 mg/dl (in men) or $6 mg/dl
(in women). Serum insulin was assessed in duplicate by a highly
specific radioimmunoassay using two monoclonal antibodies
(intra-assay CV, 2.5%; interassay CV, 3.7%). C-reactive protein
(CRP) was measured by a high-sensitivity turbidimetric immunoassay (Behring, Marburg, Germany). Values of estimated glomerular filtration rate (e-GFR; mL/min/1.73 m2) were calculated by
using the equation proposed by investigators in the Chronic
Kidney Disease Epidemiology (CKD-EPI) Collaboration [19].
A simplified 75-g OGTT was performed with 0-, 30-, and 120min sampling for plasma glucose and insulin after a fasting of at
least 12 h. Then, 1197 participants were classified into three
groups according to the OGTT results (normal glucose tolerance
[NGT], 2-h PG ,140 mg/dl; impaired glucose tolerance [IGT],
140#2-h PG ,200 mg/dl; 2-h newly diabetes mellitus [2-h
NDM], 2-h PG $200 mg/dl). Hepatic insulin sensitivity was
evaluated by HOMA with the equation: (fasting glucose [mmol/L]
6fasting insulin [mU/L])/22.5. Whole body Insulin sensitivity
index was evaluated by the Matsuda index with the equation:
10,000/square root of (fasting glucose6fasting insulin) 6 (mean
glucose6mean insulin during OGTT). The Matsuda index is
strongly related to the euglycemic hyperinsulinemic clamp, the
gold standard assessment of insulin sensitivity [20].
Methods
Study Population
The present study was conducted from January to May in
2010 in the framework of routine health examinations in all the
villages in Baqiao County in Gaoyou, a newly established rural
residential area about 299 kilometers northwest to Shanghai,
China. Study protocol was approved by the Ethics Committee of
the First Affiliated Hospital of Nanjing Medical University. From
the local authorities, we obtained the population data of 10008
inhabitants aged from 18 to 74 years. Proportionately stratified
random sampling was used to select a representative sample from
the total population, and the population size was set at 5000
participants. 3918 individuals, out of the 5000 (78.4%), participated after having given informed written consent. 155 individuals
were excluded from the present study, because they had
established diabetes (n = 82; defined as the use of glucose-lowering
agents, or diagnosed diabetes, or both), missing information on
history of diabetes (n = 17), FPG (n = 18) or HbA1c (n = 8), selfreported gout or using of allopurinol or uricosuric agents (n = 30).
After further exclusion of individuals with normal FPG
(,110 mg/dl) and HbA1c (,5.7%) (n = 1831) and newly diabetes
(FPG$126 mg/dl, or HbA1c$6.5% or both [n = 272]), 1660
individuals, out of the 3763, with IFG (110#FPG,126 mg/dl
and HbA1c,6.5%), or IA1C (HbA1c: 5.7% # HbA1c,6.5% and
FPG,126 mg/dl), or both, were selected and invited for further
OGTT, and eventually 1197 individuals with prediabetes as
having IFG and/or IA1C participated in the present study.
Statistics Analysis
SAS software, version 9.1 (SAS Institute Inc), was applied for
database management and statistical analyses. Skewed variables
were log-transformed. Means and proportions were compared by
ANOVA and Fisher’s exact test, respectively. Multivariate linear
regression was applied to investigate the determinants of 2-h PG in
patients with different glucose tolerance (NGT, IGT, 2-h NDM) in
a full adjustment model including covariables of age, BMI, current
smoking and drinking habits, SBP and DBP, lipid parameters, eGFR, FPG, HbA1c and logarithmic transformed CRP (log-CRP).
Multivariate logistic regression was used to study risk factors of 2-h
NDM (0, 1) in a stepwise model, with age, FPG and HbA1C
forced in the model. We stratified the participants into three
groups by the tertiles of their SUA in men and women,
respectively, and investigated their association with 2-h PG by
general linear model analysis. Gender interaction analysis was
performed by general linear model analysis with gender, SUA and
gender*SUA put in the model. Correlations of log-CRP and
insulin sensitivity with SUA were studied with Pearson’s method.
P,0.05 was considered statistically significant.
Field Work
Blood pressure (BP) was measured by trained physician using a
mercury sphygmomanometer according to the guidelines of the
British Hypertension Society [18]. After at least 5 min rest, BP was
measured five times with 2-minute interval on the right arm of
each participant in the sitting position. These five readings were
averaged for further analysis. Hypertension was defined as systolic
BP (SBP) at least 140 mmHg and/or diastolic BP (DBP) at least
90 mmHg, and/or use of antihypertensive medication. The same
observer also administered a standardized questionnaire to collect
information on medical history, smoking habits, alcohol consumption, and the use of medications. Smoking and drinking were
defined as at least smoking one cigarette per day or drinking once
per week in the past year, respectively. Body weight and body
height were measured in each participant, and BMI was calculated
as a ratio of the body weight in kilograms to the square of the
height in meters.
PLOS ONE | www.plosone.org
Results
Study Population
Characteristics of the 1197 patients with IFG and/or IA1C are
presented in Table 1 according to their glucose tolerance, with
NGT (n = 837), IGT (n = 309), and 2-h NDM (n = 51). There was
no significant difference among the three groups in drinking
(P = 0.10), DBP (P = 0.05), HDL (P = 0.05), LDL (P = 0.05),
creatinine (P = 0.19), and e-GFR (P = 0.52), but a significant
difference in gender distribution (P = 0.01). Furthermore, from
NGT to 2-h NDM group, a gradual and significant increasing
2
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
In Table 3, multivariate stepwise logistic regression was
performed to determine the influential factors of 2-h NDM, with
adjustment for age, FPG and HbA1C forced in the model and
gender, smoking and drinking, BMI, SBP, DBP, total cholesterol,
HDL and LDL, triglycerides, SUA, e-GFR and log-CRP. In
addition to age, FPG and HbA1c, SUA was the only factor
significantly associated with 2-h NDM (OR = 1.36 [1.09–1.99];
P = 0.03).
Of note, SUA was also significantly associated with log-CRP
(r = 0.25, P = 0.001) and whole body insulin sensitivity calculated
by Matsuda index (r = 20.28, P,0.001) (Fig. 2) but not hepatic
insulin sensitivity calculated by HOMA (r = 20.06, P = 0.084).
trend was observed in age (P = 0.001), BMI (P,0.001), SBP
(P,0.001), total cholesterol (P = 0.04), triglycerides (P,0.001),
Log-CRP (P = 0.007), FPG (P,0.001), HbA1c (P,0.001), SUA
(P = 0.002) and proportion of hyperuricemia (P = 0.002) and
hypertension (P,0.001), but a decreasing trend in the proportion
of smoking (P = 0.03).
Multivariate Analyses
Multiple lineal regression analysis was performed to test the
independent association between SUA and 2-h PG, with
adjustment for gender, age, smoking and drinking, BMI, SBP,
DBP, total cholesterol, HDL and LDL, triglycerides, log-CRP, eGFR, FPG and HbA1c. With a 1-mg/dl increment of SUA, 2-h
PG increased by 5.0460.72 (P,0.001), 3.0661.08 (P = 0.001),
5.4061.26 (P,0.001), and 2.3462.16 mg/dl (P = 0.056) in all
participants, in participants with NGT, with IGT, and with 2-h
NDM, respectively (Table 2). Other independent predictors of 2-h
PG were age, BMI, SBP, FPG and HbA1c in all participants; SBP
and FPG in participants with NGT; smoking, LDL and HbA1c in
participants with IGT; and smoking in participants with 2-h
NDM.
In Figure 1, 2-h PG levels across gender-specific tertiles of SUA
were present. In multivariate general linear regression, 2-h PG
gradually and significantly increased from the lower to the upper
SUA tertiles in both genders. Although women had a higher 2-h
PG than men at each tertile of SUA levels, there was no significant
interaction between the gender and the SUA level (P for
interaction = 0.89).
Discussion
The main finding of this study was that elevated SUA in
individuals with prediabetes, defined as IFG and/or IA1c, was
significantly associated with higher 2-h PG and risk of type 2
diabetes, independent of FPG, HbA1c and other recognized risk
factors.
Currently, gout and renal disorders were considered as the main
consequences of hyperuricemia, and SUA was recognized as a
potential risk factor for hypertension [1,21], stroke [5,22], and
cardiovascular diseases [23] More recently, some studies suggested
that type 2 diabetes was strongly associated with hyperuricemia,
and lowering SUA was related to the decreased incidence of
diabetes [24]. Some epidemiological studies also indicated that
mild-to-moderate elevated FPG was positively associated with
SUA, whereas modest or extremely elevated FPG was inversely
Table 1. Characteristics in patients with prediabetes according to glucose tolerance.
Variables
All (n = 1197)
NGT (n = 837)
IGT (n = 309)
2-h NDM (n = 51)
P
Male gender, n (%)
606 (50.6)
447 (53.4)
136 (44.0)
23 (45.1)
0.01
Age, years
56.5610.3
55.8610.6
57.569.4
60.868.8
0.001
Smoking (%)
430 (35.9)
321 (38.4)
95 (30.7)
14 (27.5)
0.03
Drinking (%)
285 (23.7)
211 (25.2)
67 (21.7)
7 (13.7)
0.10
,0.001
BMI, kg/m
2
24.963.2
24.563.1
25.563.3
25.763.5
SBP, mm Hg
141.4620.1
139.8619.7
145.1621.1
146.6620.7
,0.001
DBP, mm Hg
87.669.8
87.269.8
88.769.7
88.268.9
0.05
Hypertension (%)
320 (26.7)
189 (22.6)
105 (34.0)
26 (51.0)
,0.001
Total cholesterol, mmol/l
5.1460.99
5.0961.00
5.2460.96
5.3161.01
0.04
HDL cholesterol, mmol/l
1.3060.31
1.3160.30
1.2760.31
1.2660.30
0.05
LDL cholesterol, mmol/l
3.0660.71
3.0360.72
3.1460.69
3.1560.72
0.05
Triglycerides, mmol/l
1.6461.53
1.5161.36
1.9161.88
2.0461.76
,0.001
Log-CRP, mmol/l
0.9260.91
0.8660.95
1.0360.86
1.1960.78
0.007
Creatinine, mmol/l
68.1616.3
68.7616.4
66.7616.3
68.9614.9
0.19
FPG, mg/dl
104.40612.60
102.62610.87
108.04612.72
111.62610.86
,0.001
2-h PG, mg/dl
7.061.3
5.961.2
9.060.9
12.361.2
,0.001
HbA1c, %
5.960.3
5.960.3
6.060.3
6.260.4
,0.001
SUA, mg/dl
5.161.5
5.061.5
5.361.6
5.661.8
0.001
Hyperuricemia (%)
170 (14.2)
103 (12.3)
53 (17.2)
14 (27.5)
0.002
e-GFR, ml/min per 1.73 m2
97.8616.0
98.4616.1
98.0616.2
97.8614.2
0.52
Data were presented as mean (6 SD) or number (%). Means and proportions were compared by ANOVA and Fisher’s exact test, respectively. P values testing the overall
difference among NGT, IGT and 2-h NDM groups. Definitions of hypertension, hyperuricemia, 2-h NDM (2-h newly diagnosed diabetes) were in methods. BMI, body
mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; HDL, high density lipoprotein; LDL, low density lipoprotein; log-CRP, logarithmic transformed Creactive protein; FPG, fasting plasma glucose; 2-h PG, 2 hour postload glucose; SUA, serum uric acid; e-GFR, estimated glomerular filtration rate. International system of
units (SI) conversion: plasma glucose 1 mg/dl = 1/18 mmol/l; SUA 1 mg/dl = 59.5 mmol/l.
doi:10.1371/journal.pone.0067759.t001
PLOS ONE | www.plosone.org
3
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
Table 2. Muiltiple linear regression analysis between 2-h PG and different covariates in the entire study population and in groups
with different glucose tolerance.
All (n = 1197)
NGT (n = 837)
IGT (n = 309)
b ± SE
P
b ± SE
SUA, mg/dl
5.0460.72
,0.001
3.0661.08
0.001
Age, +10 years
0.2060.06
0.001
0.0760.04
0.10
P
b ± SE
2-h NDM (n = 51)
P
b ± SE
5.4061.26
,0.001
2.3462.16
0.056
20.0160.01
0.87
0.1960.29
0.53
P
Smoking (1 = yes, 2 = no)
0.2160.15
0.18
0.1060.11
0.38
0.3160.14
0.03
0.8260.76
0.04
Drinking (1 = yes, 2 = no)
0.0960.15
0.55
0.0760.11
0.50
0.0360.15
0.82
0.4660.78
0.56
BMI, kg/m2
0.0560.02
0.006
0.0260.01
0.18
0.0260.02
0.27
0.0260.06
0.76
0.41
SBP, +10 mm Hg
0.1160.04
0.06
0.0660.03
0.05
0.0460.03
0.17
0.160.1
DBP, +10 mm Hg
0.0260.08
0.75
0.0860.06
0.88
0.0260.07
0.74
0.260.3
0.62
Total cholesterol, mmol/l
0.2360.24
0.33
0.4260.16
0.80
0.4260.24
0.09
1.7360.99
0.09
HDL cholesterol, mmol/l
20.1560.32
0.64
20.3160.23
0.16
20.5660.31
0.07
21.1061.22
0.37
LDL cholesterol, mmol/l
0.2460.29
0.41
0.0960.20
0.63
0.5960.30
0.05
1.7661.27
0.17
Triglycerides, mmol/l
0.1060.07
0.13
0.0160.05
0.83
0.0960.06
0.14
0.1460.19
0.45
Log-CRP, mmol/l
0.0360.05
0.59
0.0360.04
0.43
0.0260.05
0.75
0.1360.31
0.67
FPG, mg/dl
0.6460.08
,0.001
0.2260.07
0.001
0.1360.07
0.06
0.4360.29
0.14
HbA1c, %
1.2460.21
,0.001
0.0860.16
0.60
0.4960.19
0.01
1.1060.64
0.09
0.00260.002
0.32
20.00160.002
0.39
0.00260.003
0.49
0.00160.013
0.93
e-GFR, ml/min per 1.73 m
2
Multiple linear regression analysis was performed to investigate the determinants of 2-h postload glucose, after adjustment for gender, age, smoking and drinking, BMI,
SBP, DBP, total cholesterol, HDL and LDL, triglycerides, log-CRP, e-GFR, FPG and HbA1c. Values were regression coefficient (b) 6 standard error (SE). Definitions of NGT
(normal glucose tolerance), IGT (impaired glucose tolerance) and 2-h NDM (2-h newly diagnosed diabetes) were in methods. SUA, serum uric acid; BMI, body mass index;
SBP, systolic blood pressure; DBP, diastolic blood pressure; HDL, high density lipoprotein; LDL, low density lipoprotein; log-CRP, logarithmic transformed C-reactive
protein; FPG, fasting plasma glucose; e-GFR, estimated glomerular filtration rate. International system of units (SI) conversion: plasma glucose 1 mg/dl = 1/18 mmol/l;
SUA 1 mg/dl = 59.5 mmol/l.
doi:10.1371/journal.pone.0067759.t002
associated with SUA [25–27]. To data, there were limited studies
on the relation between SUA and postload plasma glucose,
particularly in pre-diabetes, and even the available data were
controversial [26,28]. For instance, in the Qingdao study [27],
Table 3. Multivariate logistic analysis of the risk factors for 2h NDM (n = 1197).
OR (95% CI)
P
Age, years
1.63 (1.14–2.30)
0.007
HbA1c, %
1.89 (1.44–2.48)
,0.001
FPG, mg/dl
1.70 (1.28–2.25)
,0.001
1.36(1.09–1.99)
0.03
Forced variables
Selected
SUA, mg/dl
Figure 1. 2-h PG levels across the gender-specific tertiles of
SUA in men (&) and women (m). Mean 2-h PG levels across genderspecific tertiles of SUA resulting from a general linear model were
present, with adjustment for age, smoking and drinking, BMI, SBP, DBP,
total cholesterol, HDL and LDL, triglycerides, log-CRP, FPG, HbA1c and
e-GFR. Vertical lines denoted standard error (SE). Reference values of 2-h
PG were111.78 mg/dl in men and 125.10 mg/dl in women. 2-h PG,
2 hour postload glucose; SUA, serum uric acid; BMI, body mass index;
SBP, systolic blood pressure; DBP, diastolic blood pressure; HDL, high
density lipoprotein; LDL, low density lipoprotein; log-CRP, logarithmic
transformed C-reactive protein; FPG, fasting plasma glucose; e-GFR,
estimated glomerular filtration rate. International system of units (SI)
conversion: plasma glucose 1 mg/dl = 1/18 mmol/l; SUA 1 mg/
dl = 59.5 mmol/l.
doi:10.1371/journal.pone.0067759.g001
PLOS ONE | www.plosone.org
Multivariate stepwise logistic regression was performed to determine the
influential factors of 2-h NDM (0, 1), in which age, FPG and HbA1C were forced
in the model and gender, smoking and drinking, BMI, SBP, DBP, total
cholesterol, HDL and LDL, triglycerides, SUA, log-CRP and e-GFR were
considered as potential influential factors. OR (odds ration) and 95% CI
(confidence interval) was calculated per 10 years in age and per 1-SD in other
quantitative variables and presence against absence in qualitative variables.
Only significant influential factors were shown in the table. 2-h NDM, 2-h newly
diabetes mellitus; BMI, body mass index; SBP, systolic blood pressure; DBP,
diastolic blood pressure; FPG, fasting plasma glucose; HDL, high density
lipoprotein; LDL, low density lipoprotein; SUA, serum uric acid; log-CRP,
logarithmic transformed C-reactive protein; e-GFR, estimated glomerular
filtration rate. International system of units (SI) conversion: plasma glucose
1 mg/dl = 1/18 mmol/l; SUA 1 mg/dl = 59.5 mmol/l.
doi:10.1371/journal.pone.0067759.t003
4
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
Figure 2. Relation between SUA and log-CRP and insulin sensitivity. Insulin sensitivity was calculated by Matsuda index. SUA, serum uric
acid; log-CRP, logarithmic transformed C-reactive protein. International system of units (SI) conversion: plasma glucose 1 mg/dl = 1/18 mmol/l; SUA
1 mg/dl = 59.5 mmol/l.
doi:10.1371/journal.pone.0067759.g002
a 36% higher risk for type 2 diabetes. Therefore, if confirmed, this
simple and inexpensive measurement of SUA levels in individuals
with IFG and/or IA1C would help to screen patients at relatively
low risk of future type 2 diabetes, who would not need for further
OGTT. This finding would be important, considering the heavy
economic burden and expected increasing incidence of type 2
diabetes in rural areas of China. On the other hand, our study also
add to the growing body of evidence suggesting that SUA control
would be beneficial in the prevention or delay of the deterioration
of glucose tolerance in populations at high risk of diabetes.
In consistence with our findings, previous studies also indicated
the significant association between SUA and insulin resistance
predominantly in skeletal muscles [39,40], and the elevated
postload glucose would be attributed to the skeletal muscles
insulin sensitivity [41], the primary contributor to the whole body
insulin sensitivity. This association of SUA with skeletal muscles
insulin resistance could be explained by the proinflammatory
effects of SUA, namely interfering with postload glucose uptake
and impairing blood flow to skeletal muscles [39,40]. In addition,
SUA reduces endothelial NO bioavailability in humans [42],
animals and cell [43,44], increases CRP and oxygen free radicals
production [44], and exerts a direct scavenging effect [45,46]. All
factors would interfere with skeletal muscles insulin sensitivity and
eventually result in the elevated 2-h PG. In keeping with this, the
present study and others showed that CRP was significantly
related to SUA (Fig. 2) even after adjustment for other potential
confounders (data not shown), confirming the role of SUA-induced
inflammation in skeletal insulin resistance. Of note, our findings
also showed that whole body insulin sensitivity, but not hepatic
insulin sensitivity was significantly related to SUA. Since skeletal
muscles insulin sensitivity is the primary contributor to the whole
body insulin sensitivity, it seems reasonable to suppose that the
underlying mechanism, which links SUA to 2-h PG, might be the
SUA-mediated chronic low-grade inflammation and whole body
insulin resistance primarily in skeletal muscles. Moreover, we also
found that the association of SUA with 2-h PG persisted even after
additional adjustment for CRP and whole body insulin sensitivity
(data not shown), indicating the exist of the inflammation- and
insulin resistance-independent pathways that links SUA to 2-h PG,
which need to be investigated in the future studies.
The strength of the present study includes: the simultaneous
measurement of FPG and HbA1c, no usage of any glucoselowering or SUA-lowering agents, and the population-based
design with relatively large sample size and comprehensive
SUA was negatively and significantly associated with 2-h PG at the
higher range of the 2-h PG distribution (2-h PG $144 mg/dl), but
not at the normal range of 2-h PG. However, in another clinical
study, SUA was significantly and positively correlated with 2-h PG
at the normal range of 2-h PG in nondiabetic Mauritian subjects
[28]. Our study, for the first time, demonstrated that SUA in
individuals with prediabetes (IFG and/or IA1C) was positively and
significantly associated with 2-h PG, independent of FPG, HbA1c
and additional recognized risk factors. Furthermore, we also
demonstrated that SUA levels had significant impact on the
development of diabetes in patients with IFG and/or IA1c, since
1-SD (1.53 mg/dl) increment in SUA signaled a 36% higher risk
for type 2 diabetes. Interestingly, a recent study also showed that
SUA was strongly associated with 1-h PG in hypertensive NGT
individuals, and similar finding could also be observed in
hypertensive IGT and diabetes [29]. Our study, together with
above mentioned studies, indicated that SUA might be a major
determinant of 2-h PG in patients with prediabetes, suggesting the
crucial role of SUA in the deterioration of glucose tolerance.
A recent study showed that the prevalence of prediabetes was
approximately 15% in China [30] and many of them would
eventually develop type 2 diabetes [10,31]. Moreover, the
proportion of undiagnosed diabetes is also high in China,
accounting for 50–80% of the diabetic population [32–34].
Considering the growing burden of prediabetes in China, it is
practically important to find a simple and portable measurement,
especially in rural areas, to screen patients (IFG and/or IA1C) at
relatively high risk of future type 2 diabetes, in terms of early
prevention and intervention. Indeed, about half of undiagnosed
diabetes in Asia actually met the criteria of diabetes by their
elevated 2-h PG in an OGTT, but with their fasting glucose in
normal range [35], and previous studies demonstrated that the risk
of future diabetes in prediabetes was, at least partly, dependent on
their postload glucose level or glucose tolerance status [36,37].
Therefore, the current recommendation is to perform an OGTT
in individuals with IFG and/or IA1C to better assess their risk of
future type 2 diabetes [38]. However, because of some traditional
superstition in China, examination with frequent blood sampling,
like OGTT, is thought to be harmful to people’s health, so in
many areas in China, especially in the rural area, OGTT is not
only a time-consuming and expensive test, but also an ‘‘invasive’’
one. For this reason, OGTT as a mass screening tool may not be
suitable in low-income rural areas with limited resources for
medical care. In our study, 1-SD increment in SUA levels signaled
PLOS ONE | www.plosone.org
5
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
adjustment (including HbA1c and FPG). Several limitations of our
study need to be considered. First, the cross-sectional design does
not allow any causality analysis. Second, selective bias can be
introduced, because individuals with relatively lower glucose or
HbA1c levels might have a lower participation rate than those
with higher glucose or HbA1c levels. Third, some parameters in
the present study were estimated by formula or well-accepted
methods, such as estimating GFR by the newly CKD-EPI formula
and the whole body insulin sensitivity by the OGTT.
In conclusion, SUA in individuals with IFG and/or IA1c is
strongly associated with 2-h PG, independent of FPG and HbA1c
and other established risk factors, suggesting a significant role of
SUA in the deterioration of glucose toleration. Interventional
studies are warranted to further investigate the nature of this
association.
Acknowledgments
We appreciate the collaboration from all participants of the Gaoyou study
and the support from the local health bureau.
Author Contributions
Conceived and designed the experiments: TY HF. Performed the
experiments: HF WT ZW SW YQ QF YG MS MZ HZ TY. Analyzed
the data: HF WT ZW. Contributed reagents/materials/analysis tools: TY
HF. Wrote the paper: HF.
References
22. Bos MJ, Koudstaal PJ, Hofman A, Witteman JCM, Breteler MMB (2006) Uric
acid is a risk factor for myocardial infarction and stroke: the Rotterdam Study.
Stroke 37: 1503–1507.
23. Baker JF, Krishnan E, Chen L, Schumacher HR (2005) Serum uric acid and
cardiovascular disease: recent developments, and where do they leave us?
Am J Med 118: 816–826.
24. Dehghan A, van Hoek M, Sijbrands EJ, Hofman A, Witteman JC (2008) High
serum uric acid as a novel risk factor for type 2 diabetes. Diabetes Care 31: 361–
362.
25. Tuomilehto J, Zimmet P, Wolf E, Taylor R, Ram P, et al. (1988) Plasma uric
acid level and its association with diabetes mellitus and some biological
parameters in a biracial population of Fiji. Am J Epidemiol 127: 321–336.
26. Herman JB, Medalie JH, Goldbourt U (1976) Diabetes, prediabetes and
uricaemia. Diabetologia 12: 47–52.
27. Nan H, Dong Y, Gao W, Tuomilehto J, Qiao Q (2007) Diabetes associated with
a low serum uric acid level in a general Chinese population. Diabetes Res Clin
Pract 76: 68–74.
28. Hodge AM, Boyko EJ, de Courten M, Zimmet PZ, Chitson P, et al. (2001)
Leptin and other components of the Metabolic Syndrome in Mauritius-a factor
analysis. Int J Obes Relat Metab Disord 25: 126–131.
29. Perticone F, Sciacqua A, Perticone M (2012) Serum uric acid and 1-h postload
glucose in essential hypertension. http://www.ncbi.nlm.nih.gov/
pubmed?term = Arturi%20F%5BAuthor%5D&cauthor = true&cauthor_
uid = 22011411Diabetes Care 35: 153–157.
30. Yang W, Lu J, Weng J, Jia WChina National Diabetes and Metabolic Disorders
Study Group, et al. (2010) Prevalence of diabetes among men and women in
China. N Engl J Med 362: 1090–1101.
31. Li G, Zhang P, Wang J, Gregg EW, Yang W, et al. (2008) The long-term effect
of lifestyle interventions to prevent diabetes in the China Da Qing Diabetes
Prevention Study: a 20-year follow-up study. Lancet 371: 1783–1789.
32. Gao W, Dong Y, Nan H, Tuomilehto J, Qiao Q (2008) The likelihood of
diabetes based on the proposed definitions for impaired fasting glucose. Diabetes
Res Clin Pract 79: 151–155.
33. Gu D, Reynolds K, Duan X, Xin X, Chen J, et al. (2003) Prevalence of diabetes
and impaired fasting glucose in the Chinese adult population: International
Collaborative Study of Cardiovascular Disease in Asia (InterASIA). Diabetologia
46: 190–1198.
34. Jia WP, Pang C, Chen L, Bao YQ, Lu JX, et al (2007) Epidemiological
characteristics of diabetes mellitus and impaired glucose regulation in a Chinese
adult population: the Shanghai Diabetes Studies, a cross-sectional 3-year followup study in Shanghai urban communities. Diabetologia 50: 286–292.
35. Qiao Q, Nakagami T, Tuomilehto J, Borch-Johnsen K, Balkau B, et al. (2000)
Comparison of the fasting and the 2-h glucose criteria for diabetes in different
Asian cohorts. Diabetologia 43: 1470–1475.
36. Abdul-Ghani MA, Abdul-Ghani T, Ali N, Defronzo RA (2008) One-hour
plasma glucose concentration and the metabolic syndrome identify subjects at
high risk for future type 2 diabetes. Diabetes Care 31: 1650–1655.
37. Unwin N, Shaw J, Zimmet P, Alberti KG (2002) Impaired glucose tolerance and
impaired fasting glycaemia: the current status on definition and intervention.
Diabet Med 19: 708–723.
38. American Diabetes Association (2009) Standards of medical care in diabetes–
2009. Diabetes Care 32: S13–S61.
39. Roy D, Perreault M, Marette A (1998) Insulin stimulation of glucose uptake in
skeletal muscles and adipose tissues in vivo is NO dependent. Am J Physiol 274:
E692–E699.
40. Zoccali C, Maio R, Tripepi G, Mallamaci F, Perticone F (2006) Inflammation as
a mediator of the link between mild to moderate renal insufficiency and
endothelial dysfunction in essential hypertension. J Am Soc Nephrol 17: S64–
S68.
41. Abdul-Ghani MA, Matsuda M, Balas B, DeFronzo RA (2007) Muscle and liver
insulin resistance indexes derived from the oral glucose tolerance test. Diabetes
Care 30: 89–94.
1. So A, Thorens B (2010) Uric acid transport and disease. J Clin Invest 120: 1791–
1799.
2. Fang J, Alderman MH (2000) Serum uric acid and cardiovascular mortality the
NHANES I epidermiologic follow-up study, 1971–1992. National Health and
Nutrition Examination Survey. JAMA 283: 2404–2410.
3. Culleton B, Larson M, Kannel W, Levy D (1999) Serum uric acid and risk for
cardiovascular diasease and death: the Framingham heart study. Ann Intern
Med 131: 7–13.
4. Verdecchia P, Schillaci G, Reboldi G, Santeusanio F, Porcellati C, et al. (2000)
Relation between serum uric acid and risk of cardiovascular disease in essential
hypertension. The PIUMA study. Hypertension 36: 1072–1078.
5. Bos MJ, Koudstaal PJ, Hofman A, Witteman JC, BretelerMM (2006) Uric acid
is a risk factor for myocardial infarction and stroke: the Rotterdam study. Stroke
37: 1503–1507.
6. Haffner SM (2000) Coronary heart disease in patients with diabetes. N Engl J Med
342: 1040–1042.
7. Huxley R, Barzi F, Woodward M (2006) Excess risk of fatal coronary heart
disease associated with diabetes in men and women: meta-analysis of 37
prospective cohort studies. BMJ 332: 73–78.
8. Jansson SP, Andersson DK, Svärdsudd K (2010) Mortality trends in subjects
with and without diabetes during 33 years of follow-up. Diabetes Care 33: 551–
556.
9. Kannel WB, Hjortland M, Castelli WP (1974) Role of diabetes in congestive
heart failure: the Framingham study. Am J Cardiol 34: 29–34.
10. Pour OR, Dagogo-Jack S (2011) Prediabetes as a therapeutic target. Clin Chem
57: 215–220.
11. Tabák AG, Herder C, Rathmann W, Brunner EJ, Kivimäki M (2012)
Prediabetes: a high-risk state for diabetes development. Lancet 379: 2279–2290.
12. Balkau B, Shipley M, Jarrett RJ, Pyörälä K, Pyörälä M, et al. (1998) High blood
glucose concentration is a risk factor for mortality in middle-aged nondiabetic
men: 20-year follow-up in the Whitehall Study, the Paris Prospective Study, and
the Helsinki Policemen Study. Diabetes Care 21: 360–367.
13. The DECODE Study Group (1999) Glucose tolerance and mortality:
comparison of WHO and American Diabetes Association diagnostic criteria.
Lancet 354: 617–621.
14. The Diabetes Control and Complications Trial Research Group (1995) The
relationship of glycemic exposure (HbA1c) to the risk of development and
progression of retinopathy in the Diabetes Control and Complications Trial.
Diabetes 44: 968–983.
15. Groeneveld Y, Petri H, Hermans J, Springer MP (1999) Relationship between
blood glucose level and mortality in type 2 diabetes mellitus: a systematic review.
Diabet Med 16: 2–13.
16. Barrett-Connor E, Ferrara A (1998) Isolated postchallenge hyperglycemia and
the risk of fatal cardiovascular disease in older women and men. Diabetes Care
21: 1236–1239.
17. Temelkova-Kurktschiev TS, Koehler C, Henkel E, Leonhardt W, Fuecker K, et
al. (2000) Postchallenge Plasma Glucose and Glycemic Spikes Are More
Strongly Associated With Atherosclerosis Than Fasting Glucose or HbA1c
Level. Diabetes Care 23: 1830–1834.
18. Petrie JC, O’Brien ET, Littler WA, de Swiet M (1989) Recommendations on
blood pressure measurement by a working party of the British Hypertension
Society. Brit Med J 293: 611–615.
19. Levey AS, Stevens LA, Schmid CH, http://www.ncbi.nlm.nih.gov/
pubmed?term = Schmid%20CH%5BAuthor%5D&cauthor = true&cauthor_
uid = 19414839Zhang YL, Castro AF 3rd, et al; CKD-EPI (Chronic Kidney
Disease Epidemiology Collaboration) (2009) A new equation to estimate
glomerular filtration rate. Ann Intern Med 150: 604–612.
20. Matsuda M, DeFronzo R (1999) Insulin sensitivity indices obtained from oral
glucose tolerance testing: comparison with the euglycemic insulin clamp.
Diabetes Care 22: 1462–1470.
21. Johnson RJ, Feig DI, Herrera-Acosta J, Kang DH (2005) Resurrection of uric
acid as a causal risk factor in essential hypertension. Hypertension 45: 18–20.
PLOS ONE | www.plosone.org
6
July 2013 | Volume 8 | Issue 7 | e67759
Uric Acid and 2-Hour Postload Glucose
42. Zoccali C, Maio R, Mallamaci F, Sesti G, Perticone F (2006) Uric acid and
endothelial dysfunction in essential hypertension. J Am Soc Nephrol 17: 1466–
1471.
43. Khosla UM, Zharikov S, Finch JL, Nakagawa T, Roncal C, et al. (2005)
Hyperuricemia induces endothelial dysfunction. Kidney Int 6: 1739–1742.
44. Kang DH, Park SK, Lee IK, Johnson RJ (2005) Uric acid-induced C-reactive
protein expression: implication on cell proliferation and nitric oxide production
of human vascular cells. J Am Soc Nephrol 16: 3553–3562.
PLOS ONE | www.plosone.org
45. Corry DB, Eslami P, Yamamoto K, Nyby MD, Makino H, et al. (2008) Uric
acid stimulates vascular smooth muscle cell proliferation and oxidative stress via
the vascular reninangiotensin system. J Hypertens 26: 269–275.
46. Mercuro G, Vitale C, Cerquetani E, Zoncu S, Deidda M, http://www.ncbi.nlm.
nih.gov/pubmed?term = Fini%20 M%5BAuthor%5D&cauthor = true&cauthor_
uid = 15464681et al. (2004) Effect of hyperuricemia upon endothelial function in
patients at increased cardiovascular risk. Am J Cardiol 94: 932–935.
7
July 2013 | Volume 8 | Issue 7 | e67759
|
|
https://openalex.org/W4362481944
|
https://aacr.figshare.com/articles/journal_contribution/Supplementary_Material_for_Talbert_and_Yang_et_al_from_Dual_Inhibition_of_MEK_and_PI3K_Akt_Rescues_Cancer_Cachexia_through_both_Tumor-Extrinsic_and_-Intrinsic_Activities/22503772/1/files/39963223.pdf
|
English
| null |
Supplementary Material for Talbert and Yang et al. from Dual Inhibition of MEK and PI3K/Akt Rescues Cancer Cachexia through both Tumor-Extrinsic and -Intrinsic Activities
| null | 2,023
|
cc-by
| 1,794
|
Talbert et al Figure S1. Talbert et al Figure S1. g
G. A. B. F. C. E. D. MEK162
Vehicle
Supplementary Figure 1. MEK162 treatment prevents cancer-induced weight loss and muscle
wasting. (A) Mice bearing C-26 tumors and treated with MEK162 have significantly larger average GAST
muscle fiber sizes compared to vehicle-treated mice (A log transformation was performed to eliminate
heteroscedasticity). (B) Representative cross-sections demonstrating muscle fiber size from vehicle and
MEK162-treated mice bearing LLC tumors. Scale bar = 20 μm (C) Treatment of mice bearing LLC tumors
with MEK162 results in a right shift of GAST muscle fiber cross-sectional areas. (D) Mice bearing LLC
tumors treated with MEK162 have significantly larger average GAST muscle fiber sizes compared to
vehicle-treated mice. (E) Treatment of control, non-tumor-bearing CD2F1 mice with MEK162 does not alter
mouse body weight. (F) Treatment of control, non-tumor-bearing CD2F1 mice with MEK162 does not
increase muscle mass. (G) Treatment of C-26 bearing mice with MEK162 results in muscle masses that are
similar to those of control mice without tumors. Data are presented as mean ± standard error of the mean
(SEM) n=5-7/group * = p<0 05 compared to vehicle-treated mice A. B. MEK162
Vehicle A. B. G. F. C. E. D. Supplementary Figure 1. MEK162 treatment prevents cancer-induced weight loss and muscle
wasting. (A) Mice bearing C-26 tumors and treated with MEK162 have significantly larger average GAST
muscle fiber sizes compared to vehicle-treated mice (A log transformation was performed to eliminate
heteroscedasticity). (B) Representative cross-sections demonstrating muscle fiber size from vehicle and
MEK162-treated mice bearing LLC tumors. Scale bar = 20 μm (C) Treatment of mice bearing LLC tumors
with MEK162 results in a right shift of GAST muscle fiber cross-sectional areas. (D) Mice bearing LLC
tumors treated with MEK162 have significantly larger average GAST muscle fiber sizes compared to
vehicle-treated mice. (E) Treatment of control, non-tumor-bearing CD2F1 mice with MEK162 does not alter
mouse body weight (F) Treatment of control non tumor bearing CD2F1 mice with MEK162 does not D. E. D. C. E. D. C. E. G. G. F. F. Supplementary Figure 1. MEK162 treatment prevents cancer-induced weight loss and muscle
wasting. (A) Mice bearing C-26 tumors and treated with MEK162 have significantly larger average GAST
muscle fiber sizes compared to vehicle-treated mice (A log transformation was performed to eliminate
heteroscedasticity). (B) Representative cross-sections demonstrating muscle fiber size from vehicle and
MEK162-treated mice bearing LLC tumors. Talbert et al Figure S1. Scale bar = 20 μm (C) Treatment of mice bearing LLC tumors
with MEK162 results in a right shift of GAST muscle fiber cross-sectional areas. (D) Mice bearing LLC
tumors treated with MEK162 have significantly larger average GAST muscle fiber sizes compared to
vehicle-treated mice. (E) Treatment of control, non-tumor-bearing CD2F1 mice with MEK162 does not alter
mouse body weight. (F) Treatment of control, non-tumor-bearing CD2F1 mice with MEK162 does not
increase muscle mass. (G) Treatment of C-26 bearing mice with MEK162 results in muscle masses that are
similar to those of control mice without tumors. Data are presented as mean ± standard error of the mean
(SEM).n=5-7/group, * = p<0.05 compared to vehicle-treated mice. Supplementary Figure 1. MEK162 treatment prevents cancer-induced weight loss Talbert et al Figure S2. E. A. B. D. C. Vehicle
MEK162
Supplementary Figure 2. Development of a MEK162 resistant C-26 tumor cell line. (A) MEK162 treatment reduces serum IL-6 levels of C-26 tumor-bearing mice. (B) C-26
induced-cachexia activates ERK signaling in QUAD muscle compared to control, non-tu-
mor-bearing mice, and treatment with MEK162 decreases ERK activation in muscle. (C) MEK162 treatment has no impact on C-26R tumor weight at the 19 day time point. (D) MEK162 treatment leads to an increase in serum IL-6 in C-26R tumor-bearing mice,
supporting that C-26R cells are resistant to MEK162 in vivo. (E) C-26R cells appear morpho-
logically different that C-26 cells, with C-26 cells exhibiting a rounded phenotype, while
C-26R cells are elongated and display cellular projections. Data are presented as mean ±
standard error of the mean (SEM). n=5-11/group, * = p<0.05 compared to vehicle-treated
mice. A. A. B. B. B. A. E. D. C. Vehicle
MEK162 E. Vehicle
MEK162 D. E. C. MEK162 Supplementary Figure 2. Development of a MEK162 resistant C-26 tumor cell line. (A) MEK162 treatment reduces serum IL-6 levels of C-26 tumor-bearing mice. (B) C-26
induced-cachexia activates ERK signaling in QUAD muscle compared to control, non-tu-
mor-bearing mice, and treatment with MEK162 decreases ERK activation in muscle. (C) MEK162 treatment has no impact on C-26R tumor weight at the 19 day time point. (D) MEK162 treatment leads to an increase in serum IL-6 in C-26R tumor-bearing mice,
supporting that C-26R cells are resistant to MEK162 in vivo. (E) C-26R cells appear morpho-
logically different that C-26 cells, with C-26 cells exhibiting a rounded phenotype, while
C-26R cells are elongated and display cellular projections. Talbert et al Figure S1. Data are presented as mean ±
standard error of the mean (SEM). n=5-11/group, * = p<0.05 compared to vehicle-treated
mice. Talbert et al Figure S3. A. Supplementary Figure 3. MEK162 prevents cancer-induced weight loss and muscle
wasting in part via a tumor extrinsic mechanism. (A) C-26R tumor-bearing mice have
increased average GAST fiber cross-sectional area. Data are presented as mean ±
standard error of the mean (SEM). n= 5/group, * = p<0.05 compared to vehicle-treated
mice. A. Supplementary Figure 3. MEK162 prevents cancer-induced weight loss and muscle
wasting in part via a tumor extrinsic mechanism. (A) C-26R tumor-bearing mice have
increased average GAST fiber cross-sectional area. Data are presented as mean ±
standard error of the mean (SEM). n= 5/group, * = p<0.05 compared to vehicle-treated
mice. Talbert et al Figure S4. D. A. B. C. Supplementary Figure 4. MEK162 prevents cancer-induced weight loss and muscle wasting
when used in combination with buparlisib. (A) Buparlisib was sufficient to decrease tumor
weight, with MEK162+ buparlisib further decreasing tumor weight (A log transformation was
performed to eliminate heteroscedasticity). (B) MEK162 and buparlisib have on-target effects,
and on-target effects are maintained when MEK162 and buparlisib are dosed in combination. (C)
Vehicle-treated mice lost more body mass than mice treated with MEK162 alone or in combination
with buparlisib. (D) Treatment of C-26 tumor-bearing mice with MEK162 either alone or in combi-
nation with buparlisib results in increased average GAST muscle fiber cross-sectional area (CSA)
compared to vehicle-treated mice (A log transformation was performed to eliminate heteroscedas-
ticity). Data are presented as mean ± standard error of the mean (SEM). n=5-6/group. * = p<0.05
compared to vehicle-treated mice. # = p<0.05 versus both single agent MEK162 and single agent A. B. A. B. D. C. Supplementary Figure 4. MEK162 prevents cancer-induced weight loss and muscle wasting
when used in combination with buparlisib. (A) Buparlisib was sufficient to decrease tumor
weight, with MEK162+ buparlisib further decreasing tumor weight (A log transformation was
performed to eliminate heteroscedasticity). (B) MEK162 and buparlisib have on-target effects,
and on-target effects are maintained when MEK162 and buparlisib are dosed in combination. (C)
Vehicle-treated mice lost more body mass than mice treated with MEK162 alone or in combination
with buparlisib. Talbert et al Figure S1. (D) Treatment of C-26 tumor-bearing mice with MEK162 either alone or in combi-
nation with buparlisib results in increased average GAST muscle fiber cross-sectional area (CSA)
compared to vehicle-treated mice (A log transformation was performed to eliminate heteroscedas-
ticity). Data are presented as mean ± standard error of the mean (SEM). n=5-6/group. * = p<0.05
compared to vehicle-treated mice. # = p<0.05 versus both single agent MEK162 and single agent
buparlisib. Ψ = p<0.05 versus single agent buparlisib. D. C. D. C. D. C. Supplementary Figure 4. MEK162 prevents cancer-induced weight loss and muscle wasting
when used in combination with buparlisib. (A) Buparlisib was sufficient to decrease tumor
weight, with MEK162+ buparlisib further decreasing tumor weight (A log transformation was
performed to eliminate heteroscedasticity). (B) MEK162 and buparlisib have on-target effects,
and on-target effects are maintained when MEK162 and buparlisib are dosed in combination. (C)
Vehicle-treated mice lost more body mass than mice treated with MEK162 alone or in combination
with buparlisib. (D) Treatment of C-26 tumor-bearing mice with MEK162 either alone or in combi-
nation with buparlisib results in increased average GAST muscle fiber cross-sectional area (CSA)
compared to vehicle-treated mice (A log transformation was performed to eliminate heteroscedas-
ticity). Data are presented as mean ± standard error of the mean (SEM). n=5-6/group. * = p<0.05
compared to vehicle-treated mice. # = p<0.05 versus both single agent MEK162 and single agent
buparlisib. Ψ = p<0.05 versus single agent buparlisib. Talbert et al Figure S5. D. A. B. C. Supplementary Figure 5. MEK162 and buparlisib modulate immune biomarkers. (A) CD4+ cell depletion was effective, as the number of splenic CD4+ T cells is reduced in mice treated
with anti-CD4 antibody. (B) CD8+ cell depletion was effective, as the number of CD8+ T cells was
decreased in mice treated with anti-CD8 antibody. (C) Representative images of CD3+ cells in C-26 tumors. (D) Infiltration of CD3+ cells in tumors does not differ between groups. Data are presented as mean ±
standard error of the mean (SEM). n=5-6/group. * = p<0.05 compared to vehicle-treated mice. € = p<0.05
versus MEK162 + buparlisib. $ = p<0.05 versus Anti-CD8 + MEK162 + buparlisib. A. B. A. B. A. B. D. C. Supplementary Figure 5. MEK162 and buparlisib modulate immune biomarkers. (A) CD4+ cell depletion was effective, as the number of splenic CD4+ T cells is reduced in mice treated D. C. D. C. Talbert et al Figure S1. Supplementary Figure 5. MEK162 and buparlisib modulate immune biomarkers. (A) CD4+ cell depletion was effective, as the number of splenic CD4+ T cells is reduced in mice treated
with anti-CD4 antibody. (B) CD8+ cell depletion was effective, as the number of CD8+ T cells was
decreased in mice treated with anti-CD8 antibody. (C) Representative images of CD3+ cells in C-26 tumors. (D) Infiltration of CD3+ cells in tumors does not differ between groups. Data are presented as mean ±
standard error of the mean (SEM). n=5-6/group. * = p<0.05 compared to vehicle-treated mice. € = p<0.05
versus MEK162 + buparlisib. $ = p<0.05 versus Anti-CD8 + MEK162 + buparlisib. Gene
Primer Pairs
Size (bp)
Atrogin-1
5’ - AGATTCGCAAGCGTTTGATC - 3’
5’ - GGGAAAGTGAGACGGAGCAG - 3’
204
MuRF1
5’ - TGGCGATTGTCACAAAGTGG - 3’
5’ - CCCTCTCTAGGCCACCGAGT - 3’
100
Mul1
5’ - AGGGCATTCTTTCAGAAGCA - 3’
5’ - GGGGTGGAACTTCTCGTACA - 3’
329
Musa1
5’ - CAGAGGATTGGGACGGGACG - 3’
5’ - GTGAGTGCTGCTGTACCTCTT - 3’
167
Atg5
5’ - ATCAGACCACGACGGAGCGG - 3’
5’ - GGCGACTGCGGAAGGACAGA - 3’
116
Bnip3
5’ - CAGAGCGGGGAGGAGAAC - 3’
5’ - GAGGCTGGAACGCTGCTC - 3’
80
GAPDH
5’ - AGCCTCGTCCCGTAGACAAAA - 3’
5’ - GCCTTGACTGTGCCGTTGATT - 3’
199 Supplementary Table 1. Primer sequences used for real-time RT-PCR.
|
https://openalex.org/W3005389897
|
https://www.biorxiv.org/content/biorxiv/early/2019/10/01/789404.full.pdf
|
English
| null |
Estimating the power of sequence covariation for detecting conserved RNA structure
|
Bioinformatics
| 2,020
|
cc-by
| 8,904
|
conserved RNA structure Elena Rivas1, Jody Clements2 and Sean R. Eddy1,3,4 1 Department of Molecular and Cellular Biology, Harvard University, Cambridge, Massachusetts, USA,
2 Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA,
3 Howard Hughes Medical Institute, 4 John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint Abstract Pairwise sequence covariations are a signal of conserved RNA secondary structure. We de-
scribe a method for distinguishing when lack of covariation signal can be taken as evidence
against a conserved RNA structure, as opposed to when a sequence alignment merely has in-
sufficient variation to detect covariations. We find that alignments for several long noncoding
RNAs previously shown to lack covariation support do have adequate covariation detection
power, providing additional evidence against their proposed conserved structures. Comparative analyses of pairwise covariations in RNA sequence alignments have a successful
history in consensus RNA secondary structure prediction, where the existence of a conserved struc-
ture is assumed a priori 1–7. A statistically different question arises when covariation analysis is
used to infer whether or not a genomic region is constrained by an evolutionarily conserved RNA
secondary structure, as evidence for a structure-dependent function. For example, this question
arises in analysis of long noncoding RNAs (lncRNAs) of uncertain mechanism. For this, one wants
to determine if the covariation signal is distinguishable from a null hypothesis of primary sequence
conservation patterns alone. We previously introduced R-scape (RNA structural covariation above phylogenetic expecta-
tion), a method for evaluating the statistical significance of covariation support for conserved RNA 1 1 . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint basepairs8. R-scape analyses found that the covariation evidence for proposed conserved structures
of several long noncoding RNAs including HOTAIR9, SRA10, and the RepA region of Xist11;12 is
not statistically significant8. Lack of significant covariation signal does not necessarily mean there is no conserved RNA
structure. Abstract It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint enables estimation of power(s), the expected sensitivity for detecting any proposed basepair with
s total substitutions. For an alignment with B total proposed basepairs, the expected fraction of
basepairs with significant covariation support is
1
B
∑B
b=1 power(sb). We use this number, which
we call alignment power, to compare covariation support across different alignments with different
numbers of proposed conserved basepairs. We define an arbitrary threshold of 10% alignment power
to distinguish low-power from high-power alignments. Only low-power alignments of conserved structural RNAs should lack significant covariation
support. We analyzed all 3,016 seed alignments for known conserved structural RNAs in Rfam
v14.1 and compared the fraction of basepairs with significant covariation support versus estimated
alignment power (Figure 2a; Supplemental Table S1). Many Rfam alignments (66%, 1,985/3,016)
have no statistically significant covariation support for any annotated consensus basepair, and al-
most all of these (98%, 1,945/1,985) are low-power alignments. Only 1% (40/3,016) are high-power
alignments with no significant detected covariations (shaded in red in Figure 2a; Supplemental
Table S2). Rfam, though curated, is a large compendium with a nonzero error rate. Upon ex-
amination, we believe these 40 families are enriched for inaccuracies. For example, the miR-1937
family (RF01942) (66% alignment power) is annotated in miRbase15 as a tRNA sequence fragment
unlikely to be a bona fide miRNA. Previous analysis of several long noncoding RNAs including HOTAIR9, SRA10, and the Xist
RepA region11;12 found no significant covariation support for their proposed structures, but left
open the possibility that the existing alignments lacked sufficient variation8. We reanalyzed the
four HOTAIR lncRNA domain alignments and consensus structures proposed by ref. 9, and the
SRA alignment and consensus structure in ref. 10. All five alignments are high-power, estimated to
be able to detect 23-50 significant basepair covariations each (Figure 2b; Supplemental Table S3). Abstract An alignment could merely have too little sequence variation to detect significant co-
variation (Figure 1a). To know when an alignment has sufficient variation, we want to estimate the
statistical power (the expected sensitivity) of detecting significant covariations. In a “low-power”
alignment, covariation analysis is inconclusive because a conserved RNA secondary structure could
be present without inducing sufficient covariation signal. In a high-power alignment, observing no
supporting covariations does provide evidence against a conserved structure. Many details of an alignment affect covariation analysis, but we hypothesized that detection
power should depend primarily on the total number of single residue substitutions si,j in two align-
ment columns i and j in a proposed consensus pair. We take the sequence phylogeny into account
in inferring si,j by inferring a maximum likelihood tree, using the Fitch parsimony algorithm13
to estimate a number of substitutions si at each column independently, and taking si,j = si + sj
(Methods). We tested this idea using synthetic RNA alignments evolved under simulated pairwise con-
straints. Figure 1b-d show simulations based on a cobalamin riboswitch alignment (Rfam RF00174)
of 430 sequences and 42 annotated consensus basepairs. We choose a random sequence as the root
and evolve it down a sub-sampled and rescaled phylogenetic tree, using an evolutionary model that
includes basepair substitutions, insertions, and deletions14, to generate a synthetic alignment with
a desired number of taxa and average percentage identity (Methods). We repeat this to create
synthetic alignments over a wide range of sequence number and diversity. We use R-scape on
each alignment to determine the number of basepairs with significant covariation support (E-value
< 0.05). Neither the number nor the diversity of sequences in the alignment alone suffices to esti-
mate detection power (Figure 1b,c), whereas si,j does have a good relationship to power (Figure 1d). Using either deeper or more diverse alignments increases si,j and detection power (Figure 1e). We empirically fit the relationship between substitutions and detection power (at a significance
threshold of E < 0.05) on a dataset of alignments of 87 RNA families in Rfam v14.0 with known
three dimensional structures, consisting of 7,012 annotated basepairs (Figure 1f). The fitted curve 2 2 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Abstract Although the covariation analysis of these lncRNAs has been a subject of disagreement16;17, these
results provide new evidence for the view that HOTAIR and SRA do not have evolutionarily
conserved RNA structures. Xist RNA is perhaps the best studied lncRNA, but it remains unclear whether Xist’s role in X
dosage compensation depends on any conserved RNA structure, as opposed to its sequence alone. Several different conserved structures have been proposed for the conserved 5’ RepA region of
Xist11;12;18, two of which are based on covariation analysis of alignments of 10-13 sequences11;12. 3 3 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint Although R-scape finds no significant covariation support for the proposed RepA structures, our
method finds that these are low-power alignments, so the R-scape covariation analyses are incon-
clusive (Figure 2b; Supplemental Table S3). A conserved structure for the ∼1.3 kb Xist RepA lncRNA (including the conserved repeat
A and F regions) has been proposed recently18 from a deeper and more diverse alignment of 57
sequences. Although the R2R visualization program used by Liu et al. highlighted many potential
covariations18, statistical analysis by R-scape identifies only one significant covarying basepair with
an E-value of 0.005, out of 334 proposed pairs. Our method judges this alignment to be high-power,
estimated to be sufficient to detect about 110/334 basepairs. The repeat A+F region is the most conserved region of Xist, but Xist is a large RNA and it
is possible that other Xist regions could show covariation support for conserved RNA structure
(Figure 2c). Starting with the human XIST genomic sequence, we used the nhmmer homology
search program19 to identify 21 regions of significant sequence similarity with mouse Xist (E-value
< 10−5). Eleven regions correspond to insertions of well-studied ancient transposons according to
Dfam analysis20. Abstract For the remaining 10 unique sequence conserved regions, we iteratively built up
alignments of homologs from 47-65 vertebrate species. All of these are high-power alignments; none
show significant covariation support for any basepair (Figure 2b; Supplemental Table S3). In order
to test for long range base pairing, we created a concatenated alignment of all ten XIST homology
regions for 32 species. This concatenated alignment also has sufficient power but not covariations
are observed. Experimental evidence from chemical probing and crosslinking has been used in making struc-
ture predictions for the HOTAIR, SRA, and Xist lncRNAs. However, essentially any RNA, even
a random RNA sequence, folds into some secondary structure. Lack of covariation signal in high-
power RNA sequence alignments for these lncRNAs suggests that whatever structure they adopt
is not detectably constraining their evolution, and thus may not be relevant for their function. An important caveat in covariation analysis is that the input sequence alignment is assumed
to be reasonably correct. Spurious apparent covariations can be created artifactually by sliding
conserved primary sequence regions under proposed stems. We identified an example of this arti-
fact in a proposed conserved structure for COOLAIR, an Arabidopsis lncRNA21. The COOLAIR
alignment is a low-power alignment of only 6 aligned sequences, yet R-scape identifies 6 significant 4 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint covarying basepairs, 4 of them in one proposed helix (Figure 2d). Upon inspection, it appears
that misalignment introduced artifactual covariations (Figure 2e). We realigned the COOLAIR
sequences using Infernal22 (Methods), which brought regions of strong primary sequence identity
back into alignment (Figure 2f). The revised COOLAIR alignment is still low-power, and has only
one significant supported basepair with a marginal E-value of 0.048. The R-scape software now reports estimated statistical power calculations along with observed
pairwise correlations. Abstract We expect that one important future use of covariation power analysis is to
enable quantitative use of negative information by excluding pairs that are unlikely to be conserved
basepairs because they have high-power and no significant covariation. 5 5 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint Estimating substitution number sij Given an input RNA sequence alignment, R-scape infers a maximum likelihood phylogenetic tree
using FastTree (version 2.1.10)23, then infers a maximum parsimony assignment of substitutions
at each independent column i to each branch of the tree using our implementation of the Fitch
algorithm13. For phylogeny-aware statistical significance testing as described in ref. 8, R-scape then
uses this information in tree-based simulations to construct synthetic negative control alignments
that preserve average identity, composition, and phylogenetic relationships of the original alignment,
while randomizing pairwise correlations. An empirical null distribution for a pairwise covariation
statistic (default is the G-test statistic, related to mutual information) is then obtained from all
pairs of columns i, j in these simulated alignments. In the new method for statistical power estimation, the same tree and inferred maximum par-
simony substitutions are used to obtain the total substitutions si (summed over branches) at each
individual column i. For a proposed basepair involving two columns i, j, we use sij = si + sj, the
sum of the independent variation at each column. We also tested a more expensive variation where we parsimoniously infer pairwise substitutions
jointly at all column pairs i, j to obtain sij, rather than assuming column independence, which gave
similar results (data not shown). Simulations Simulated alignments were produced with the program R-scape-sim. Given an input sequence
alignment with a consensus RNA secondary structure, R-scape-sim calculates a maximum likelihood
phylogenetic tree with branch lengths. It sub-samples the original phylogenetic tree to a desired
number of taxa, and linearly scales branch lengths to achieve a desired average percentage identity
amongst the aligned sequences. One sequence is selected at random as a root and its evolution is
simulated down the tree branches using a probabilistic evolutionary model. The evolutionary model
consists of rate matrices for single (unpaired) residue substitution, pairwise (basepair) substitution,
insertion, and deletion events8;14. We used this simulation procedure on the Rfam Cobalamin
riboswitch alignment (RF00174) to generate 29,976 synthetic alignments with sequence number 6 6 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint ranging from five to 190, and average percentage identity ranging from 30% to 100%. The simulated
alignments were randomly downsampled to 3, 000 in order to produce the scatter plots of Figure 1. Alignment power The expected sensitivity for detecting a basepair b with sb substitutions is power(sb), from the
empirical fitted curve shown in Figure 1f. In addition to reporting the pairs that significantly covary
with their corresponding E-value, R-scape now also reports for each pair the inferred number of
substitutions sb and the estimated power(sb). As an overall summary statistic for an alignment with a proposed structure, R-scape reports
the total number of basepairs expected to have significant covariation support, cov-bp-exp =
B
∑
b=1
power(sb), cov-bp-exp =
∑
b=1
power(sb), and the alignment power, defined as the fraction of base pairs expected to have significant support, and the alignment power, defined as the fraction of base pairs expected to have significant support, alignment power = cov-bp-exp
B
= 1
B
B
∑
b=1
power(sb). In this work, alignments with > 10% power are considered to have sufficient power. In this work, alignments with > 10% power are considered to have sufficient power. Empirical power(s) curve It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint Empirical power(s) curve For each of 7,012 annotated consensus basepairs in 87 RNA families Rfam v14.0 with known three
dimensional structures, we use R-scape to calculate the statistical significance (expectation value,
E-value) and estimate sij for each proposed pair in Rfam “seed” alignments. We binned proposed
pairs with identical sij and calculated the frequency of pairs with significant support E < 0.05 in
each bin. For 1, 653 such points for bins s = 0 to 1, 652, we fitted a polynomial of degree 10 by
minimizing least-square-error. The choice of degree 10 was arbitrary, and simpler functions such
as 1 −e−λs did not fit as well. In binning the data by integer s, the number of basepairs per bin is variable. For large values of
s there are few basepairs per bin (often 0-2), leading to noisy data, which is why we fit all point for
s ≤150, and only those with at least 80% power for s > 150. For Figure 1f we plotted the Rfam
data differently, in equal-size bins, by ranking all 7,012 basepairs by increasing E-values, dividing
them into 70 equal bins, and calculating the means s and power(s) in each bin. This plot is less
noisy at high s. We did not reestimate the fitted curve when we replotted. Fitted power(s) values
starting from s = 0.012 are hardcoded in the R-scape source code; for s > 226 we set power(s) =
1. Our approach treats power(s) as a function solely of s. This approximates away an important
additional dependency on alignment length. R-scape E-values are multiple-test-corrected; the num-
ber of potential basepairs depends on the input alignment length. Detecting significant support for
a basepair in a longer alignment requires more signal because the background of non-pairs is higher. We considered fitting power(s, p) to a range of different p-value thresholds p (i.e. before multiple
test correction to E-values) but decided this was impractical. Instead the fitted power curve treats
all alignments as approximately the same length. The actual lengths of the Rfam seed alignments
used in Figure 1f range from 40 consensus columns (HIV retroviral Psi packing element) to 3,680
consensus columns (eukarya LSU rRNA). 7 7 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. R-scape statistical test modes R-scape has two statistical modes to test the presence of a conserved RNA structure. By default,
R-scape considers all pairs as equivalent and performs an statistical test as to which of the all
possible L(L −1)/2 pairs (for an alignment of length L) are significantly covarying. This is R-
scape’s default one-set test. Alternatively, if a consensus secondary structure is provided, R-scape
allows an optional two-set test consisting of two independent tests on two different sets. One test
is on the proposed structure (the set of basepairs); the other parallel test is on all other possible
pairs in the alignment (the set of non basepairs). On the set of basepairs, R-scape extracts the
alignment’s support for the annotated structure. On the set of non basepairs, R-scape identifies
other possible covarying basepairs not present in the given structure. Estimating the alignment power requires a proposed structure, thus the use of R-scape’s two-set
mode. Under the one-set mode, R-scape still reports the power for each of the significantly covarying
basepairs, assuming that those could be part of a structure. The covariation and covariation power
analyses provided in this manuscript for all lncRNAs have been obtained with R-scape’s two-set
mode on the proposed secondary structures. 8 8 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
ioRxiv preprint lncRNA alignment sources CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint mentary material in Stockholm format. .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint lncRNA alignment sources HOTAIR domain 1-4 alignments (D1-D4) and proposed consensus structure used in ref. 9 were
kindly provided to us by S. Somarowthu. HOTAIR domain 1-4 alignments (D1-D4) and proposed consensus structure used in ref. 9 were
kindly provided to us by S. Somarowthu. The SRA alignment and proposed consensus structure used in ref. 10 were unavailable to us. The
proposed secondary structure of the human ncSRA was reproduced by hand from Supplementary
Figure 1 of ref. 10. A SRA alignment was produced by imposing the human ncSRA proposed
structure in the Multiz100way alignment of the ncSRA region obtained from the UCSC human
genome browser (http://genome.ucsc.edu). This alignment includes 76 mammalian species. The Xist repeat A region alignment used in ref. 11 and four alternative proposed consensus
structures that we call RepA.S0 through RepA.S3 were reproduced from Supplemental Fig. 5 in
ref. 11. The Xist repeat A region alignment and proposed consensus structure in ref. 12 were kindly
provided to us by W. Moss. The RepA lncRNA alignment (spanning repeat A and repeat F regions) with a proposed con-
sensus structure in ref. 18 was kindly provided to us by the authors. We produced our own RepA lncRNA alignment of 65 sequences and got similar results: a high-
power alignment sufficient to detect about 254 basepairs, but no significantly supported covarying
pairs. The proposed structures for all ten XIST conserved regions were produced using R-scape. As described in the main text, we used nhmmer19 to identify 21 significant local alignments
(at E < 10−5) between human XIST and mouse Xist, covering 79% of the XIST RNA sequence. We used nhmmer and Dfam20 to determine that 11 of these conserved regions correspond to
known transposable elements including retroposons (L2d 3end), DNA transposons (Charlie29a,
Charlie29b), SINEs (FLAM C), and retroviral LTRs (LTR78). For the remaining 10 conserved
regions we used an nhmmer profile of the mouse/human pairwise alignment to search a database of
vertebrate genome sequences, resulting in 10 alignments consisting of 47-65 homologous sequences,
which we name XIST h1 through XIST h10. We used the A. thaliana COOLAIR lncRNA sequence and the consensus structure proposed in
ref. 21 to construct a single-sequence Infernal profile22, then used Infernal to align all six COOLAIR
homologs to this profile. All alignments (with consensus structure annotation, where applicable) are included in supple- 9 . References [1] R. W. Holley, J. Apgar, G. A. Everett, J. T. Madison, M. Marquisee, S. H. Merrill, J. R. Penswick, and A. Zamir, “Structure of a ribonucleic acid,” Science, vol. 14, pp. 1462–1465,
1965. [2] H. F. Noller, J. Kop, V. Wheaton, J. Brosius, R. R. Gutell, A. M. Kopylov, F. Dohme, W. Herr,
D. A. Stahl, R. Gupta, and C. R. Woese, “Secondary structure model for 23S ribosomal RNA,”
Nucl. Acids Res., vol. 9, pp. 6167–6189, 1981. [3] R. R. Gutell, B. Weiser, C. R. Woese, and H. F. Noller, “Comparative anatomy of 16S-like
ribosomal RNA,” Prog. Nucl. Acids Res. Mol. Biol., vol. 32, pp. 155–216, 1985. [4] N. R. Pace, D. K. Smith, G. J. Olsen, and B. D. James, “Phylogenetic comparative analysis
and the secondary structure of Ribonuclease P RNA – a review,” Gene, vol. 82, pp. 65–75,
1989. [5] R. R. Gutell, A. Power, G. Z. Hertz, E. J. Putz, and G. D. Stormo, “Identifying constraints
on the higher-order structure of RNA: Continued development and application of comparative
sequence analysis methods,” Nucl. Acids Res., vol. 20, pp. 5785–5795, 1992. [6] K. P. Williams and D. P. Bartel, “Phylogenetic analysis of tmRNA secondary structure.,”
RNA, vol. 2, pp. 1306–1310, 1996. [7] F. Michel, M. Costa, C. Massire, and E. Westhof, “Modeling RNA tertiary structure from
patterns of sequence variation.,” Meth. Enzymol., vol. 317, pp. 491–510, 2000. [8] E. Rivas, J. Clements, and S. R. Eddy, “A statistical test for conserved RNA structure shows
lack of evidence for structure in lncRNAs,” Nature Methods, vol. 14, pp. 45–48, 2017. [9] S. Somarowthu, M. Legiewicz, I. Chillón, M. Marcia, F. Liu, and A. M. Pyle, “HOTAIR forms
an intricate and modular secondary structure,” Mol. Cell, vol. 58, pp. 353–361, 2015. 10 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint [10] I. V. Novikova, S. P. Hennelly, and K. References Y. Sanbonmatsu, “Structural architecture of the human
long non-coding RNA, steroid receptor RNA activator,” Nucl. Acids Res., vol. 40, pp. 5034–
5051, 2012. [11] S. Maenner, M. Blaud, L. Fouillen, A. Savoye, V. Marchand, A. Dubois, S. Sanglier-Cianférani,
A. V. Dorsselaer, P. Clerc, P. Avner, A. Visvikis, and C. Branlant, “2-D structure of the A
region of Xist RNA and its implication for PRC2 association,” PLOS Biol., vol. 8, p. e1000276,
2010. [12] R. Fang, W. N. Moss, M. Rutenberg-Schoenberg, and M. D. Simon, “Probing Xist RNA
structure in cells using targeted structure-seq,” PLOS Genet, vol. 11, no. 12, p. e1005668,
2015. [13] W. M. Fitch, “Toward defining the course of evolution: minimum change for a specific tree
topology,” Syst. Zool., pp. 406–416, 1971. [14] E. Rivas and S. R. Eddy, “Parameterizing sequence alignment with an explicit evolutionary
model,” BMC Bioinformatics, vol. 16, p. 406, 2015. [15] A. Kozomara, M. Birgaoanu, and S. Griffiths-Jones, “miRBase: from microRNA sequences to
function,” Annu. Rev. Cell Biol., vol. 47, pp. D155–D162, 2019. [16] R. C. A. Tavares, A. M. Pyle, and S. Somarowthu, “Phylogenetic analysis with improved
parameters reveals conservation in lncRNA structures,” J Mol Biol, vol. 431, pp. 1592–1603,
2019. [17] E. Rivas and S. R. Eddy, “Response to Tavares et al Covariation analysis with improved
parameters reveals conservation in lncRNA structures.” 2018. [18] F. Liu, S. Somarowthu, and A. M. Pyle, “Visualizing the secondary and tertiary architectural
domains of lncRNA RepA,” Nat Chem Biol, vol. 13, pp. 282–289, 2017. [19] T. J. Wheeler and S. R. Eddy, “nhmmer: DNA homology search with profile HMMs,” Bioin-
formatics, vol. 29, pp. 2487–2489, 2013. 11 11 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019. ;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint [20] T. J. Wheeler, J. Clements, S. R. Eddy, R. Hubley, T. A. Jones, J. Jurka, A. F. A. Smit, and
R. D. References Finn, “Dfam: a database of repetitive DNA based on profile hidden Markov models,”
Nucl. Acids Res., vol. 41, pp. D70–D82, 2013. [21] E. J. Hawkes, S. P. Hennelly, I. V. Novikova, J. A. Irwin, C. Dean, and K. Y. Sanbonmatsu,
“COOLAIR antisense RNAs form evolutionarily conserved elaborate secondary structures,”
Cell Reports, vol. 16, pp. 3087–309, 2016. [22] E. P. Nawrocki and S. R. Eddy, “Infernal 1.1: 100-fold faster RNA homology searches,” Bioin-
formatics, vol. 29, pp. 2933–2935, 2013. [23] M. N. Price, P. S. Dehal, and A. P. Arkin, “FastTree 2 - approximately maximum-likelihood
trees for large alignments,” PLOS ONE, vol. 5, p. e9490, 2010. Supplementary information is linked to the online version of the paper. Supplementary information is linked to the online version of the paper. Acknowledgment We thank the Centro de Ciencias de Benasque Pedro Pascual, Spain, where
ideas for this manuscript were developed. Authors contribution E.R. and S.R.E. designed the method and wrote the manuscript. E.R. wrote the code, designed and carried out the experiments. Author information An R-scape web server is at eddylab.org/R-scape, with a link to down-
load source code. The authors declare that they have no competing financial interests. Corre-
spondence and requests for materials should be addressed to E.R. (elenarivas@fas.harvard.edu). Author information An R-scape web server is at eddylab.org/R-scape, with a link to down-
load source code. The authors declare that they have no competing financial interests. Corre-
spondence and requests for materials should be addressed to E.R. (elenarivas@fas.harvard.edu). 12 a
d
b
e
f
c
covariation? variation? evidence for a
A U
C G
A U
C G
A U
C G
A U
C U
A G
C G
A U
C U
A U
A U
A U
A U
A U
A U
? conserved basepair? 0
20
40
60
80
0
50
100
150
200
% basepairs signifcantly covarying
number of sequences
100
30
40
50
60
70
80
90
100
% basepairs signifcantly covarying
average pairwise % identity
20
40
60
80
100
0
0.1
1
10
100
% basepairs signifcantly covarying
average # of substitutions
20
40
60
80
100
0
7,012 basepairs (from 83 RNAs with crystal structures)
1.0
0.8
0.6
0.4
0.0
0.2
0
50
100
150
200
250
300
Number of substitutions in basepair (s)
P( Evalue(s) < 0.05)
0
20
40
60
80
100
20
40
60
80
100
120
140
160
180
average percentage identity
number of sequences
% id
# seqs
~30 ~50 ~75
65 65 65
10 22 68
% cov bps
% id
# seqs
~30 ~50 ~75
83 70 57
40 40 40
medium sensitivity
high sensitivity
low sensitivity
% cov bps
(~75 %)
(~50 %)
(~30 %)
% of covarying basepairs
Figure 1 a
covariation? variation? evidence for a
A U
C G
A U
C G
A U
C G
A U
C U
A G
C G
A U
C U
A U
A U
A U
A U
A U
A U
? conserved basepair? .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint Supplementary information is linked to the online version of the paper. b
0
20
40
60
80
0
50
100
150
200
% basepairs signifcantly covarying
number of sequences
100 f
c
30
40
50
60
70
80
90
100
% basepairs signifcantly covarying
average pairwise % identity
20
40
60
80
100
0 c
g d
e
0.1
1
10
100
% basepairs signifcantly covarying
average # of substitutions
20
40
60
80
100
0 f 0
20
40
60
80
100
20
40
60
80
100
120
140
160
180
average percentage identity
number of sequences
% id
# seqs
~30 ~50 ~75
65 65 65
10 22 68
% cov bps
% id
# seqs
~30 ~50 ~75
83 70 57
40 40 40
medium sensitivity
high sensitivity
low sensitivity
% cov bps
(~75 %)
(~50 %)
(~30 %)
% of covarying basepairs e f
7,012 basepairs (from 83 RNAs with crystal structures)
1.0
0.8
0.6
0.4
0.0
0.2
0
50
100
150
200
250
300
Number of substitutions in basepair (s)
P( Evalue(s) < 0.05) 7,012 basepairs (from 83 RNAs with crystal structures) 0
0
0
0
P( Evalue(s) < 0.05) 50
100
150
200
250
Number of substitutions in basepair (s) Figure 1 13 Figure 1: (a) Three different patterns for two alignment columns proposed to form a
consensus basepair. (a, left) The two columns have variation and covariation (mutual infor-
mation is 1 bit). This pattern is consistent with a basepair conserved throughout evolution. (a,
middle) The two columns have variation but not covariation (mutual information is 0.0). These
two positions are unlikely to form a basepair. (a, right) Two columns with no covariation and no
variation. This pattern is consistent with a A-U basepair, but there is no evolutionary evidence for
it. (b,c,d) Scatter plots of power (% sensitivity) for detecting basepairs in simulated
alignments. Each point represents the fraction of 42 consensus basepairs in a simulated Cobalamin
alignment detected with an R-scape E-value < 0.05, as a function of sequence number (b), average
pairwise % identity (c), or inferred number of substitutions in two columns sij (d). (e) The same
simulated alignments binned by low (yellow ∼27 −32%), medium (blue ∼47 −52%) or high (red
∼74 −76%) sensitivity and scatter plotted, illustrating how detection power increases either by
increasing sequence number or sequence diversity. (f) Power of covariation as a function of
the total number of substitutions. .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint Supplementary information is linked to the online version of the paper. The orange line is the fitted power(s) curve. Each blue
dot represents the empirical data we fit to: the mean fraction of significantly covarying basepairs
and mean sij in a set of 100 annotated basepairs from Rfam seed alignments, out of 7,012 total
basepairs ordered by increasing number of substitutions. 14 a
c
b
f
e
d
A.thaliana UUUGUGCCCUAAUUUG.AUCCUCAGGUUUGGGUU.C.AAGUCGCCGGA
A.lyrata UUUAUUCCCUAAUUUG.AUCCUCAGGUU-GGGUU.CgAAGUCGCCGGA
C.rubella CUUGUGCCCUAAUUUG.AUCCUCGGCUUUGGGUU.C.AAGUCGCCGGA
A.alpina UUUGUGCCCUAAUUUGgAUCCUCAGGUUCGGUCUuU.AAGUCGCCUGA
E.salsugineum UCCGUGCCCUAAUUUG.AUCCUCAGGUACGG-UU.C.AAGUCGCCAGA
B.rapa UCUGUGCCCUAAUUUG.AUCCAGAGGUUCGG-UU.C.AAGUGGCCGGA
#=GC SS_cons <<<<-<<----<<<<<.<<<<________>>>->.>.>>>>->>>>>>
Infernal alignment
reproduction: Figure 2A, Hawkes et al. NAR 2016
C
U Y
G
U
G C
C
C Y
U
C C
C A
G
G
U
U
Y
G
G
R
G
C
C
G
A
5´
Arabidopsis COOLAIR
90%
97%
75%
50%
nucleotide
present
nucleotide
75%
N
N 97%
N 90%
identity
A.thaliana UU.UGUGC.CCUAAUUUGA..U.CC.UCAGGUUUGG..G.UUCAAGUCGCC....GGA
A.lyrata UU.UA.UUCCCUAAUUUGAU.C.CU..CAGGUU.GG..G.UUCGA...AGUCGCCGGA
C.rubella UU..GUGCCCUA...AUUU.GAUCC.UCGGCUUUGGGUUC.AAGU..CGCC.....GG
A.alpina UU..GUGCCCUA..AUUUG.GAUCC.UCAGGUUCGGU.UCUUAAG.UCGCCU....GA
E.salsugineum UCC.GUGCCCUA...AUUU.GA.UCCUCAGGUACGGU.UC.AAGU..CGCCA....GA
B.rapa UC.UGUGCCCUA...AUUU.GAUCC.AGAGGUUCGGU.UC.AAGU..GGCC....GGA
#=GC SS_cons <<-<<-<<-------<<<<-<<-<<_________>>-->>->>>>--->>>---->>>
* ** * * ** *
Figure S2C, Hawkes et al. NAR 2016
0
20
40
80
60
100
0
20
40
60
80
100
fraction of basepairs that covary (%)
alignment power (%)
SECIS-1
PhotoRC-II
tRNA
manA
ZMP-ZTP
Bacteria-large-SRP
mir-154
Fungi-SRP
ykoK
CyVA-1
int-alpA
IMES-1
gut-2
cow-rumen-2
LOOT
RAGATH-18
group-II-D1D4-7
Bacteria-small-SRP
tmRNA
IsrR
mir-1937
Prion-pknot
Plant-SR
K-chan-RES
MIR480
msiK
Clostridiales-2
Metazoa-SRP
Telomerase-vert
Telomerase-cil
ROOL
SNORD96
> 10% power but
not covariations
(% of basepairs expected to covary)
c4-2
5S-rRNA
human XIST
73852753
73820615
chrX rev
XIST
1
11373
24770
32103
exon1
exon2
exon3 exon4 exon5
exon6
repeats
A F
B C fragment
D
E
mouse
homol. TEs
non-TE
homol. Supplementary information is linked to the online version of the paper. # aligned
FLAM_C
Charlie29a
LTR52
MIRc
L2d_3end
Charlie29b
FLAM_C LTR78 MIRb
LTR78
L2d_3end
L2d_3end
(linx3) (linx3)
65
52 55 61
55
56
73
60
59
47
h1
h2 h3 h4
h5
h6
h7
h8
h9
h10
40
60
80
100
alignment power (%)
XIST h2
XIST h4
HOTAIR D2
XIST h6
ncSRA
HOTAIR D1
HOTAIR D4
repA lncRNA
0
HOTAIR D3
0
20
40
60
80
100
fraction of basepairs that covary (%)
COOLAIR
XIST h8
XIST h7
XIST h1
#
%
bp
exp obs
tot
HOTAIR D1
37 74 149
48.4
0
HOTAIR D2
31 74 134
23.0
0
HOTAIR D3
34 68 125
41.4
0
HOTAIR D4
31 69 165
38.6
0
ncSRA
76 78 234
49.7
0
Alignment
RepA lncRNA
57 68 334 108.6
1
XIST h1 (repA,F)
65 68 254 100.7
0
XIST h2 (repB,C)
52 68
41
25.1
0
XIST h5
55 70
63
18.4
0
XIST h6
56 79 112
20.7
0
XIST h7
73 61 123
50.4
0
COOLAIR
6 80 166
0.8
1
XIST h8 (repE)
60 66
89
34.7
0
seqs ID
XIST h9
47 70
32
7.2
0
XIST h10
59 73
61
15.9
0
XIST h3
55 68
53
16.2
0
XIST h4
61 60
64
28.6
0
cov bp
XIST h1-h10
32 72 980 141.3
0
Figure 2 a
0
20
40
80
60
100
0
20
40
60
80
100
fraction of basepairs that covary (%)
alignment power (%)
SECIS-1
PhotoRC-II
tRNA
manA
ZMP-ZTP
Bacteria-large-SRP
mir-154
Fungi-SRP
ykoK
CyVA-1
int-alpA
IMES-1
gut-2
cow-rumen-2
LOOT
RAGATH-18
group-II-D1D4-7
Bacteria-small-SRP
tmRNA
IsrR
mir-1937
Prion-pknot
Plant-SR
K-chan-RES
MIR480
msiK
Clostridiales-2
Metazoa-SRP
Telomerase-vert
Telomerase-cil
ROOL
SNORD96
> 10% power but
not covariations
(% of basepairs expected to covary)
c4-2
5S-rRNA b
40
60
80
100
alignment power (%)
XIST h2
XIST h4
HOTAIR D2
XIST h6
ncSRA
HOTAIR D1
HOTAIR D4
repA lncRNA
0
HOTAIR D3
0
20
40
60
80
100
fraction of basepairs that covary (%)
COOLAIR
XIST h8
XIST h7
XIST h1
#
%
bp
exp obs
tot
HOTAIR D1
37 74 149
48.4
0
HOTAIR D2
31 74 134
23.0
0
HOTAIR D3
34 68 125
41.4
0
HOTAIR D4
31 69 165
38.6
0
ncSRA
76 78 234
49.7
0
Alignment
RepA lncRNA
57 68 334 108.6
1
XIST h1 (repA,F)
65 68 254 100.7
0
XIST h2 (repB,C)
52 68
41
25.1
0
XIST h5
55 70
63
18.4
0
XIST h6
56 79 112
20.7
0
XIST h7
73 61 123
50.4
0
COOLAIR
6 80 166
0.8
1
XIST h8 (repE)
60 66
89
34.7
0
seqs ID
XIST h9
47 70
32
7.2
0
XIST h10
59 73
61
15.9
0
XIST h3
55 68
53
16.2
0
XIST h4
61 60
64
28.6
0
cov bp
XIST h1-h10
32 72 980 141.3
0 c
human XIST
73852753
73820615
chrX rev
XIST
1
11373
24770
32103
exon1
exon2
exon3 exon4 exon5
exon6
repeats
A F
B C fragment
D
E
mouse
homol. .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint .
CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted October 1, 2019.
;
https://doi.org/10.1101/789404
doi:
bioRxiv preprint Supplementary information is linked to the online version of the paper. TEs
non-TE
homol. # aligned
FLAM_C
Charlie29a
LTR52
MIRc
L2d_3end
Charlie29b
FLAM_C LTR78 MIRb
LTR78
L2d_3end
L2d_3end
(linx3) (linx3)
65
52 55 61
55
56
73
60
59
47
h1
h2 h3 h4
h5
h6
h7
h8
h9
h10 f Figure 2 Figure 2 15 Figure 2: (a) Power of covariation for structural RNAs. Each point represents one of 2,209
Rfam families (seed alignments) with at least 10 annotated consensus basepairs, plotting the frac-
tion of annotated basepairs that show a significant covariation signal (R-scape E< 0.05) versus
“alignment power”, the fraction expected to show a significant signal. Points are color coded by
positive predictive value (PPV): blue are PPV > 95%, yellow 50 −95%, red < 50%. Red shaded
region along the bottom indicates alignments with sufficient power, defined as > 10%, but no signif-
icant detected covariations. (b) Results for HOTAIR, SRA, Xist, and COOLAIR lncRNA
alignments. Inset table shows details for each alignment, including the total number of annotated
basepairs, the expected number that should show significant covariation (i.e. alignment power times
total bp), and the number observed with significant covariation. Supplemental Table S3 describes
all lncRNA alignments and proposed structures tested. (c) Human XIST RNA conservation. Representation of the locations of ten human/mouse unique sequence conserved regions h1-h10 in
XIST/Xist, relative to XIST repeat regions A-F and to other human/mouse conserved sequence
corresponding to ancient transposable elements (TEs). (d) The proposed COOLAIR helix
H10, redrawn from ref. 21 displaying R-scape’s covariation annotation. (e) The proposed align-
ment of six homologous sequences for COOLAIR helix 10 resulting in the apparent covariations in
(d). (f) A revised COOLAIR H10 alignment more consistent with primary sequence
conservation. The apparent R-scape covariations from the original alignment in (e) disappear,
while the proposed structure in (d) is maintained. Identical sets of residues in both alignments are
shaded in the same color. 16 b
e
f
c
on? on? or a
A U
C G
A U
C G
A U
C G
A U
C U
A G
C G
A U
C U
A U
A U
A U
A U
A U
A U
? air? Supplementary information is linked to the online version of the paper. 0
20
40
60
80
0
50
100
150
200
% basepairs signifcantly covarying
number of sequences
100
30
40
50
60
70
80
90
100
% basepairs signifcantly covarying
average pairwise % identity
20
40
60
80
100
0
10
100
ge # of substitutions
7,012 basepairs (from 83 RNAs with crystal structures)
1.0
0.8
0.6
0.4
0.0
0.2
0
50
100
150
200
250
300
Number of substitutions in basepair (s)
P( Evalue(s) < 0.05)
0
20
40
60
80
100
20
40
60
80
100
120
140
160
180
average percentage identity
number of sequences
% id
# seqs
~30 ~50 ~75
65 65 65
10 22 68
% cov bps
% id
# seqs
~30 ~50 ~75
83 70 57
40 40 40
medium sensitivity
high sensitivity
low sensitivity
% cov bps
(~75 %)
(~50 %)
(~30 %)
% of covarying basepairs a
d
b
e
f
c
covariation? variation? evidence for a
A U
C G
A U
C G
A U
C G
A U
C U
A G
C G
A U
C U
A U
A U
A U
A U
A U
A U
? conserved basepair? 0
20
40
60
80
0
50
100
150
200
% basepairs signifcantly covarying
number of sequences
100
30
40
50
6
% basepairs signifcantly covarying
average pa
20
40
60
80
100
0
0.1
1
10
100
% basepairs signifcantly covarying
average # of substitutions
20
40
60
80
100
0
7,012 basepairs (from 83
1.0
0.8
0.6
0.4
0.0
0.2
0
50
100
Number of subst
P( Evalue(s) < 0.05)
0
20
40
60
80
100
20
40
60
80
100
120
140
160
180
average percentage identity
number of sequences
% id
# seqs
~30 ~50 ~75
65 65 65
10 22 68
% cov bps
% id
# seqs
~30 ~50 ~75
83 70 57
40 40 40
medium sensitivity
high sensitivity
low sensitivity
% cov bps
(~75 %)
(~50 %)
(~30 %)
% of covarying basepairs b
0
20
40
60
80
0
50
100
150
200
% basepairs signifcantly covarying
number of sequences
100 f
c
30
40
50
60
70
80
90
100
% basepairs signifcantly covarying
average pairwise % identity
20
40
60
80
100
0 d
covariation? variation? Supplementary information is linked to the online version of the paper. evidence for a
A U
C G
A U
C G
A U
C G
A U
C U
A G
C G
A U
C U
A U
A U
A U
A U
A U
A U
? conserved basepair? e
q
0
20
40
60
80
100
20
40
60
80
100
120
140
160
180
average percentage identity
number of sequences
% id
# seqs
~30 ~50 ~75
65 65 65
10 22 68
% cov bps
% id
# seqs
~30 ~50 ~75
83 70 57
40 40 40
medium sensitivity
high sensitivity
low sensitivity
% cov bps
(~75 %)
(~50 %)
(~30 %)
% of covarying basepairs f e f
7,012 basepairs (from 83 RNAs with crystal structures)
1.0
0.8
0.6
0.4
0.0
0.2
0
50
100
150
200
250
300
Number of substitutions in basepair (s)
P( Evalue(s) < 0.05) 7,012 basepairs (from 83 RNAs with crystal structures)
1 0 0.1
1
10
100
% basepairs signifcantly covarying
average # of substitutions
20
40
60
80
100
0 50
100
150
200
250
Number of substitutions in basepair (s) b
f
e
d
A.thaliana UUUGUGCCCUAAUUUG.AUCCUCAGGUUUGGGUU.C.AAGUCGCCGGA
A.lyrata UUUAUUCCCUAAUUUG.AUCCUCAGGUU-GGGUU.CgAAGUCGCCGGA
C.rubella CUUGUGCCCUAAUUUG.AUCCUCGGCUUUGGGUU.C.AAGUCGCCGGA
A.alpina UUUGUGCCCUAAUUUGgAUCCUCAGGUUCGGUCUuU.AAGUCGCCUGA
E.salsugineum UCCGUGCCCUAAUUUG.AUCCUCAGGUACGG-UU.C.AAGUCGCCAGA
B.rapa UCUGUGCCCUAAUUUG.AUCCAGAGGUUCGG-UU.C.AAGUGGCCGGA
#=GC SS_cons <<<<-<<----<<<<<.<<<<________>>>->.>.>>>>->>>>>>
Infernal alignment
reproduction: Figure 2A, Hawkes et al. NAR 2016
C
U Y
G
U
G C
C
C Y
U
C C
C A
G
G
U
U
Y
G
G
R
G
C
C
G
A
5´
Arabidopsis COOLAIR
90%
97%
75%
50%
nucleotide
present
nucleotide
75%
N
N 97%
N 90%
identity
A.thaliana UU.UGUGC.CCUAAUUUGA..U.CC.UCAGGUUUGG..G.UUCAAGUCGCC....GGA
A.lyrata UU.UA.UUCCCUAAUUUGAU.C.CU..CAGGUU.GG..G.UUCGA...AGUCGCCGGA
C.rubella UU..GUGCCCUA...AUUU.GAUCC.UCGGCUUUGGGUUC.AAGU..CGCC.....GG
A.alpina UU..GUGCCCUA..AUUUG.GAUCC.UCAGGUUCGGU.UCUUAAG.UCGCCU....GA
E.salsugineum UCC.GUGCCCUA...AUUU.GA.UCCUCAGGUACGGU.UC.AAGU..CGCCA....GA
B.rapa UC.UGUGCCCUA...AUUU.GAUCC.AGAGGUUCGGU.UC.AAGU..GGCC....GGA
#=GC SS_cons <<-<<-<<-------<<<<-<<-<<_________>>-->>->>>>--->>>---->>>
* ** * * ** *
Figure S2C, Hawkes et al. Supplementary information is linked to the online version of the paper. NAR 2016
20
40
60
80
100
alignment power (%)
SECIS-1
PhotoRC-II
tRNA
manA
ZMP-ZTP
Bacteria-large-SRP
mir-154
Fungi-SRP
ykoK
CyVA-1
int-alpA
IMES-1
gut-2
cow-rumen-2
LOOT
RAGATH-18
group-II-D1D4-7
Bacteria-small-SRP
tmRNA
IsrR
mir-1937
Prion-pknot
Plant-SR
K-chan-RES
MIR480
msiK
tridiales-2
Metazoa-SRP
rase-vert
Telomerase-cil
ROOL
D96
> 10% power but
not covariations
(% of basepairs expected to covary)
c4-2
5S-rRNA
human XIST
753
73820615
11373
24770
32103
exon1
exon2
exon3 exon4 exon5
exon6
B C fragment
D
E
FLAM_C
Charlie29a
LTR52
MIRc
L2d_3end
Charlie29b
FLAM_C LTR78 MIRb
LTR78
L2d_3end
L2d_3end
(linx3) (linx3)
52 55 61
55
56
73
60
59
47
h2 h3 h4
h5
h6
h7
h8
h9
h10
40
60
80
100
alignment power (%)
XIST h2
XIST h4
HOTAIR D2
XIST h6
ncSRA
HOTAIR D1
HOTAIR D4
repA lncRNA
0
HOTAIR D3
0
20
40
60
80
100
fraction of basepairs that covary (%)
COOLAIR
XIST h8
XIST h7
XIST h1
#
%
bp
exp obs
tot
HOTAIR D1
37 74 149
48.4
0
HOTAIR D2
31 74 134
23.0
0
HOTAIR D3
34 68 125
41.4
0
HOTAIR D4
31 69 165
38.6
0
ncSRA
76 78 234
49.7
0
Alignment
RepA lncRNA
57 68 334 108.6
1
XIST h1 (repA,F)
65 68 254 100.7
0
XIST h2 (repB,C)
52 68
41
25.1
0
XIST h5
55 70
63
18.4
0
XIST h6
56 79 112
20.7
0
XIST h7
73 61 123
50.4
0
COOLAIR
6 80 166
0.8
1
XIST h8 (repE)
60 66
89
34.7
0
seqs ID
XIST h9
47 70
32
7.2
0
XIST h10
59 73
61
15.9
0
XIST h3
55 68
53
16.2
0
XIST h4
61 60
64
28.6
0
cov bp
XIST h1-h10
32 72 980 141.3
0 a
0
20
40
80
60
100
0
20
40
60
80
100
fraction of basepairs that covary (%)
alignment power (%)
SECIS-1
PhotoRC-II
tRNA
manA
ZMP-ZTP
Bacteria-large-SRP
mir-154
Fungi-SRP
ykoK
CyVA-1
int-alpA
IMES-1
gut-2
cow-rumen-2
LOOT
RAGATH-18
group-II-D1D4-
Bacteria-small-
tmRNA
IsrR
mir-1937
Prion-pknot
Plant-SR
K-chan-RES
MIR480
msiK
Clostridiales-2
Metazoa-SRP
Telomerase-vert
Telomerase-cil
ROOL
SNORD96
> 10% power but
not covariations
(% of basepairs expected to covary)
c4-2
5S-rRNA 40
60
80
100
alignment power (%)
XIST h2
XIST h4
HOTAIR D2
XIST h6
ncSRA
HOTAIR D1
HOTAIR D
repA lncRNA
0
HOTAIR D3
0
20
40
60
80
100
fraction of basepairs that covary (%)
COOLAIR
XIST h8
XIST h7
XIST h1
#
%
bp
exp obs
tot
HOTAIR D1
37 74 149
48.4
0
HOTAIR D2
31 74 134
23.0
0
HOTAIR D3
34 68 125
41.4
0
HOTAIR D4
31 69 165
38.6
0
ncSRA
76 78 234
49.7
0
Alignment
RepA lncRNA
57 68 334 108.6
1
XIST h1 (repA,F)
65 68 254 100.7
0
XIST h2 (repB,C)
52 68
41
25.1
0
XIST h5
55 70
63
18.4
0
XIST h6
56 79 112
20.7
0
XIST h7
73 61 123
50.4
0
COOLAIR
6 80 166
0.8
1
XIST h8 (repE)
60 66
89
34.7
0
seqs ID
XIST h9
47 70
32
7.2
0
XIST h10
59 73
61
15.9
0
XIST h3
55 68
53
16.2
0
XIST h4
61 60
64
28.6
0
cov bp
XIST h1-h10
32 72 980 141.3
0 2
4
6
fraction of basepairs that covary (%) 0
20
40
60
fraction of basepairs that covary (%) f
e
d
A.thaliana UUUGUGCCCUAAUUUG.AUCCUCAGGUUUGGGUU.C.AAGUCGCCGGA
A.lyrata UUUAUUCCCUAAUUUG.AUCCUCAGGUU-GGGUU.CgAAGUCGCCGGA
C.rubella CUUGUGCCCUAAUUUG.AUCCUCGGCUUUGGGUU.C.AAGUCGCCGGA
A.alpina UUUGUGCCCUAAUUUGgAUCCUCAGGUUCGGUCUuU.AAGUCGCCUGA
Infernal alignment
reproduction: Figure 2A, Hawkes et al. Supplementary information is linked to the online version of the paper. NAR 2016
C
U Y
G
U
G C
C
C Y
U
C C
C A
G
G
U
U
Y
G
G
R
G
C
C
G
A
5´
Arabidopsis COOLAIR
90%
97%
75%
50%
nucleotide
present
nucleotide
75%
N
N 97%
N 90%
identity
A.thaliana UU.UGUGC.CCUAAUUUGA..U.CC.UCAGGUUUGG..G.UUCAAGUCGCC....GGA
A.lyrata UU.UA.UUCCCUAAUUUGAU.C.CU..CAGGUU.GG..G.UUCGA...AGUCGCCGGA
C.rubella UU..GUGCCCUA...AUUU.GAUCC.UCGGCUUUGGGUUC.AAGU..CGCC.....GG
A.alpina UU..GUGCCCUA..AUUUG.GAUCC.UCAGGUUCGGU.UCUUAAG.UCGCCU....GA
E.salsugineum UCC.GUGCCCUA...AUUU.GA.UCCUCAGGUACGGU.UC.AAGU..CGCCA....GA
B.rapa UC.UGUGCCCUA...AUUU.GAUCC.AGAGGUUCGGU.UC.AAGU..GGCC....GGA
#=GC SS_cons <<-<<-<<-------<<<<-<<-<<_________>>-->>->>>>--->>>---->>>
* ** * * ** *
Figure S2C, Hawkes et al. NAR 2016
40
60
80
100
alignment power (%)
XIST h2
XIST h4
HOTAIR D2
XIST h6
ncSRA
HOTAIR D1
HOTAIR D4
repA lncRNA
0
HOTAIR D3
0
20
COOLAIR
XIST h8
XIST h7
XIST h1 c
(
p
p
y)
human XIST
73852753
73820615
chrX rev
XIST
1
11373
24770
32103
exon1
exon2
exon3 exon4 exon5
exon6
repeats
A F
B C fragment
D
E
mouse
homol. TEs
non-TE
homol. # aligned
FLAM_C
Charlie29a
LTR52
MIRc
L2d_3end
Charlie29b
FLAM_C LTR78 MIRb
LTR78
L2d_3end
L2d_3end
(linx3) (linx3)
65
52 55 61
55
56
73
60
59
47
h1
h2 h3 h4
h5
h6
h7
h8
h9
h10 e
F f
|
https://openalex.org/W2971230652
|
https://europepmc.org/articles/pmc6780899?pdf=render
|
English
| null |
Rheumatoid Arthritis-Associated Mechanisms of Porphyromonas gingivalis and Aggregatibacter actinomycetemcomitans
|
Journal of clinical medicine
| 2,019
|
cc-by
| 16,337
|
Review
Received: 30 July 2019; Accepted: 21 August 2019; Published: 26 August 2019 Received: 30 July 2019; Accepted: 21 August 2019; Published: 26 August 2019 Abstract: Rheumatoid arthritis (RA) is an autoimmune disease of unknown etiology characterized by
immune-mediated damage of synovial joints and antibodies to citrullinated antigens. Periodontal
disease, a bacterial-induced inflammatory disease of the periodontium, is commonly observed in
RA and has implicated periodontal pathogens as potential triggers of the disease. In particular,
Porphyromonas gingivalis and Aggregatibacter actinomycetemcomitans have gained interest as microbial
candidates involved in RA pathogenesis by inducing the production of citrullinated antigens. Here,
we will discuss the clinical and mechanistic evidence surrounding the role of these periodontal bacteria
in RA pathogenesis, which highlights a key area for the treatment and preventive interventions in RA. Keywords: Rheumatoid arthritis; Porphyromonas gingivalis; Aggregatibacter actinomycetemcomitans;
periodontitis; periodontal disease; citrullination; peptidylarginine deiminase; ACPA; anti-CCP Journal of
Clinical Medicine Journal of
Clinical Medicine J. Clin. Med. 2019, 8, 1309; doi:10.3390/jcm8091309 2. The Focal Infection Theory, Oral Sepsis, and RA In order to discuss the potential role of periodontal pathogens in the etiology of RA, it is important
to first review the historical background leading to the link between the mouth and RA. In contrast to
other arthritides known for several centuries, the first description of RA (initially termed “primary
asthenic gout”) was not made until 1800 by Augustin Jacob Landré-Beauvais [17]. Later, Alfred Garrod
in 1859 proposed the name “rheumatoid arthritis” for diseases previously known as chronic rheumatic
arthritis and rheumatic gout, and provided a detailed clinical description to distinguish RA from
gout [18]. Once RA was established as an independent entity, numerous investigators tried to identify
the etiology of this disease. Due to the inflammatory nature of RA, it was thought that the etiology
was infectious, leading to the search for microbial organisms in the joints of patients with RA. Between 1887 and the early 1900s, several investigators claimed to identify different bacteria in RA
synovial fluid and tissue [3–6]. Although the results were inconsistent and not reproducible [19–22],
these initial studies reinforced the idea that RA had an infectious origin, either due to bacteria within
the joint itself or to a toxin produced by microorganisms in some other part of the body [23]. During
the late 1800s, it was widely accepted that an infection in one part of the body may have effects on
a different anatomical site (e.g., the syphilitic chancre is followed by systemic infection [24]). Thus,
this notion fueled speculation that similar to other chronic diseases [25], RA was the result of microbial
dissemination from distant sites of chronic focus of infection, including nasal sinuses, gut, lungs,
genitourinary tract and the mouth [26–30]. This idea, known as the focal infection theory, defined
the cause and treatment of a broad range of diseases, including RA, for several decades in the early
1900s [25,31,32]. In 1891, Willoughy D. Miller first conjectured that oral pathogens play a significant role in the
production of local and systemic diseases [33,34]. This notion was further promoted by William
Hunter in 1900, who was responsible for highlighting that the mouth was a major focus of infection
driving diseases in other organs of the body. In particular, he reached the incorrect conclusion that
pernicious anemia was the result of infective gastritis caused by oral sepsis [35–38]. 1. Introduction Rheumatoid arthritis (RA) is an autoimmune disease of unknown etiology characterized by
synovial inflammation, joint destruction, and high titer autoantibodies [1]. The disease affects 0.5–1%
of the adult population worldwide and is associated with increased mortality rates compared with the
general population [2]. A microbial origin in RA has been hypothesized for more than a century [3–6],
yet, different to chronic diseases that have an infectious origin, a causal agent for RA has not been
identified. Instead, numerous studies support the idea that the etiology of RA is multifactorial with
a complex interplay between genetic and environmental factors [7]. Multiple risk factors have been
associated with RA, including specific HLA (human leukocyte antigen) alleles, female sex, smoking,
obesity, infections, and menopause, among others [8]. Nevertheless, these factors are also common
in the general population, which makes it difficult to understand why only few individuals develop
RA and not others with similar risk. Even in monozygotic twins, the disease concordance is rather
low, varying between 8.8 and 21% [9–12]. Although stochastic events may explain the discordance in
disease development among individuals at risk, the current model of RA relies on the contribution of
an environmental factor, most likely a microbial agent, which may be responsible for triggering the
disease in susceptible individuals. Assuming that a microorganism is involved in RA pathogenesis, at least two hypotheses may
explain why this causal agent has not yet been found. First, RA may be triggered by a rare pathogen
that is exclusive to patients with RA, which has not yet been discovered because of the lack of proper
technologies. Second, different to other chronic infectious diseases that are linked to a single pathogen,
RA may result from the individual or interacting effects of different microbial agents likely unified by
triggering common arthritogenic pathways. Moreover, like other risk factors in RA, microbial species J. Clin. Med. 2019, 8, 1309; doi:10.3390/jcm8091309 www.mdpi.com/journal/jcm J. Clin. Med. 2019, 8, 1309 2 of 24 with arthritogenic potential may also be common in the general population, but only drive RA in the
perfect setting of other predisposing elements. While it cannot be excluded that a single unknown pathogen may cause RA, current studies
suggest that dysbiotic microbiomes may play a role in the pathogenesis of the disease [13–15]. 2. The Focal Infection Theory, Oral Sepsis, and RA Following these
observations, oral sepsis (including caries, gingivitis, stomatitis, periodontitis, and tonsillitis) was
considered a major focus of infection causing systemic diseases in which the etiology was unknown,
such as RA [25,30,39,40]. This notion was further supported by anecdotal reports of patients with
“rheumatism” cured after the removal of carious teeth [41], leading to the use of tonsillectomies and
tooth extractions as the standard of treatment [29,31]. In the 1930s, this theory was refuted by the
demonstration that neither tooth extraction nor tonsillectomy provided clinical benefit to patients with
RA [42–44]. 1. Introduction In this
regard, several bacterial candidates have been mechanistically linked to RA either by creating a
pro-inflammatory environment or by inducing the production of autoantibodies [13–15]. Here, we will
discuss the evidence surrounding the potential role of two of these microbial agents, Porphyromonas
gingivalis (P. gingivalis) and Aggregatibacter actinomycetemcomitans (Aa), in the mechanistic model of RA. Importantly, these pathogens are not exclusive to RA. Indeed, they are causal agents of periodontitis,
a common disease in the adult population initially associated with RA in the late 1800s [16]. 3. Periodontitis and RA Among the different causes of oral sepsis that were linked to RA, an association with “pyorrhea
alveolaris” was noticed in 1895 [16]. Pyorrhea alveolaris, also known as Riggs’ disease and currently
termed periodontal disease (PD) or periodontitis, was described by John W. Riggs in 1875 [45]. Periodontitis is a bacterial-induced chronic inflammatory disease affecting the tissues that support 3 of 24 J. Clin. Med. 2019, 8, 1309 the teeth, including the alveolar bone. The disease results from dysbiosis of the oral microbiota and
is associated with destruction of periodontal tissue, potentially leading to tooth loss [46]. Since the
implantation site of the teeth is also an articulation, it was initially thought that the destruction of the
periodontal membrane and alveolar bone in patients with RA and pyorrhea alveolaris was part of
same RA-induced damage affecting the dentoalveolar joint [16]. Nevertheless, the establishment of the
focal infection theory tilted the paradigm to underscore periodontitis as a cause (not as a consequence)
of RA in the early 1900s [26–28]. y
[
]
However, after the downfall of the focal infection theory as the cause of RA in the 1930s, the study
of periodontitis in the pathogenesis of RA was left behind. Later, at least two major advances
renewed interest in periodontitis as a component of the mechanistic model of RA. The first occurred
between the 1960s–1990s, when significant advances were made in the immunopathogenesis of
periodontitis, which suggested important mechanistic similarities with autoimmune diseases [47],
in particular RA [48]. These include common mechanisms of immune-mediated tissue damage, patterns
of pro-inflammatory cytokines (e.g., interleukin (IL)-1, IL-6 and tumor necrosis factor α), immune
complex deposition and complement activation [48–50]. Rapidly progressive periodontitis is also
associated with HLA-DRB1 alleles linked to RA [51,52]. Moreover, B cells and plasma cells predominate
in the affected sites in chronic periodontitis [53–55], autoantibodies such as rheumatoid factor (RF)
and anti-collagen antibodies are found in the periodontal lesion [56–59], and RF can be detected
in dental periapical lesions from patients with RA [60]. The second advance was in 1999, when it
was discovered that an important periodontal pathogen (P. gingivalis) secretes a peptidylarginine
deiminase (PAD)-like enzyme [61], which was incorrectly thought to be equivalent to human PADs
at the time [62]. 3. Periodontitis and RA As PAD enzymes are responsible for generating citrullinated proteins, major targets
of autoantibodies in RA [63], it was hypothesized that periodontitis drives RA via the production of
citrullinated antigens by P. gingivalis [62]. Together, these findings have provided the basis for the
renewed theory that periodontitis and RA may be mechanistically related and potentially linked by a
common etiologic factor. In the last 10 years, numerous epidemiological studies, extensively reviewed elsewhere [64–66],
have reported a positive association of RA with PD when compared to healthy (non-RA) controls. Overall, a recent meta-analysis found that patients with RA had a 13% greater risk of periodontitis
compared to healthy controls, ranging from 4 to 23% (RR: 1.13; 95% CI: 1.04, 1.23; p = 0.006) [65]. In addition, a case-control study from the Medical Biobank of Northern Sweden found that periodontitis,
characterized as marginal jawbone loss, precedes the clinical onset of RA [67], supporting a potential
role for PD in RA pathogenesis. Not every study, however, has confirmed this association either by
comparing RA with healthy controls [68,69] or with patients with osteoarthritis (OA) [65]. Although
these studies have methodological differences that may explain their discrepancies, a causal relation
between RA and periodontitis may be difficult to sustain based purely on association studies. A major caveat in the epidemiological association between RA and periodontitis is that PD is
likely the most frequent chronic infectious disease in humans worldwide. The overall rate of PD
in the adult US population is 47%, with 38% over age 30 and 64% over age 65 having either severe
or moderate periodontitis [70]. Moreover, severe forms of periodontitis affect 11.2% of the global
adult population [71]. Considering that almost half of the adult population has some form of PD,
it may be hard to demonstrate a causal relationship with RA, since its prevalence is only 0.5–1%
of the adult population [2]. Indeed, the relative risk of periodontitis in patients with RA is only
1.13 when compared to healthy controls, and of 1.10 compared to OA [65]. Despite these potential
shortcomings, additional studies have been centered on addressing whether periodontitis, and in
particular periodontal pathogens, may have a mechanistic role in RA through the production of
citrullinated antigens. J. Clin. Med. 2019, 8, 1309 4 of 24 4. Citrullination and RA The discovery that the majority of patients with RA have antibodies to citrullinated proteins (known
as ACPAs) [63,72,73] marked an important advance in understanding potential pathogenic mechanisms
in RA [1]. Citrullination is an enzymatic process mediated by the peptidylarginine deiminases (PADs)
in which arginine residues are deiminated to generate citrulline residues [74]. Five PADs have been
identified in humans (PAD1–4 and 6) [1], but only PAD1–4 have citrullinating activity [75]. PAD2
and PAD4 have gained prominence as potential candidates that drive citrullination of self-antigens
in RA due to their increased expression in rheumatoid synovial tissue and fluid [76–78]. PADs are
calcium dependent enzymes. Four, five, and six calcium-binding sites were identified in the structure
of PAD1, PAD4, and PAD2, respectively, with calcium binding inducing conformational changes
required to generate the active site cleft [79–81]. PADs are highly specific for peptidylarginine residues,
requiring at least one additional amino acid residue N-terminal to the site of modification [74,82]. Thus, these enzymes can only citrullinate arginine residues within polypeptide chains but not at their
termini (i.e., they are endodeiminases). Different from arginine deiminases (ADI), which catalyze
the deimination of free L-arginine, PADs cannot generate citrulline from free L-arginine [74]. PADs
2, 3, and 4 form homodimers, whereas PAD1 is monomeric in solution [79–81]. Each PAD monomer
contains a C-terminal catalytic domain and an N-terminal domain involved in substrate binding and
protein–protein interactions [79–81]. The PADs are highly conserved and share 50%–55% sequence
identity [79], but exhibit distinct substrate preferences and tissue expression [83,84]. Citrullination is a normal process across multiple tissues in humans [85]. More than 200 proteins
are citrullinated in different healthy human tissues, with the highest levels found in the brain and
lungs [85]. Together, this set of proteins is referred to as the citrullinome. Large amounts of citrullinated
proteins are found in RA synovial fluid, including more than 100 proteins that are normally citrullinated
among different normal tissues [85–91]. This unique pattern of citrullination that includes proteins
spanning the range of molecular weights is termed hypercitrullination [87]. Similar to the RA joint,
it is noteworthy that periodontitis is also characterized by the accumulation of large amounts of
citrullinated proteins with similar patterns of hypercitrullination found in RA [92,93], supporting the
notion that PD is a potential source of citrullinated autoantigens. Understanding which components
in periodontitis are responsible for driving hypercitrullination may, therefore, provide important
mechanistic insights into RA pathogenesis. 5. P. gingivalis in RA Pathogenesis gingivalis, but not anti-RgpB
antibodies, were positively associated with RA [129], highlighting that the anti-P. gingivalis antibody
assays are not comparable. Interestingly, one study reported that anti-RgpB antibody concentrations
increase before the onset of RA symptoms [123], suggesting a temporal relationship between P. gingivalis
infection and the clinical onset of RA. Unlike the detection of antibodies to P. gingivalis, which has shown some positive association
with RA, a number of studies detecting P. gingivalis by PCR and metagenomic sequencing in saliva,
subgingival plaque and/or GCF failed to confirm such an association [103–111]. In one of these studies,
however, P. gingivalis was detected more frequently in a small subgroup of patients with recently
diagnosed, never-treated RA, in comparison with patients with established RA or healthy controls;
although this finding could be explained by a higher prevalence of severe periodontitis in those
patients [111]. More recently, an increase in the relative abundance of P. gingivalis was found at healthy
periodontal sites in at risk anti-CCP antibody positive individuals compared with anti-CCP negative
healthy controls, though the significance of this finding is unclear [112]. From these studies, it is difficult to reach a definitive conclusion as to the relationship between RA
and P. ginigvalis. A complicating factor is that every assay has different implications with regard to
the status of P. gingivalis in the patient (e.g., carrier, active infection, or past and present exposure),
and their significance is likely influenced by the source of antigen (in the case of antibodies), periodontal
sample collection, and the control group used for comparison (e.g., OA, non-RA, healthy controls
with or without PD). Overall, it is likely that positive associations with P. gingivalis may reflect PD
severity rather than RA status, which importantly, neither supports nor excludes a pathogenic role for
P. gingivalis in RA. 5. P. gingivalis in RA Pathogenesis P. gingivalis was linked to periodontal disease in the early 1960s, initially named Bacteroides
melaninogenicus (B. melaninogenicus) [94], which was later found to include two species, B. melaninogenicus
(later Prevotela melaninogenica) and B. asaccharolyticus [95]. The name B. gingivalis was later proposed
to distinguish oral from non-oral B. asaccharolyticus [96,97], and in the late 1980s, B. gingivalis was
further reclassified in a new genus, the Porphyromonas [98]. P. gingivalis has been implicated in the
pathogenesis of periodontitis by subverting host immune defenses, leading to overgrowth of oral
commensal bacteria, which causes inflammatory tissue destruction [99,100]. Different approaches have been used to address a potential association between P. gingivalis and
RA, many of which have shown inconsistent or inconclusive results. These include: (1) bacterial
detection in gingival tissue, subgingival plaque and/or gingival crevicular fluid (GCF) either by
staining using anti-P. gingivalis antibodies, bacterial culture, and/or DNA amplification (PCR) [101–107];
(2) metagenomic sequencing in saliva and subgingival plaque, which surveys complex microbial
communities [103,106,108–112]; and (3) measuring antibodies to P. gingivalis in serum [101,113–125],
which in contrast to the other assays that detect the existing bacteria in the mouth, it is an indirect test
that determines past or present exposure to P. gingivalis. Due to its convenience, the detection of antibodies to P. gingivalis (mainly IgG) has been the most
widely used assay to study the relationship between this pathogen and RA. However, it is important
to highlight that there is not a standard assay to measure such antibodies. All studies used in house 5 of 24 J. Clin. Med. 2019, 8, 1309 ELISAs with different types of P. gingivalis antigens. These include bacterial cells either as intact
bacteria (not fixed or fixed with formalin) or bacterial extracts generated by sonication [101,113–119],
purified recombinant proteins (e.g., bacterial PAD, arginine gingipain (RgpB), or hemin binding
protein 35 (HBP35)] [120–124,126], HtpG peptides (HSP90 homologue) [111], P. gingivalis-specific
lipopolysaccharide or outer membrane antigens [125,127]. In regard to the bacterial strains, studies have
included either laboratory strains or clinical isolates, which may have some antigenic differences [128]. Considering conflicting conclusions from these studies [101,113–125] and others not cited in this review,
an association between anti-P. gingivalis antibodies and RA is difficult to sustain. However, based on a
selected number of publications, two meta-analysis have reported a significant association between
higher antibody titers to P. 5. P. gingivalis in RA Pathogenesis gingivalis and RA when compared to healthy controls with unknown PD
status [129], and to healthy controls with and without PD [130]. Anti-P. gingivalis antibody levels
also positively correlated with ACPAs in one study [129]. Nevertheless, a significant association
was not found between antibodies to P. gingivalis and RA when compared to non-RA controls (e.g.,
population-based case-controls) [129]. This finding may be explained by the presence of individuals
with chronic diseases and high prevalence of severe PD in the non-RA population, supporting the
idea that the relative abundance of P. gingivalis is associated with PD severity regardless of RA [111]. Moreover, one meta-analysis showed that only antibodies to whole P. gingivalis, but not anti-RgpB
antibodies, were positively associated with RA [129], highlighting that the anti-P. gingivalis antibody
assays are not comparable. Interestingly, one study reported that anti-RgpB antibody concentrations
increase before the onset of RA symptoms [123], suggesting a temporal relationship between P. gingivalis
infection and the clinical onset of RA. ELISAs with different types of P. gingivalis antigens. These include bacterial cells either as intact
bacteria (not fixed or fixed with formalin) or bacterial extracts generated by sonication [101,113–119],
purified recombinant proteins (e.g., bacterial PAD, arginine gingipain (RgpB), or hemin binding
protein 35 (HBP35)] [120–124,126], HtpG peptides (HSP90 homologue) [111], P. gingivalis-specific
lipopolysaccharide or outer membrane antigens [125,127]. In regard to the bacterial strains, studies have
included either laboratory strains or clinical isolates, which may have some antigenic differences [128]. Considering conflicting conclusions from these studies [101,113–125] and others not cited in this review,
an association between anti-P. gingivalis antibodies and RA is difficult to sustain. However, based on a
selected number of publications, two meta-analysis have reported a significant association between
higher antibody titers to P. gingivalis and RA when compared to healthy controls with unknown PD
status [129], and to healthy controls with and without PD [130]. Anti-P. gingivalis antibody levels
also positively correlated with ACPAs in one study [129]. Nevertheless, a significant association
was not found between antibodies to P. gingivalis and RA when compared to non-RA controls (e.g.,
population-based case-controls) [129]. This finding may be explained by the presence of individuals
with chronic diseases and high prevalence of severe PD in the non-RA population, supporting the
idea that the relative abundance of P. gingivalis is associated with PD severity regardless of RA [111]. Moreover, one meta-analysis showed that only antibodies to whole P. 5.1. P. gingivalis in Experimental Models of Arthritis In addition to epidemiological data, experimental studies using different animal models
of immune-mediated arthritis (e.g., collagen-induced arthritis (CIA), methylated bovine serum
albumin-induced arthritis, and the SKG mouse model) and different routes of bacterial inoculation
(including oral, intraperitoneal and subcutaneous chambers) reached the conclusion that P. gingivalis
can increase the incidence and/or exacerbate the disease [131–141]. However, many of these studies have important caveats. Several studies have reported that
DBA/1 mice (a susceptible strain to induce CIA) are resistant to oral colonization by P. gingivalis and
therefore, have recommended the use of non-oral routes of inoculation or different strains of mice to
study the effect of P. gingivalis in experimental arthritis [131,136,142]. These findings contrast with
others that have successfully induced PD with P. gingivalis in DBA/1 mice [132,134,135]. Among DBA/1 J. Clin. Med. 2019, 8, 1309 6 of 24 mice that developed periodontitis, however, there are also differences observed, with some studies
showing that PD exacerbates CIA [132,134], but not others [135]. Using the SKG model of spontaneous
arthritis, there are also discrepancies in the induction of PD by P. gingivalis, and whether this process
aggravates arthritis [141,142]. Although these conflicting data may be explained by differences in
mouse strains or environmental conditions that may affect the immune system in mice, the data
certainly highlights the lack of reproducible mouse models to study the effect of periodontitis and
P. gingivalis in autoimmune arthritis. g
g
Using models of arthritis in rats, periodontitis induced by P. gingivalis had no effect in the
development or severity of pristane-induced arthritis in Dark Agouti rats [143]. More recently, however,
one study showed that P. gingivalis-associated periodontitis was sufficient to induce erosive arthritis
in Lewis rats, providing the first direct evidence that P. gingivalis may have the capacity to induce
arthritis [144]. Several mechanisms have been proposed by which P. gingivalis may promote autoimmune
arthritis in humans and in experimental animals. These include the induction of a systemic Th17 cell
response [132–134], induction of autoantibodies [131,138,143,144], cross-reactivity between bacterial
and host antigens [145], by promoting C5a generation [141], through direct dissemination of P. gingivalis
into the joints [136], and by swallowing the bacteria, which may alter the gut microbiota and gut
immune system [137]. Nevertheless, the production of citrullinated autoantigens by a PAD enzyme
released from P. gingivalis is considered the most important mechanistic evidence to support a role of
P. 5.1. P. gingivalis in Experimental Models of Arthritis gingivalis in RA pathogenesis [14,146]. 5.2. P. gingivalis PAD (PPAD) The existence of an arginine deiminase-like enzyme in P. gingivalis was suggested in the early
1990’s [147], and the enzyme was purified and characterized in 1999 [61]. PPAD is not evolutionarily
related to mammalian PADs. Structurally, it is a close relative of agmatine deiminases, which are
found across bacteria [148]. Different to mammalian PADs, PPAD does not require calcium for
catalysis, it is only composed of a ~40 kDa catalytic domain, and it can convert free L-arginine to
free L-citrulline [61,148,149]. In addition, PPAD only modifies C-terminal arginine residues (i.e.,
an exodeiminase), as those generated after peptide cleavage by arginine gingipain (Rgp) [149], which
is also secreted by P. gingivalis. Several PPAD variants have been identified through the analysis of
P. gingivalis genomes and clinical isolates [150]. One of these variants (termed PPAD-T2) has two-fold
higher catalytic activity compared with PPAD from the reference strain (PPAD-T1) [150]. Whether
PPAD variants are relevant for P. gingivalis pathogenesis is unknown. PPAD is detected in the outer membrane (OM) fractions of P. gingivalis and as a secreted enzyme,
which is found in a soluble form and in association with outer membrane vesicles (OMVs) [120,151,152]. In most clinical isolates (termed type I isolates), extracellular PPAD is mainly found in secreted OMVs
and to a minor extent in a soluble form. In contrast, a small subset of clinical isolates (termed type II
isolates) showed minimal levels of PPAD in OMVs and most of the enzyme in the soluble form [152]. Type II isolates are associated with a lysine residue at position 373 in PPAD [152]. The clinical
significance of P. gingivalis type I and type II subsets in the pathogenesis of PD and RA is unknown. Secreted PPAD is believed to be a major virulence factor of P. gingivalis due to its capacity to generate
ammonia during deimination of arginine to citrulline. Ammonia may protect P. gingivalis during
acidic cleansing in the mouth [153], and promote periodontal infection by inhibiting neutrophil
function [154,155]. 5.3. PPAD-Mediated Citrullination of Bacterial and Host Proteins 5.3. PPAD-Mediated Citrullination of Bacterial and Host Proteins A potential association between PPAD and citrullination in RA was initially suggested as a
hypothesis in 2004 [62]. The first experimental evidence, published in 2010, provided two major
findings [156]. The first was that clinical isolates of P. gingivalis were highly enriched in citrullinated
proteins, suggesting that Rgp and PPAD are actively cleaving and citrullinating a large number of J. Clin. Med. 2019, 8, 1309 7 of 24 substrates in P. gingivalis. The second was that after cleavage by Rgp, PPAD citrullinates C-terminal
arginine residues in fibrinogen and α-enolase, two important targets of ACPAs in RA. Together, these
data provided initial evidence to suggest that bacterial and host proteins citrullinated by PPAD might
initiate the loss of tolerance to citrullinated autoantigens in RA [156]. Subsequent studies, however, did not confirm the abundant citrullination initially found in
P. gingivalis [120,128]. Indeed, although PPAD may citrullinate some proteins in P. gingivalis, this feature
appears to be exclusive to a few bacterial strains (it was only detectable in reference strain W83
and the clinical isolate MDS45), and potential citrullination seems to be limited to only six bacterial
proteins [128]. Whether C-terminal citrullinated peptides derived from these bacterial proteins are
specific targets of ACPAs is unknown. Interestingly, PPAD is stable at low pH, resistant to limited
proteolysis, and retains significant activity after boiling [61]. Therefore, depending on the processing
of P. gingivalis for protein analysis, it is possible that citrullination of bacterial proteins may occur
in vitro following cell lysis [120]. As an artifact, this may explain the reports of abundant citrullination
(including endocitrullination) in lysates from P. gingivalis [121,157], as well as the finding that some
monoclonal ACPAs cross-react with citrullinated outer membrane antigens (OMAs) from P. gingivalis
lysates [157]. Regarding autoantigen citrullination by P. gingivalis [156], it is important to highlight that neither
Rgp nor PPAD have substrate specificity. The finding that fibrinogen and α-enolase are cleaved and
citrullinated by these enzymes is, therefore, not surprising, as any other protein would be predicted to
undergo the same processing when exposed to these enzymes. Since cleavage and citrullination by
Rgp and PPAD is not specific for RA autoantigens, additional evidence is required to support a role of
PPAD in the lack of tolerance to citrullinated autoantigens. For example, this could be achieved by
demonstrating that C-terminal citrullination mediated by Rgp and PPAD enhances immunoreactivity
to autoantigens in RA. 5.5. PPAD in Experimental Models of Arthritis To establish a direct role of PPAD in the production of ACPAs in RA, several experimental
models of arthritis have been used to demonstrate that P. gingivalis induces or exacerbates arthritis
via PPAD-mediated autoantigen citrullination and ACPA production. However, while several
studies appear to confirm this hypothesis [131,138,144], these studies also highlight important
misunderstandings in the study of protein citrullination and ACPAs in RA. For example, in a
model of P. gingivalis and CIA, citrullinated proteins were mistakenly quantified by a colorimetric
method, which measures both free citrulline and peptidylcitrulline [131]. In addition, unconventional
methods have been used to detect or define ACPAs. This include the quantification of IgG levels against
ACPA (i.e., anti-ACPA antibodies) rather than antibodies to the citrullinated substrates themselves [138]. More recently, one study showed that P. gingivalis drives ACPAs (detected by the anti-CCP2 assay)
and erosive arthritis in Lewis rats, providing the first evidence that this microbial agent may be
arthritogenic [144]. However, it also demonstrated that the antibody response was not specific to the
citrullinated forms of antigens [144]. The failure to demonstrate a role of PPAD in autoantigen citrullination and ACPA production in
mice and rats is not surprising. Although these animal models express synovial citrullinated proteins
and recapitulate several features of the human disease [140,165], they do not produce antibodies
specific for citrullinated proteins as observed in RA [165–169]. Moreover, they have a high amount of
false-positive reactivity toward citrullinated peptides [166], which is frequently misinterpreted as ACPA
positivity when non-citrullinated peptide controls are not included to confirm specificity [131,139,140]. Considering these important shortcomings, even if PPAD plays a critical role in the induction of ACPAs
in RA, this hypothesis will be hard to demonstrate using current models of immune-mediated arthritis. Indeed, the data from some animal models of arthritis strongly suggest that P. gingivalis may exacerbate
or induce disease by mechanisms independent of ACPA production, which may involve the activity of
PPAD as a virulence factor targeting either free L-citrulline or protein substrates [131]. Thus, although
epidemiological and experimental data may suggest a potential role of P. gingivalis in RA pathogenesis,
there is no experimental evidence to support that this process is mediated by the induction of ACPAs
against host or bacterial proteins citrullinated by PPAD. J. Clin. Med. 2019, 8, 1309 J. Clin. Med. 2019, 8, 1309 8 of 24 Although some RA sera appear to react with cyclic citrullinated peptides derived from pro-PPAD
(i.e., CPPs) [121,162], it is unclear whether these peptides are recognized by antibodies to native PPAD or
if similar to commercial CCPs, CPPs may function as non-specific targets to detect ACPAs [161]. In this
regard, although it was justified that CPPs were generated without knowledge that endocitrullination of
pro-PPAD in E. coli was an artifact, there is no scientific support to continue their use in the study of RA. Nevertheless, antibodies to CPPs are still being used as biomarkers to link PPAD self-endocitrullination
and RA pathogenesis. In particular, serum reactivity against the peptide termed CPP3 has been used
to define clinical associations between P. gingivalis and RA [122,123,163,164], and to demonstrate that
P. gingivalis can induce antibodies to citrullinated PPAD in rats [143]. Since the significance of CPPs is
unclear, the findings generated with these peptides should be taken with caution. More importantly,
serum reactivity to CPPs should not be considered as a maker of citrullination induced by PPAD. 5.4. Self-Endocitrullination of Pro-PPAD PPAD is expressed as a pro-enzyme (thereafter pro-PPAD) that contains four domains:
an N-terminal pro-peptide, a catalytic domain, an immunoglobulin-superfamily (IgSF) domain
and a C-terminal domain (CTD) [148,149]. The mature enzyme only contains the catalytic and IgSF
domains [148]. N-terminal processing appears to maintain enzyme activity and stability [120,158],
while C-terminal cleavage is required for cell surface translocation of PPAD [159,160]. During the
production and immunogenic analysis of recombinant pro-PPAD, it was noticed that the pro-enzyme
undergoes self-endocitrullination when expressed in E. coli, and that this modified protein was
preferentially recognized by RA sera when compared with the native pro-enzyme [121]. Using 13 cyclic
PPAD peptides (termed CPP1-CPP13, which should not be confused with cyclic citrullinated peptides
or CCPs) encompassing 18 potential citrullination sites in pro-PPAD, the study further identified
immunodominant endocitrullinated peptides recognized by RA antibodies [121]. Although these
results were surprising, because PPAD has no endocitrullination activity, it was assumed that these
findings were analogous to PPAD from P. gingivalis. Thus, the data were interpreted to suggest that
loss of tolerance to citrullinated proteins in RA may originate from an antimicrobial immune response
directed against citrullinated PPAD [121]. Nevertheless, further studies demonstrated that self-endocitrullination of pro-PPAD was an
artifact that resulted from the lack of N-terminal processing of the enzyme expressed in E. coli [120]. The absence of endocitrullination in PPAD has been additionally confirmed in structural studies
using processed PPAD expressed in E. coli or generated in P. gingivalis [148,149]. In accordance with
these findings, it was also demonstrated that although patients with RA have antibodies to PPAD,
these antibodies have no preferential reactivity to the citrullinated pro-enzyme made in E. coli [120]. Together, these data demonstrated that self-endocitrullination of pro-PPAD in E. coli and the serum
reactivity to this modified protein are unlikely to reflect the function and immunogenicity of PPAD
from P. gingivalis [14,120,161]. 6.1. Infection Due to Aa Aa, initially named Bacterium actinomycetem comitans, is a Gram-negative oral pathobiont first
described in 1912 as a co-isolate from actinomycosis lesions [170]. It was reclassified as Actinobacillus
actinomycetemcomitans and Haemophilus actinomycetemcomitans [171], and finally transferred in 2006
to a new genus, the Aggregatibacter [172]. For many years, it was thought that Aa was unable to
cause infection, except in conjunction with Actinomyces [173,174]. This idea was initially supported
by the finding that injection of a pure culture of Aa in the skin of a normal individual produced no J. Clin. Med. 2019, 8, 1309 9 of 24 infection [174]. In the 1960’s, however, several cases of Aa infection not associated with actinomycosis
were reported, which were mainly associated with endocarditis [175–177]. Aa is now considered
part of the HACEK (Haemophilus, Aggregatibacter (previously Actinobacillus), Cardiobacterium, Eikenella,
Kingella) group of bacteria that are an unusual cause of infective endocarditis [178]. In addition, it is
recognized as a cause of serious infections that can affect almost any organ, although these are very
uncommon [179,180]. Although Aa is a rare cause of infection, this bacterium has attracted special attention since the
1980s because of its strong association with severe forms of periodontitis [181–185], both localized
aggressive periodontitis (LAP) and chronic periodontitis [181,182,186–195]. Aa expresses several
virulence factors [196]. Among these, the production of leukotoxin A (LtxA) is considered the major
pathogenic component in the progression of aggressive periodontitis [195]. LtxA is a member of
the repeats-in-toxin (RTX) family of pore-forming proteins [197]. Lymphocyte function-associated
antigen (LFA)-1 (CD11a/CD18), Mac-1 (CD11b/CD18) and αXβ2 (CD11c/CD18) act as receptors for
LtxA (CD18 harbors the major binding site for LtxA), which accounts for the selective killing of
human leukocytes [198]. By secreting LtxA, Aa induces cytolysis of target cells, thereby disabling
host immune defenses and permitting escape from immune surveillance. Aa isolates exhibit variable
virulence potential [195]. Strains of the serotype b JP2 genotype, characterized by a 530-bp deletion
in the promoter region of the leukotoxin operon, has been shown to be highly virulent [199,200]. This genotype, which expresses 10- to 20-fold-higher levels of LtxA due to deletion of a transcriptional
terminator [201], is associated with LAP primarily in subjects of African descent [202]. A more detailed
analysis of the pathogenic mechanisms associated with the induction of periodontitis by Aa have been
reviewed recently. [203] 6.3. Aa Exposure and RA Pathogenesis Similar to P. gingivalis, epidemiological studies to identify an association between Aa and RA
have been done by detecting antibodies in serum. In particular, IgG antibodies to LtxA (used as
markers of Aa infection) have been measured in two large cohorts of patients with RA [92,210]. In one
study that included patients with established RA, anti-LtxA antibodies were significantly associated
with RA when compared to healthy individuals without PD [92]. Similarly, anti-LtxA antibodies
were associated with chronic periodontitis in patients without RA, and the strongest association was
observed in individuals with severe periodontitis [92]. Antibodies to LtxA may, therefore, identify
a subgroup of RA patients with moderate to severe PD. Interestingly, this study also found that
the association between HLA-DRB1 susceptibility alleles (known as shared epitope alleles) and RA
autoantibodies was restricted to patients who had evidence of Aa exposure. This suggested that in
susceptible individuals, LtxA-induced hypercitrullination may play a role in ACPA production [92]. In support of this hypothesis, ACPA production and RA-like symptoms were recently reported in a
patient with Aa endocarditis who had strong a genetic susceptibility to RA conferred by three HLA
alleles linked to ACPA-positive RA [211]. In a different study using a large cohort of patients with early RA, anti-LtxA antibodies were
also significantly enriched in RA compared to healthy controls and patients with other inflammatory
arthritides (in both groups PD status was unknown) [210], supporting the high prevalence of Aa
exposure in RA, both in early and established disease. However, this study found that the interaction
between HLA-DRB1-SE and anti-CCP positivity was not exclusive to anti-LtxA-positive patients with
RA [210]. Major differences among these cohorts may explain this discrepancy [212]. Analogous to P. gingivalis, metagenomic sequencing and PCR analysis in subgingival plaque
have not found a significant association between the presence of Aa and RA [104,105,108,110]. In one
study, however, analysis of GCF using commercial DNA probes (micro-Ident) identified Aa as the only
periodontal pathogen showing significant differences between RA and non-RA controls (both with
and without PD) [107]. Thus, similar to P. gingivalis, positive associations with Aa likely indicate PD
severity irrespective of RA status. Few studies have explored the potential role of Aa in experimental arthritis [142,213]. However,
defining the causal effect of Aa in animal models of arthritis has the same limitations as those described
for the study of P. gingivalis. 6.2. Aa-Induced Hypercitrullination and the Production Citrullinated RA Autoantigens A role of Aa in the pathogenesis of RA was suggested in 2016, during the search for periodontal
pathogens that may explain the presence of hypercitrullination in periodontitis [92]. The study of
gingival tissue from patients with PD using anti-citrulline antibodies provided initial evidence that
protein citrullination is increased in PD [204,205], supporting the idea that periodontitis is a potential
source of citrullinated autoantigens. In addition, the data suggested the possibility that this process was
linked to the activity of PPAD [205]. However, although further analysis by mass spectrometry (MS) of
GCF confirmed that protein citrullination is increased in PD, this approach also provided two novel
findings [92]. First, GCF from patients with PD is highly enriched in citrullinated proteins, mimicking
patterns of cellular hypercitrullination found in the rheumatoid joint [92]. Second, peptide spectra of
citrullinated proteins in periodontitis were consistent with endocitrullination [92], suggesting that an
abnormal activation of host PADs, rather than PPAD, may be responsible for this process. Importantly,
the presence of endocitrullination in periodontitis has been further confirmed by MS in GCF and
periodontal tissue from patients with PD, both with and without RA [93]. Among different microbial species associated with severe periodontitis, in vitro studies identified
Aa as the only pathogen that could reproduce the citrullinome found in periodontitis and RA, including
the production of well-known targets of ACPAs [92]. In contrast to P. gingivalis, however, Aa does not
encode a PAD-like enzyme. Instead, Aa drives citrullination by hyperactivating host PADs through the
activity of LtxA. This toxin targets neutrophils, which are enriched in PAD enzymes and constitute the
major immune cells in PD and the RA joint [206–208]. Since PADs are calcium dependent, the prominent
calcium influx generated by the lytic effect of LtxA hyperactivates these enzymes, driving global
hypercitrullination of a wide range of cellular proteins [92]. During this process, cell membrane
integrity is eventually lost and membrane rupture occurs with release of citrullinated contents into the
extracellular space [92]. Interestingly, this process is similar to the induction of hypercitrullination by
host immune-effector pathways (i.e., perforin and complement) in the RA joint [87], suggesting that
membranolytic damage by pore-forming proteins may be a unifying mechanism in the production of
citrullinated autoantigens [209]. The form of cell death induced by these pore-forming mechanisms J. Clin. Med. 6.2. Aa-Induced Hypercitrullination and the Production Citrullinated RA Autoantigens 2019, 8, 1309 10 of 24 has recently been named leukotoxic hypercitrullination (LTH) [209], to distinguish it from other forms
of neutrophil death that do not induce hypercitrullination. 6.3. Aa Exposure and RA Pathogenesis Moreover, LtxA is known to have activity against leukocytes in primates,
with no toxicity on rodent cells [214]. Therefore, different to the human model, any effect that Aa may
have in the induction of experimental arthritis in rodents is unlikely to be driven by LtxA-induced
hypercitrullination and the production of ACPAs. 7. P. gingivalis and Aa in the Mechanistic Model of RA: Causal Agents, Risk Factors, Disease
Modulators, or Research Distractors Assuming that periodontitis has a mechanistic role in RA, P. gingivalis and Aa may influence
disease pathogenesis at different phases of RA development. The production of autoantibodies is
an early and asymptomatic event that precedes the clinical onset of RA by several years [215,216]. The presence of a chronic and amplifying immune response against bacterial-induced RA autoantigens,
in particular citrullinated antigens is, therefore, one of the most attractive hypothesis to explain disease
initiation and potentially a causal association. In this context, this model explains why there is so much
interest in establishing a causal relationship between P. gingivalis and the production of ACPAs in
either experimental arthritis or RA. Although the current evidence neither demonstrate nor exclude the
possibility that PPAD generates citrullinated autoantigens, other possibilities may explain a potential
role of P. gingivalis in RA pathogenesis. Interestingly, protein citrullination is a process that is increased
during inflammation [217]. However, while transient inflammation may not be sufficient to initiate J. Clin. Med. 2019, 8, 1309 11 of 24 an immune response to citrullinated proteins, periodontitis is a chronic non-fatal illnesses that can
start during adolescence and progress over decades [218]. During this time, it is possible that some
individuals at risk may develop autoantibodies to citrullinated proteins. P. gingivalis, a keystone
microorganism in periodontitis, is certainly a strong candidate for promoting chronic inflammation [100],
which may indirectly drive the production of autoantibodies in susceptible individuals. In contrast to P. gingivalis, a potential role of Aa in the lack of tolerance to RA-associated
autoantigens involves the induction of lytic hypercitrullination [92]. In this regard, different factors
such as Aa virulence (i.e., LtxA production) and bacterial load may define the risk of developing
autoantibodies in the context of Aa infection in susceptible individuals [92,211]. Importantly, as other
bacterial species also produce pore-forming toxins [219], it is possible that other pathogens may induce
hypercitrullination and ACPAs at other mucosal sites, including the lung and gut [1,209]. LTH as a
mechanism of autoantigen production by different pathogens may explain why every patient with
seropositive RA does not have exposure to Aa and/or PD. p
p
Interestingly, patients with RA show abnormalities in central and peripheral B cell tolerance
checkpoints [220–222], likely due to an intrinsic genetic predisposition [223,224]. This results in
the accumulation of autoreactive and polyreactive B cells that can recognize immunoglobulins and
citrullinated peptides [220,221]. 7. P. gingivalis and Aa in the Mechanistic Model of RA: Causal Agents, Risk Factors, Disease
Modulators, or Research Distractors Depending on genetic and environmental risk factors, autoreactive or
polyreactive naïve B cells may have a selective advantage to develop into high affinity autoreactive
memory B cells through somatic mutations and affinity maturation. In this scenario, autoantigens
generated by arthritogenic bacteria may promote the expansion and maturation of already existing
autoreactive cells, rather than initiating the loss of tolerance to host antigens. A prerequisite of having
autoreactive/polyreactive B cells to induce pathogenic autoantibodies by P. gingivalis or Aa may explain
why only a limited number of individuals with PD may develop RA. Although the hypothesis that periodontal pathogens (e.g., P. gingivalis or Aa) are causal agents of
RA is an attractive idea, it is also possible that these bacteria may only be relevant as risk factors for the
development of ACPA-positive RA. Alternatively, once RA has been established, persistent low-grade
inflammation associated with PD may modulate RA progression and severity. Lastly, despite the
enormous enthusiasm of demonstrating that periodontitis is relevant for RA pathogenesis, it cannot
yet be excluded that patients with RA may have a higher risk of developing PD (even during the
pre-clinical phase of RA), but neither periodontitis, P. gingivalis, nor Aa may play a pathogenic role in
the disease. 9. Conclusions Although some epidemiological and mechanistic data supports a role for P. gingivalis and Aa in
the pathogenic model of RA, it is important to underscore that these oral pathobionts do not fulfill the
Henle-Koch’s postulates of causation [230–232]. These microbial agents neither occur in every case of
the disease, nor are specific for patients with RA. In the context of inducing ACPA production in vivo
to satisfy the third postulate, it will require the use of animal models that can truly reproduce the
autoantibody response observed in RA. Considering these shortcomings, demonstrating or discarding
a role of P. gingivalis and Aa in the pathogenesis of RA may require a different view of how to define
disease causality by these microbial agents [212]. In the case of P. gingivalis, it is imperative to recognize that its potential role in RA involves
elucidation of at least three different questions. The first is whether P. gingivalis is relevant for RA
pathogenesis, either by initiating or exacerbating the disease. The second is whether P. gingivalis is
important for RA because of the production of PPAD or because it plays a critical role in the induction of
periodontitis by inciting inflammation. Indeed, it appears that ligation-induced periodontitis (without
additional infection with P. gingivalis) is sufficient to exacerbate CIA in Wistar rats [233]. The third
is whether PPAD drives RA due to the production of citrullinated antigens and the induction of
ACPAs in the host or because this enzyme is a virulence factor that facilitates bacterial growth and the
establishment of PD. Although these questions have been somewhat addressed, definitive conclusions
cannot be reached from the available data. Defining the role of PPAD in the production of citrullinated
antigens and whether C-terminal deimination offers an advantage for peptide immunogenicity remains
a high priority. Importantly, other potential arthritogenic mechanisms induced by P. gingivalis, besides
autoantigen citrullination, should be kept in consideration. In the case of Aa, this model offers an advantage over other periodontal bacteria because of
its capacity to induce neutrophil hypercitrullination and the release of citrullinated autoantigens
through osmotic lysis [92]. However, the number of studies linking Aa with RA are too limited to
truly determine its pathogenic significance for the disease. Similar to P. gingivalis, rigorous studies are
necessary to support or refute the role of Aa in the etiology of RA. 8. Therapeutic Implications The possibility of identifying a factor that triggers a multifactorial disease, such as RA, has critical
implications for treatment and preventive interventions. The success of any therapy, however,
may depend on targeting such a factor at the correct time during the evolution of the disease [225]. In this regard, although a systematic review and meta-analysis suggested that periodontal treatment
may decrease some markers of disease activity in RA [226], these findings remain controversial [227]. The lack of an efficient response to PD treatment on RA disease activity may suggest that periodontitis
has no pathogenic role in RA, or that it is most important for disease initiation, during the pre-clinical
phase, and that treatment during established disease is no longer effective. If a periodontal pathogen is
relevant for the initial breech of tolerance to arthritogenic autoantigens, aiming to treat asymptomatic
autoantibody positive (e.g., anti-CCP, RF, or any other autoantibody) individuals may still be too late
to stop the progression to symptomatic RA. In this scenario, preventive therapies (e.g., oral hygiene
and potentially vaccines against periodontal pathogens) should be initiated in at-risk individuals
prior to the development of these serologies. In contrast, if periodontitis is important for the
amplification of the autoimmune response in preclinical RA, there is a window of opportunity to target
seropositive asymptomatic individuals. Indeed, to date, this is the most feasible hypothesis that could
be therapeutically addressed. However, if periodontal pathogens only play a role in the induction of
specific subtypes of autoantibodies (e.g., ACPAs), eradication of these agents during the pre-clinical 12 of 24 J. Clin. Med. 2019, 8, 1309 phase of the disease may only decrease the risk of developing certain autoantibodies (and potentially
further RA severity), but may not change the course of the disease, including the production of
antibodies to other autoantigens. Interestingly, recent evidence suggest that periodontitis is a potential
source of proteins modified by malondialdehyde-acetaldehyde adducts and carbamylation [228],
which are also common targets of autoantibodies in RA. [229] Thus, independent of the periodontal
pathogen, preventing, or targeting periodontitis may be the best exploratory option to prevent RA. Conflicts of Interest: F.A. and E.D. are authors on issued patent no. 8,975,033, entitled “Human autoantibodies
specific for PAD3 which are cross-reactive with PAD4 and their use in the diagnosis and treatment of rheumatoid
arthritis and related diseases” and on provisional patent no. 62/481,158 entitled “Anti-PAD2 antibody for treating
and evaluating rheumatoid arthritis”. F.A. serves as consultant for Bristol-Myers Squibb. E.D. received a research
grant from Pfizer and from Bristol-Myers Squibb. E.D. previously served on the scientific advisory board for
Padlock Therapeutics, Inc. The remaining authors declare that they have no conflicts of interests. Funding: This research was funded by the Jerome L. Greene Foundation, Rheumatology Research Foundation,
and National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS) at the National Institutes of
Health (NIH) grant number R01 AR069569. The content of this paper is solely the responsibility of the author and
does not represent the official views of the NIAMS or the NIH. Author Contributions: Conceptualization and writing—original draft preparation: F.A.; writing—review and
editing: E.G.-B., A.M., and E.D. 9. Conclusions Together, these oral pathobionts pose
an opportunity to understand whether bacterial-associated citrullination is a mechanism involved in
RA pathogenesis. This has important implications for the implementation of preventive interventions
in RA. Author Contributions: Conceptualization and writing—original draft preparation: F.A.; writing—review and
editing: E.G.-B., A.M., and E.D. Funding: This research was funded by the Jerome L. Greene Foundation, Rheumatology Research Foundation,
and National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS) at the National Institutes of
Health (NIH) grant number R01 AR069569. The content of this paper is solely the responsibility of the author and
does not represent the official views of the NIAMS or the NIH. Conflicts of Interest: F.A. and E.D. are authors on issued patent no. 8,975,033, entitled “Human autoantibodies
specific for PAD3 which are cross-reactive with PAD4 and their use in the diagnosis and treatment of rheumatoid
arthritis and related diseases” and on provisional patent no. 62/481,158 entitled “Anti-PAD2 antibody for treating
and evaluating rheumatoid arthritis”. F.A. serves as consultant for Bristol-Myers Squibb. E.D. received a research
grant from Pfizer and from Bristol-Myers Squibb. E.D. previously served on the scientific advisory board for
Padlock Therapeutics, Inc. The remaining authors declare that they have no conflicts of interests. 13 of 24 J. Clin. Med. 2019, 8, 1309 References 1. Darrah, E.; Andrade, F. Rheumatoid arthritis and citrullination. Curr. Opin. Rheumatol. 2018, 30, 72–78. [CrossRef] 2. Carmona, L.; Cross, M.; Williams, B.; Lassere, M.; March, L. Rheumatoid arthritis. Best Pract. Res. Clin. Rheumatol. 2010, 24, 733–745. [CrossRef] [PubMed] 3. Mantle, A. The etiology of rheumatism considered from a bacterial point of view. Br. Med. J. 1887, 1,
1381–1384. [CrossRef] [PubMed] 4. Bannatyne, G.A.; Wohlmann, A.S.; Blaxall, F.R. Rheumatoid arthritis: Its clinical history, etiology, and
pathology. Lancet 1896, 147, 1120–1125. [CrossRef] 5. Schuller, M. The relation of chronic villous polyarthritis to the dumb-bell shaped bacilli. Am. J. M
1906, 132, 231–239. [CrossRef] 6. Schuller, M. Chirurgische Mittheilungen über die Chronisch-Rheumatischen Glenkentzündungen. In Archiv
Fur Klinische Chirurgie; Bergman, E.V., Billroth, T., Gurlt, E., Eds.; Verlag Von August Hirschwald: Berlin,
Germany, 1893; pp. 153–185. 7. McInnes, I.B.; Schett, G. The Pathogenesis of Rheumatoid Arthritis. N. Engl. J. Med. 2011, 365, 2205–2219. [CrossRef] [PubMed] 8. Deane, K.D.; Demoruelle, M.K.; Kelmenson, L.B.; Kuhn, K.A.; Norris, J.M.; Holers, V.M. Genetic and
environmental risk factors for rheumatoid arthritis. Best Pract. Res. Clin. Rheumatol. 2017, 31, 3–18. [CrossRef] [PubMed] 9. Svendsen, A.J.; Kyvik, K.O.; Houen, G.; Junker, P.; Christensen, K.; Christiansen, L.; Nielsen, C.; Skytthe, A.;
Hjelmborg, J.V. On the Origin of Rheumatoid Arthritis: The Impact of Environment and Genes—A Population
Based Twin Study. PLoS ONE 2013, 8, e57304. [CrossRef] [PubMed] 0. Frisell, T.; Saevarsdottir, S.; Askling, J.; Frisell, T. Family history of rheumatoid arthritis: An old concept w
new developments. Nat. Rev. Rheumatol. 2016, 12, 335–343. [CrossRef] [PubMed] 11. Silman, A.J.; MacGregor, A.J.; Thomson, W.; Holligan, S.; Carthy, D.; Farhan, A.; Ollier, W.E.R. Twin
concordance rates for rheumatoid arthritis: Results from a nationwide study. Br. J. Rheumatol. 1993, 32,
903–907. [CrossRef] [PubMed] 12. Svendsen, A.J.; Holm, N.V.; Kyvik, K.; Petersen, P.H.; Junker, P. Relative importance of genetic effects in
rheumatoid arthritis: Historical cohort study of Danish nationwide twin population. BMJ 2002, 324, 264. [CrossRef] [PubMed] 13. Caminer, A.C.; Haberman, R.; Scher, J.U. Human microbiome, infections, and rheumatic disease. Clin. Rheumatol. 2017, 36, 2645–2653. [CrossRef] [PubMed] 14. Potempa, J.; Mydel, P.; Koziel, J. The case for periodontitis in the pathogenesis of rheumatoid arthritis. Nat. Rev. Rheumatol. 2017, 13, 606–620. [CrossRef] [PubMed] 15. Scher, J.U.; Littman, D.R.; Abramson, S.B. Microbiome in Inflammatory Arthritis and Human Rheumatic
Diseases. Arthritis Rheumatol. 2016, 68, 35–45. [CrossRef] [PubMed] 16. Dunbar, L.L. Oral manifestations in arthritic and gouty conditions. JAMA 1895, 24, 75–77. References [CrossRef] 31. Bywaters, E.G.L. Historical Aspects of the Aetiology of Rheumatoid Arthritis. Br. J. Rheumatol. 1988, 110–115. [CrossRef] 32. Hughes, R.A. Focal infection revisited. Br. J. Rheumatol. 1994, 33, 370–377. [CrossRef] 33. Miller, W.D. The Human Mouth as a Focus of Infection. Dent. Cosmos. 1891, 33, 689–713. [CrossRef] 34. Miller, W.D. Diseases of the Human Body Which Have Been Traced to the Action of Mouth-Bacteria
Dent. Sci. 1891, 25, 311–319. [PubMed] 35. Hunter, W. Oral Sepsis as a Cause of Disease. Br. Med. J. 1900, 2, 215–216. [CrossRef] [PubMed] 36. Hunter, W. A Case of Pernicious Anæmia; with Observations regarding Mode of Onset, Clinical Features,
Infective Nature, Prognosis, and Antiseptic and Serum Treatment of the Disease. J. R. Soc. Med. 1901, 84,
205–249. 37. Hunter, W. Further observations on pernicious anaemia (seven cases): A chronic infective disease; its relation
to infection from the mouth and stomach; suggested serum treatment. Lancet 1900, 155, 296–299. [CrossRef] 37. Hunter, W. Further observations on pernicious anaemia (seven cases): A chronic infective disease; its relation
to infection from the mouth and stomach; suggested serum treatment. Lancet 1900, 155, 296–299. [CrossRef]
38. Hunter, W. Further investigations regarding the infective nature and etiology of pernicius anaemia. Lancet 37. Hunter, W. Further observations on pernicious anaemia (seven cases): A chronic infective disease; its relation
to infection from the mouth and stomach; suggested serum treatment. Lancet 1900, 155, 296–299. [CrossRef]
38. Hunter, W. Further investigations regarding the infective nature and etiology of pernicius anaemia. Lancet
1903, 161, 367–371. [CrossRef] ;
gg
,
,
[
]
38. Hunter, W. Further investigations regarding the infective nature and etiology of pernicius anaemia. Lancet
1903, 161, 367–371. [CrossRef] 39. Roberts, H.L. Focal infection. Br. J. Derm. Syph. 1921, 33, 319–334. [CrossRef] 40. Roberts, H.L. Focal infection. Br. J. Derm. Syph. 1921, 33, 353–373. [CrossRef] 41. Rush, B. An Account of the Cure of Several Diseases by the Extraction of Decayed Teeth. In Medical Inquiries
and Observations, 5th ed.; Rush, B., Ed.; Printed by M. Carey & Son; B. Warner; A. Finley; S. W. Conrad;
T. & W. Bradford; B. & T. Kite, and Bennett and Walton; National Library of Medicine: Philadelphia,
PA, USA, 1818; Volume 1, pp. 197–201. Available online: https://collections.nlm.nih.gov/catalog/nlm:
nlmuid-2569006RX1-mvpart (accessed on 26 August 2019). 42. Miltner, L.J.; Kulowski, J. The effect of treatment and erradication of foci on infection in chronic rheumatoid
arthritis. J. Bone Jt. Surg. 1933, 15, 383–396. References [CrossRe 17. Landré-Beauvais, A.J. The first description of rheumatoid arthritis. Unabridged text of the doctoral
dissertation presented in 1800. Jt. Bone Spine 2001, 68, 130–143. p
p
18. Garrod, A.B. Rheumatic Gout. In The Nature and Treatment of Gout and Rheumatic Gout; Garrod, A.B., Ed.;
Walton and Maberly: London, UK, 1859; pp. 526–556. y
pp
19. Richards, J.H. Bacteriologic Studies in Chronic Arthritis and Chorea. J. Bacteriol. 1920, 5, 511–525. [PubMed] 20. Swett, P.P. Synovectomy in chronic infectious arthritis. J. Bone Jt. Surg. 1923, 5, 110–121. 21. Kinsella, R.A. Chronic infectious arthritis. J. Am. Med. Assoc. 1923, 80, 0671–0674. [CrossRef] 22. Margolis, M.H.; Dorsey, A.H.E. Chronic arthritis—Bacteriology of affected tissues. Arch. Intern. Med. 1930,
46, 121–136. [CrossRef] 23. Goadby, K.W. The Hunterian Lecture on the Association of Disease of the Mouth with Rheumatoid Arthritis
and Certain other Forms of Rheumatism. Delivered at the Royal College of Surgeons of England on March
6th, 1911. Lancet 1911, 1, 639–649. 24. Lane, S.A. A Lecture on Tertiary Syphilis, or Syphilitic Cachexia. Br. Med. J. 1873, 2, 421–423. [CrossRef]
[PubMed] 14 of 24 J. Clin. Med. 2019, 8, 1309 14 of 24 25. Billings, I.K. Focal infection—Its broader application in the etiology of general disease. J. Am. Med. Assoc. 1914, 63, 899–903. [CrossRef] 26. Lambert, J. A report of some points in the etiology and onset of 195 cases of rheumatoid arthritis. Bull. Comm. Study Spec. Dis. 1908, 2, 83–94. 7. Lindsay, J. The relation of infective foci to rheumatoid arthritis. Bull. Comm. Study Spec. Dis. 1908, 2, 106– 28. Billings, F. Chronic focal infections and their etiologic relations to arthritis and nephritis. Arch. Intern. Med. 1912, 9, 484–498. [CrossRef] 29. Billings, F. Chronic focal infection as a causative factor in chronic arthritis. J. Am. Med. Assoc. 1913, 61,
819–822. [CrossRef] 30. Billings, F. Mouth infection as a source of systemic disease. J. Am. Med. Assoc. 1914, 63, 2024–2025. [CrossRef] 30. Billings, F. Mouth infection as a source of systemic 30. Billings, F. Mouth infection as a source of systemic disease. J. Am. Med. Assoc. 1914, 63, 2024–2025. [CrossRef]
31. Bywaters, E.G.L. Historical Aspects of the Aetiology of Rheumatoid Arthritis. Br. J. Rheumatol. 1988, 110–115. [C
R f] 30. Billings, F. Mouth infection as a source of systemic disease. J. Am. Med. Assoc. 1914, 63, 2024–2025. [CrossRef]
31. Bywaters, E.G.L. Historical Aspects of the Aetiology of Rheumatoid Arthritis. Br. J. Rheumatol. 1988, 110–115. References ELISA
Rheumatoid factor detection in inflamed human gingiva. J. Periodontal Res. 1985, 20, 31–34. [CrossR 59. Gargiulo, A.V., Jr.; Toto, P.D.; Robinson, J.A.; Gargiulo, A.W. Latex slide agglutination vs. ELISA system:
Rheumatoid factor detection in inflamed human gingiva. J. Periodontal Res. 1985, 20, 31–34. [CrossRef]
60. Malmström, M.; Natvig, J.B. IgG Rheumatoid Factor in Dental Periapical Lesions of Patients with Rheumatoid 60. Malmström, M.; Natvig, J.B. IgG Rheumatoid Factor in Dental Periapical Lesions of Patients with Rheu
Disease. Scand. J. Rheumatol. 1975, 4, 177–185. [CrossRef] 61. McGraw, W.T.; Potempa, J.; Farley, D.; Travis, J. Purification, Characterization, and Sequence Analysis of a
Potential Virulence Factor from Porphyromonas gingivalis, Peptidylarginine Deiminase. Infect. Immun. 1999,
67, 3248–3256. 62. Rosenstein, E.D.; Greenwald, R.A.; Kushner, L.J.; Weissmann, G. Hypothesis: The Humoral Immune
Response to Oral Bacteria Provides a Stimulus for the Development of Rheumatoid Arthritis. Inflammation
2004, 28, 311–318. [CrossRef] 63. Schellekens, G.A.; De Jong, B.A.; Hoogen, F.H.V.D.; Van De Putte, L.B.; Van Venrooij, W.J. Citrulline is an
essential constituent of antigenic determinants recognized by rheumatoid arthritis-specific autoantibodies. J. Clin. Investig. 1998, 101, 273–281. [CrossRef] 4. Kaur, S.; White, S.; Bartold, P.M. Periodontal disease and rheumatoid arthritis: A systematic rev
J. Dent. Res. 2013, 92, 399–408. [CrossRef] 65. Fuggle, N.R.; Smith, T.O.; Kaul, A.; Sofat, N. Hand to Mouth: A Systematic Review and Meta-Analysis of the
Association between Rheumatoid Arthritis and Periodontitis. Front. Immunol. 2016, 7, 80. [CrossRef] 66. Araujo, V.M.; Melo, I.M.; Lima, V. Relationship between Periodontitis and Rheumatoid Arthritis: Review of
the Literature. Med.iat. Inflamm. 2015, 2015, 259074. [CrossRef] 67. Kindstedt, E.; Johansson, L.; Palmqvist, P.; Holm, C.K.; Kokkonen, H.; Johansson, I.; Dahlqvist, S.R.;
Lundberg, P. Association Between Marginal Jawbone Loss and Onset of Rheumatoid Arthritis and Relationship
to Plasma Levels of RANKL. Arthritis Rheumatol. 2018, 70, 508–515. [CrossRef] 68. Eriksson, K.; Nise, L.; Kats, A.; Luttropp, E.; Catrina, A.I.; Askling, J.; Jansson, L.; Alfredsson, L.; Klareskog, L.;
Lundberg, K.; et al. Prevalence of Periodontitis in Patients with Established Rheumatoid Arthritis: A Swedish
Population Based Case-Control Study. PLoS ONE 2016, 11, e0155956. [CrossRef] p
y
,
,
[
]
69. Sjöström, L.; Laurell, L.; Hugoson, A.; Håkansson, J.P. Periodontal conditions in adults with rheumatoid
arthritis. Community Dent. Oral Epidemiol. 1989, 17, 234–236. [CrossRef] 70. Eke, P.I.; Dye, B.A.; Wei, L.; Thornton-Evans, G.O.; Genco, R.J. CDC Periodontal Disease Surveillance
workgroup: James Beck GDRP. References 43. Cecil, R.; Angevine, A. Clinical and experimental observations on focal infection. Ann. Intern. Med. 1938, 12,
577–584. 44. Vaizey, J.M.; Clark-Kennedy, A.E. Dental Sepsis: Anaemia, Dyspepsia, and Rheumatism. Br. Med. J. 1939, 1,
1269–1273. [CrossRef] 45. Riggs, J.W. Suppurative Inflammation of the Gums and Absorption of the Gums and the Alveolar Process. Am. J. Dent. Sci. 1999, 32, 401–407. 46. Hajishengallis, G. Immunomicrobial pathogenesis of periodontitis: Keystones, pathobionts, and host
response. Trends Immunol. 2014, 35, 3–11. [CrossRef] p
47. Brandtzaeg, P.; Kraus, F.W. Autoimmunity and periodontal disease. Odontol. Tidskr. 1965, 73, 281. 48. Snyderman, R.; McCarty, G.A. Analogous Mechanisms of Tissue Destruction in Rheumatoid Arthritis and
Periodontal Disease. In Host-Parasite Interactions in Periodontal Diseases; Genco, R.J., Mergenhagen, S.E., Eds.;
American Society of Microbiology: Washington, DC, USA, 1982; pp. 354–362. 49. Seymour, G.J.; Powell, R.N.; Davies, W.I.R. The immunopathogenesis of progressive chronic inflammatory
periodontal disease. J. Oral. Pathol. Med. 1979, 8, 249–265. [CrossRef] 50. Greenwald, R.A.; Kirkwood, K. Adult periodontitis as a model for rheumatoid arthritis (with emphasis on
treatment strategies). J. Rheumatol. 1999, 26, 1650–1653. 51. Katz, J.; Goultschin, J.; Benoliel, R.; Brautbar, C. Human leukocyte antigen (HLA) DR4. Positive association
with rapidly progressing periodontitis. J. Periodontol. 1987, 58, 607–610. [CrossRef] 15 of 24 J. Clin. Med. 2019, 8, 1309 52. Bonfil, J.J.; Dillier, F.L.; Mercier, P.; Reviron, D.; Foti, B.; Sambuc, R.; Brodeur, J.M.; Sedarat, C. A “case control”
study on the role of HLA DR4 in severe periodontitis and rapidly progressive periodontitis. Identification of
types and subtypes using molecular biology (PCR.SSO). J. Clin. Periodontol. 1999, 26, 77–84. [CrossRef] 3. Rizzo, A.A.; Mitchell, C.T. Chronic allergic inflammation induced by repeated deposition of antigen in ra
gingival pockets. Periodontics 1966, 4, 5. 4. McHugh, W.D. Some aspects of the development of gingival epithelium. Periodontics 1963, 1, 239–244. 55. Schroeder, H. Quantitative parameters of early human gingival inflammation. Arch. Oral Biol. 1970, 15,
383–IN4. [CrossRef] 56. Sugawara, M.; Yamashita, K.; Yoshie, H.; Hara, K. Detection of, and anti-collagen antibody produced by,
CD5-positive B cells in inflamed gingival tissues. J. Periodontal Res. 1992, 27, 489–498. [CrossRef] 57. Kristoffersen, T.; Tonder, O. Anti-immunoglobulin activity in inflamed human gingiva. J. Dent. Res. 1973,
52, 991. 58. Gargiulo, A.V.; Robinson, J.; Toto, P.D.; Gargiulo, A.W. Identification of Rheumatoid Factor in Periodontal
Disease. J. Periodontol. 1982, 53, 568–577. [CrossRef] 59. Gargiulo, A.V., Jr.; Toto, P.D.; Robinson, J.A.; Gargiulo, A.W. Latex slide agglutination vs. References Prevalence of periodontitis in adults in the United States: 2009 and 2010. J. Dent. Res. 2012, 91, 914–920. [CrossRef] 71. Kassebaum, N.J.; Bernabe, E.; Dahiya, M.; Bhandari, B.; Murray, C.J.; Marcenes, W. Global burden of severe
periodontitis in 1990-2010, a systematic review and meta-regression. J. Dent. Res. 2014, 93, 1045–1053. [CrossRef] 72. dos Anjos, L.M.; Pereira, I.A.; ’Orsi, E.; Seaman, A.P.; Burlingame, R.W.; Morato, E.F. A comparative study
of IgG second- and third-generation anti-cyclic citrullinated peptide (CCP) ELISAs and their combination
with IgA third-generation CCP ELISA for the diagnosis of rheumatoid arthritis. Clin. Rheumatol. 2009, 28,
153–158. [CrossRef] 73. Lutteri, L.; Malaise, M.; Chapelle, J.P. Comparison of second- and third-generation anti-cyclic citrullinated
peptide antibodies assays for detecting rheumatoid arthritis. Clin. Chim. Acta 2007, 386, 76–81. [CrossRef] J. Clin. Med. 2019, 8, 1309 16 of 24 16 of 24 74. Sugawara, K.; Fujisaki, M. Properties of Peptidylarginine Deiminase from the Epidermis of Newborn Rats. J. Biochem. 1981, 89, 257–263. 75. Raijmakers, R.; Zendman, A.J.; Egberts, W.V.; Vossenaar, E.R.; Raats, J.; Soede-Huijbregts, C.; Rutjes, F.P.;
Van Veelen, P.A.; Drijfhout, J.W.; Pruijn, G.J. Methylation of Arginine Residues Interferes with Citrullination
by Peptidylarginine Deiminases in vitro. J. Mol. Biol. 2007, 367, 1118–1129. [CrossRef] 76. Kinloch, A.; Lundberg, K.; Wait, R.; Wegner, N.; Lim, N.H.; Zendman, A.J.W.; Saxne, T.; Malmstr, V.;
Venables, P.J.; Kinloch, A. Synovial fluid is a site of citrullination of autoantigens in inflammatory arthritis. Arthritis Rheum. 2008, 58, 2287–2295. [CrossRef] 77. Foulquier, C.; Sebbag, M.; Clavel, C.; Chapuy-Regaud, S.; Al Badine, R.; Méchin, M.C.; Vincent, C.; Nachat, R.;
Yamada, M.; Takahara, H.; et al. Peptidyl arginine deiminase type 2 (PAD-2) and PAD-4 but not PAD-1, PAD-3,
and PAD-6 are expressed in rheumatoid arthritis synovium in close association with tissue inflammation. Arthritis Rheum. 2007, 56, 3541–3553. [CrossRef] 78. Chang, X.; Yamada, R.; Suzuki, A.; Sawada, T.; Yoshino, S.; Tokuhiro, S.; Yamamoto, K. Localization of
peptidylarginine deiminase 4 (PADI4) and citrullinated protein in synovial tissue of rheumatoid arthritis. Rheumatology (Oxf.) 2005, 44, 40–50. [CrossRef] 79. Arita, K.; Hashimoto, H.; Shimizu, T.; Nakashima, K.; Yamada, M.; Sato, M. Structural basis for Ca2+-induced
activation of human PAD4. Nat. Struct. Mol. Biol. 2004, 11, 777–783. [CrossRef] 80. Slade, D.J.; Fang, P.; Dreyton, C.J.; Zhang, Y.; Fuhrmann, J.; Rempel, D.; Bax, B.D.; Coonrod, S.A.; Lewis, H.D.;
Guo, M.; et al. Protein Arginine Deiminase 2 Binds Calcium in an Ordered Fashion: Implications for Inhibitor
Design. ACS Chem. Biol. References 2015, 10, 1043–1053. [CrossRef] 81. Saijo, S.; Nagai, A.; Kinjo, S.; Mashimo, R.; Akimoto, M.; Kizawa, K.; Yabe-Wada, T.; Shimizu, N.; Takahara, H.;
Unno, M. Monomeric Form of Peptidylarginine Deiminase Type I Revealed by X-ray Crystallography and
Small-Angle X-ray Scattering. J. Mol. Biol. 2016, 428, 3058–3073. [CrossRef] 82. Kearney, P.L.; Bhatia, M.; Jones, N.G.; Yuan, L.; Glascock, M.C.; Catchings, K.L.; Yamada, M.; Thompson, P.R. Kinetic Characterization of Protein Arginine Deiminase 4: A Transcriptional Corepressor Implicated in the
Onset and Progression of Rheumatoid Arthritis. Biochemistry 2005, 44, 10570–10582. [CrossRef] y
g
p
Kinetic Characterization of Protein Arginine Deiminase 4: A Transcriptional Corepressor Implicated in the
Onset and Progression of Rheumatoid Arthritis. Biochemistry 2005, 44, 10570–10582. [CrossRef] 83. Vossenaar, E.R.; Zendman, A.J.; Van Venrooij, W.J.; Pruijn, G.J. PAD, a growing family of citrullinating
enzymes: Genes, features and involvement in disease. BioEssays 2003, 25, 1106–1118. [CrossRef] 84. Witalison, E.E.; Thompson, P.R.; Hofseth, L.J. Protein Arginine Deiminases and Associated Citrullination:
Physiological Functions and Diseases Associated with Dysregulation. Curr. Drug Targets 2015, 16, 700–710. [CrossRef] 85. Lee, C.Y.; Wang, D.; Wilhelm, M.; Zolg, D.P.; Schmidt, T.; Schnatbaum, K.; Reimer, U.; Ponten, F.; Uhlen, M.;
Hahne, H.; et al. Mining the Human Tissue Proteome for Protein Citrullination. Mol. Cell. Proteom. 2018, 17,
1378–1391. [CrossRef] 86. van Beers, J.J.; Schwarte, C.M.; Stammen-Vogelzangs, J.; Oosterink, E.; Bozic, B.; Pruijn, G.J. The rheumatoid
arthritis synovial fluid citrullinome reveals novel citrullinated epitopes in apolipoprotein E, myeloid nuclear
differentiation antigen, and beta-actin. Arthritis Rheum. 2013, 65, 69–80. [CrossRef] 87. Romero, V.; Fert-Bober, J.; Nigrovic, P.A.; Darrah, E.; Haque, U.J.; Lee, D.M.; Van Eyk, J.; Rosen, A.; Andrade, F. Immune-Mediated Pore-Forming Pathways Induce Cellular Hypercitrullination and Generate Citrullinated
Autoantigens in Rheumatoid Arthritis. Sci. Transl. Med. 2013, 5, 209ra150. [CrossRef] 88. Tutturen, A.E.V.; Fleckenstein, B.; De Souza, G.A. Assessing the Citrullinome in Rheumatoid Arthritis
Synovial Fluid with and without Enrichment of Citrullinated Peptides. J. Proteome Res. 2014, 13, 2867–2873. [CrossRef] 89. Wang, F.; Chen, F.F.; Gao, W.B.; Wang, H.Y.; Zhao, N.W.; Xu, M.; Gao, D.Y.; Yu, W.; Yan, X.L.; Zhao, J.N.;
et al. Identification of citrullinated peptides in the synovial fluid of patients with rheumatoid arthritis using
LC-MALDI-TOF/TOF. Clin. Rheumatol. 2016, 35, 2185–2194. [CrossRef] 90. Tilvawala, R.; Nguyen, S.H.; Maurais, A.J.; Nemmara, V.V.; Nagar, M.; Salinger, A.J.; Nagpal, S.; Weerapana, E.;
Thompson, P.R. The Rheumatoid Arthritis-Associated Citrullinome. Cell Chem. Biol. 2018, 25, 691–704.e6. [CrossRef] 91. References Bennike, T.B.; Ellingsen, T.; Glerup, H.; Bonderup, O.K.; Carlsen, T.G.; Meyer, M.K.; Bøgsted, M.;
Christiansen, G.; Birkelund, S.; Andersen, V.; et al. Proteome Analysis of Rheumatoid Arthritis Gut
Mucosa. J. Proteome Res. 2017, 16, 346–354. [CrossRef] 17 of 24 J. Clin. Med. 2019, 8, 1309 17 of 24 92. Konig, M.F.; Abusleme, L.; Reinholdt, J.; Palmer, R.J.; Teles, R.P.; Sampson, K.; Rosen, A.; Nigrovic, P.A.;
Sokolove, J.; Giles, J.T.; et al. Aggregatibacter actinomycetemcomitans-induced hypercitrullination links
periodontal infection to autoimmunity in rheumatoid arthritis. Sci. Transl. Med. 2016, 8, 369ra176. [CrossRef] 93. Schwenzer, A.; Quirke, A.M.; Marzeda, A.M.; Wong, A.; Montgomery, A.B.; Sayles, H.R.; Eick, S.; Gawron, K.;
Chomyszyn-Gajewska, M.; et al. Association of Distinct Fine Specificities of Anti-Citrullinated Peptide
Antibodies with Elevated Immune Responses to Prevotella intermedia in a Subgroup of Patients With
Rheumatoid Arthritis and Periodontitis. Arthritis Rheumatol. 2017, 69, 2303–2313. [CrossRef] 94. Macdonald, J.B.; Gibbons, R.J.; Socransky, S.S. Bacterial mechanisms in periodontal disease. Ann. N. Y. Acad. Sci. 1960, 85, 467–478. [CrossRef] 95. Finegold, S.M.; Barnes, E.M. Report of Icsb Taxonomic Subcommittee on Gram-Negative Anaerobic Rods. Int. J. Syst. Bacteriol. 1977, 27, 388–391. [CrossRef] 96. Reed, M.J.; Slots, J.; Mouton, C.; Genco, R.J. Antigenic Studies of Oral and Non-Oral Black-Pigmented
Bacteroides Strains. Infect. Immun. 1980, 29, 564–574. 97. Kaczmarek, F.S.; Coykendall, A.L. Production of phenylacetic acid by strains of Bacteroides asaccharolyticus
and Bacteroides gingivalis (sp. nov). J. Clin. Microbiol. 1980, 12, 288–290. 98. Shah, H.N.; Collins, M.D. Proposal for Reclassification of Bacteroides asaccharolyticus, Bacteroides gingivalis,
and Bacteroides endodontalis in a New Genus, Porphyromonas. Int. J. Syst. Bacteriol. 1988, 38, 128–131. [CrossRef] 99. Lamont, R.J.; Koo, H.; Hajishengallis, G. The oral microbiota: Dynamic communities and host interactions. Nat. Rev. Genet. 2018, 16, 745–759. [CrossRef] 100. Hajishengallis, G.; Darveau, R.P.; Curtis, M.A. The keystone-pathogen hypothesis. Nat. Rev. Microbiol. 2012,
10, 717–725. [CrossRef] 101. de Smit, M.; Westra, J.; Vissink, A.; Doornbos-van der Meer, B.; Brouwer, E.; van Winkelhoff, A.J. Periodontitis
in established rheumatoid arthritis patients: A cross-sectional clinical, microbiological and serological study. Arthritis Res. Ther. 2012, 14, R222. [CrossRef] 102. Engström, M.; Eriksson, K.; Lee, L.; Hermansson, M.; Johansson, A.; Nicholas, A.P.; Gerasimcik, N.;
Lundberg, K.; Klareskog, L.; Catrina, A.I.; et al. Increased citrullination and expression of peptidylarginine
deiminases independently of P. gingivalis and A. actinomycetemcomitans in gingival tissue of patients with
periodontitis. J. Transl. Med. 2018, 16, 214. [CrossRef] 103. References Eriksson, K.; Fei, G.; Lundmark, A.; Benchimol, D.; Lee, L.; Hu, Y.O.O.; Kats, A.; Saevarsdottir, S.; Catrina, A.I.;
Klinge, B.; et al. Periodontal Health and Oral Microbiota in Patients with Rheumatoid Arthritis. J. Clin. Med. 2019, 8, 630. [CrossRef] 104. Schmickler, J.; Rupprecht, A.; Patschan, S.; Patschan, D.; Müller, G.A.; Haak, R.; Mausberg, R.F.; Schmalz, G.;
Kottmann, T.; Ziebolz, D.; et al. Cross-Sectional Evaluation of Periodontal Status and Microbiologic and
Rheumatoid Parameters in a Large Cohort of Patients with Rheumatoid Arthritis. J. Periodontol. 2017, 88,
368–379. [CrossRef] 105. Ziebolz, D.; Pabel, S.O.; Lange, K.; Krohn-Grimberghe, B.; Hornecker, E.; Mausberg, R.F. Clinical Periodontal
and Microbiologic Parameters in Patients with Rheumatoid Arthritis. J. Periodontol. 2011, 82, 1424–1432. [CrossRef] 106. Beyer, K.; Zaura, E.; Brandt, B.W.; Buijs, M.J.; Brun, J.G.; Crielaard, W.; Bolstad, A.I. Subgingival microbiome
of rheumatoid arthritis patients in relation to their disease status and periodontal health. PLoS ONE 2018, 13,
e0202278. [CrossRef] 107. Laugisch, O.; Wong, A.; Sroka, A.; Kantyka, T.; Koziel, J.; Neuhaus, K.; Sculean, A.; Venables, P.J.; Potempa, J.;
Möller, B.; et al. Citrullination in the periodontium—A possible link between periodontitis and rheumatoid
arthritis. Clin. Oral Investig. 2015, 20, 675–683. [CrossRef] 108. Lopez-Oliva, I.; Paropkari, A.D.; Saraswat, S.; Serban, S.; Yonel, Z.; Sharma, P.; De Pablo, P.; Raza, K.; Filer, A.;
Chapple, I.; et al. Dysbiotic Subgingival Microbial Communities in Periodontally Healthy Patients with
Rheumatoid Arthritis. Arthritis Rheumatol. 2018, 70, 1008–1013. [CrossRef] 109. Zhang, X.; Zhang, D.; Jia, H.; Feng, Q.; Wang, D.; Liang, D.; Wu, X.; Li, J.; Tang, L.; Li, Y.; et al. The oral and
gut microbiomes are perturbed in rheumatoid arthritis and partly normalized after treatment. Nat. Med. 2015, 21, 895–905. [CrossRef] J. Clin. Med. 2019, 8, 1309 18 of 24 18 of 24 110. Mikuls, T.R.; Walker, C.; Qiu, F.; Yu, F.; Thiele, G.M.; Alfant, B.; Li, E.C.; Zhao, L.Y.; Wang, G.P.; Datta, S.;
et al. The subgingival microbiome in patients with established rheumatoid arthritis. Rheumatology 2018, 57,
1162–1172. [CrossRef] 111. Scher, J.U.; Ubeda, C.; Equinda, M.; Khanin, R.; Buischi, Y.; Viale, A.; Lipuma, L.; Attur, M.; Pillinger, M.H.;
Weissmann, G.; et al. Periodontal Disease and the Oral Microbiota in New-Onset Rheumatoid Arthritis. Arthritis Rheum. 2012, 64, 3083–3094. [CrossRef] 112. Mankia, K.; Cheng, Z.; Do, T.; Hunt, L.; Meade, J.; Kang, J.; Clerehugh, V.; Speirs, A.; Tugnait, A.;
Hensor, E.M.A.; et al. References Prevalence of Periodontal Disease and Periodontopathic Bacteria in Anti–Cyclic
Citrullinated Protein Antibody–Positive At-Risk Adults Without Arthritis. JAMA Netw. Open 2019, 2, e195394. [CrossRef] 113. Arvikar, S.L.; Collier, D.S.; Fisher, M.C.; Unizony, S.; Cohen, G.L.; McHugh, G.; Kawai, T.; Strle, K.; Steere, A.C. Clinical correlations with Porphyromonas gingivalis antibody responses in patients with early rheumatoid
arthritis. Arthritis Res. Ther. 2013, 15, R109. [CrossRef] 114. Okada, M.; Kobayashi, T.; Ito, S.; Yokoyama, T.; Komatsu, Y.; Abe, A.; Murasawa, A.; Yoshie, H. Antibody
Responses to Periodontopathic Bacteria in Relation to Rheumatoid Arthritis in Japanese Adults. J. Periodontol. 2011, 82, 1433–1441. [CrossRef] 115. Mikuls, T.R.; Payne, J.B.; Reinhardt, R.A.; Thiele, G.M.; Maziarz, E.; Cannella, A.C.; Holers, V.M.; Kuhn, K.A.;
O’Dell, J.R. Antibody responses to Porphyromonas gingivalis (P. gingivalis) in subjects with rheumatoid
arthritis and periodontitis. Int. Immunopharmacol. 2009, 9, 38–42. [CrossRef] 116. Ogrendik, M.; Kokino, S.; Ozdemir, F.; Bird, P.S.; Hamlet, S. Serum Antibodies to Oral Anaerobic Bacteria in
Patients with Rheumatoid Arthritis. MedGenMed Medscape Gen. Med. 2005, 7, 2. 117. Yusof, Z.R.; Porter, S.; Greenman, J.; Scully, C. Levels of Serum IgG against Porphyromonas gingivalis in
Patients with Rapidly Progressive Periodontitis, Rheumatoid Arthritis and Adult Periodontitis. J. Nihon
Univ. Sch. Dent. 1995, 37, 197–200. [CrossRef] 118. Moen, K.; Brun, J.G.; Madland, T.M.; Tynning, T.; Jonsson, R. Immunoglobulin G and a Antibody Responses to
Bacteroides forsythus and Prevotella intermedia in Sera and Synovial Fluids of Arthritis Patients. Clin. Diagn. Lab. Immunol. 2003, 10, 1043–1050. [CrossRef] 119. de Smit, M.; van de Stadt, L.A.; Janssen, K.M.; Doornbos-van der Meer, B.; Vissink, A.; van Winkelhoff, A.J.;
Brouwer, E.; Westra, J.; van Schaardenburg, D. Antibodies against Porphyromonas gingivalis in seropositive
arthralgia patients do not predict development of rheumatoid arthritis. Ann. Rheum. Dis. 2014, 73, 1277–1279. [CrossRef] 120. Konig, M.F.; Paracha, A.S.; Moni, M.; Bingham, C.O., III; Andrade, F. Defining the role of Porphyromonas
gingivalis peptidylarginine deiminase (PPAD) in rheumatoid arthritis through the study of PPAD biology. Ann. Rheum. Dis. 2015, 74, 2054–2061. [CrossRef] 121. Quirke, A.M.; Lugli, E.B.; Wegner, N.; Hamilton, B.C.; Charles, P.; Chowdhury, M.; Ytterberg, A.J.;
Zubarev, R.A.; Potempa, J.; Culshaw, S.; et al. Heightened immune response to autocitrullinated
Porphyromonas gingivalis peptidylarginine deiminase: A potential mechanism for breaching immunologic
tolerance in rheumatoid arthritis. Ann. Rheum. Dis. 2014, 73, 263–269. [CrossRef] 122. Fisher, B.A.; Cartwright, A.J.; Quirke, A.M.; de Pablo, P.; Romaguera, D.; Panico, S.; Mattiello, A.; Gavrila, D.;
Navarro, C.; Sacerdote, C.; et al. References Smoking, Porphyromonas gingivalis and the immune response to
citrullinated autoantigens before the clinical onset of rheumatoid arthritis in a Southern European nested
case-control study. BMC Musculoskelet. Disord. 2015, 16, 331. [CrossRef] 123. Johansson, L.; Sherina, N.; Kharlamova, N.; Potempa, B.; Larsson, B.; Israelsson, L.; Potempa, J.;
Rantapää-Dahlqvist, S.; Lundberg, K. Concentration of antibodies against Porphyromonas gingivalis
is increased before the onset of symptoms of rheumatoid arthritis. Arthritis Res. Ther. 2016, 18, 201. [CrossRef] 124. Kharlamova, N.; Jiang, X.; Sherina, N.; Potempa, B.; Israelsson, L.; Quirke, A.-M.; Eriksson, K.;
Yucel-Lindberg, T.; Venables, P.J.; Potempa, J.; et al. Antibodies to Porphyromonas gingivalis indicate
interaction between oral infection, smoking and risk genes in rheumatoid arthritis etiology. Arthritis
Rheumatol. 2016, 68, 604–613. [CrossRef] 125. Mikuls, T.R.; Payne, J.B.; Yu, F.; Thiele, G.M.; Reynolds, R.J.; Cannon, G.W.; Markt, J.; McGowan, D.; Kerr, G.S.;
Redman, R.S.; et al. Periodontitis and Porphyromonas gingivalis in Patients with Rheumatoid Arthritis. Arthritis Rheumatol. 2014, 66, 1090–1100. [CrossRef] J. Clin. Med. 2019, 8, 1309 19 of 24 19 of 24 126. Okada, M.; Kobayashi, T.; Ito, S.; Yokoyama, T.; Abe, A.; Murasawa, A.; Yoshie, H. Periodontal Treatment
Decreases Levels of Antibodies to Porphyromonas gingivalis and Citrulline in Patients with Rheumatoid
Arthritis and Periodontitis. J. Periodontol. 2013, 84, e74–e84. [CrossRef] 127. Rinaudo-Gaujous, M.; Blasco-Baque, V.; Miossec, P.; Gaudin, P.; Farge, P.; Roblin, X.; Thomas, T.; Paul, S.;
Marotte, H. Infliximab Induced a Dissociated Response of Severe Periodontal Biomarkers in Rheumatoid
Arthritis Patients. J. Clin. Med. 2019, 8, 751. [CrossRef] 128. Stobernack, T.; Glasner, C.; Junker, S.; Gabarrini, G.; De Smit, M.; Van Winkelhoff, A.J.; De Jong, A.; Otto, A.;
Becher, D.; Van Dijl, J.M. Extracellular Proteome and Citrullinome of the Oral Pathogen Porphyromonas
gingivalis. J. Proteome Res. 2016, 15, 4532–4543. [CrossRef] 129. Bae, S.C.; Lee, Y.H. Association between anti-Porphyromonas gingivalis antibody, anti-citrullinated protein
antibodies, and rheumatoid arthritis a meta-analysis. Z. Für Rheumatol. 2018, 77, 522–532. [CrossRef] 130. Bender, P.; Burgin, W.B.; Sculean, A.; Eick, S. Serum antibody levels against Porphyromonas gingivalis in
patients with and without rheumatoid arthritis - a systematic review and meta-analysis. Clin. Oral Investig. 2017, 21, 33–42. [CrossRef] 131. Maresz, K.J.; Hellvard, A.; Sroka, A.; Adamowicz, K.; Bielecka, E.; Koziel, J.; Gawron, K.; Mizgalska, D.;
Marcinska, K.A.; Benedyk, M.; et al. Porphyromonas gingivalis Facilitates the Development and Progression
of Destructive Arthritis through Its Unique Bacterial Peptidylarginine Deiminase (PAD). PLoS Pathog. 2013,
9, e1003627. [CrossRef] 132. References de Aquino, S.G.; Abdollahi-Roodsaz, S.; Koenders, M.I.; van de Loo, F.A.; Pruijn, G.J.; Marijnissen, R.J.;
Walgreen, B.; Helsen, M.M.; van den Bersselaar, L.A.; de Molon, R.S.; et al. Periodontal pathogens directly
promote autoimmune experimental arthritis by inducing a TLR2- and IL-1-driven Th17 response. J. Immunol. 2014, 192, 4103–4111. [CrossRef] 133. de Aquino, S.G.; Talbot, J.; Sônego, F.; Turato, W.M.; Grespan, R.; Avila-Campos, M.J.; Cunha, F.Q.; Cirelli, J.A. The aggravation of arthritis by periodontitis is dependent of IL-17 receptor a activation. J. Clin. Periodontol. 2017, 44, 881–891. [CrossRef] 134. Marchesan, J.T.; Gerow, E.A.; Schaff, R.; Taut, A.D.; Shin, S.Y.; Sugai, J.; Brand, D.; Burberry, A.; Jorns, J.;
Lundy, S.K.; et al. Porphyromonas gingivalis oral infection exacerbates the development and severity of
collagen-induced arthritis. Arthritis Res. Ther. 2013, 15, R186. [CrossRef] g
135. Jung, H.; Jung, S.M.; Rim, Y.A.; Park, N.; Nam, Y.; Lee, J.; Park, S.H.; Ju, J.H. Arthritic role of Porphyromonas
gingivalis in collagen-induced arthritis mice. PLoS ONE 2017, 12, e0188698. [CrossRef] 136. Chukkapalli, S.; Rivera-Kweh, M.; Gehlot, P.; Velsko, I.; Bhattacharyya, I.; Calise, S.J.; Satoh, M.; Chan, E.K.L.;
Holoshitz, J.; Kesavalu, L. Periodontal bacterial colonization in synovial tissues exacerbates collagen-induced
arthritis in B10.RIII mice. Arthritis Res. Ther. 2016, 18, 161. [CrossRef] 137. Sato, K.; Takahashi, N.; Kato, T.; Matsuda, Y.; Yokoji, M.; Yamada, M.; Nakajima, T.; Kondo, N.; Endo, N.;
Yamamoto, R.; et al. Aggravation of collagen-induced arthritis by orally administered Porphyromonas
gingivalis through modulation of the gut microbiota and gut immune system. Sci. Rep. 2017, 7, 6955. [CrossRef] 138. Yamakawa, M.; Ouhara, K.; Kajiya, M.; Munenaga, S.; Kittaka, M.; Yamasaki, S.; Takeda, K.; Takeshita, K.;
Mizuno, N.; Fujita, T.; et al. Porphyromonas gingivalis infection exacerbates the onset of rheumatoid arthritis
in SKG mice. Clin. Exp. Immunol. 2016, 186, 177–189. [CrossRef] 139. Sandal, I.; Karydis, A.; Luo, J.; Prislovsky, A.; Whittington, K.B.; Rosloniec, E.F.; Dong, C.; Novack, D.V.;
Mydel, P.; Zheng, S.G.; et al. Bone loss and aggravated autoimmune arthritis in HLA-DR beta 1-bearing
humanized mice following oral challenge with Porphyromonas gingivalis. Arthritis Res. Ther. 2016, 18, 249. [CrossRef] 140. Gully, N.; Bright, R.; Marino, V.; Marchant, C.; Cantley, M.; Haynes, D.; Butler, C.; Dashper, S.; Reynolds, E.;
Bartold, M. Porphyromonas gingivalis Peptidylarginine Deiminase, a Key Contributor in the Pathogenesis
of Experimental Periodontal Disease and Experimental Arthritis. PLoS ONE 2014, 9, e100838. [CrossRef] 141. References Munenaga, S.; Ouhara, K.; Hamamoto, Y.; Kajiya, M.; Takeda, K.; Yamasaki, S.; Kawai, T.; Mizuno, N.;
Fujita, T.; Sugiyama, E.; et al. The involvement of C5a in the progression of experimental arthritis with
Porphyromonas gingivalis infection in SKG mice. Arthritis Res. Ther. 2018, 20, 247. [CrossRef] 142. Ebbers, M.; Lübcke, P.M.; Volzke, J.; Kriebel, K.; Hieke, C.; Engelmann, R.; Lang, H.; Kreikemeyer, B.;
Müller-Hilke, B.; et al. Interplay between P. gingivalis, F. nucleatum and A. actinomycetemcomitans in
murine alveolar bone loss, arthritis onset and progression. Sci. Rep. 2018, 8, 15129. [CrossRef] J. Clin. Med. 2019, 8, 1309 20 of 24 20 of 24 143. Eriksson, K.; Lönnblom, E.; Tour, G.; Kats, A.; Mydel, P.; Georgsson, P.; Hultgren, C.; Kharlamova, N.;
Norin, U.; Jönsson, J.; et al. Effects by periodontitis on pristane-induced arthritis in rats. J. Transl. Med. 2016,
14, 311. [CrossRef] 144. Courbon, G.; Rinaudo-Gaujous, M.; Blasco-Baque, V.; Auger, I.; Caire, R.; Mijola, L.; Vico, L.; Paul, S.;
Marotte, H. Porphyromonas gingivalis experimentally induces periodontis and an anti-CCP2-associated
arthritis in the rat. Ann. Rheum. Dis. 2019, 78, 594–599. [CrossRef] 145. Kinloch, A.J.; Alzabin, S.; Brintnell, W.; Wilson, E.; Barra, L.; Wegner, N.; Bell, D.A.; Cairns, E.; Venables, P.J. Immunization with Porphyromonas gingivalis enolase induces autoimmunity to mammalian alpha-enolase
and arthritis in DR4-IE-transgenic mice. Arthritis Rheum. 2011, 63, 3818–3823. [CrossRef] 146. Mangat, P.; Wegner, N.; Venables, P.J.; Potempa, J. Bacterial and human peptidylarginine deiminases: Targets
for inhibiting the autoimmune response in rheumatoid arthritis? Arthritis Res. Ther. 2010, 12, 209. [CrossRef] 147. Hayashi, H.; Morioka, M.; Ichimiya, S.; Yamato, K.; Hinode, D.; Nagata, A.; Nakamura, R. Participation of
an arginyl residue of insulin chain B in the inhibition of hemagglutination by Porphyromonas gingivalis. Oral Microbiol. Immunol. 1993, 8, 386–389. [CrossRef] 148. Goulas, T.; Mizgalska, D.; Garcia-Ferrer, I.; Kantyka, T.; Guevara, T.; Szmigielski, B.; Sroka, A.; Millán, C.;
Usón, I.; Veillard, F.; et al. Structure and mechanism of a bacterial host-protein citrullinating virulence factor,
Porphyromonas gingivalis peptidylarginine deiminase. Sci. Rep. 2015, 5, 11969. [CrossRef] 149. Montgomery, A.B.; Kopec, J.; Shrestha, L.; Thezenas, M.L.; Burgess-Brown, N.A.; Fischer, R.; Yue, W.W.;
Venables, P.J. Crystal structure of Porphyromonas gingivalis peptidylarginine deiminase: Implications for
autoimmunity in rheumatoid arthritis. Ann. Rheum. Dis. 2016, 75, 1255–1261. [CrossRef] 150. Bereta, G.; Goulas, T.; Madej, M.; Bielecka, E.; Solà, M.; Potempa, J.; Gomis-Rüth, F.X. Structure, function, and
inhibition of a genomic/clinical variant of Porphyromonas gingivalis peptidylarginine deiminase. Protein Sci. References 2019, 28, 478–486. [CrossRef] 151. Gabarrini, G.; Heida, R.; Van Ieperen, N.; Curtis, M.A.; Van Winkelhoff, A.J.; Van Dijl, J.M. Dropping anchor:
Attachment of peptidylarginine deiminase via A-LPS to secreted outer membrane vesicles of Porphyromonas
gingivalis. Sci. Rep. 2018, 8, 8949. [CrossRef] 152. Gabarrini, G.; Medina, L.M.P.; Stobernack, T.; Prins, R.C.; Espina, M.D.T.; Kuipers, J.; Chlebowicz, M.A.;
Rossen, J.W.A.; Van Winkelhoff, A.J.; Van Dijl, J.M. There’s no place like OM: Vesicular sorting and secretion
of the peptidylarginine deiminase of Porphyromonas gingivalis. Virulence 2018, 9, 456–464. [CrossRef] Casiano-Colón, A.; Marquis, R.E. Role of the arginine deiminase system in protecting oral bacteria and an
enzymatic basis for acid tolerance. Appl. Environ. Microbiol. 1988, 54, 1318–1324. 154. Niederman, R.; Brunkhorst, B.; Smith, S.; Weinreb, R.; Ryder, M. Ammonia as a potential mediator of
adult human periodontal infection: Inhibition of neutrophil function. Arch. Oral Biol. 1990, 35, S205–S209. [CrossRef] 155. Shawcross, D.L.; Wright, G.A.K.; Stadlbauer, V.; Hodges, S.J.; Davies, N.A.; Wheeler-Jones, C.; Pitsillides, A.A.;
Jalan, R. Ammonia impairs neutrophil phagocytic function in liver disease. Hepatology 2008, 48, 1202–1212. [CrossRef] 156. Wegner, N.; Wait, R.; Sroka, A.; Eick, S.; Nguyen, K.A.; Lundberg, K.; Kinloch, A.; Culshaw, S.; Potempa, J.;
Venables, P.J. Peptidylarginine deiminase from Porphyromonas gingivalis citrullinates human fibrinogen and
alpha-enolase: Implications for autoimmunity in rheumatoid arthritis. Arthritis Rheum. 2010, 62, 2662–2672. [CrossRef] 157. Li, S.; Yu, Y.; Yue, Y.; Liao, H.; Xie, W.; Thai, J.; Mikuls, T.R.; Thiele, G.M.; Duryee, M.J.; Sayles, H.; et al. Autoantibodies from Single Circulating Plasmablasts React With Citrullinated Antigens and Porphyromonas
gingivalis in Rheumatoid Arthritis. Arthritis Rheumatol. 2016, 68, 614–626. [CrossRef] 158. Rodríguez, S.B.; Stitt, B.L.; Ash, D.E. Expression of Peptidylarginine Deiminase from Porphyromonas
gingivalis in Escherichia coli: Enzyme Purification and Characterization. Arch. Biochem. Biophys. 2009, 488,
14–22. [CrossRef] 159. Sato, K.; Yukitake, H.; Narita, Y.; Shoji, M.; Naito, M.; Nakayama, K. Identification of Porphyromonas
gingivalis proteins secreted by the Por secretion system. FEMS Microbiol. Lett. 2013, 338, 68–76. [CrossRef]
160. Shoji, M.; Sato, K.; Yukitake, H.; Kondo, Y.; Narita, Y.; Kadowaki, T.; Naito, M.; Nakayama, K. Por Secretion
System-Dependent Secretion and Glycosylation of Porphyromonas gingivalis Hemin-Binding Protein 35. 159. Sato, K.; Yukitake, H.; Narita, Y.; Shoji, M.; Naito, M.; Nakayama, K. Identification of Porphyromonas
gingivalis proteins secreted by the Por secretion system. FEMS Microbiol. Lett. 2013, 338, 68–76. [CrossRef] 160. Shoji, M.; Sato, K.; Yukitake, H.; Kondo, Y.; Narita, Y.; Kadowaki, T.; Naito, M.; Nakayama, K. References Por Secretion
System-Dependent Secretion and Glycosylation of Porphyromonas gingivalis Hemin-Binding Protein 35. PLoS ONE 2011, 6, e21372. [CrossRef] 21 of 24 J. Clin. Med. 2019, 8, 1309 161. Konig, M.F.; Bingham, C.O., III; Andrade, F. PPAD is not targeted as a citrullinated protein in rheumatoid
arthritis, but remains a candidate for inducing autoimmunity. Ann. Rheum. Dis. 2015, 74, e8. [CrossRef] 162. Quirke, A.-M.; Lundberg, K.; Potempa, J.; Mikuls, T.R.; Venables, P.J. PPAD remains a credible candidate for
inducing autoimmunity in rheumatoid arthritis: Comment on the article by Konig et al. Ann. Rheum. Dis. 2014, 74, e7. [CrossRef] 163. Kobayashi, T.; Ito, S.; Kobayashi, D.; Shimada, A.; Narita, I.; Murasawa, A.; Nakazono, K.; Yoshie, H. Serum
Immunoglobulin G Levels to Porphyromonas gingivalis Peptidylarginine Deiminase Affect Clinical Response
to Biological Disease-Modifying Antirheumatic Drug in Rheumatoid Arthritis. PLoS ONE 2016, 11, e0154182. [CrossRef] 164. Shimada, A.; Kobayashi, T.; Ito, S.; Okada, M.; Murasawa, A.; Nakazono, K.; Yoshie, H. Expression
of anti-Porphyromonas gingivalis peptidylarginine deiminase immunoglobulin G and peptidylarginine
deiminase-4 in patients with rheumatoid arthritis and periodontitis. J. Periodontal Res. 2016, 51, 103–111. [CrossRef] 165. Vossenaar, E.R.; Nijenhuis, S.; Helsen, M.M.A.; Van Der Heijden, A.; Senshu, T.; Berg, W.B.V.D.;
Van Venrooij, W.J.; Joosten, L.A.B. Citrullination of synovial proteins in murine models of rheumatoid
arthritis. Arthritis Rheum. 2003, 48, 2489–2500. [CrossRef] 66. Cantaert, T.; Teitsma, C.; Tak, P.P.; Baeten, D. Presence and Role of Anti-Citrullinated Protein Antibodie
Experimental Arthritis Models. Arthritis Rheum. 2013, 65, 939–948. [CrossRef] 167. Konig, M.F.; Darrah, E.; Andrade, F. Insights into the significance of peptidylarginine deiminase 4 and
antibodies against citrullinated antigens in the absence of “true ACPAs” in an experimental model of arthritis:
Comment on the article by Shelef et al. Arthritis Rheumatol. 2014, 66, 2642–2644. [CrossRef] 168. Shelef, M.A.; Sokolove, J.; Robinson, W.H.; Huttenlocher, A. Insights into the significance of peptidylarginine
deiminase 4 and antibodies against citrullinated antigens in the absence of “true ACPAs” in an experimental
model of arthritis: Comment on the article by Shelef et al Reply. Arthritis Rheumatol. 2014, 66, 2644–2645. [CrossRef] 169. Vossenaar, E.R.; Van Boekel, M.A.M.; Van Venrooij, W.J.; López-Hoyoz, M.; Merino, J.; Merino, R.;
Joosten, L.A.B. Absence of citrulline-specific autoantibodies in animal models of autoimmunity. Arthritis
Rheum. 2004, 50, 2370–2372. [CrossRef] 170. Kingler, R. Untersuchungen über menschliche Aktinomycose. Zent. Bakteriol 1912, 62, 191–200. 171. Potts, T.V.; Zambon, J.J.; Genco, R.J. Reassignment of Actinobacillus-Actinomycetemcomitans to the Genus
Hemophilus as Haemophilus-Actinomycetemcomitans Comb-Nov. Int. J. Syst. References Toxins (Basel) 2011, 3, 242–259. [CrossRef] 187. Claesson, R.; Höglund-Åberg, C.; Haubek, D.; Johansson, A. Age-related prevalence and characteristics of
Aggregatibacter actinomycetemcomitans in periodontitis patients living in Sweden. J. Oral Microbiol. 2017, 9,
1334504. [CrossRef] 188. Zambon, J.J. Actinobacillus actinomycetemcomitans in human periodontal disease. J. Clin. Periodontol. 1985,
12, 1–20. [CrossRef] 189. Chen, C.; Wang, T.; Chen, W. Occurrence of Aggregatibacter actinomycetemcomitans serotypes in subgingival
plaque from United States subjects. Mol. Oral Microbiol. 2010, 25, 207–214. [CrossRef] 190. Pahumunto, N.; Ruangsri, P.; Wongsuwanlert, M.; Piwat, S.; Dahlén, G.; Teanpaisan, R. Aggregatibacter
actinomycetemcomitans serotypes and DGGE subtypes in Thai adults with chronic periodontitis. Arch. Oral Biol. 2015, 60, 1789–1796. [CrossRef] 191. Kim, T.S.; Frank, P.; Eickholz, P.; Eick, S.; Kim, C.K. Serotypes of Aggregatibacter actinomycetemcomitans in
patients with different ethnic backgrounds. J. Periodontol. 2009, 80, 2020–2027. [CrossRef] 192. Mínguez, M.; Pousa, X.; Herrera, D.; Blasi, A.; Sánchez, M.C.; León, R.; Sanz, M. Characterization and
serotype distribution of Aggregatibacter actinomycetemcomitans isolated from a population of periodontitis
patients in Spain. Arch. Oral Biol. 2014, 59, 1359–1367. [CrossRef] 193. Yang, H.W.; Huang, Y.F.; Chan, Y.; Chou, M.Y. Relationship of Actinobacillus actinomycetemcomitans
serotypes to periodontal condition: Prevalence and proportions in subgingival plaque. Eur. J. Oral Sci. 2005,
113, 28–33. [CrossRef] 194. Arenas Rodrigues, V.A.; de Avila, E.D.; Nakano, V.; Avila-Campos, M.J. Qualitative, quantitative and
genotypic evaluation of Aggregatibacter actinomycetemcomitans and Fusobacterium nucleatum isolated
from individuals with different periodontal clinical conditions. Anaerobe 2018, 52, 50–58. [CrossRef] 195. Åberg, C.H.; Haubek, D.; Kwamin, F.; Johansson, A.; Claesson, R. Leukotoxic Activity of Aggregatibacter
actinomycetemcomitans and Periodontal Attachment Loss. PLoS ONE 2014, 9, e104095. 196. Aberg, C.H.; Kelk, P.; Johansson, A. Aggregatibacter actinomycetemcomitans: Virulence of its leukotoxin
and association with aggressive periodontitis. Virulence 2015, 6, 188–195. [CrossRef] 197. Linhartová, I.; Bumba, L.; Mašín, J.; Basler, M.; Osiˇcka, R.; Kamanová, J.; Procházková, K.; Adkins, I.;
Hejnová-Holubová, J.; Sadílková, L.; et al. RTX proteins: A highly diverse family secreted by a common
mechanism. FEMS Microbiol. Rev. 2010, 34, 1076–1112. [CrossRef] 198. Reinholdt, J.; Poulsen, K.; Brinkmann, C.R.; Hoffmann, S.V.; Stapulionis, R.; Enghild, J.J.; Jensen, U.B.;
Boesen, T.; Vorup-Jensen, T. Monodisperse and LPS-free Aggregatibacter actinomycetemcomitans leukotoxin:
Interactions with human beta2 integrins and erythrocytes. Biochim. Biophys. Acta 2013, 1834, 546–558. [CrossRef] 199. Brogan, J.M.;
Lally, E.T.;
Poulsen, K.;
Kilian, M.;
DeMuth, D.R. Regulation of Actinobacillus
actinomycetemcomitans leukotoxin expression: Analysis of the promoter regions of leukotoxic and minimally
leukotoxic strains. Infect. Immun. References Bacteriol. 1985, 35, 337–341. [CrossRef] 172. Norskov-Lauritsen, N.; Kilian, M. Reclassification of Actinobacillus actinomycetemcomitans, Haemophilus
aphrophilus, Haemophilus paraphrophilus and Haemophilus segnis as Aggregatibacter actinomycetemcomitans
gen. nov., comb. nov., Aggregatibacter aphrophilus comb. nov. and Aggregatibacter segnis comb. nov., and
emended description of Aggregatibacter aphrophilus to include V factor-dependent and V factor-independent
isolates. Int. J. Syst. Evol. Microbiol. 2006, 56, 2135–2146. 173. Heinrich, S.; Pulverer, G. Zur Ätiologie und Mikrobiologie der Aktinomykose III. Die pathogene
Bedeutung des Actinobacillus actinomycetem-comitans unter den “Begleitbakterien” des Actinomyces
israeli. Zent. Bakteriol 1959, 176, 91–101. Colebrook, L. The mycelial and other micro-organisms associated with human actinomycosis. Br. J. Exp. Pathol
1920, 1, 197–212. 175. King, E.O.; Tatum, H.W. Actinobacillus Actinomycetemcomitans and Hemophilus Aphrophilus. J. Infect. Dis. 1962, 111, 85–94. [CrossRef] 176. Mitchell, R.G.; Gillespie, W.A. Bacterial endocarditis due to an actinobacillus. J. Clin. Pathol. 1964, 17,
511–512. [CrossRef] 177. Page, M.I.; King, E.O. Infection Due to Actinobacillus Actinomycetemcomitans and Haemophilus
Aphrophilus. N. Engl. J. Med. 1966, 275, 181–188. [CrossRef] 178. Geraci, J.E.; Wilson, W.R. Symposium on infective endocarditis. III. Endocarditis due to gram-negative
bacteria. Report of 56 cases. Mayo Clin. Proc. 1982, 57, 145–148. 179. Kaplan, A.H.; Weber, D.J.; Oddone, E.Z.; Perfect, J.R. Infection Due to Actinobacillus-Actinomycetemcomitans
- 15 Cases and Review. Rev. Infect. Dis. 1989, 11, 46–63. [CrossRef] J. Clin. Med. 2019, 8, 1309 22 of 24 180. van Winkelhoff, A.J.; Slots, J. Actinobacillus actinomycetemcomitans and Porphyromonas gingivalis in
nonoral infections. Periodontol. 2000. 1999, 20, 122–135. [CrossRef] 181. Tanner, A.C.R.; Haffer, C.; Bratthall, G.T.; Visconti, R.A.; Socransky, S.S. A study of the bacteria associated
with advancing periodontitis in man. J. Clin. Periodontol. 1979, 6, 278–307. [CrossRef] 182. Slots, J.; Reynolds, H.S.; Genco, R.J. Actinobacillus actinomycetemcomitans in Human Periodontal Disease:
A Cross-Sectional Microbiological Investigation. Infect. Immun. 1980, 29, 1013–1020. 183. Zambon, J.J.; Christersson, L.A.; Slots, J. Actinobacillus actinomycetemcomitans in human periodontal
disease. Prevalence in patient groups and distribution of biotypes and serotypes within families. J. Periodontol. 1983, 54, 707–711. [CrossRef] 184. Zambon, J.J.; Slots, J.; Genco, R.J. Serology of oral Actinobacillus actinomycetemcomitans and serotype
distribution in human periodontal disease. Infect. Immun. 1983, 41, 19–27. 185. Slots, J.; Bragd, L.; Wikström, M.; Dahlén, G. The occurrence of Actinobacillus actinomycetemcomitans,
Bacteroides gingivalis and Bacteroides intermedius in destructive periodontal disease in adults. J. Clin. Periodontol. 1986, 13, 570–577. [CrossRef] 186. Johansson, A. Aggregatibacter actinomycetemcomitans leukotoxin: A powerful tool with capacity to cause
imbalance in the host inflammatory response. References 1994, 62, 501–508. J. Clin. Med. 2019, 8, 1309 23 of 24 23 of 24 200. Zambon, J.J.; Haraszthy, V.I.; Hariharan, G.; Lally, E.T.; DeMuth, D.R. The Microbiology of early-onset
periodontitis: Association of highly toxic Actinobacillus actinomycetemcomitans strains with localized
juvenile periodontitis. J. Periodontol. 1996, 67, 282–290. [CrossRef] 201. Sampathkumar, V.;
Velusamy, S.K.;
Godboley, D.;
Fine, D.H. Increased leukotoxin production:
Characterization of 100 base pairs within the 530 base pair leukotoxin promoter region of Aggregatibacter
actinomycetemcomitans. Sci. Rep. 2017, 7, 1887. [CrossRef] 202. Burgess, D.; Huang, H.; Harrison, P.; Aukhil, I.; Shaddox, L. Aggregatibacter actinomycetemcomitans
in African Americans with Localized Aggressive Periodontitis. JDR Clin. Transl. Res. 2017, 2, 249–257. [CrossRef] 203. Oscarsson, J.; Claesson, R.; Lindholm, M.; Höglund Åberg, C.; Johansson, A. Tools of Aggregatibacter
actinomycetemcomitans to Evade the Host Response. J. Clin. Med. 2019, 8, 1079. [CrossRef] 204. Harvey, G.P.; Fitzsimmons, T.R.; Dhamarpatni, A.A.; Marchant, C.; Haynes, D.R.; Bartold, P.M. Expression
of peptidylarginine deiminase-2 and -4, citrullinated proteins and anti-citrullinated protein antibodies in
human gingiva. J. Periodontal Res. 2013, 48, 252–261. [CrossRef] 205. Nesse, W.; Westra, J.; van der Wal, J.E.; Abbas, F.; Nicholas, A.P.; Vissink, A.; Brouwer, E. The periodontium
of periodontitis patients contains citrullinated proteins which may play a role in ACPA (anti-citrullinated
protein antibody) formation. J. Clin. Periodontol. 2012, 39, 599–607. [CrossRef] 206. Malinin, T.I.; Pekin, T.J.; Zvaifler, N.J. Cytology of Synovial Fluid in Rheumatoid Arthritis. Am. J. Clin. Pathol. 1967, 47, 203–208. [CrossRef] 207. Darrah, E.; Rosen, A.; Giles, J.T.; Andrade, F. Peptidylarginine deiminase 2, 3 and 4 have distinct specificities
against cellular substrates: Novel insights into autoantigen selection in rheumatoid arthritis. Ann. Rheum. Dis. 2012, 71, 92–98. [CrossRef] 208. Delima, A.J.; Van Dyke, T.E. Origin and function of the cellular components in gingival crevice fluid. Periodontol 2000 2003, 31, 55–76. [CrossRef] 209. Konig, M.F.; Andrade, F. A critical reappraisal of neutrophil extracellular traps (NETs) and NETosis mimics
based on differential requirements for protein citrullination. Front. Immunol. 2016, 7, 461. [CrossRef] 210. Volkov, M.; Dekkers, J.; Loos, B.G.; Bizzarro, S.; Huizinga, T.W.J.; Praetorius, H.A.; Toes, R.E.M.; Van
Der Woude, D. Comment on Aggregatibacter actinomycetemcomitans—Induced hypercitrullination links
periodontal infection to autoimmunity in rheumatoid arthritis. Sci. Transl. Med. 2018, 10, eaan8349. [CrossRef] 211. Mukherjee, A.; Jantsch, V.; Khan, R.; Hartung, W.; Fischer, R.; Jantsch, J.; Ehrenstein, B.; Konig, M.F.; Andrade, F. Rheumatoid Arthritis-Associated Autoimmunity Due to Aggregatibacter actinomycetemcomitans and Its
Resolution with Antibiotic Therapy. Front. Immunol. References 2018, 9, 2352. [CrossRef] 212. Konig, M.F.; Giles, J.T.; Teles, R.P.; Moutsopoulos, N.M.; Andrade, F. Response to comment on
“Aggregatibacter actinomycetemcomitans–induced hypercitrullination links periodontal infection to
autoimmunity in rheumatoid arthritis”. Sci. Transl. Med. 2018, 10, eaao3031. [CrossRef] 213. Queiroz-Junior, C.M.; Madeira, M.F.M.; Coelho, F.M.; Oliveira, C.R.; Cândido, L.C.M.; Garlet, G.P.;
Teixeira, M.M.; Souza, D.D.G.; Da Silva, T.A.; Queiroz-Junior, C.M. Experimental arthritis exacerbates
Aggregatibacter actinomycetemcomitans-induced periodontitis in mice. J. Clin. Periodontol. 2012, 39, 608–616. [CrossRef] 214. Taichman, N.S.; Shenker, B.J.; Tsai, C.C.; Glickman, L.T.; Baehni, P.C.; Stevens, R.; Hammond, B.F. Cytopathic
effects of Actinobacillus actinomycetemcomitans on monkey blood leukocytes. J. Periodontal Res. 1984, 19,
133–145. [CrossRef] 215. Rantapää-Dahlqvist, S.; De Jong, B.A.W.; Berglin, E.; Hallmans, G.; Wadell, G.; Stenlund, H.; Sundin, U.;
Van Venrooij, W.J. Antibodies against cyclic citrullinated peptide and IgA rheumatoid factor predict the
development of rheumatoid arthritis. Arthritis Rheum. 2003, 48, 2741–2749. [CrossRef] 216. Nielen, M.M.J.; Van Schaardenburg, D.; Reesink, H.W.; Van De Stadt, R.J.; Van Der Horst-Bruinsma, I.E.; De
Koning, M.H.M.T.; Habibuw, M.R.; Vandenbroucke, J.P.; Dijkmans, B.A.C.; Van Der Horst-Bruinsma, I.E. Specific autoantibodies precede the symptoms of rheumatoid arthritis: A study of serial measurements in
blood donors. Arthritis Rheum. 2004, 50, 380–386. [CrossRef] 217. Makrygiannakis, D.; Klint, E.A.; Lundberg, I.E.; Lofberg, R.; Ulfgren, A.K.; Klareskog, L.; Catrina, A.I. Citrullination is an inflammation-dependent process. Ann. Rheum. Dis. 2006, 65, 1219–1222. [CrossRef] J. Clin. Med. 2019, 8, 1309 24 of 24 24 of 24 218. Ramseier, C.A.; Anerud, A.; Dulac, M.; Lulic, M.; Cullinan, M.P.; Seymour, G.J.; Faddy, M.J.; Bürgin, W.;
Schätzle, M.; Lang, N.P. Natural history of periodontitis: Disease progression and tooth loss over 40 years. J. Clin. Periodontol. 2017, 44, 1182–1191. [CrossRef] 219. Dal, P.M.; van der Goot, F.G. Pore-forming toxins: Ancient, but never really out of fashion. Nat. Rev. M
2016, 14, 77–92. 220. Samuels, J.; Ng, Y.-S.; Coupillaud, C.; Paget, D.; Meffre, E. Impaired early B cell tolerance in patients with
rheumatoid arthritis. J. Exp. Med. 2005, 201, 1659–1667. [CrossRef] 221. Samuels, J.; Ng, Y.S.; Coupillaud, C.; Paget, D.; Meffre, E. Human B cell tolerance and its failure in rheumatoid
arthritis. Ann. N. Y. Acad. Sci. 2005, 1062, 116–126. [CrossRef] 222. Meffre, E.; Wardemann, H. B-cell tolerance checkpoints in health and autoimmunity. Curr. Opin. Immunol. 2008, 20, 632–638. [CrossRef] 223. Menard, L.; Samuels, J.; Ng, Y.S.; Meffre, E. Inflammation-independent defective early B cell tolerance
checkpoints in rheumatoid arthritis. Arthritis Rheum. 2011, 63, 1237–1245. [CrossRef] 224. References Borsotti, C.; Danzl, N.M.; Nauman, G.; Hölzl, M.A.; French, C.; Chavez, E.; Khosravi-Maharlooei, M.;
Glauzy, S.; Delmotte, F.R.; Meffre, E.; et al. HSC extrinsic sex-related and intrinsic autoimmune disease–related
human B-cell variation is recapitulated in humanized mice. Blood Adv. 2017, 1, 2007–2018. [CrossRef] Marotte, H. Determining the Right Time for the Right Treatment—Application to Preclinical Rheumatoid
Arthritis. JAMA Netw. Open 2019, 2, e195358. [CrossRef] 226. Kaur, S.; Bright, R.; Proudman, S.M.; Bartold, P.M. Does periodontal treatment influence clinical and
biochemical measures for rheumatoid arthritis? A systematic review and meta-analysis. Semin. Arthritis
Rheum. 2014, 44, 113–122. [CrossRef] 227. Monsarrat, P.; De Grado, G.F.; Constantin, A.; Willmann, C.; Nabet, C.; Sixou, M.; Cantagrel, A.; Barnetche, T.;
Mehsen-Cetre, N.; Schaeverbeke, T.; et al. The effect of periodontal treatment on patients with rheumatoid
arthritis: The ESPERA randomised controlled trial. Jt. Bone Spine 2019, in press. [CrossRef] 228. Bright, R.; Thiele, G.M.; Manavis, J.; Mikuls, T.R.; Payne, J.B.; Bartold, P.M. Gingival tissue, an extrasynovial
source of malondialdehyde-acetaldehyde adducts, citrullinated and carbamylated proteins. J. Periodontal Res. 2018, 53, 139–143. [CrossRef] 229. Darrah, E.; Andrade, F. Editorial: citrullination, and carbamylation, and malondialdehyde-acetaldehyde! Oh
my! Entering the forest of autoantigen modifications in rheumatoid arthritis. Arthritis Rheumatol. 2015, 67,
604–608. [CrossRef] 230. Henle, J. Von den Miasmen und Kontagien: Und Von den Miasmatisch-Kontagiösen Krankheiten (1840); Verlag von
J. A. Barth: Leipzig, Germany, 1910. 231. Koch, R. Über Bakteriologische Forschung. In Verhandlungen des X; Internationalen Medicinischen Congresses:
Berlin, Germany, 1890; Volume 1. 232. Rivers, T.M. Viruses and Koch’s postulates. J. Bacteriol. 1937, 33, 1–12. Rivers, T.M. Viruses and Koch’s postulates. J. Bacterio 233. Correa, M.G.; Sacchetti, S.B.; Ribeiro, F.V.; Pimentel, S.P.; Casarin, R.C.V.; Cirano, F.R.; Casati, M.Z. Periodontitis increases rheumatic factor serum levels and citrullinated proteins in gingival tissues and alter
cytokine balance in arthritic rats. PLoS ONE 2017, 12, e0174442. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W4281916910
|
https://link.springer.com/content/pdf/10.1007/s00454-022-00396-7.pdf
|
English
| null |
Efficient Quantisation and Weak Covering of High Dimensional Cubes
|
Discrete and computational geometry/Discrete & computational geometry
| 2,022
|
cc-by
| 11,808
|
Discrete & Computational Geometry (2022) 68:540–565
https://doi.org/10.1007/s00454-022-00396-7 Discrete & Computational Geometry (2022) 68:540–565
https://doi.org/10.1007/s00454-022-00396-7 Jack Noonan1 · Anatoly Zhigljavsky1 Received: 22 May 2020 / Revised: 22 January 2022 / Accepted: 2 February 2022 /
Published online: 3 June 2022
© The Author(s) 2022 Received: 22 May 2020 / Revised: 22 January 2022 / Accepted: 2 February 2022 /
Published online: 3 June 2022
© The Author(s) 2022 Abstract Let Zn = {Z1, . . . , Zn} be a design; that is, a collection of n points Z j ∈[−1, 1]d. We study the quality of quantisation of [−1, 1]d by the points of Zn and the problem
of quality of coverage of [−1, 1]d by Bd(Zn,r), the union of balls centred at Z j ∈Zn. We concentrate on the cases where the dimension d is not small, d ≥5, and n is not
too large, n ≤2d. We define the design Dn,δ as a 2d−1 design defined on vertices of
the cube [−δ, δ]d, 0 ≤δ ≤1. For this design, we derive a closed-form expression
for the quantisation error and very accurate approximations for the coverage area
vol ([−1, 1]d ∩Bd(Zn,r)). We provide results of a large-scale numerical investigation
confirming the accuracy of the developed approximations and the efficiency of the
designs Dn,δ. Keywords Covering · Quantisation · Facility location · Space-filling · Computer
experiments · High dimension · Voronoi set Mathematics Subject Classification 11H31 · 05B40 · 52C17 1.2 Main Problems of Interest We will study the following two main characteristics of designs Zn = {Z1, . . . , Zn}
⊂Rd. 1. Quantization error. Let X = (x1, . . . , xd) be uniform random vector on [−1, 1]d. The mean squared quantisation error for a design Zn is defined by 1. Quantization error. Let X = (x1, . . . , xd) be uniform random vector on [−1, 1]d. The mean squared quantisation error for a design Zn is defined by θ(Zn) = EXϱ2(X, Zn),
where ϱ2(X, Zn) = min
Zi∈Zn
∥X −Zi∥2. (1) (1) 2. Weak covering. Denote the proportion of the cube [−1, 1]d covered by the union
of n balls Bd(Zn,r) = n
j=1 Bd(Z j,r) by 2. Weak covering. Denote the proportion of the cube [−1, 1]d covered by the union
of n balls Bd(Zn,r) = n
j=1 Bd(Z j,r) by Cd(Zn,r) := vol ([−1, 1]d ∩Bd(Zn,r))
2d
. Cd(Zn,r) := vol ([−1, 1]d ∩Bd(Zn,r))
2d
. For given radius r > 0, the union of n balls Bd(Zn,r) makes the (1−γ )-coverage
of the cube [−1, 1]d if For given radius r > 0, the union of n balls Bd(Zn,r) makes the (1−γ )-coverage
of the cube [−1, 1]d if Cd(Zn,r) = 1 −γ. (2) (2) Complete coverage corresponds to γ = 0. In this paper, the complete coverage of
[−1, 1]d will not be enforced and we will mostly be interested in weak covering,
that is, achieving (2) with some small γ > 0. Complete coverage corresponds to γ = 0. In this paper, the complete coverage of
[−1, 1]d will not be enforced and we will mostly be interested in weak covering,
that is, achieving (2) with some small γ > 0. Two n-point designs Zn and Z′
n will be differentiated in terms of performance as
follows: (a) Zn dominates Z′
n for quantisation if θ(Zn) < θ(Z′
n); (b) if for a given
γ ≥0, Cd(Zn,r1) = Cd(Z′
n,r2) = 1 −γ and r1 < r2, then the design Zn provides
a more efficient (1 −γ )-coverage than Z′
n and is therefore preferable. In Sect. 1.4
we extend these definitions by allowing the two designs to have different number of
points and, moreover, to have different dimensions. 1.1 Main Notation – ∥· ∥: the Euclidean norm;
d – ∥· ∥: the Euclidean norm;
d – ∥· ∥: the Euclidean norm;
– Bd(Z,r) = {Y ∈Rd : ∥Y −Z∥≤r}: d-dimensional ball of radius r centered at
Z ∈Rd; – Bd(Z,r) = {Y ∈Rd : ∥Y −Z∥≤r}: d-dimensional ball of radius r centered at
Z ∈Rd; Editor in Charge: Kenneth Clarkson Jack Noonan
Noonanj1@cardiff.ac.uk
Anatoly Zhigljavsky
ZhigljavskyAA@cardiff.ac.uk
1
School of Mathematics, Cardiff University, Cardiff, CF244AG, UK
123 541 Discrete & Computational Geometry (2022) 68:540–565 – Zn = {Z1, . . . , Zn}: a design; that is, a collection of n points Z j ∈Rd; – Zn = {Z1, . . . , Zn}: a design; that is, a collection of n points Z j ∈Rd; – Bd(Zn,r) = n
j=1 Bd(Z j,r); j
– Bd(Zn,r) = n
j=1 Bd(Z j,r); j
1
j
– Cd(Zn,r) = vol ([−1, 1]d ∩Bd(Zn,r))/2d: the proportion of the cube [−1, 1]d
covered by Bd(Zn,r); j
– Cd(Zn,r) = vol ([−1, 1]d ∩Bd(Zn,r))/2d: the proportion of the cube [−1, 1]d
covered by Bd(Zn,r); – vectors in Rd are row-vectors; – for any a ∈R, a = (a, a, . . . , a) ∈Rd. – for any a ∈R, a = (a, a, . . . , a) ∈Rd. 1.2 Main Problems of Interest Numerical construction of n-point designs with moderate values of n with good
quantisation and coverage properties has recently attracted much attention in view
of diverse applications in several fields including computer experiments [7, 8, 11],
global optimization [15], function approximation [12, 13], and numerical integration
[9]. Such designs are often referred to as space-filling designs. Readers can find many
additional references in the citations above. Unlike the exiting literature on space-
filling, we concentrate on theoretical properties of a family of very efficient designs
and derivation of accurate approximations for the characteristics of interest. 123 123 542 Discrete & Computational Geometry (2022) 68:540–565 1.3 Relation Between Quantisation and Weak Coverage The two characteristics, Cd(Zn,r) and θ(Zn), are related: Cd(Zn,r), as a function
of r ≥0, is the c.d.f. of the r.v. ϱ(X, Zn) while θ(Zn) is the second moment of the
distribution with this c.d.f.: θ(Zn) =
r≥0
r2dCd(Zn,r). (3) (3) In particular, this yields that if an n-point design Z∗
n maximises, in the set of all n-
point designs, Cd(Zn,r) for all r > 0, then it also minimises θ(Zn). Moreover, if r.v. ϱ(X, Zn) stochastically dominates ϱ(X, Z′
n), so that Cd(Z′
n,r) ≤Cd(Zn,r) for all
r ≥0 and the inequality is strict for at least one r, then θ(Zn) < θ(Z′
n). The relation (3) can alternatively be written as θ(Zn) =
r≥0
r dCd(Zn, √r),
(4) (4) where Cd(Zn, √r), considered as a function of r, is the c.d.f. of the r.v. ϱ2(X, Zn)
and hence θ(Zn) is the mean of this r.v. Relation (4) is simply another form of (1). where Cd(Zn, √r), considered as a function of r, is the c.d.f. of the r.v. ϱ2(X, Zn)
and hence θ(Zn) is the mean of this r.v. Relation (4) is simply another form of (1). 1.5 Thickness of Covering Let γ = 0 in Definition 1.2. Then r1(Zn) is the covering radius associated with Zn so
that the union of the balls Bd(Zn,r) with r = r1(Zn) makes a coverage of [−1, 1]d. Let us tile up the whole space Rd with the translations of the cube [−1, 1]d and
corresponding translations of the balls Bd(Zn,r). This would make a full coverage
of the whole space; denote this space coverage by Bd(Z(n),r). The thickness Θ of
any space covering is defined, see [1, (1), Chap.2], as the average number of balls
containing a point of the whole space. In our case of Bd(Z(n),r), the thickness is Θ(Bd(Z(n),r)) = n vol(Bd(0,r))
vol([−1, 1]d) = nrd vol(Bd(0, 1))
2d
. The normalised thickness, θ, is the thickness Θ divided by vol(Bd(0, 1)), the volume
of the unit ball, see [1, (2), Chap. 2]. In the case of Bd(Z(n),r), the normalised thickness
is The normalised thickness, θ, is the thickness Θ divided by vol(Bd(0, 1)), the volume
of the unit ball, see [1, (2), Chap. 2]. In the case of Bd(Z(n),r), the normalised thickness
is is θ(Bd(Z(n),r)) = nrd
2d = dd/2[R1(Z(n))]d, where we have recalled that r = r1(Zn) and R1−γ (Zn) = n1/dr1−γ (Zn)/(2
√
d) for
any 0 ≤γ ≤1. We can thus define the normalised thickness of the covering of the
cube by the same formula and extend it to any 0 ≤γ ≤1: where we have recalled that r = r1(Zn) and R1−γ (Zn) = n1/dr1−γ (Zn)/(2
√
d) for
any 0 ≤γ ≤1. We can thus define the normalised thickness of the covering of the
cube by the same formula and extend it to any 0 ≤γ ≤1: Definition 1.3 Let Bd(Zn,r) be a (1 −γ )-coverage of the cube [−1, 1]d with 0 ≤
γ ≤1. Its normalised thickness is defined by θ(Bd(Zn,r)) = (
√
d R)d,
(9) (9) where R = n1/dr/(2
√
d), see (5). In view of (9), we can reformulate the definition (7) of the (1 −γ )-covering optimal
design by saying that this design minimises (normalised) thickness in the set of all
(1 −γ )-covering designs. 1.4 Re-Normalised Versions and Formulation of Optimal Design Problems In view of (13), the naturally defined re-normalised version of θ(Zn) is Qd(Zn) =
n2/dθ(Zn)/(4d). From (4) and (3), Qd(Zn) is the expectation of n2/dϱ2(X, Zn)/(4d)
and the second moment of the r.v. n1/dϱ(X, Zn)/(2
√
d) respectively. This suggests
the following re-normalization of the radius r with respect to n and d: R = n1/dr
2
√
d
. (5) (5) (5) We can then define optimal designs as follows. Let d be fixed, Zn = {Zn} be the set
of all n-point designs and Z = ∞
n=1 Zn be the set of all designs. Definition 1.1 The design Z∗
m with some m is optimal for quantisation in [−1, 1]d, i Qd(Z∗
m) = min
n
min
Zn∈Zn
Qd(Zn) = min
Z∈Z Qd(Z). (6) (6) Definition 1.2 The design Z∗
m with some m is optimal for (1−γ )-coverage of [−1, 1]d,
if Definition 1.2 The design Z∗
m with some m is optimal for (1−γ )-coverage of [−1, 1]d,
if R1−γ (Z∗
m) = min
n
min
Zn∈Zn
R1−γ (Zn) = min
Z∈Z R1−γ (Z). (7) (7) Here 0 ≤γ ≤1 and for a given design Zn ∈Zn, Here 0 ≤γ ≤1 and for a given design Zn ∈Zn, R1−γ (Zn) = n1/dr1−γ (Zn)
2
√
d
,
(8) (8) 123 12 Discrete & Computational Geometry (2022) 68:540–565 Discrete & Computational Geometry (2022) 68:540–565 543 Importance of the factor
√
d in (5) will be seen in Sect. 3.5 where we shall study the
asymptotical behaviour of (1 −γ )-coverings for large d. 1.6 The Design of the Main Interest We will be mostly interested in the following n-point design Zn = Dn,δ defined only
for n = 2d−1: Design Dn,δ: a 2d−1 design defined on vertices of the cube [−δ, δ]d, 0 ≤δ ≤1. 123 544 Discrete & Computational Geometry (2022) 68:540–565 For theoretical comparison with design Dn,δ, we shall consider the following simple
design, which extends to the integer point lattice Zd (shifted by 1/2) in the whole
space Rd: For theoretical comparison with design Dn,δ, we shall consider the following simple
design, which extends to the integer point lattice Zd (shifted by 1/2) in the whole
space Rd: Design D(0)
n : the collection of 2d points (±1/2, . . . , ±1/2), all vertices of the cube
[−1/2, 1/2]d. Without loss of generality, while considering the design Dn,δ we assume that the
point Z1 ∈Dn,δ = {Z1, . . . , Zn} is Z1 = δ = (δ, . . . , δ). Similarly, the first point
in D(0)
n
is Z1 = 1/2 = (1/2, . . . , 1/2). Note also that for numerical comparisons, in
Sect. 4 we shall introduce one more design. The design Dn,1/2 extends to the lattice Dd (shifted by 1/2) containing points
X = (x1, . . . , xd) with integer components satisfying x1 + . . . + xd = 0 (mod 2),
see [1, Sect. 7.1, Chap. 4]; this lattice is sometimes called “checkerboard lattice”. The motivation to theoretically study the design Dn,δ is a consequence of numerical
results reported in [14] and [4], where the present authors have considered n-point
designs in d-dimensional cubes providing good coverage and quantisation and have
shown that for all dimensions d ≥7, the design Dn,δ with suitable δ provides the best
quantisation and coverage per point among all other designs considered. Aiming at
practical applications mentioned in Sect. 1.2, our aim was to consider the designs with
n which is not too large and in any case does not exceed 2d. If the number of points n in a design is much larger than 2d, then we may use the
following scheme of construction of efficient quantisers in the cube [−1, 1]d: (a) con-
struct one of the very efficient lattice space quantisers, see [1, Sect. 3, Chap. 1.6 The Design of the Main Interest 2], (b) take
the lattice points belonging to a very large cube, and (c) scale the chosen large cube
to [−1, 1]d. In view of [2, Thm. 8.9], as n →∞, the normalised quantisation error
Qd(Zn) of the sequence of resulting designs Zn converges to the respective quan-
tisation error of the lattice space quantiser. However, for any given n the study of
quantisation error of such designs is difficult (both, numerically and theoretically) as
there could be several non-congruent types of Voronoi cells due to boundary condi-
tions. Note also that the boundary conditions make significant difference in relative
efficiencies of the resulting designs. In particular, the checkerboard lattice Dd is better
than the integer-point lattice Zd for all d ≥3 as a space quantiser and becomes the
best lattice space quantiser for d = 4 but in the case of cube [−1, 1]d, the design Dn,δ
(with optimal δ) makes a better quantiser than D(0)
n
for d ≥7 only; see Sect. 2.4 for
theoretical and numerical comparison of the two designs. 1.7 Structure of the Rest of the Paper and the Main Results In Sect. 2 we study Qd(Dn,δ), the normalised mean squared quantisation error for the
design Dn,δ. There are two important results, Theorems 2.2 and 2.3. In Theorem 2.2,
we derive the explicit form for the Voronoi cells for the points of the design Dn,δ and
in Theorem 2.3 we derive a closed-form expression for Qd(Dn,δ) for any δ > 0. As a
consequence, in Corollary 2.4 we determine the optimal value of δ. The main result of Sect. 3 is Theorem 3.2, where we derive closed-form expressions
(in terms of Cd,Z,r, the fraction of the cube [−1, 1]d covered by a ball Bd(Z,r)) for the Discrete & Computational Geometry (2022) 68:540–565 545 coverage area with vol ([−1, 1]d ∩Bd(Zn,r)). Then, using accurate approximations
for Cd,Z,r, we derive approximations for vol ([−1, 1]d ∩Bd(Zn,r)). In Theorem 3.4
we derive asymptotic expressions for the (1−γ )-coverage radius for the design Dd,1/2
and show that for any γ > 0, the ratio of the (1−γ )-coverage radius to the 1-coverage
radius tends to 1/
√
3 as d →∞. Numerical results of Sect. 3.5 confirm that even for
rather small d, the 0.999-coverage radius is much smaller than the 1-coverage radius
providing the full coverage. coverage area with vol ([−1, 1]d ∩Bd(Zn,r)). Then, using accurate approximations
for Cd,Z,r, we derive approximations for vol ([−1, 1]d ∩Bd(Zn,r)). In Theorem 3.4
we derive asymptotic expressions for the (1−γ )-coverage radius for the design Dd,1/2
and show that for any γ > 0, the ratio of the (1−γ )-coverage radius to the 1-coverage
radius tends to 1/
√
3 as d →∞. Numerical results of Sect. 3.5 confirm that even for
rather small d, the 0.999-coverage radius is much smaller than the 1-coverage radius
providing the full coverage. In Sect. 4 we demonstrate that the approximations developed in Sect. 3 are very
accurate and make a comparative study of selected designs used for quantisation and
covering. In Appendices A–C, we provide proofs of the most technical results. In Appendix D,
for completeness, we briefly derive an approximation for Cd,Z,r with arbitrary d, Z,
and r. The two most important contributions of this paper are: a) derivation of the closed-
form expression for the quantisation error for the design Dn,δ, and b) derivation
of accurate approximations for the coverage area vol ([−1, 1]d ∩Bd(Zn,r)) for the
design Dn,δ. 2.2 Re-Normalisation of the Quantisation Error To compare efficiency of n-point designs Zn with different values of n, one must
suitably normalise θ(Zn) with respect to n. Specialising a classical characteristic for
quantisation in space, as formulated in [1, (86), Chap. 2], we obtain Qd(Zn) = 1
d ·
(1/n) n
i=1
V (Zi) ∥X −Zi∥2 d X
(1/n) n
i=1 vol(V (Zi))
1+2/d . (12) (12) Note that Qd(Zn) is re-normalised with respect to dimension d too, not only with
respectton.Normalization1/d withrespecttod isverynaturalinviewofthedefinition
of the Euclidean norm. Using (10), for the cube [−1, 1]d, (12) can be expressed as Qd(Zn) =
n2/dθ(Zn)
d
n
i=1 vol(V (Zi))
2/d =
n2/dθ(Zn)
d vol([−1, 1]d)2/d = n2/d
4d θ(Zn). (13) (13) 2.1 Reformulation in Terms of the Voronoi Cells Consider any n-point design Zn = {Z1, . . . , Zn}. The Voronoi cell V (Zi) for Zi ∈Zn
is defined as Consider any n-point design Zn = {Z1, . . . , Zn}. The Voronoi cell V (Zi) for Zi ∈Z
is defined as V (Zi) = {x ∈[−1, 1]d : ∥Zi −x∥≤∥Z j −x∥for j ̸= i}. The mean squared quantisation error θ(Zn) introduced in (1) can be written in terms
of the Voronoi cells as follows: The mean squared quantisation error θ(Zn) introduced in (1) can be written in terms
of the Voronoi cells as follows: θ(Zn) = EX
min
i=1,...,n ∥X −Zi∥2 =
1
vol([−1, 1]d)
n
i=1
V (Zi)
∥X −Zi∥2d X, (10) here X = (x1, . . . , xd) and d X = dx1dx2 . . . dxd. where X = (x1, . . . , xd) and d X = dx1dx2 . . . dxd. This reformulation has significant benefit when the design Zn has certain structure. In particular, if all of the Voronoi cells V (Zi), i = 1, . . . , n, are congruent, then we
can simplify (10) to θ(Zn) =
1
vol(V (Z1))
V (Z1)
∥X −Z1∥2d X. (11) (11) In Sect. 2.4, this formula will be the starting point for derivation of the closed-form
expression for θ(Zn) for the design Dn,δ. In Sect. 2.4, this formula will be the starting point for derivation of the closed-form
expression for θ(Zn) for the design Dn,δ. Discrete & Computational Geometry (2022) 68:540–565 546 2.3 Voronoi Cells for Dn,ı Proposition 2.1 ConsiderthedesignD(0)
n,δ,thecollectionofn =2d points(±δ, . . . , ±δ),
0 < δ <1. The Voronoi cells for this design are all congruent. The Voronoi cell for the
point δ = (δ, δ, . . . , δ) is the cube Proposition 2.1 ConsiderthedesignD(0)
n,δ,thecollectionofn =2d points(±δ, . . . , ±δ),
0 < δ <1. The Voronoi cells for this design are all congruent. The Voronoi cell for the
point δ = (δ, δ, . . . , δ) is the cube Proposition 2.1 ConsiderthedesignD(0)
n,δ,thecollectionofn =2d points(±δ, . . . , ±δ),
0 < δ <1. The Voronoi cells for this design are all congruent. The Voronoi cell for the
point δ = (δ, δ, . . . , δ) is the cube C0 = {X = (x1, . . . , xd) ∈Rd : 0 ≤xi ≤1, i = 1, 2, . . . , d}. (14) (14) Proof Consider the Voronoi cells created by the design D(0)
n,δ in the whole space Rd. For
the point δ = (δ, δ, . . . , δ), the Voronoi cell is clearly {X = (x1, . . . , xd) : xi ≥0}. By intersecting this set with the cube [−1, 1]d we obtain (14). ⊓⊔ Theorem 2.2 The Voronoi cells of the design Dn,δ = {Z1, . . . , Zn} are all congruent. The Voronoi cell for the point Z1 = δ = (δ, δ, . . . , δ) ∈Rd is Theorem 2.2 The Voronoi cells of the design Dn,δ = {Z1, . . . , Zn} are all congruent. The Voronoi cell for the point Z1 = δ = (δ, δ, . . . , δ) ∈Rd is V (Z1) = C0 ∪
d
j=1
U j,
(15) (15) where C0 is the cube (14) and where C0 is the cube (14) and U j = {X = (x1, x2, . . . , xd) ∈Rd : −1 ≤x j ≤0, |x j| ≤xk ≤1 for all k ̸= j}. (16 U j = {X = (x1, x2, . . . , xd) ∈Rd : −1 ≤x j ≤0, |x j| ≤xk ≤1 for all k ̸= j}. (16) (16) he volume of V (Z1) is vol(V (Z1)) = 2. The volume of V (Z1) is vol(V (Z1)) = 2. Proof The design Dn,δ is symmetric with respect to all components implying that all
n = 2d−1 Voronoi cells are congruent immediately yielding that their volumes equal 2. 123 123 Discrete & Computational Geometry (2022) 68:540–565 547 Consider V (Z1) with Z1 = δ. Since Dn,δ ⊂D(0)
n,δ, where design D(0)
n,δ is introduced in
Proposition 2.1, and C0 is the Voronoi set of δ for design D(0)
n,δ, C0 ⊂V (δ) for design
Dn,δ too. Consider the d cubes adjacent to C0: Consider V (Z1) with Z1 = δ. Since Dn,δ ⊂D(0)
n,δ, where design D(0)
n,δ is introduced in
Proposition 2.1, and C0 is the Voronoi set of δ for design D(0)
n,δ, C0 ⊂V (δ) for design
Dn,δ too. Consider the d cubes adjacent to C0: C j = {X = (x1, x2, . . . , xd) ∈Rd : −1 ≤x j ≤0, 0 ≤xi ≤1 for all i ̸= j};
(17 C j = {X = (x1, x2, . . . , xd) ∈Rd : −1 ≤x j ≤0, 0 ≤xi ≤1 for all i ̸= j};
(17) (17) (17) j = 1, . . . , d. A part of each cube C j belongs to V (Z1). This part is exactly the set U j
defined by (16). This can be seen as follows. A part of C j also belongs to the Voronoi
set of the point X jk = δ −2δe j −2δek, where el = (0, . . . , 0, 1, 0, . . . , 0) with 1
placed at l-th place; all components of X jk are δ except j-th and k-th components
which are −δ. We have to have |x j| ≤xk, for a point X ∈C j to be closer to Z1 than
to X jk. Joining all constraints for X = (x1, x2, . . . where C0 is the cube (14) and , xd) ∈C j (k = 1, . . . , d, k ̸= j)
we obtain (16) and hence (15). ⊓⊔ 2.4 Explicit Formulae for the Quantisation Error heorem 2.3 For the design Dn,δ with 0 ≤δ ≤1, we obtain Theorem 2.3 For the design Dn,δ with 0 ≤δ ≤1, we obtain θ(Dn,δ) = d
δ2 −δ + 1
3
+
2δ
d + 1,
(18)
Qd(Dn,δ) = 2−2/d
δ2 −δ + 1
3 +
2δ
d(d + 1)
. (19) (18) (19) Proof To compute θ(Dn,δ), we use (11), where, in view of Theorem 2.2, vol(V (Z1))
= 2. Using the expression (15) for V (Z1) with Z1 = δ, we obtain Proof To compute θ(Dn,δ), we use (11), where, in view of Theorem 2.2, vol(V (Z1))
= 2. Using the expression (15) for V (Z1) with Z1 = δ, we obtain θ(Zn) = 1
2
V (Z1)
∥X −Z1∥2 d X
= 1
2
C0
∥X −Z1∥2 d X + d
U1
∥X −Z1∥2 d X
. (20) (20) Consider the two terms in (20) separately. The first term is easy:
C0
∥X −Z1∥2 d X =
C0
d
i=1
(xi −δ)2dx1 . . . dxd
= d
1
0
(x −δ)2dx = d
δ2 −δ + 1
3
. (21) (21) 123 Discrete & Computational Geometry (2022) 68:540–565 548 For the second term we have
U1
∥X −Z1∥2 d X =
0
−1
1
|x1|
. . . 1
|x1|
d
i=1
(xi −δ)2dx2 . . . dxd
dx1
=
0
−1
(x1 −δ)2(1 + x1)d−1dx1
+ (d −1)
0
−1
(1 + x1)d−2
1
|x1|
(x2 −δ)2dx2 dx1
= δ2 −δ + 1
3 +
4δ
d(d + 1) . (22) (22) Inserting the obtained expressions into (20) we obtain (18). The expression (19) is a
consequence of (13), (18), and n = 2d−1. ⊓⊔ Inserting the obtained expressions into (20) we obtain (18). The expression (19) is a
consequence of (13), (18), and n = 2d−1. ⊓⊔ A simple consequence of Theorem 2.3 is the following corollary. Corollary 2.4 The optimal value of δ minimising θ(Dn,δ) and Qd(Dn,δ) is δ∗= 1
2 −
1
d(d + 1) ;
(23) (23) for this value, for this value, Qd(Dn,δ∗) = min
δ
Qd(Dn,δ) = 2−2/d
1
12 + d2 + d −1
(d + 1)2d2
. (24) (24) Let us make several remarks. Let us make several remarks. Let us make several remarks. Let us make several remarks. 1. 2.4 Explicit Formulae for the Quantisation Error . . , 50 0.20
0.10
0.30
0.2
0.0
Qd
0.4
δ
0.6
0.8
1.0
Fig. 2 Qd(Dn,δ) as a function of δ and Qd(D(0)
n ) = 1/12; d = 10 0.20
0.10
0.30
0.2
0.0
Qd
0.4
δ
0.6
0.8
1.0 Fig. 2 Qd(Dn,δ) as a function of δ and Qd(D(0)
n ) = 1/12; d = 10 Fig. 2 Qd(Dn,δ) as a function of δ and Qd(D(0)
n ) = 1/12; d = 10 the quantisation error Qd for Dd in Rd is slightly smaller than Qd for Dn,1/2 in
[−1, 1]d. the quantisation error Qd for Dd in Rd is slightly smaller than Qd for Dn,1/2 in
[−1, 1]d. the quantisation error Qd for Dd in Rd is slightly smaller than Qd for Dn,1/2 in
[−1, 1]d. 5. The optimal value of δ in (23) is smaller than 1/2. This is caused by a non-
symmetrical shape of the Voronoi cells V (Z j) for designs Dn,δ, which is clearly
visible in (15). 5. The optimal value of δ in (23) is smaller than 1/2. This is caused by a non-
symmetrical shape of the Voronoi cells V (Z j) for designs Dn,δ, which is clearly
visible in (15). 6. The minimal value of Qd(Dn,δ∗) with respect to d is attained at d = 15. 7. Formulae (23) and (24) are in agreement with numerical results presented in Table 4
of [14] and Table 5 of [4]. 7. Formulae (23) and (24) are in agreement with numerical results presented in Table 4
of [14] and Table 5 of [4]. Let us now briefly illustrate the results above. In Fig. 1, the black circles depict the
quantity Qd(Dn,δ∗) as a function of d. The quantity Qd(D(0)
n ) = 1/12 is shown with
the solid red line. We conclude that from dimension seven onwards, the design Dn,δ∗
provides better quantisation per points than the design D(0)
n . Moreover, for d > 15,
the quantity Qd(Dn,δ∗) slowly increases and converges to 1/12. Typical behaviour of
Qd(Dn,δ) as a function of δ is shown in Fig. 2. This figure demonstrates the significance
of choosing δ optimally. 2.4 Explicit Formulae for the Quantisation Error The value δ∗can be alternatively characterised by the well-known optimality con-
dition of a general design saying that each design point of an optimal quantiser must
be a centroid of the related Voronoi cell; see e.g. [10]. Specifically, each design
point Zi ∈Dn,δ is the centroid of V (Zi) if and only if δ = δ∗. 1. The value δ∗can be alternatively characterised by the well-known optimality con-
dition of a general design saying that each design point of an optimal quantiser must
be a centroid of the related Voronoi cell; see e.g. [10]. Specifically, each design
point Zi ∈Dn,δ is the centroid of V (Zi) if and only if δ = δ∗. 2. From (19), for the design Dn,1/2 we get 2. From (19), for the design Dn,1/2 we get 2. From (19), for the design Dn,1/2 we get Qd(Dn,1/2) = 2−2/d
1
12 +
1
(d + 1)d
;
(25) (25) this value is always slightly larger than (24). this value is always slightly larger than (24). this value is always slightly larger than (24). 3. For the one-point design D(0) = {0} with the single point 0 and the design D(0)
n
with
n = 2d points (±1/2, . . . , ±1/2) we have Qd(D(0)) = Qd(D(0)
n ) = 1/12, which
coincides with the value of Qd in the case of space quantisation by the integer-point
lattice Zd, see [1, Chaps. 2 and 21]. 4. The quantisation error (25) for the design Dn,1/2 have almost exactly the same form
as the quantisation error for the ‘checkerboard lattice’ Dd in Rd; the difference
is in the factor 1/2 in the last term in (25), see [1, (27), Chap. 21]. Naturally, 4. The quantisation error (25) for the design Dn,1/2 have almost exactly the same form
as the quantisation error for the ‘checkerboard lattice’ Dd in Rd; the difference
is in the factor 1/2 in the last term in (25), see [1, (27), Chap. 21]. Naturally, Discrete & Computational Geometry (2022) 68:540–565 549 0.085
0.075
0.095
0.105
Qd
20
10
d
30
40
50
Fig. 1 Qd(Dn,δ∗) and Qd(Dn,1/2) as functions of d and Qd(D(0)
n ) = 1/12; d = 3, . . . , 50 0.085
0.075
0.095
0.105
Qd
20
10
d
30
40
50 Fig. 1 Qd(Dn,δ∗) and Qd(Dn,1/2) as functions of d and Qd(D(0)
n ) = 1/12; d = 3, . The following lemma is straightforward. Lemma 3.1 Consider a design Zn = {Z1, . . . , Zn} such that all Voronoi cells V (Zi)
are congruent. Then for any Zi ∈Zn, Cd(Zn,r) = Vd,Zi,r. In view of Theorem 2.2, for design Dn,δ all Voronoi cells V (Zi) are congruent and
vol(V (Zi)) = 2; recall that n = 2d−1. By then applying Lemma 3.1 and without loss
of generality we have chosen Z1 = δ = (δ, δ, . . . , δ) ∈Rd, we have for any r > 0 Vd,δ,r = vol (V (δ) ∩Bd(δ,r))
2
= Cd(Dn,δ,r). (26) (26) In order to formulate explicit expressions for Vd,δ,r, we need the important quantity,
proportion of intersection of [−1, 1]d with one ball. Take the cube [−1, 1]d and a ball
Bd(Z,r) = {Y ∈Rd : ∥Y −Z∥≤r} centred at a point Z = (z1, . . . , zd) ∈Rd; this
point Z could be outside [−1, 1]d. The fraction of the cube [−1, 1]d covered by the
ball Bd(Z,r) is denoted by In order to formulate explicit expressions for Vd,δ,r, we need the important quantity,
proportion of intersection of [−1, 1]d with one ball. Take the cube [−1, 1]d and a ball
Bd(Z,r) = {Y ∈Rd : ∥Y −Z∥≤r} centred at a point Z = (z1, . . . , zd) ∈Rd; this
point Z could be outside [−1, 1]d. The fraction of the cube [−1, 1]d covered by the
ball Bd(Z,r) is denoted by Cd,Z,r = vol ([−1, 1]d ∩Bd(Z,r))
2d
. Cd,Z,r = vol ([−1, 1]d ∩Bd(Z,r))
2d
. 3 Closed-Form Expressions for the Coverage Area with Dn,ı and
Approximations In this section, we will derive explicit expressions for the coverage area of the cube
[−1, 1]d by the union of the balls Bd(Dn,δ,r) associated with the design Dn,δ intro-
duced in Sect. 1.2. That is, we will derive expressions for the quantity Cd(Dn,δ,r) for 123 550 Discrete & Computational Geometry (2022) 68:540–565 all values of r. Then, in Sect. 3.3, we shall obtain approximations for Cd(Dn,δ,r). The
accuracy of the approximations will be assessed in Sect. 4.2. 3.1 Reduction to Voronoi Cells For an n-point design Zn = {Z1, . . . , Zn}, denote the proportion of the Voronoi cell
around Zi covered by the ball Bd(Zi,r) as Vd,Zi,r := vol (V (Zi) ∩Bd(Zi,r))
vol(V (Zi))
. Vd,Zi,r := vol (V (Zi) ∩Bd(Zi,r))
vol(V (Zi))
. The following lemma is straightforward. 3.3 Approximation for Cd(Dn,ı, r) Accurate approximations for Cd,Z,r for arbitrary d, Z, and r were developed in [14]. By using the general expansion in the central limit theorem for sums of independent
non-identical r.v., the following approximation was developed: Cd,Z,r ∼= Φ(t) +
∥Z∥2 + d/63
5
√
3(∥Z∥2 + d/15)3/2 (1 −t2)ϕ(t),
(30) (30) where where t =
√
3(r2 −∥Z∥2 −d/3)
2
∥Z∥2 + d/15
. A short derivation of this approximation is included in Appendix D. Using (30), we
formulate the following approximation for Cd(Dn,δ,r). Approximations for Cd(Dn,δ,r). Approximate the values C·,·,· in formulae (27),
(28), and (29) with corresponding approximations (30). 3.2 Expressing Cd(Dn,ı, r) Through Cd,Z,r Theorem 3.2 Depending on the values of r and δ, the quantity Cd(Dn,δ,r) can be
expressed through Cd,Z,r for suitable Z as follows. – For r ≤δ: – For r ≤δ: Cd(Dn,δ,r) = Cd,2δ−1,2r
2
. (27) (27) – For δ ≤r ≤1 + δ:
Cd(Dn,δ,r) = 1
2
Cd,2δ−1,2r + d
r−δ
0
C
d−1, 2δ−1−t
1−t
, 2
√
r2−(t+δ)2
1−t
(1 −t)d−1 dt
. (28) (28) 123 123 Discrete & Computational Geometry (2022) 68:540–565 551 – For r ≥1 + δ:
Cd(Dn,δ,r) = 1
2
Cd,2δ−1,2r + d
1
0
C
d−1, 2δ−1−t
1−t
, 2
√
r2−(t+δ)2
1−t
(1 −t)d−1dt
. (29) – For r ≥1 + δ: Cd(Dn,δ,r) = 1
2
Cd,2δ−1,2r + d
1
0
C
d−1, 2δ−1−t
1−t
, 2
√
r2−(t+δ)2
1−t
(1 −t)d−1dt
. (29 (29) The proof of Theorem 3.2 is given in Appendix A. 3.4 Simple Bounds for Cd(Dn,ı, r) Lemma 3.3 For any r ≥0, 0 < δ < 1, and δ = (δ, δ, . . . , δ) ∈Rd, the quantit
Cd(Dn,δ,r) can be bounded as follows: Lemma 3.3 For any r ≥0, 0 < δ < 1, and δ = (δ, δ, . . . , δ) ∈Rd, the quantity
Cd(Dn,δ,r) can be bounded as follows: Cd,2δ−1,2r + Cd,A,2r
2
≤Cd(Dn,δ,r) ≤Cd,2δ−1,2r,
(31) (31) where A = (2δ + 1, 2δ −1, . . . , 2δ −1) ∈Rd. The proof of Lemma 3.3 is given in Appendix B. In Figs. 3 and 4, using the approxima-
tion given in (30) we study the tightness of the bounds given in (31). In these figures,
the dashed red line, dashed blue line and solid black line depict the upper bound, the
lower bound and the approximation for Cd(Dn,δ,r) respectively. We see that the upper
bound is very sharp across r and d; this behaviour is not seen with the lower bound. Discrete & Computational Geometry (2022) 68:540–565 552 r
0.2
0.0
0.4
0.6
0.8
1.0
1.5
1.0
2.0
Fig. 3 Cd(Dn,δ,r) with upper and lower bounds: d = 20
r
0.2
0.0
0.4
0.6
0.8
1.0
2.6
2.8
3.0
3.2
3.4
Fig. 4 Cd(Dn,δ,r) with upper and lower bounds: d = 100 r
0.2
0.0
0.4
0.6
0.8
1.0
1.5
1.0
2.0
Fig. 3 Cd(Dn,δ,r) with upper and lower bounds: d = 20 r
0.2
0.0
0.4
0.6
0.8
1.0
1.5
1.0
2.0 Fig. 3 Cd(Dn,δ,r) with upper and lower bounds: d = 20 r
0.2
0.0
0.4
0.6
0.8
1.0
2.6
2.8
3.0
3.2
3.4
Fig. 4 Cd(Dn,δ,r) with upper and lower bounds: d = 100 r
0.2
0.0
0.4
0.6
0.8
1.0
2.6
2.8
3.0
3.2
3.4 Fig. 4 Cd(Dn,δ,r) with upper and lower bounds: d = 100 3.5 ‘Do Not Try to Cover the Vertices’ In this section, we theoretically support the recommendation ‘do not try to cover the
vertices’ which was first stated in [14] and supported in [4] on the basis of numerical
evidence. In other words, we will show on the example of the design Dn,1/2 that in
large dimensions the attempt to cover the whole cube rather than 0.999 of it leads to
a dramatic increase of the required radius of the balls. Theorem 3.4 Let γ be fixed, 0 ≤γ ≤1. Consider (1 −γ )-coverings of [−1, 1]d
generated by the designs Dn,δ and the associated normalised radii R1−γ (Dn,δ), see (8). For any 0 < γ < 1 and 0 ≤δ ≤1, the limit of R1−γ (Dn,δ), as d →∞, exists and
achieves minimal value for δ = 1/2. Moreover, R1−γ (Dn,1/2)/R1(Dn,1/2) →1/
√
3
as d →∞, for any 0 < γ < 1. Theorem 3.4 Let γ be fixed, 0 ≤γ ≤1. Consider (1 −γ )-coverings of [−1, 1]d
generated by the designs Dn,δ and the associated normalised radii R1−γ (Dn,δ), see (8). For any 0 < γ < 1 and 0 ≤δ ≤1, the limit of R1−γ (Dn,δ), as d →∞, exists and
achieves minimal value for δ = 1/2. Moreover, R1−γ (Dn,1/2)/R1(Dn,1/2) →1/
√
3
as d →∞, for any 0 < γ < 1. Proof is given in Appendix C. Proof is given in Appendix C. In Figs. 5 and 6 using a solid red line we depict the approximation of Cd(Dn,1/2,r)
as a function of R = n1/dr/(2
√
d), see (5). The vertical green line illustrates the value
of R0.999 and the vertical blue line depicts R1 = n1/d√d + 8/(4
√
d). These figures
illustrate that as d increases, for all γ we have R1−γ /R1 slowly tending to 1/
√
3. From
the proof of Theorem 3.4, it transpires that Cd(Dn,δ,r) as a function of R converges
to the jump function with the jump at 1/(2
√
3). Discrete & Computational Geometry (2022) 68:540–565 553 0.1
0.2
0.2
0.0
0.3
0.4
0.4
R
0.5
0.6
0.6
0.8
1.0
0.7
Fig. 5 Cd(Dn,1/2,r) with R0.999 and R1: d = 5
0.2
0.0
0.4
0.6
0.8
1.0
0.1
0.2
0.3
R
0.4
0.5
Fig. 6 Cd(Dn,1/2,r) with R0.999 and R1: d = 50 0.1
0.2
0.2
0.0
0.3
0.4
0.4
R
0.5
0.6
0.6
0.8
1.0
0.7
Fig. 5 Cd(Dn,1/2,r) with R0.999 and R1: d = 5 0.1
0.2
0.2
0.0
0.3
0.4
0.4
R
0.5
0.6
0.6
0.8
1.0
0.7 Fig. 5 Cd(Dn,1/2,r) with R0.999 and R1: d = 5 0.2
0.0
0.4
0.6
0.8
1.0
0.1
0.2
0.3
R
0.4
0.5 Fig. 6 Cd(Dn,1/2,r) with R0.999 and R1: d = 50 4 Numerical Studies For comparative purposes, we introduce another design which is one of the most
popular designs (both, for quantisation and covering) considered in applications. Design Sn: Z1, . . . , Zn are taken from a low-discrepancy Sobol’s sequence on the
cube [−1, 1]d. For constructing the design Sn, we use the R-implementation provided in the well-
known ‘SobolSequence’ package [3]. For Sn, we have set n = 1024 and F2 = 10
(an input parameter for the Sobol sequence function). Sobol sequences Sn attain their
best space-filling properties when n is a power of 2; that is, when n = 2ℓfor some
integer ℓ. We have chosen ℓ= 10. As we study renormalised characteristics Qd( · )
and R1−γ ( · ) of designs, exact value of ℓfor Sn with n = 2ℓis almost irrelevant: in
particular, numerically computed values Qd(S2ℓ) and R1−γ (S2ℓ) for ℓ= 8, 9, 11, 12
are almost indistinguishable from the corresponding values for ℓ= 10 provided below
in Tables 1 and 2. By varying values of ℓ, we are not improving space-filling properties
of S2ℓ. In fact, increase of ℓgenerally leads to a slight deterioration of normalised
space-filling characteristics (including Qd( · ) and R1−γ ( · )) of Sobol sequences. 123 123 123 Discrete & Computational Geometry (2022) 68:540–565 554 4.1 Quantisation and Weak Covering Comparisons In Table 1, we compare the normalised mean squared quantisation error Qd(Zn)
defined in (13) across three designs: Dn,δ∗with δ∗given in (23), D(0)
n
and Sn. In
Table 2, we compare the normalised statistic R1−γ introduced in (7), where we have
fixed γ = 0.01. For designs Dn,δ (with the optimal value of δ), Dn,1/2 and D(0)
n
we
have also included R1, the smallest normalised radius that ensures the full coverage. Let us make some remarks concerning Tables 1 and 2. 1
Let us make some remarks concerning Tables 1 and 2. – In conjunction with Fig. 1, Table 1 shows that for d ≥7, the quantisation for
design Dn,δ∗is superior over all other designs considered. – For the weak coverage statistic R1−γ , the superiority of Dn,δ with optimal δ over
all other designs considered is seen for d ≥10. g
– For the designs Dn,δ, the optimal value of δ minimising R1−γ depends on γ . – From remark 6 of Sect. 2.4, the minimal value of Qd(Dn,δ∗) with respect to d is
attained at d = 15. For d > 15, the quantity Qd(Dn,δ∗) increases with d, slowly
converging to Qd(D(0)
n ) = 1/12. This non-monotonic behaviour can be seen in
Table 1. – Unlike the case of Qd(Dn,δ∗), such non-monotonic behaviour is not seen for the
quantity R1−γ and R1−γ (Dn,δ) monotonically decreases as d increases. Also,
Theorem 3.4 implies that for any γ ∈(0, 1), R1−γ (Dn,δ) →1/(2
√
3) ∼= 0.289
as d →∞. 4.1 Quantisation and Weak Covering Comparisons Table 1 Normalised mean squared quantisation error Qd for three designs and different d
d = 5
d = 7
d = 10
d = 15
d = 20
Qd(Dn,δ∗)
0.0876
0.0827
0.0804
0.0798
0.0800
Qd(D(0)
n )
0.0833
0.0833
0.0833
0.0833
0.0833
Qd(Sn)
0.0988
0.1003
0.1022
0.1060
0.1086 Table 2 Normalised statistic R1−γ across d with γ = 0.01 (value in brackets corresponds to optimal δ)
d = 5
d = 7
d = 10
d = 15
d = 20
R1−γ (Dn,δ)
0.4750 (0.54)
0.3992 (0.53)
0.3635 (0.52)
0.3483 (0.51)
0.3417 (0.50)
R1−γ (Dn,1/2)
0.4765
0.4039
0.3649
0.3484
0.3417
R1−γ (D(0)
n )
0.4092
0.3923
0.3766
0.3612
0.3522
R1−γ (Sn)
0.4714
0.4528
0.4256
0.4074
0.3967
R1(Dn,δ)
0.6984 (0.54)
0.6555 (0.53)
0.6178 (0.52)
0.5856 (0.51)
0.5714 (0.50)
R1(Dn,1/2)
0.7019
0.6629
0.6259
0.5912
0.5714
R1(D(0)
n )
0.5000
0.5000
0.5000
0.5000
0.5000 Table 2 Normalised statistic R1−γ across d with γ = 0.01 (value in brackets corresponds to optimal δ) Discrete & Computational Geometry (2022) 68:540–565 555 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0
Fig. 7 Cd(Dn,δ,r) and its approximation: d = 5, r from 0.7 to 1.1 increasing by 0.1 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0 Fig. 7 Cd(Dn,δ,r) and its approximation: d = 5, r from 0.7 to 1.1 increasing by 0.1 0.2
0.0
0.4
0.6
0.8
1.0
0.2
0.4
0.6
δ
0.8
1.0
Fig. 8 Cd(Dn,δ,r) and its approximation: d = 10, r from 0.95 to 1.15 increasing by 0.05 0.2
0.0
0.4
0.6
0.8
1.0
0.2
0.4
0.6
δ
0.8
1.0 Fig. 8 Cd(Dn,δ,r) and its approximation: d = 10, r from 0.95 to 1.15 increasing by 0.05 4.2 Accuracy of Covering Approximation and Dependence on ı In this section, we assess the accuracy of the approximation of Cd(Dn,δ,r) developed
in Sect. 3.3 and the behaviour of Cd(Dn,δ,r) as a function of δ. In Figs. 7, 8, 9, and
10, the thick dashed black lines depict Cd(Dn,δ,r) for several different choices of r;
these values are obtained via Monte Carlo simulations. The thinner solid lines depict
its approximation of Sect. 3.3. These figures show that the approximation is extremely
accurate for all r, δ, and d; we emphasise that the approximation remains accurate
even for very small dimensions like d = 3. These figures also clearly demonstrate the
δ-effect saying that a significantly more efficient weak coverage can be achieved with
a suitable choice of δ. This is particularly evident in higher dimensions, see Figs. 9
and 10. Figs. 11 and 12 illustrate Theorem 3.4 and show the rate of convergence of the
covering radii as d increases. Let the probability density function f (r) be defined by
dCd(Dn,δ,r) = f (r) dr, where Cd(Dn,δ,r) as a function of r is viewed as the c.d.f. of the r.v. r = ϱ(X, Zn), see Sect. 1.3. Trivial calculations yield that the density for
the normalised radius R expressed by (5) is pd(R) := 2
√
d n−1/d f (2
√
d n−1/d R). In
Fig. 11, we depict the density pd( · ) for d = 5, 10, 20 with blue, red, and black lines
respectively. The respective c.d.f.’s
R
0 pd(τ) dτ are shown in Fig. 12 under the same
colouring scheme. 12 123 3 Discrete & Computational Geometry (2022) 68:540–565 556 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0
Fig. 9 Cd(Dn,δ,r) and its approximation: d = 15, r from 1.15 to 1.35 increasing by 0.05 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0 Fig. 9 Cd(Dn,δ,r) and its approximation: d = 15, r from 1.15 to 1.35 increasing by 0.05 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0
Fig. 10 Cd(Dn,δ,r) and its approximation: d = 50, r from 2.05 to 2.35 increasing by 0.075 0.2
0.0
0.4
0.6
0.8
1.0
δ
0.2
0.4
0.6
0.8
1.0 Fig. 4.2 Accuracy of Covering Approximation and Dependence on ı 10 Cd(Dn,δ,r) and its approximation: d = 50, r from 2.05 to 2.35 increasing by 0.075 0
5
10
15
0.0
0.1
0.2
0.3
R
0.4
0.5
0.6 0
5
10
15
0.0
0.1
0.2
0.3
R
0.4
0.5
0.6
Fig. 11 Densities fd(R) for the design Dn,δ∗; d = 5, 10, 20 Fig. 11 Densities fd(R) for the design Dn,δ∗; d = 5, 10, 20 4.3 Stochastic Dominance In Figs. 13 and 14, we depict the c.d.f.’s for the normalised distance n1/dϱ(X, Zn)/
(2
√
d) for two designs: Dn,δ∗in red, and D(0)
n
in black. We can see that the design
Dn,δ∗stochastically dominates the design D(0)
n
for d = 10 but for d = 5 the design
D(0)
n
is preferable to the design Dn,δ∗although there is no clear domination; this is in
line with findings from Sects. 2.4 and 4.1, see e.g. Fig. 1, Tables 1 and 2. g
g
g
In Fig. 15, we depict the c.d.f.’s for the normalised distance n1/dϱ(X, Zn)/(2
√
d)
foresign D(0)
n
(in red) and design Sn (in black). We can see that for d = 5, the design
D(0)
n
stochastically dominates the design Sn. The style of Fig. 16 is the same as Fig. 15, In Fig. 15, we depict the c.d.f.’s for the normalised distance n1/dϱ(X, Zn)/(2
√
d)
foresign D(0)
n
(in red) and design Sn (in black). We can see that for d = 5, the design
D(0)
n
stochastically dominates the design Sn. The style of Fig. 16 is the same as Fig. 15, 123 Discrete & Computational Geometry (2022) 68:540–565 557 0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
R
0.5
0.6
Fig. 12 c.d.f.’s of R for the design Dn,δ∗; d = 5, 10, 20
0.1
0.2
0.3
0.4
0.5
0.6
0.0
0.2
0.4
0.6
0.8
1.0
R
Fig. 13 d = 5: design D(0)
n
is preferable to design Dn,δ∗
0.0
0.2
0.4
0.6
0.8
1.0
R
0.1
0.2
0.3
0.4
0.5
Fig. 14 d = 10: design Dn,δ∗stochastically dominates design D(0)
n 0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
R
0.5
0.6
Fig. 12 c.d.f.’s of R for the design Dn,δ∗; d = 5, 10, 20 0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
R
0.5
0.6 Fig. 12 c.d.f.’s of R for the design Dn,δ∗; d = 5, 10, 20 0.1
0.2
0.3
0.4
0.5
0.6
0.0
0.2
0.4
0.6
0.8
1.0
R Fig. 13 d = 5: design D(0)
n
is preferable to design Dn,δ∗ 0.0
0.2
0.4
0.6
0.8
1.0
R
0.1
0.2
0.3
0.4
0.5 Fig. 14 d = 10: design Dn,δ∗stochastically dominates design D(0)
n however we set d = 10 and the design D(0)
n
is replaced with the design Dn,δ∗. 4.3 Stochastic Dominance Here
we see a very clear stochastic dominance of the design Dn,δ∗over the design Sn. All
findings are consistent with findings from Sect. 4.1, see Tables 1 and 2. Acknowledgements The authors are grateful to our colleague Iskander Aliev for numerous intelligent
discussions. The authors are very grateful to the referee for their comments that greatly improved the
presentation of the paper. Furthermore, we are grateful for the concise proof of Theorem 3.2 suggested by
the reviewer which has been included in this manuscript. OpenAccess ThisarticleislicensedunderaCreativeCommonsAttribution4.0InternationalLicense,which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence,
and indicate if changes were made. The images or other third party material in this article are included 12 3 Discrete & Computational Geometry (2022) 68:540–565 558 0.6
0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
0.5
R
Fig. 15 d = 5: design D(0)
n
stochastically dominates design Sn
0.1
0.2
0.3
0.4
0.5
0.0
0.2
0.4
0.6
0.8
1.0
R
Fig. 16 d = 10: design Dn,δ∗stochastically dominates design Sn 0.6
0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
0.5
R
Fig. 15 d = 5: design D(0)
n
stochastically dominates design Sn 0.6
0.0
0.2
0.4
0.6
0.8
1.0
0.1
0.2
0.3
0.4
0.5
R Fig. 15 d = 5: design D(0)
n
stochastically dominates design Sn 0.1
0.2
0.3
0.4
0.5
0.0
0.2
0.4
0.6
0.8
1.0
R Fig. 16 d = 10: design Dn,δ∗stochastically dominates design Sn in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If
material is not included in the article’s Creative Commons licence and your intended use is not permitted
by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If
material is not included in the article’s Creative Commons licence and your intended use is not permitted
by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Appendix A: Proof of Theorem 3.2 In view of (26), Cd(Dn,δ,r) = Vd,δ,r for all 0 ≤δ ≤1 and r ≥0 and we shall derive
expressions for Vd,δ,r rather than Cd(Dn,δ,r). Case (a): r ≤δ. To prove this case, we observe i) for this range of r, Bd(δ,r) ⊂
[0, 1]d; ii) the fraction of a cube covered by a ball is preserved under invertible affine
transformations; iii) the affine transformation x →2x −1 maps the ball Bd(δ,r) and
cube [0, 1]d to Bd(2δ −1, 2r) and [−1, 1]d, respectively. This leads to Vd,δ,r = vol (Bd(δ,r))
2 vol([0, 1]d) = vol (Bd(2δ −1, 2r))
2 vol([−1, 1]d)
= Cd,2δ−1,2r
2
. Case (b): δ ≤r ≤1 + δ. Using (15) we obtain Case (b): δ ≤r ≤1 + δ. Using (15) we obtain Vd,δ,r = vol (Bd(δ,r) ∩C0) + d vol (Bd(δ,r) ∩U1)
2
. 123 559 Discrete & Computational Geometry (2022) 68:540–565 The first quantity in the numerator has been considered in case (a) and it is simply
Cd,2δ−1,2r. Therefore we aim to reformulate the second quantity within the brackets,
vol (Bd(δ,r) ∩U1). Denote by P(t) = {(x1, x2, . . . , xd) : x1 = t}, the (d −1)-
dimensional hyperplane. Then vol (Bd(δ,r) ∩U1) =
0
δ−r
vold−1(P(t) ∩Bd(δ,r) ∩U1) dt. Notice further that U1 ∩P(t) = {t} × [|t|, 1]d−1,
for −1 ≤t ≤0,
Bd(δ,r) ∩P(t) = {t} × Bd−1
δ,
r2 −(t −δ)2
for δ −r ≤t ≤0,r ≥δ,
(32) (32) where δ = (δ, . . . , δ) ∈Rd−1 and the natural identification of P(t) with Rd−1 is used. The r.h.s. in (32) are a (d −1)-dimensional cube and ball respectively. Since covered
fraction is preserved under affine transformations in Rd−1, it suffices to construct one,
denote by φ, for which φ([|t|, 1]d−1) = [−1, 1]d. In P(t), such φ maps the cube from
(32) to the standard cube [−1, 1]d. Clearly, φ can be taken as φ : x →x −(1 + |t|)/2
(1 −|t|)/2
= 2x −(1 + |t|)
1 −|t|
, where 1 = (1, . . . , 1) and |t| = (|t|, . . . , |t|) are constant vectors in Rd−1. Note that where 1 = (1, . . . , 1) and |t| = (|t|, . . . , |t|) are constant vectors in Rd−1. Appendix A: Proof of Theorem 3.2 Note that φ
Bd−1
δ,
r2 −(t −δ)2
= Bd−1
2δ −(1 + |t|)
1 −|t|
, 2
r2 −(t −δ)2
1 −|t|
. Finally, by the preservation of covered fraction, we obtain vold−1(P(t) ∩Bd(δ,r) ∩U1) = vold−1([|t|, 1]d−1) · C
d−1, 2δ−1−|t|
1−|t|
, 2
√
r2−(t−δ)2
1−|t|
. vold−1(P(t) ∩Bd(δ,r) ∩U1) = vold−1([|t|, 1]d−1) · C
d−1, 2δ−1−|t|
1−|t|
, 2
√
r2−(t−δ)2
1−|t|
. As a result, Vd,δ,r = 1
2
Cd,2δ−1,2r + d
0
δ−r
C
d−1, 2δ−1−|t|
1−|t|
, 2
√
r2−(t−δ)2
1−|t|
(1 −|t|)d−1 dt
= 1
2
Cd,2δ−1,2r + d
r−δ
0
C
d−1, 2δ−1−t
1−t
, 2
√
r2−(t+δ)2
1−t
(1 −t)d−1 dt
. (33) (33) Case (c): r ≥1 + δ. Case (c) is almost identical to case (b), with the only change
occurring within the lower limit of integration in (33); the lower limit of the integral
remains at −1 for all r ≥1 + δ. Since the steps are almost identical to case (b), they
are omitted and we simply conclude: Case (c): r ≥1 + δ. Case (c) is almost identical to case (b), with the only change
occurring within the lower limit of integration in (33); the lower limit of the integral
remains at −1 for all r ≥1 + δ. Since the steps are almost identical to case (b), they
are omitted and we simply conclude: Vd,δ,r = 1
2
Cd,2δ−1,2r + d
1
0
C
d−1, 2δ−1−t
1−t
, 2
√
r2−(t+δ)2
1−t
(1 −t)d−1 dt
. 123 123 Discrete & Computational Geometry (2022) 68:540–565 560 Appendix B: Proof of Lemma 3.3 (a) Let us first prove the upper bound in (31). Consider the set U j defined in (16) and
the associated set U ′
j =
X = (x1, x2, . . . , xd) ∈[0, 1]d : |x j| ≤xk ≤1 for all k ̸= j
⊂C0. We have vol(U j) = vol(U ′
j) = 1/d and V (δ) = C0 ∪
d
j=1
U j,
d
j=1
U ′
j = C0 = [0, 1]d. Let us prove that for any r ≥0 we have Let us prove that for any r ≥0 we have vol (U j ∩Bd(δ,r)) ≤vol (U ′
j ∩Bd(δ,r)). (34) (34) With any X = (x1, x2, . . . , xd) ∈U ′
1, we associate the point X′ = (−x1, x2, . . . , xd)
∈U1 by simply changing the sign in the first component. For these two points, we
have ∥δ −X∥2 = (x1 −δ)2 +
d
k=2
(xk −δ)2 < (−x1 −δ)2 +
d
k=2
(xk −δ)2 = ∥δ −X′∥2. Therefore, ∥δ −X∥2 ≤r implies ∥δ −X′∥2 ≤r yielding (34). To prove the upper bound in (31) for all r we must consider two cases: r ≤δ and
r ≥δ. For r ≤δ, we clearly have Vd,δ,r = Cd,2δ−1,2r
2
≤Cd,2δ−1,2r. For r ≥δ, using (34) we have Vd,δ,r = vol (Bd(δ,r) ∩C0) + d vol (Bd(δ,r) ∩U1)
2
≤vol (Bd(δ,r) ∩C0) + d vol (Bd(δ,r) ∩U ′
1)
2
= vol (Bd(δ,r) ∩C0) = Cd,2δ−1,2r and hence the upper bound in (31). (b) Consider now the lower bound in (31). For j ≥2, with the set U j we now associate
the set Vj =
˜X = (x1, . . . , xd) : −1 ≤x1 ≤0, 0 ≤xm ≤1
(for m > 1), |x j| ≤|xk| ≤1 for k ̸= j
. 123 123 Discrete & Computational Geometry (2022) 68:540–565 561 With any point X = (x1, x2, . . . , xd) ∈U j (here x j is negative and |x j| ≤|xk| ≤1
for k ̸= j) we associate point ˜X = (−x1, x2, . . . , x j−1, −x j, x j+1, . . . , xd) ∈Vj by
changing sign in the first and j-the component of X ∈U j. Appendix B: Proof of Lemma 3.3 2 123 Discrete & Computational Geometry (2022) 68:540–565 562 For r ≤δ, since vol (Bd(δ,r) ∩C1) = Cd,A,2r = 0, we have
Vd,δ,r = Cd,2δ−1,2r + Cd,A,2r
2 For r ≤δ, since vol (Bd(δ,r) ∩C1) = Cd,A,2r = 0, we have Vd,δ,r = Cd,2δ−1,2r + Cd,A,2r
2 and hence the lower bound in (31). and hence the lower bound in (31). Appendix B: Proof of Lemma 3.3 Setting without loss of
generality j = 2, we have for these two points: ∥δ −X∥2 = (x1 −δ)2 + (x2 −δ)2 +
d
k=3
(xk −δ)2
≤(−x1 −δ)2 + (−x2 −δ)2 +
d
k=3
(xk −δ)2 = ∥δ −˜X∥2, ∥δ −X∥2 = (x1 −δ)2 + (x2 −δ)2 +
d
k=3
(xk −δ)2 ≤(−x1 −δ)2 + (−x2 −δ)2 +
d
k=3
(xk −δ)2 = ∥δ −˜X∥2, where the inequality follows from the inequalities x1 ≥0, x2 < 0, and |x2| < x1
containing in the definition of U2. Therefore, ∥δ −˜X∥2 ≤r implies ∥δ −X∥2 ≤r,
where from where the inequality follows from the inequalities x1 ≥0, x2 < 0, and |x2| < x1
containing in the definition of U2. Therefore, ∥δ −˜X∥2 ≤r implies ∥δ −X∥2 ≤r,
where from vol (U j ∩Bd(δ,r)) ≥vol (Vj ∩Bd(δ,r)). (35) (35) To prove the lower bound in (31) for all r we must consider two cases: r ≤δ and
r ≥δ. For r ≥δ, using (35) we have To prove the lower bound in (31) for all r we must consider two cases: r ≤δ and
r ≥δ. For r ≥δ, using (35) we have Vd,δ,r = 1
2
vol (Bd(δ,r) ∩C0) +
d
i=1
vol ((Bd(δ,r) ∩Ui))
≥1
2
vol (Bd(δ,r) ∩C0) + vol (Bd(δ,r) ∩U1) +
d
i=2
vol (Bd(δ,r) ∩Vi)
= vol (Bd(δ,r) ∩C0) + vol (Bd(δ,r) ∩C1)
2
, where C1 is given in (17). To compute vol (Bd(δ,r) ∩C1), we shall use a similar
technique to the proof of Theorem 3.2. The affine transformation x →2x + (1, −1, −1, . . . , −1) maps the ball Bd(δ,r) and the cube C1 to Bd(A, 2r) and [−1, 1]d respectively, where
A = (2δ + 1, 2δ −1, . . . , 2δ −1). Since the fraction of covered volume is preserved
under invertible affine transformations, one has vol (Bd(δ,r) ∩C1)
vol(C1)
= Cd,A,2r and hence we can conclude: Vd,δ,r ≥vol (Bd(δ,r) ∩C0) + vol (Bd(δ,r) ∩C1)
2
= Cd,2δ−1,2r + Cd,A,2r
2
. Vd,δ,r ≥vol (Bd(δ,r) ∩C0) + vol (Bd(δ,r) ∩C1)
2
= Cd,2δ−1,2r + Cd,A,2r
2
. Appendix C: Proof of Theorem 3.4 Before proving Theorem 3.4, we prove three auxiliary lemmas. Lemma C.1 Let r = rα,d = α
√
d with α ≥0 and Za,b;d = (a, b, b, . . . , b) ∈Rd. Then the limit limd→∞Cd,Za,b;d,2r exists and Lemma C.1 Let r = rα,d = α
√
d with α ≥0 and Za,b;d = (a, b, b, . . . , b) ∈Rd. Then the limit limd→∞Cd,Za,b;d,2r exists and lim
d→∞Cd,Za,b;d,2r =
⎧
⎪⎨
⎪⎩
0
if α <
1/3 + b2/2,
1/2
if α =
1/3 + b2/2,
1
if α >
1/3 + b2. Proof Define Proof Define tα =
√
3(d(4α2 −b2 −1/3) + b2 −a2)
2
a2 + (d −1)b2 + d/15
. As the r.v. ηz introduced in Appendix D are concentrated on a finite interval, for finite
a and b the quantities of ρa := E(|ηa −a2 −1/3|3) and ρb := E(|ηb −b2 −1/3|3)
are bounded. By applying the Berry–Esseen theorem (see [5, Sect. 2, Chap. 5]) to
Cd,Za,b,2r, there exists some constant C such that −C max {ρa/σ 2
a , ρb/σ 2
b }
(σ 2a + (d −1)σ 2
b )1/2 + Φ(tα) ≤Cd,Za,b,2r ≤Φ(tα) + C max {ρa/σ 2
a , ρb/σ 2
b }
(σ 2a + (d −1)σ 2
b )1/2 , where σ 2
a = var(ηa) and σ 2
b = var(ηb). By the squeeze theorem, it is clear that if
4α2 −b2 −1/3 > 0 and hence α >
1/3 + b2/2, then Cd,Za,b,2r →1 as d →∞. If α <
1/3 + b2/2, then Cd,Za,b,2r →0 as d →∞. If α =
1/3 + b2/2, then
Cd,Za,b,2r →1/2 as d →∞. ⊓⊔ where σ 2
a = var(ηa) and σ 2
b = var(ηb). By the squeeze theorem, it is clear that if
4α2 −b2 −1/3 > 0 and hence α >
1/3 + b2/2, then Cd,Za,b,2r →1 as d →∞. If α <
1/3 + b2/2, then Cd,Za,b,2r →0 as d →∞. If α =
1/3 + b2/2, then
Cd,Za,b,2r →1/2 as d →∞. ⊓⊔ Lemma C.2 Let r = α
√
d. Then for δ = (δ, δ, . . . , δ), we have Lemma C.2 Let r = α
√
d. Then for δ = (δ, δ, . . . , δ), we have lim
d→∞Vd,δ,r = lim
d→∞Cd,2δ−1,2r =
⎧
⎪⎨
⎪⎩
0
if α <
1/3 + (2δ −1)2/2,
1/2
if α =
1/3 + (2δ −1)2/2,
1
if α >
1/3 + (2δ −1)2/2. 123 123 123 12 Discrete & Computational Geometry (2022) 68:540–565 563 oof Using Lemma C.1 with Za,b = A = (2δ + 1, 2δ −1, . . . , 2δ −1), we obtain Proof Using Lemma C.1 with Za,b = A = (2δ + 1, 2δ −1, . . . Proof Define , 2δ −1), we obtain lim
d→∞Cd,A,2r = lim
d→∞Cd,2δ−1,2r =
⎧
⎪⎨
⎪⎩
0
if α <
1/3 + (2δ −1)2/2,
1/2
if α =
1/3 + (2δ −1)2/2,
1
if α >
1/3 + (2δ −1)2/2. By then applying the squeeze theorem to the bounds in Lemma 3.3 using the fact from
Lemma 3.1 we have Vd,δ,r = Cd(Zn,r), we obtain the result. ⊓⊔ To determine the value of r that leads to the full coverage, we utilise the following
simple lemma. To determine the value of r that leads to the full coverage, we utilise the following
simple lemma. Lemma C.3 For design Dn,δ, the smallest value of r that ensures a complete coverage
of [−1, 1]d satisfies Lemma C.3 For design Dn,δ, the smallest value of r that ensures a complete coverage
of [−1, 1]d satisfies lim
d→∞
r1
√
d
=
1 −δ
if δ ≤1/2,
δ
if δ > 1/2. Proof of Theorem 3.4 From Lemma C.2, it is clear that the smallest α and hence r is
attained with δ = 1/2. Moreover, Lemma C.2 provides lim
d→∞Vd,1/2,r = lim
d→∞Cd,0,2r =
⎧
⎪⎨
⎪⎩
0
if α < 1/(2
√
3),
1/2
if α = 1/(2
√
3),
1
if α > 1/(2
√
3), meaning for any 0 < γ < 1, r1−γ =
√
d/(2
√
3). By then applying Lemma C.3 with
δ = 1/2, we obtain r1 =
√
d/2 and hence r1−γ /r1 →1/
√
3 as d →∞. ⊓⊔ Appendix D: Derivation of Approximation (30) Let U = (u1, . . . , ud) be a random vector with uniform distribution on [−1, 1]d so
that u1, . . . , ud are i.i.d.r.v. uniformly distributed on [−1, 1]. Then for given Z =
(z1, . . . , zd) ∈Rd and any r > 0, Cd,Z,r = P{∥U −Z∥≤r} = P{∥U −Z∥2 ≤r2} = P
⎧
⎨
⎩
d
j=1
(u j −z j)2 ≤r2
⎫
⎬
⎭. That is, Cd,Z,r, as a function of r, is the c.d.f. of the r.v. ∥U −Z∥. Let u have the uniform distribution on [−1, 1] and z ∈R. The first three central
moments of the r.v. ηz = (u −z)2 can be easily computed: Eηz = z2 + 1
3,
var(ηz) = 4
3
z2 + 1
15
, 123 Discrete & Computational Geometry (2022) 68:540–565 564 μ(3)
z
= E [ηz −Eηz]3 = 16
15
z2 + 1
63
. (36) (36) onsider the r.v. ∥U −Z∥2 = d
i=1 ηz j = d
j=1(u j −z j)2. From (36) and indepen-
ence of u1, . . . , ud, we obtain Consider the r.v. ∥U −Z∥2 = d
i=1 ηz j = d
j=1(u j −z j)2. From (36) and indepen-
dence of u1, . . . , ud, we obtain μd,Z = E∥U −Z∥2 = ∥Z∥2 + d
3 ,
σ 2
d,Z = var(∥U −Z∥2) = 4
3
∥Z∥2 + d
15
,
and
μ(3)
d,Z = E[∥U −Z∥2 −μd,Z]3 =
d
j=1
μ(3)
z j = 16
15
∥Z∥2 + d
63
. If d is large enough then the conditions of the CLT for ∥U −Z∥2 are approximately
met and the distribution of ∥U −Z∥2 is approximately normal with mean μd,Z and
variance σ 2
d,Z. That is, we can approximate Cd,Z,r by Cd,Z,r ∼= Φ
r2 −μd,Z
σd,Z
,
(37) (37) where Φ( · ) is the c.d.f. of the standard normal distribution: where Φ( · ) is the c.d.f. of the standard normal distribution: where Φ( · ) is the c.d.f. of the standard normal distribution: Φ(t) =
t
−∞
ϕ(v) dv
with ϕ(v) = e−v2/2
√
2π
. The approximation (37) can be improved by using an Edgeworth-type expansion in
the CLT for sums of independent non-identically distributed r.v. Appendix D: Derivation of Approximation (30) The approximation (37) can be improved by using an Edgeworth-type expansion in
the CLT for sums of independent non-identically distributed r.v. General expansion in the central limit theorem for sums of independent non-
identical r.v. has been derived by Petrov, see [5, Thm. 7, Chap. 6]; the first three
terms of this expansion have been specialised in [6, Sect. 5.6]. By using only the first
term in this expansion, we obtain the following approximation for the distribution
function of ∥U −Z∥2: P
∥U −Z∥2 −μd,Z
σd,Z
≤x
∼= Φ(x) +
μ(3)
d,Z
6(σ 2
d,Z)3/2 (1 −x2)ϕ(x), leading to the following improved form of (37): leading to the following improved form of (37): Cd,Z,r ∼= Φ(t) +
∥Z∥2 + d/63
5
√
3(∥Z∥2 + d/15)3/2 (1 −t2)ϕ(t), 123 123 12 565 Discrete & Computational Geometry (2022) 68:540–565 where t = td,∥Z∥,r = r2 −μd,Z
σd,Z
=
√
3(r2 −∥Z∥2 −d/3)
2
∥Z∥2 + d/15
. References 1. Conway, J.H., Sloane, N.J.A.: Sphere Packings, Lattices and Groups. Grundlehren der Mathematischen
Wissenschaften, vol. 290. Springer, New York (1999) 1. Conway, J.H., Sloane, N.J.A.: Sphere Packings, Lattices and Groups. Grundlehren der Mathematischen
Wissenschaften, vol. 290. Springer, New York (1999) 2. Graf, S., Luschgy, H.: Foundations of Quantization for Probability Distributions. Lecture Notes in
Mathematics, vol. 1730. Springer, Berlin (2000) 2. Graf, S., Luschgy, H.: Foundations of Quantization for Probability Distributions. Lecture Notes in
Mathematics, vol. 1730. Springer, Berlin (2000) . Kuo, F., Joe, S., Matsumoto, M., Mori, S., Saito, M.: Sobol sequences with better two-dimensional
projections (2017). https://CRAN.R-project.org/package=SobolSequence 4. Noonan, J., Zhigljavsky, A.: Non-lattice covering and quantization of high dimensional sets. In: Black
Box Optimization, Machine Learning, and No-Free Lunch Theorems, vol. 170, pp. 273–318. Springer,
Cham (2021) 4. Noonan, J., Zhigljavsky, A.: Non-lattice covering and quantization of high dimensional sets. In: Black
Box Optimization, Machine Learning, and No-Free Lunch Theorems, vol. 170, pp. 273–318. Springer,
Cham (2021) 5. Petrov, V.V.: Sums of Independent Random Variables. Ergebnisse der Mathematik und ihrer Grenzge-
biete, vol. 82. Springer, New York (1975) 5. Petrov, V.V.: Sums of Independent Random Variables. Ergebnisse der Mathematik und ihrer Grenzge-
biete, vol. 82. Springer, New York (1975) 6. Petrov, V.V.: Limit Theorems of Probability Theory. Sequences of Independent Random Vari-
ables. Oxford Studies in Probability, vol. 4. Oxford Science Publications. Oxford University Press,
New York (1995) 6. Petrov, V.V.: Limit Theorems of Probability Theory. Sequences of Independent Random Vari-
ables. Oxford Studies in Probability, vol. 4. Oxford Science Publications. Oxford University Press,
New York (1995) 7. Pronzato, L.: Minimax and maximin space-filling designs: some properties and methods for construc-
tion. J. Société Française de Stat. 158(1), 7–36 (2017) 7. Pronzato, L.: Minimax and maximin space-filling designs: some properties and methods for construc-
tion. J. Société Française de Stat. 158(1), 7–36 (2017) 8. Pronzato, L., Müller, W.G.: Design of computer experiments: space filling and beyond. Stat. Compu
22(3), 681–701 (2012) 9. Pronzato, L., Zhigljavsky, A.: Bayesian quadrature, energy minimization, and space-filling desig
SIAM/ASA J. Uncertain. Quantif. 8(3), 959–1011 (2020) 10. Saka, Y., Gunzburger, M., Burkardt, J.: Latinized, improved LHS, and CVT point sets in hypercubes. Int. J. Numer. Anal. Model. 4(3–4), 729–743 (2007) 10. Saka, Y., Gunzburger, M., Burkardt, J.: Latinized, improved LHS, and CVT point sets in hypercubes. Int. J. Numer. Anal. Model. 4(3–4), 729–743 (2007) 11. References Santner, T.J., Williams, B.J., Notz, W.I.: The Design and Analysis of Computer Experiments. Spring
Series in Statistics. Springer, New York (2003) 12. Schaback, R., Wendland, H.: Kernel techniques: from machine learning to meshless methods. Ac
Numer. 15, 543–639 (2006) 13. Wendland, H.: Scattered Data Approximation. Cambridge Monographs on Applied and Computational
Mathematics, vol. 17. Cambridge University Press, Cambridge (2005) 14. Zhigljavsky, A., Noonan, J.: Covering of high-dimensional cubes and quantization. Oper. Res. Forum
1(3), # 18 (2020)
Ž 15. Zhigljavsky, A., Žilinskas, A.: Bayesian and High-Dimensional Global Optimization. SpringerBrie
in Optimization. Springer, Cham (2021) Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
and institutional affiliations. 123
|
https://openalex.org/W4284680268
|
https://f1000research.com/articles/11-755/v1/pdf
|
English
| null |
Performance of Malnutrition Universal Screening Tool and Patient-Generated Global Subjective Assessment in screening for cancer-related malnutrition in Nairobi, Kenya
|
F1000Research
| 2,022
|
cc-by
| 11,257
|
F1000Research 2022, 11:755 Last updated: 14 OCT 2024 RESEARCH ARTICLE Performance of Malnutrition Universal Screening Tool and
Patient-Generated Global Subjective Assessment in screening
for cancer-related malnutrition in Nairobi, Kenya [version 1;
peer review: 1 approved, 1 approved with reservations]
Caroline M.N. Auma
, Marshal M. Mweu
, Rose O. Opiyo Open Peer Review
Approval Status
1
2
version 2
(revision)
07 Nov 2023
version 1
07 Jul 2022
view
view
Oscar Ngesa, Taita Taveta University, Voi,
Kenya
1. Mariana Kruger
, Stellenbosch University,
Stellenbosch, South Africa
2. Any reports and responses or comments on the
article can be found at the end of the article. First published: 07 Jul 2022, 11:755
https://doi.org/10.12688/f1000research.123059.1
Latest published: 07 Nov 2023, 11:755
https://doi.org/10.12688/f1000research.123059.2
v1 Abstract Background: Malnutrition is a common feature among oncology
patients. It is responsible for poor response and tolerance to
anticancer therapy, increased morbidity, and mortality. More than half
of malnourished cancer patients remain undetected owing to lack of
effective screening. Body mass index is the main indicator for
assessing malnutrition in Kenyan public hospitals. However, it
underestimates weight loss in patients with chronic illnesses. The
Malnutrition Universal Screening Tool and Patient-Generated
Subjective Global Assessment have been widely used in research and
clinical practice and have both reported good validity and reliability. However, their diagnostic evaluation has not been performed in
Kenya. y
Methods: A cross-sectional study was conducted among 138 and 76
cancer outpatients from Kenyatta National Hospital and Texas cancer
treatment centres, respectively. Participants had a confirmed disease,
stage 1-4 cancer, and aged 18 years and above. They were screened
for malnutrition using both Malnutrition Universal Screening Tool and
Patient Generated-Subjective Global Assessment. A separate study
questionnaire was utilized to gather participant’s socio-demographic
and clinical characteristics. A Bayesian latent class modelling
framework was employed to infer the tests’ estimates based on
participants ‘cumulative scores from the two tests. p
p
Results: The cut-off value of ≥ 1 and ≥ 4 gave the best combination of
sensitivity and specificity of Malnutrition Universal Screening Tool and
Patient Generated-Subjective Global Assessment. Both tests yielded
statistically similar sensitivities and specificities. Predictive values
were comparable between the tests and across the two populations. The posterior median true prevalences of malnutrition were high (˃
54%) and numerically similar between the studied populations. Conclusions: The performance of both tests among patients with Page 1 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 cancer is similar. Healthcare workers are therefore at liberty to use
either of them to inform treatment. Given the high true prevalence of
cancer-related malnutrition, routine screening is critical and should be
included as part of cancer care. cancer is similar. Healthcare workers are therefore at liberty to use
either of them to inform treatment. Given the high true prevalence of
cancer-related malnutrition, routine screening is critical and should be
included as part of cancer care. Keywords Bayesian Latent Class Model, Malnutrition, Malnutrition Universal
Screening Tool, Patient Generated Global Subjective Assessment, Test
accuracy, Cancer patients. This article is included in the Agriculture, Food
and Nutrition gateway. This article is included in the Agriculture, Food
and Nutrition gateway. Introduction Malnutrition is a common feature in oncology patients.1 Globally, malnutrition affects about 39 to 87% of patients with
cancer2 depending on the assessment method3 and the type of cancer involved.4 For example, while breast cancer patients
have a low risk of weight loss and subsequent malnutrition, patients with gastrointestinal, lung, and head and neck
tumours have a high risk.5 In Kenya, 31% of patients with cancer are malnourished and the greatest burden lies among
patients with gastrointestinal tumours at 49.1%.6 Cancer-induced malnutrition has significant clinical and economic burden. The malnutrition in these patients is
associated with reduced responsiveness and tolerance to treatment, impaired immune function, increased risk of
complications, reduced survival and quality of life, and high healthcare expenditures.4,7,8 Globally, 50% of patients
dying from cancer are malnourished.9 About 20% of deaths in patients with cancer occur due to malnutrition-related
complications rather than the direct effect of malignancy.10 Despite its high prevalence and adverse sequelae in cancer
patients, malnutrition in more than half of these patients remains undetected and untreated owing to lack of effective
screening.11–13 complications, reduced survival and quality of life, and high healthcare expenditures.4,7,8 Globally, 50% of patients
dying from cancer are malnourished.9 About 20% of deaths in patients with cancer occur due to malnutrition-related
complications rather than the direct effect of malignancy.10 Despite its high prevalence and adverse sequelae in cancer
patients, malnutrition in more than half of these patients remains undetected and untreated owing to lack of effective
screening.11–13 Timely recognition of malnutrition is critical for appropriate and intensive nutrition support12 to stop or counteract weight
loss and subsequent malnutrition.14,15 Currently, body mass index (BMI) is the major indicator for the assessment of
malnutrition in Kenyan public hospitals.16,17 However, BMI when used independently is a less sensitive parameter in
predicting malnutrition due to large tumours9 and short term fluid imbalance.18,19 Therefore, patients can suffer
malnutrition regardless of BMI value because loss in lean body mass is masked by ascites and body fat.20,21 The
commonly available screening tools for use in oncology setting are Patient Generated-Subjective Global Assessment
(PG-SGA) and Malnutrition Universal Screening Tool (MUST). Introduction In addition, PG-SGA contains more nutrition impact symptoms that are vital to cancer patients.18 Lastly,
PG-SGA assess nutrition status on a continuous scale, which allows it to detect subtle changes in nutritional status
occurring over a short period and triage patients for appropriate nutrition intervention.25,31,36 Overall, PG-SGA allows
malnourished patients to be quickly identified and prioritized for care, thus a suitable screening tool.22,25 The MUST is designed to categorize adults as either malnourished, obese, or at risk of malnutrition and identify those who
would benefit from appropriate nutrition intervention.37 It does not incorporate subjective/clinical parameters reflecting
changes in nutritional risk and status and neither does it require time-consuming calculations.23 It is also quick,
inexpensive, easy to apply and interpret, and hence acceptable to both patients and healthcare workers.23,38,39 MUST
combines weight loss and BMI, which reduces misclassification errors, thus improving Se and Sp.19 Additionally, a
patient can screen him/herself without the help of a health worker with a time response as low as 5 minutes.40 Although these tools have been extensively validated in various countries, their performance has not been evaluated in
Kenya. Additionally, in countries where they have been evaluated, evaluations were done against reference standards
such as Subjective Global Assessment,25,26 Mini-Nutritional Assessment,27 Nutritional-Risk Screening-2002,41 Albu-
min and BMI.42 This may have plagued the estimates with information and selection bias.43 Nevertheless, the accuracy of
two or more tests can be quantified without prior knowledge of the true disease status by using latent class models.43,44
Thus, the objective of the present study was to derive the Se and Sp together with the positive and negative predictive
values of PG-SGA and MUST for malnutrition in head and neck, respiratory, and gastrointestinal cancer patients using
the Bayesian Latent Class Model (BLCM). Corresponding author: Caroline M.N. Auma (carolinemuseka@gmail.com) Corresponding author: Caroline M.N. Auma (carolinemuseka@gmail.com) How to cite this article: Auma CMN, Mweu MM and Opiyo RO. Performance of Malnutrition Universal Screening Tool and Patient-
Generated Global Subjective Assessment in screening for cancer-related malnutrition in Nairobi, Kenya [version 1; peer review: 1
approved, 1 approved with reservations] F1000Research 2022, 11:755 https://doi.org/10.12688/f1000research.123059.1
First published: 07 Jul 2022, 11:755 https://doi.org/10.12688/f1000research.123059.1 Page 2 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Introduction These screening tools assess patients’ nutrition status
using a cluster of two or more nutrition-related parameters, thus are superior to BMI.4,19,20 PG-SGA and MUST have
been widely used in both clinical practice22,23 and research.24 They have reported good sensitivity (Se) and specificity
(Sp) in identifying the nutrition status of patients with cancer.25–30 The PG-SGA is a simple method employed in assessment of nutritional risk and identification of those who would
benefit from nutritional support, thus considered the most appropriate tool for detecting malnutrition in cancer patients.31
The PG-SGA is a 4-in-1 instrument to screen, assess, and monitor malnutrition and its risk factors and to triage for
interdisciplinary intervention.25,32 It is inexpensive, quick to complete33 and user-friendly.34,35 More to its merits, the first
four boxes can be completed by a patient, which empowers them on matters related to their health and reduces the total
time involved In addition PG SGA contains more nutrition impact symptoms that are vital to cancer patients 18 Lastly The PG-SGA is a simple method employed in assessment of nutritional risk and identification of those who would
benefit from nutritional support, thus considered the most appropriate tool for detecting malnutrition in cancer patients.31
The PG-SGA is a 4-in-1 instrument to screen, assess, and monitor malnutrition and its risk factors and to triage for
interdisciplinary intervention.25,32 It is inexpensive, quick to complete33 and user-friendly.34,35 More to its merits, the first
four boxes can be completed by a patient, which empowers them on matters related to their health and reduces the total
time involved. In addition, PG-SGA contains more nutrition impact symptoms that are vital to cancer patients.18 Lastly,
PG-SGA assess nutrition status on a continuous scale, which allows it to detect subtle changes in nutritional status
occurring over a short period and triage patients for appropriate nutrition intervention.25,31,36 Overall, PG-SGA allows
malnourished patients to be quickly identified and prioritized for care, thus a suitable screening tool.22,25 interdisciplinary intervention. It is inexpensive, quick to complete
and user-friendly. More to its merits, the first
four boxes can be completed by a patient, which empowers them on matters related to their health and reduces the total
time involved. Sample size determination The required sample size was estimated using McNemar’s sample size formula for paired proportions.46 nper test ¼
Zα=2
ffiffiffiffiffiffiffiffiffi
Pdisc
p
þZβ
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Pdisc P2diff
q
Pdiff
0
@
1
A
2
Pdisc ¼ 1Se1
ð
Þþ 1Se2
ð
Þ
Pdiff ¼ 1Se1
ð
Þ 1Se2
ð
Þ nper test ¼
Zα=2
ffiffiffiffiffiffiffiffiffi
Pdisc
p
þZβ
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Pdisc P2diff
q
Pdiff
0
@
1
A
2 Pdisc ¼ 1Se1
ð
Þþ 1Se2
ð
Þ Pdiff ¼ 1Se1
ð
Þ 1Se2
ð
Þ where: nper test was the sample size required for each test, Zα=2 (1.96) was the critical value for specifying the two tailed
95% confidence level, Zβ (-0.84) was the critical value specifying the statistical power of 80% desired, Se1and Se2 were
sensitivity estimates of the MUST and PG-SGA, respectively, from literature. Notably, Se1 was set at 0.828 and Se2 set at
0.98.25 Based on the specified figures above, a total sample size of 214 was reached after adjusting upwards by 5% to
account for non-response. where: nper test was the sample size required for each test, Zα=2 (1.96) was the critical value for specifying the two tailed
95% confidence level, Zβ (-0.84) was the critical value specifying the statistical power of 80% desired, Se1and Se2 were
sensitivity estimates of the MUST and PG-SGA, respectively, from literature. Notably, Se1 was set at 0.828 and Se2 set at
0.98.25 Based on the specified figures above, a total sample size of 214 was reached after adjusting upwards by 5% to
account for non-response. Study procedures and outcome assessment Study procedures and outcome assessment Two research assistants with a medical background who had previously been trained on interviewing techniques recruited
and interviewed participants. Upon obtaining informed consent from the participants, the MUST and PG-SGA (either
English or Kiswahili version depending on the individual’s preference) were administered through a face-to-face
interview in a private room within the Cancer Clinic. The MUST and PG-SGA tools were completed just before
provision of oncology services. Aside from the nutrition status, the patients’ socio-demographic characteristics (age, sex,
marital status, level of education, area of residence and employment status) and clinical characteristics (tumour site and
cancer stage) were also recorded. Sample size determination Ethical consideration The study participants provided written informed consent prior to engaging in the study. Approval to conduct the study
was granted by Kenyatta National Hospital and University of Nairobi joint Ethics and Research Committee (KNH-ERC/
A/315). Target condition Study design and setting A facility-based cross-sectional study was conducted to evaluate the performance of the MUST and PG-SGA in screening
for malnutrition among cancer patients. This study design was most suitable due to the ease of recruitment of cancer
patients presenting to the cancer clinic and its suitability for the descriptive nature of the study. Page 3 of 17 Page 3 of 17 Page 3 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 The study was conducted at Kenyatta National Hospital-Cancer Treatment Centre (KNH-CTC) and Texas Cancer Centre
(TCC) in Nairobi, Kenya. KNH is the largest national public referral hospital in Kenya. It registers 80,000 inpatients and
500,000 outpatients annually. It offers comprehensive cancer services, which include diagnosis and treatment (chemo-
therapy, radiotherapy, surgical and hormonal therapy). The three most commonly diagnosed carcinomas are cervical,
breast, and oesophageal cancer in that order. KNH-CTC provides both inpatient and outpatient services. Although
nutrition screening of cancer patients is not conducted routinely, there is an in-house nutritionist whose services are
sought under certain circumstances. The TCC is the leading private cancer care and treatment centre in Kenya. It receives approximately 11000 patients
annually. Apart from cancer diagnosis and treatment, TCC offers pain and palliative care services, counselling,
physiotherapy, and rehabilitation services. With regards to nutrition services, currently, TCC does not have an in-house
nutritionist, but under certain circumstances, one is outsourced. Consequently, nurses and doctors offering oncological
services provide nutrition support. Weight and height are the measurements taken for BMI scoring but not routinely. Study population, eligibility and selection of participants y p p
g
y
p
p
The study population consisted of all patients with head and neck, respiratory and gastrointestinal cancers attending
outpatient oncology clinic at KNH-CTC and TCC. On eligibility, a patient had to have established disease, that is, stage
1-4 cancer, aged 18 years and above, physically stable, and have given informed consent. To obtain the study sample, a
simple random sampling technique was applied to a sampling frame comprising of patients booked for evaluation in each
facility on a given day. To ascertain the number of patients to be sampled from each facility, a probability proportional to
size sampling45 was employed guided by the number of patients seen in a given facility in a particular month. As such,
138 and 76 cancer patients from KNH-CTC and TCC, respectively, were recruited. g
This referred to the latent (unobserved) malnutrition status regardless of the severity level among head and neck,
respiratory and gastrointestinal cancer patients that is targeted by MUST and PG-SGA. Patient-Generated Subjective Global Assessment The PG-SGA relies on weight history, changes in patient’s dietary intake, presence of gastrointestinal symptoms,
functionality, diagnosis, age, metabolic stress, and physical examination (subcutaneous fat loss, muscle wasting, and
fluid status) to assess a patient’s nutritional risk. For each of the above-mentioned components, 0-4 points are awarded
based on the relative impact on nutritional status. The overall total scores of PG-SGA range from 0-52. Based on
the scores, patients were divided into three categories: (PG-SGA < 2, well-nourished/no risk), (PG-SGA ≥2 and
< 9 suspected/moderate risk), (PG-SGA ≥9, severe risk). Three potential cut-offs were examined: individuals being
categorised as malnourished if they had scores ≥2,9,26 ≥4,42,47 ≥9.25,48 Target condition g
This referred to the latent (unobserved) malnutrition status regardless of the severity level among head and neck,
respiratory and gastrointestinal cancer patients that is targeted by MUST and PG-SGA. Page 4 of 17 Page 4 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Malnutrition Universal Screening Tool g
The MUST employs three stand-alone criteria to classify patients’ nutritional status: BMI score (BMI ˃20 kg/m2 = 0,
BMI 18.5-20 kg/m2 = 1, BMI <18.5 kg/m2 = 2), unintentional weight loss score in the last 3 to 6 months (weight loss
< 5% = 0, weight loss 5-10% =1, weight loss ˃ 10% = 2) and cute disease effect score (add a score of 2 if there has been or
is likely to be no nutrition intake for > 5 days). Each parameter is scored on a scale of 0, 1, or 2 giving an overall total score
of six. Overall risk of malnutrition is classified as low risk if the score = 0, moderate risk if the score = 1, and a score of ≥2
signifies high risk.23 In this study, a patient with a total score of ≥1 was considered malnourished. Statistical analysis A Bayesian modelling framework was used to derive the prevalence, Se and Sp estimates along with the predictive values
of the tests. The BLCM was fitted in OpenBUGS software (v 3.2.2)49 but called from R (v. 3.6.2) via the Brugs package
(v0.9-0).50 Importantly, the model design and reporting were guided by the standards for reporting of diagnostic accuracy
studies that use BLCMs (STARD-BLCM).51 The Bayesian code is available as Underlying data.52 According to Hui and Walter,44 the BLCM has the following assumptions: (i) there must be two or more populations with
differing prevalences. For this study, two populations of patients attending KNH-CTC and TCC facilities were
established. Owing to the inherent socio-economic differences between the facilities’ catchment populations, the
prevalences of cancer-related malnutrition were presumed to be distinct. (ii) The Se and Sp of both tools should be
consistent across the populations. (iii) Given the disease status, there was conditional independence between the two tests. This was a reasonable assumption considering the two tools have separate symptom targets: MUST targets changes in
body composition thus, assesses chronic malnutrition whereas PG-SGA assesses gastrointestinal symptoms preventing
food intake thus, targets acute malnutrition.53 Consequently, the probability of a patient testing either positive or negative
to one test is not affected by the result of the other test. It was assumed that the different combinations of test results, for each population, observed as counts Ok
ð
Þ follow a
multinomial distribution: OkjSeiSpipk mulitinomial probknk OkjSeiSpipk mulitinomial probknk Where Sei andSpi are the Se and Sp measures for the ith test (i=1, 2) and pk represent the kth population’s prevalence. Probk, represents a vector of probabilities of observing the tests’ results’ combinations (such as +, +), while nk is the
sample size used in population k. The probabilities are defined using the specific test characteristics (Se and Sp) and
prevalence (p) of each population. For example, prob1 for a person who tests positive to both tests is given by: prob1 ¼ Pr T1
þT2
þjDþ
ð
ÞþPr T1
þT2
þjD
ð
Þ ¼ Se1Se2P1 þ 1Sp1
½
1Sp2
½
1P1
½
Since there were two populations, the Latent Class Model contained six parameters: each test’s Se and Sp, as well as two
population-specific prevalences. These six parameters were estimated from six degrees of freedom obtained from each of
the two populations. As there was no reliable prior information on any of the parameters, uninformative priors (beta (1, 1))
were used. The Positive Predictive Value (PPV) and Negative Predictive Value (NPV) for each test within population k were derived
using the following formula: PPV ¼ PKSei= PkSei þ 1Pk
½
1SPi
½
ð
Þ NPV ¼ 1PK
½
Spi= Pk 1Sei
½
þ 1Pk
½
Spi
ð
Þ Page 5 of 17 Page 5 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 To select the most optimal cut-off values, Youden indices54 were computed using the Se and Sp obtained at each of the
following pairs of cut-off values: ≥1 for MUST paired with each of the following PG-SGA cut-off values (≥2, ≥4, and
≥9). The pair of cut-off points with the highest Youden index was chosen. Two Markov Chain Monte Carlo (MCMC) chains with varying values were used to initialize the model. We ran 6000
iterations of the model with the initial 3500 discarded as the burn-in phase. Convergence of the MCMC chain was
assessed by visual appraisal of the density plots and Gelman-Rubin Diagnostic plots. The posterior distribution of
prevalence of each of the two populations, the test estimates, and their respective predictive values were reported as the
median and their associated 95% posterior credible intervals (PCI). Results Socio-demographic and clinical characteristics of study participants A total of 214 participants were selected, and 202 consented to participate, giving a response rate of 94.4%. However, of
the 202 participants, 14 were excluded from analysis due to lack of records on previous anthropometric measurements,
which rendered their total scores from MUST and PG-SGA unreliable. The socio-demographic and clinical features of 188 participants are displayed in Table 1. Notably, the participants’
median age was 56.5 years (range: 18-81 years). Majority of the participants were males (64.36%). Only 46% of the Table 1. Summary statistics of socio-demographic and clinical characteristics of study participants from
Kenyatta National Hospital-Cancer Treatment Centre (KNH-CTC) and Texas Cancer Centre (TCC), Kenya,
(n = 188). (n = 188). Variable
Values
Median
Range
Frequency n (%)
Age (in completed years)
Overall (N = 188)
-
56.5
18-81
-
KNH-CTC (n = 126)
-
56
19-80
-
TCC (n = 62)
-
57.5
18-81
-
Sex
Overall
Male
-
-
121 (64.36)
Female
-
-
67 (35.64)
KNH-CTC
Male
-
-
81 (64.21)
Female
-
-
45 (35.71)
TCC
Male
-
-
40 (64.52)
Female
-
-
22 (35.48)
Marital status
Overall
Single
-
-
17 (9.04)
Married
-
-
145 (77.13)
Separated/divorced
-
-
8 (4.26)
Widowed
-
-
18 (9.57)
KNH-CTC
Single
-
-
10 (7.94)
Married
-
-
99 (78.57)
Separated/divorced
-
-
7 (5.56)
Widowed
-
-
10 (7.93)
TCC
Single
-
-
7 (11.29)
Married
-
-
46 (74.19)
Separated/divorced
-
-
1 (1.61)
Widowed
-
-
8 (12.90) Page 6 of 17 Page 6 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Table 1. Results Continued
Variable
Values
Median
Range
Frequency n (%)
Level of education
Overall
No formal education
-
-
15 (7.98)
Primary
-
-
86 (45.74)
Secondary
-
-
63 (33.51)
Tertiary
-
-
24 (12.77)
KNH-CTC
No formal education
-
-
9 (7.14)
Primary
-
-
60 (47.62)
Secondary
-
-
44 (34.92)
Tertiary
-
-
13 (10.32)
TCC
No formal education
-
-
6 (9.68)
Primary
-
-
26 (41.94)
Secondary
-
-
19 (30.65)
Tertiary
-
-
11 (17.74)
Area of residence
Overall
Nairobi
-
29 (15.43)
Other
-
97 (84.57)
Employment status
Overall
Employed
-
-
64 (34.04)
Unemployed
-
-
124 (65.96)
KNH-CTC
Employed
-
-
39 (30.95)
Unemployed
-
-
87 (69.05)
TCC
Employed
-
-
25 (40.32)
Unemployed
-
-
37 (59.68)
Tumour location
Overall
Gastrointestinal
102 (54.26)
Head and neck
-
-
67 (35.64)
Respiratory
-
-
19 (10.11)
KNH-CTC
Gastrointestinal
-
-
71 (56.35)
Head and neck
-
-
43 (34.13)
Respiratory
-
-
12 (9.52)
TCC
Gastrointestinal
-
-
31 (50.00)
Head and neck
-
-
24 (38.71)
Respiratory
-
-
7 (11.29)
Stage of cancer disease
Overall
Stage I
-
-
23 (12.23)
Stage II
-
-
46 (24.47)
Stage III
-
-
55 (29.26)
Stage IV
-
-
64 (34.04)
KNH-CTC
Stage I
-
-
19 (15.07)
Stage II
-
-
35 (27.78)
Stage III
-
-
35 (27.78)
Stage IV
-
-
37 (29.37)
TCC
Stage I
-
-
4 (6.45)
Stage II
-
-
11 (17.74)
Stage III
-
-
20 (32.36)
Stage IV
-
-
27 (43.55)
Pa F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 participants had attained at least a secondary school certification. Clinically, patients with gastrointestinal cancers formed
the largest proportion of the sample at 54.26%. Approximately 34% of the participants had stage 4 cancer. participants had attained at least a secondary school certification. Clinically, patients with gastrointestinal cancers formed
the largest proportion of the sample at 54.26%. Approximately 34% of the participants had stage 4 cancer. Test outcomes, sensitivity and specificity Test outcomes, sensitivity and specificity y
p
y
The cross-classified counts of the two test results at various cut-off points are presented in Table 2. The cut-off value of ≥1
and ≥4 gave the best combination of the Se and Sp of MUST and PG-SGA (see Table 3). Thus, this cut-off was used to
infer subsequent parameters. The PG-SGA registered a Se of (92.4; 95% PCI [81.2; 99.6]) and Sp of (72.5% 95% PCI [54;
97.2]) while MUST had a Se of (83.1 95% PCI [67.4; 98.9]) and a Sp (85.7; 95% PCI [71.4; 99.6]). Although the Se and
Sp of the two tests differed numerically, they were statistically similar based on 95% PCIs. Discussion Thus, inaccurate weight in patients
with oedema or ascites could lead to underestimation of nutritional risk in some patients.33 Sensitivity and specificity of the MUST and PG SGA in screening for malnutrition
In this study, MUST registered a Se of 83.1% supported by finding from other studies28,29 and a Sp of 85.7% in agreement
with findings from previous studies.28,30 However, in the literature, the Se of MUST has been shown to vary from 29%55
to 97%41 similar to its Sp from 48.9%56 to 94.5%.29 This inconsistency can be logically explained by the percentage
weight loss, which is a crucial parameter in the MUST tool.28 For example, patients may have lost weight in the past, but
their present weight recovery was not calculated since MUST does not give this provision.56 In addition, contrary to this
study, in those studies, estimation of the test accuracy was based on the assumption that a perfect reference standard
existed. This could have led to biased estimates. More so, MUST in its categorization of nutrition status, relies on the
percentage of weight lost between 3 and 6 months. As a result, where patients were required to self-report the involuntary
weight loss, there was a possibility of under-estimation hence affecting Sp. Ramboer, Verhamme57 in their study reflected
the propensity for underestimation of weight loss in oncology patients. In this study, all patients with no previous records
of anthropometric measurements were excluded from the analysis. Although MUST was found to be a suitable screening
tool, it requires that patients be weighed for the determination of BMI and weight loss. Thus, inaccurate weight in patients
with oedema or ascites could lead to underestimation of nutritional risk in some patients.33 The PG-SGA yielded a Se and Sp of 92.4% and 72.5%, respectively. The findings demonstrate that the PG-SGA is a
highly sensitive malnutrition screening tool in the outpatient oncology population, consistent with findings from
previous studies.27,25,26,42 An ideal screening tool would be 100% sensitive and specific. But, the necessity to categorize
all malnourished patients (Se) correctly takes precedence over misclassification of well-nourished individuals (Sp).58 The
Sp of PG-SGA varies greatly in published studies, with estimates ranging from 2.3%1 to 88.1%.27 The Sp of 72.5%
observed in this study falls within the above range. Predictive values and prevalences Predictive values and prevalences On predictive values, NPVs and PPVs were statistically similar between the tests and across the two populations
(Table 4). In KNH, MUST had a NPV of 77.9% and a PPV of 89.7% while PG-SGA had a NPV of 87.2% and a PPV of
82.9%. In TCC, MUST had a NPV of 81.2% and a PPV of 87.8% while PG-SGA a NPV of 89.2% and a PPV of 80.1%. The posterior median true prevalences of malnutrition were high (˃54%) and numerically similar between the studied
populations (Table 4). Table 2. Cross-classified counts by population for MUST and PG-SGA tests for screening for malnutrition
among cancer patients seeking outpatient oncological care at Kenyatta National Hospital-Cancer Treatment
Centre (KNH-CTC) and Texas Cancer Centre (TCC), Kenya during the period October-November 2021. Population
Cut point
Test outcome (MUST/PG-SGA)
MUST/PG-SGA
(+a/+)
(+/-b)
(-/+)
(-/-)
Total (%)
KNH-CTC
≥1, ≥2
65
3
40
18
126 (67%)
TCC
32
1
25
4
62 (33%)
KNH-CTC
≥1, ≥4
61
7
23
35
126 (67%)
TCC
26
7
12
17
62 (33%)
KNH-CTC
≥1, ≥9
33
35
6
52
126 (67%)
TCC
16
17
4
25
62 (33%)
aPositive. bNegative. Table 3. Estimates of sensitivity and specificity of MUST and PG-SGA at different pair of cut-off values and
Youden indices for the best cut-off point. Table 3. Estimates of sensitivity and specificity of MUST and PG-SGA at different pair of cut-off values and
Youden indices for the best cut-off point. Cut-off Value
Test parameter
Estimate (95% PCI)
Y.indexMUST
Y.indexPG-SGA
MUST
PG-SGA
≥1
≥2
SeMUST
11.7 (0.7; 32.6)
-55.38
-49.9
SpMUST
46.6 (3.4; 77.6)
SePG-SGA
33.7(5.6; 45)
SpPG-SGA
2.8 (0.15; 8.7)
≥1
≥4
SeMUST
83.1 (67.4; 98.9)
69.2
65.0
SpMUST
85.7 (71.4; 99.6)
SePG-SGA
92.4 (81.2; 99.6)
SpPG-SGA
72.5 (54; 97.2)
≥1
≥9
SeMUST
88.9 (74.9; 99.3)
61.07
58.7
SpMUST
71.3 (55.5; 97.5)
SePG-SGA
66.2 (43.9; 97.1)
SpPG-SGA
92.9 (82.9; 99.6) Page 8 of 17 Page 8 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Table 4. Estimates of positive and negative predictive values of MUST and PG-SGA and Prevalences across
Kenyatta National Hospital-Cancer Treatment Centre (KNH-CTC) and Texas Cancer Centre (TCC). PPV=Positive
Predictive Value; NPV=Negative Predictive Value. Discussion The variability could be due to three things: First, use of different
reference standards in deriving test estimates, which was not the case in this study, for example, specificities of 2.3% and
88.1% were based on albumin and Mini-Nutrition Assessment tool, respectively. Secondly, different administration
methods, since the score from participant-versus researcher administered may not be comparable. This is because, the
authors of PG-SGA speculate that patients may over-report symptoms based solely on their presence, regardless of
their impact on food intake,58 thus underestimating Sp. For example, Sp of 21.8%59 and 82%25 were derived from patient
and researcher administered studies, respectively. This study was researcher administered thus a good Sp was registered. Lastly, the scores derived from component Number Three of PG-SGA questionnaire (nutrition impact symptoms and
other factors). In this section, any symptom impairing food intake reported by the patient is scored, and all points are
cumulative (maximum 24 points).22 This could also rise the number of false positives thus underestimating Sp. However,
this wide range of symptoms may help detect more patients at risk of malnutrition. As the detection of symptoms that
impair nutritional intake in the early stages of the disease may be advantageous for proactively preventing cancer-related
malnutrition.58 The observed high Se and the ability to determine what elements are influencing nutrition status make
PG-SGA a suitable nutritional screening tool. However, its accuracy is dependent upon the experience of an observer.60
Therefore, it requires a trained healthcare professional to complete the assessment and score the tool.58 Predictive values and prevalences Location
Test parameter
Estimate (95% PCI
MUST
PG-SGA
KNH
NPV
77.9 (49.8; 98.9)
87.2 (65.2; 99.3)
PPV
89.7 (73.7; 99.4)
82.9 (62.5; 99.1)
Prevalence
59.1 (41.9; 75.6)
TCC
NPV
81.2 (50.9; 99.1)
89.2 (64.2; 99.6)
PPV
87.8 (65.6; 99.4)
80.1 (54.2; 98.9)
Prevalence
54.6 (32.8; 75.7) Table 4. Estimates of positive and negative predictive values of MUST and PG-SGA and Prevalences across
Kenyatta National Hospital-Cancer Treatment Centre (KNH-CTC) and Texas Cancer Centre (TCC). PPV=Positive
Predictive Value; NPV=Negative Predictive Value. Discussion Discussion
Sensitivity and specificity of the MUST and PG-SGA in screening for malnutrition
28 29 Sensitivity and specificity of the MUST and PG SGA in screening for malnutrition
In this study, MUST registered a Se of 83.1% supported by finding from other studies28,29 and a Sp of 85.7% in agreement
with findings from previous studies.28,30 However, in the literature, the Se of MUST has been shown to vary from 29%55
to 97%41 similar to its Sp from 48.9%56 to 94.5%.29 This inconsistency can be logically explained by the percentage
weight loss, which is a crucial parameter in the MUST tool.28 For example, patients may have lost weight in the past, but
their present weight recovery was not calculated since MUST does not give this provision.56 In addition, contrary to this
study, in those studies, estimation of the test accuracy was based on the assumption that a perfect reference standard
existed. This could have led to biased estimates. More so, MUST in its categorization of nutrition status, relies on the
percentage of weight lost between 3 and 6 months. As a result, where patients were required to self-report the involuntary
weight loss, there was a possibility of under-estimation hence affecting Sp. Ramboer, Verhamme57 in their study reflected
the propensity for underestimation of weight loss in oncology patients. In this study, all patients with no previous records
of anthropometric measurements were excluded from the analysis. Although MUST was found to be a suitable screening
tool, it requires that patients be weighed for the determination of BMI and weight loss. Predictive values of the MUST and PG-SGA in screening for malnutrition In this study, the two tests yielded comparable estimates of PPV and NPV across the two populations based on the
observed 95% PCIs. Therefore, if each test is used singly to screen for malnutrition, it is reliable and can inform treatment. Hence, the tool of choice is dependent on the purpose of the assessment, prognosis or even on the response to nutritional
intervention33 bearing in mind the inherent shortcomings of each. Page 9 of 17 Page 9 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 True prevalence of malnutrition True prevalence of malnutrition The prevalence of malnutrition among patients with cancer was high (˃ 54%). The findings are not unusual since cancer
patients, particularly those suffering from head and neck, lung, and gastrointestinal cancer, carry the greatest burden of
malnutrition among hospital patients.61 Although the findings of this study are similar to those observed in Spain (50%)62 and Italy (51%),63 higher prevalences
have been reported elsewhere. For example, malnutrition was found to be present in 76% of ambulant cancer
patients getting radiation therapy in Brazil25; In London 71% of cancer patients were malnourished,64 and in Ethiopia,
a prevalence of 90.6% in ambulant cancer patients on treatment was reported.65 The prevalence of cancer-induced
malnutrition is often cited as 40-80%,5,66 which largely depends on assessment method, clinical setting, and case-mix of
patients. Notably, the lower and upper PCI limits in this study fall within the quoted range (40-80%). With respect to the
parameters of this study, the study focused on specific malignancies, there was no restriction on cancer stage, and the
analysis did not take into account whether or not patients received treatment. Moreover, this study used a combination of
MUST and PG-SGA to estimate prevalence, unlike the above studies that employed one tool. The above factors could
have been the cause of the disparity between the results of this study and the above-mentioned studies. In Kenya, in contrast to this study, lower prevalences of 31%6 and 13.4%17 have been obtained using the same population. Although lower, 31% falls within the lower PCI limit obtained at TCC in this study. The disparity could be ascribable to
the different PG-SGA classification methods used. In their study, Opanga, Kaduka6 utilized the categorical classification,
while this study employed the scoring method. Predictive values of the MUST and PG-SGA in screening for malnutrition The scoring method is more sensitive than the categorical classification,
thus capturing more patients and leading to a higher prevalence.47 For example, Ræder, Henriksen47 recorded a Se of
50.0% and 60.7% for PG-SGA categorical and scoring classification methods, respectively. With regards to Kaduka,
Bukania,17 the disparity could be explained by the different assessment methods used. A prevalence of 13.4%17 was
based on BMI < 18.5 kg/m2 while in this study it was based on both the PG-SGA and MUST, which are superior to BMI. In Kenya, in contrast to this study, lower prevalences of 31%6 and 13.4%17 have been obtained using the same population. Although lower, 31% falls within the lower PCI limit obtained at TCC in this study. The disparity could be ascribable to
the different PG-SGA classification methods used. In their study, Opanga, Kaduka6 utilized the categorical classification,
while this study employed the scoring method. The scoring method is more sensitive than the categorical classification,
thus capturing more patients and leading to a higher prevalence.47 For example, Ræder, Henriksen47 recorded a Se of
50.0% and 60.7% for PG-SGA categorical and scoring classification methods, respectively. With regards to Kaduka,
Bukania,17 the disparity could be explained by the different assessment methods used. A prevalence of 13.4%17 was
based on BMI < 18.5 kg/m2 while in this study it was based on both the PG-SGA and MUST, which are superior to BMI. The major strength of this study was using a Bayesian Latent Class Modelling framework, which minimized bias in test
estimates, as it does not rely on a reference standard. A few limitations are inherent in this study that readers should be
aware of while interpreting the findings. First, the PG-SGA is in form of a questionnaire targeting symptoms occurring
within two weeks or one month of the time of screening. Therefore, the study participants may have failed to recall
accurately, leading to either over-reporting or under-reporting of their symptoms. These may have biased the tool’s Se
and Sp. Second, due to the study’s focus on specific cancers, findings may not be generalizable to other ambulant cancer
populations. Third, patients who rejected taking part in this study did so due to pain, nausea, and weakness or because they
thought, the study was too burdensome. Since these patients were more likely to be malnourished, this could have resulted
in sample bias. Conclusions Using the Latent Class analysis, we have estimated the Se, Sp, and predictive values of both PG-SGA and MUST. The
two tests achieved an accepted professional standard for Se (≥80%) and yielded good specificities. In respect to predictive
values, the two tests produced comparable estimates. As such, healthcare workers are at liberty to use any of the two
screening tools. Considering the high true prevalence observed in the two study populations, malnutrition screening
among cancer patients should be done at diagnosis, during treatment and follow-up. Acknowledgements Acknowledgements
The authors wish to express their sincere gratitude to the study participants for contributing to the research. References Elia M: ‘MUST’REPORT Nutritional screening of adults:
a multidisciplinary responsibility 2003; p. 1–95. 24. Zhang Z, Wan Z, Zhu Y, et al.: Prevalence of malnutrition
comparing NRS2002, MUST, and PG-SGA with the GLIM criteria
in adults with cancer: A multi-center study. Nutrition. 2021 Mar;
83: 111072. Epub 2020/12/29. eng. PubMed Abstract|Publisher Full Text
25. Bauer J, Capra S, Ferguson M: Use of the scored Patient-
Generated Subjective Global Assessment (PG-SGA) as a nutrition
assessment tool in patients with cancer. Eur. J. Clin. Nutr. 2002;
56(8): 779–785. Publisher Full Text
26. Nitichai N, Angkatavanich J, Somlaw N, et al.: Validation of the
Scored Patient-Generated Subjective Global Assessment
(PG-SGA) in Thai setting and association with nutritional
parameters in cancer patients. Asian Pac. J. Cancer Prev. 2019;
20(4): 1249–1255. PubMed Abstract|Publisher Full Text
27. Dubhashi S, Kayal A: Preoperative nutritional assessment in
elderly cancer patients undergoing elective surgery: MNA or
PG-SGA? Indian J. Surg. 2015; 77(2): 232–235. PubMed Abstract|Publisher Full Text
28. Boléo-Tomé C, Monteiro-Grillo I, Camilo M, et al.: Validation of the
Malnutrition Universal Screening Tool (MUST) in cancer. Br. J. Nutr. 2012; 108(2): 343–348. PubMed Abstract|Publisher Full Text
29. Hettiarachchi J, Madubhashini P, Miller M: Agreement between the
Malnutrition Universal Screening Tool and the Patient-
Generated Subjective Global Assessment for Cancer
Outpatients Receiving Chemotherapy: A Cross-Sectional Study. Nutr. Cancer. 2018; 70(8): 1275–1282. PubMed Abstract|Publisher Full Text
Pa 20. Davies M: Nutritional screening and assessment in cancer-
associated malnutrition. Eur. J. Oncol. Nurs. 2005; 9(SUPPL. 2):
S64–S73. Publisher Full Text 21. White JV, Guenter P, Jensen G, et al.: Consensus statement:
Academy of Nutrition and Dietetics and American Society for
Parenteral and Enteral Nutrition: characteristics recommended
for the identification and documentation of adult malnutrition
(undernutrition). JPEN J. Parenter. Enteral Nutr. 2012 May; 36(3):
275–283. P bM d Ab t
t|P bli h
F ll T
t 6. Opanga Y, Kaduka L, Bukania Z, et al.: Nutritional status of cancer
outpatients using scored patient generated subjective global
assessment in two cancer treatment centers, Nairobi, Kenya. BMC Nutrition. 2017; 3(1): 1–7. Publisher Full Text 7. Dewys WD, Begg C, Lavin PT, et al.: Prognostic effect of weight loss
prior to chemotherapy in cancer patients. Am. J. Med. 1980; 69(4):
491–497. Publisher Full Text 22. Jager-Wittenaar H, Ottery FD: Assessing nutritional status
in cancer: Role of the Patient-Generated Subjective
Global Assessment. Curr. Opin. Clin. Nutr. Metab. Care. 2017; 20(5):
322–329. Publisher Full Text 8. Data availability
Underlying data y
g
Raw dataset for the study is kept under restricted access since it contains sensitive participant information. Access to the
raw data is possible upon placing a formal request to the corresponding author (carolinemuseka@gmail.com). The
replication data and analysis scripts for this manuscript are available from the Harvard Dataverse. Harvard Dataverse: Performance of Malnutrition Universal Screening Tool and Patient-Generated Global Subjective
Assessment in screening for cancer-related malnutrition in Nairobi County, Kenya. https://doi.org/10.7910/DVN/
HS5YM1.52 This project contains the following underlying data: This project contains the following underlying data: •
R_Code_maln.R (Rscript for analysis) •
Maln_data_xlsx (Analysis dataset) Page 10 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 •
Questionnaire.pdf (The questionnaire used for data collection) Data are available under the terms of the Creative Commons Zero “No rights reserved” data waiver (CC0 1.0 Public
domain dedication). ull Text 26. Nitichai N, Angkatavanich J, Somlaw N, et al.: Validation of the
Scored Patient-Generated Subjective Global Assessment
(PG-SGA) in Thai setting and association with nutritional
parameters in cancer patients. Asian Pac. J. Cancer Prev. 2019;
20(4): 1249–1255. PubMed Abstract|Publisher Full Text 12. Leuenberger M, Kurmann S, Stanga Z: Nutritional screening tools
in daily clinical practice: The focus on cancer. Support. Care
Cancer. 2010; 18(SUPPL. 2): 17–27. PubMed Abstract|Publisher Full Text 13. Sealy MJ, Ottery F, Roodenburg J, et al.: Dutch Patient-Generated
Subjective Global Assessment (PG-SGA): Training Improves
Scores for Comprehensibility and Difficulty. Clin. Nutr. 2015; 34:
S101-S. References PubMed Abstract|Publisher Full Text
27. Dubhashi S, Kayal A: Preoperative nutritional assessment in
elderly cancer patients undergoing elective surgery: MNA or
PG-SGA? Indian J. Surg. 2015; 77(2): 232–235. PubMed Abstract|Publisher Full Text
28. Boléo-Tomé C, Monteiro-Grillo I, Camilo M, et al.: Validation of the
Malnutrition Universal Screening Tool (MUST) in cancer. Br. J. Nutr. 2012; 108(2): 343–348. PubMed Abstract|Publisher Full Text
29. Hettiarachchi J, Madubhashini P, Miller M: Agreement between the
Malnutrition Universal Screening Tool and the Patient-
Generated Subjective Global Assessment for Cancer
Outpatients Receiving Chemotherapy: A Cross-Sectional Study
Nutr. Cancer. 2018; 70(8): 1275–1282. PubMed Abstract|Publisher Full Text
P 1. Zhang YH, Xie FY, Chen YW, et al.: Evaluating the Nutritional
Status of Oncology Patients and Its Association with Quality of
Life. Biomed. Environ. Sci. 2018; 31(9): 637–644. PubMed Abstract|Publisher Full Text
2. Mendes NP, Barros TA, Rosa COB, et al.: Nutritional Screening
Tools Used and Validated for Cancer Patients: A Systematic
Review. Nutr. Cancer. 2019; 71(6): 898–907. PubMed Abstract|Publisher Full Text
3. Correia MITD, Hegazi RA, Higashiguchi T, et al.: Evidence-Based
Recommendations for Addressing Malnutrition in Health Care:
An Updated Strategy From the feedM.E. Global Study Group. J. Am. Med. Dir. Assoc. 2014 2014/08/01; 15(8): 544–550. PubMed Abstract|Publisher Full Text
4. Santarpia L, Contaldo F, Pasanisi F: Nutritional screening and
early treatment of malnutrition in cancer patients. J. Cachexia. Sarcopenia Muscle. 2011; 2(1): 27–35. PubMed Abstract|Publisher Full Text
5. Bozzetti F, Mariani L, Lo Vullo S, et al.: The nutritional risk in
oncology: a study of 1,453 cancer outpatients. Support. Care
Cancer. 2012 2012/08/01; 20(8): 1919–1928. PubMed Abstract|Publisher Full Text
6. Opanga Y, Kaduka L, Bukania Z, et al.: Nutritional status of cancer
outpatients using scored patient generated subjective global
assessment in two cancer treatment centers, Nairobi, Kenya. BMC Nutrition. 2017; 3(1): 1–7. Publisher Full Text
7. Dewys WD, Begg C, Lavin PT, et al.: Prognostic effect of weight loss
prior to chemotherapy in cancer patients. Am. J. Med. 1980; 69(4):
491–497. Publisher Full Text
8. Nitenberg G, Raynard B: Nutritional support of the cancer
patient: Issues and dilemmas. Crit. Rev. Oncol. Hematol. 2000; 34(3):
137–168. PubMed Abstract|Publisher Full Text
9. Laky B, Janda M, Cleghorn G, et al.: Comparison of different
nutritional assessments and body-composition measurements
in detecting malnutrition among gynecologic cancer patients. Am. J. Clin. Nutr. 2008; 87(6): 1678–1685. PubMed Abstract|Publisher Full Text
10. References Silva FRM, de Oliveira MGOA, Souza ASR, et al.: Factors associated
with malnutrition in hospitalized cancer patients: a cross-
sectional study. Nutr. J. 2015; 14(1): 123. PubMed Abstract|Publisher Full Text
11. Klein S, Kinney J, Jeejeebhoy K, et al.: Nutrition support in clinical
practice: Review of published data and recommendations for
future research directions. Clin. Nutr. 1997; 16(4): 193–218. PubMed Abstract|Publisher Full Text
12. Leuenberger M, Kurmann S, Stanga Z: Nutritional screening tools
in daily clinical practice: The focus on cancer. Support. Care
Cancer. 2010; 18(SUPPL. 2): 17–27. PubMed Abstract|Publisher Full Text
13. Sealy MJ, Ottery F, Roodenburg J, et al.: Dutch Patient-Generated
Subjective Global Assessment (PG-SGA): Training Improves
Scores for Comprehensibility and Difficulty. Clin. Nutr. 2015; 34:
S101-S. Publisher Full Text
14. Ravasco P, Monteiro-Grillo I, Vidal PM, et al.: Impact of nutrition on
outcome: A prospective randomized controlled trial in patients
with head and neck cancer undergoing radiotherapy. Head Neck. 2005; 27(8): 659–668. PubMed Abstract|Publisher Full Text
15. Gavazzi C, Colatruglio S, Valoriani F, et al.: Impact of home enteral
nutrition in malnourished patients with upper gastrointestinal
cancer: A multicentre randomised clinical trial. Eur. J. Cancer. 2016; 64: 107–112. PubMed Abstract|Publisher Full Text
16. Ministry of Health K: National Guideline for Integrated
Management of Acute Malnutrition. 2009 (June). 17. Kaduka LU, Bukania ZN, Opanga Y, et al.: Malnutrition and
cachexia among cancer out-patients in Nairobi, Kenya. J. Nutr. Sci. 2017; 6: e63. PubMed Abstract|Publisher Full Text|Free Full Text
18. Isenring E, Cross G, Daniels L, et al.: Validity of the malnutrition
screening tool as an effective predictor of nutritional risk in
oncology outpatients receiving chemotherapy. Support. Care
Cancer. 2006; 14(11): 1152–1156. PubMed Abstract|Publisher Full Text
19. Jeejeebhoy KN, Detsky AS, Baker JP: Assessment of nutritional
status. J. Parenter. Enter. Nutr. 1990; 14(5 SUPPL): 193S–196S. Publisher Full Text
20. Davies M: Nutritional screening and assessment in cancer-
associated malnutrition. Eur. J. Oncol. Nurs. 2005; 9(SUPPL. 2):
S64–S73. Publisher Full Text
21. White JV, Guenter P, Jensen G, et al.: Consensus statement:
Academy of Nutrition and Dietetics and American Society for
Parenteral and Enteral Nutrition: characteristics recommended
for the identification and documentation of adult malnutrition
(undernutrition). JPEN J. Parenter. Enteral Nutr. 2012 May; 36(3):
275–283. PubMed Abstract|Publisher Full Text
22. Jager-Wittenaar H, Ottery FD: Assessing nutritional status
in cancer: Role of the Patient-Generated Subjective
Global Assessment. Curr. Opin. Clin. Nutr. Metab. Care. 2017; 20(5):
322–329. Publisher Full Text
23. References tional
Quality of
reening
ematic
e-Based
ealth Care:
y Group. ng and
Cachexia. isk in
rt. Care
s of cancer
ve global
bi, Kenya. weight loss
1980; 69(4):
ncer
2000; 34(3):
erent
surements
r patients. associated
cross-
in clinical
tions for
218. ening tools
t. Care
Generated
proves
r. 2015; 34:
utrition on
n patients
Head Neck. me enteral
ointestinal
Cancer. 2016; 64: 107–112. PubMed Abstract|Publisher Full Text
16. Ministry of Health K: National Guideline for Integrated
Management of Acute Malnutrition. 2009 (June). 17. Kaduka LU, Bukania ZN, Opanga Y, et al.: Malnutrition and
cachexia among cancer out-patients in Nairobi, Kenya. J. Nutr. Sci. 2017; 6: e63. PubMed Abstract|Publisher Full Text|Free Full Text
18. Isenring E, Cross G, Daniels L, et al.: Validity of the malnutrition
screening tool as an effective predictor of nutritional risk in
oncology outpatients receiving chemotherapy. Support. Care
Cancer. 2006; 14(11): 1152–1156. PubMed Abstract|Publisher Full Text
19. Jeejeebhoy KN, Detsky AS, Baker JP: Assessment of nutritional
status. J. Parenter. Enter. Nutr. 1990; 14(5 SUPPL): 193S–196S. Publisher Full Text
20. Davies M: Nutritional screening and assessment in cancer-
associated malnutrition. Eur. J. Oncol. Nurs. 2005; 9(SUPPL. 2):
S64–S73. Publisher Full Text
21. White JV, Guenter P, Jensen G, et al.: Consensus statement:
Academy of Nutrition and Dietetics and American Society for
Parenteral and Enteral Nutrition: characteristics recommended
for the identification and documentation of adult malnutrition
(undernutrition). JPEN J. Parenter. Enteral Nutr. 2012 May; 36(3):
275–283. PubMed Abstract|Publisher Full Text
22. Jager-Wittenaar H, Ottery FD: Assessing nutritional status
in cancer: Role of the Patient-Generated Subjective
Global Assessment. Curr. Opin. Clin. Nutr. Metab. Care. 2017; 20(5)
322–329. Publisher Full Text
23. Elia M: ‘MUST’REPORT Nutritional screening of adults:
a multidisciplinary responsibility 2003; p. 1–95. 24. Zhang Z, Wan Z, Zhu Y, et al.: Prevalence of malnutrition
comparing NRS2002, MUST, and PG-SGA with the GLIM criteria
in adults with cancer: A multi-center study. Nutrition. 2021 Mar
83: 111072. Epub 2020/12/29. eng. PubMed Abstract|Publisher Full Text
25. Bauer J, Capra S, Ferguson M: Use of the scored Patient-
Generated Subjective Global Assessment (PG-SGA) as a nutrition
assessment tool in patients with cancer. Eur. J. Clin. Nutr. 2002;
56(8): 779–785. Publisher Full Text
26. Nitichai N, Angkatavanich J, Somlaw N, et al.: Validation of the
Scored Patient-Generated Subjective Global Assessment
(PG-SGA) in Thai setting and association with nutritional
parameters in cancer patients. Asian Pac. J. Cancer Prev. 2019;
20(4): 1249–1255. References Nitenberg G, Raynard B: Nutritional support of the cancer
patient: Issues and dilemmas. Crit. Rev. Oncol. Hematol. 2000; 34(3):
137–168. PubMed Abstract|Publisher Full Text 23. Elia M: ‘MUST’REPORT Nutritional screening of adults:
a multidisciplinary responsibility 2003; p. 1–95. 9. Laky B, Janda M, Cleghorn G, et al.: Comparison of different
nutritional assessments and body-composition measurements
in detecting malnutrition among gynecologic cancer patients. Am. J. Clin. Nutr. 2008; 87(6): 1678–1685. PubMed Abstract|Publisher Full Text 24. Zhang Z, Wan Z, Zhu Y, et al.: Prevalence of malnutrition
comparing NRS2002, MUST, and PG-SGA with the GLIM criteria
in adults with cancer: A multi-center study. Nutrition. 2021 Mar;
83: 111072. Epub 2020/12/29. eng. PubMed Abstract|Publisher Full Text 10. Silva FRM, de Oliveira MGOA, Souza ASR, et al.: Factors associated
with malnutrition in hospitalized cancer patients: a cross-
sectional study. Nutr. J. 2015; 14(1): 123. PubMed Abstract|Publisher Full Text 25. Bauer J, Capra S, Ferguson M: Use of the scored Patient-
Generated Subjective Global Assessment (PG-SGA) as a nutrition
assessment tool in patients with cancer. Eur. J. Clin. Nutr. 2002;
56(8): 779–785. P bli h
F ll T
t 11. Klein S, Kinney J, Jeejeebhoy K, et al.: Nutrition support in clinical
practice: Review of published data and recommendations for
future research directions. Clin. Nutr. 1997; 16(4): 193–218. PubMed Abstract|Publisher Full Text Publisher Full Text 53. Barbosa-Silva MCG: Subjective and objective nutritional
assessment methods: what do they really assess ? Curr. Opin. Clin. Nutr. Metab. Care. 2008; 11(3): 248–254. Publisher Full Text 35. Balstad TR, Bye A, Jenssen CRS, et al.: Patient interpretation of the
patient-generated subjective global assessment (PG-SGA) short
form. Patient Prefer. Adherence. 2019; 13: 1391–1400. PubMed Abstract|Publisher Full Text 54. Miyata S, Tanaka M, Ihaku D: The prognostic significance of
nutritional status using malnutrition universal screening tool
in patients with pulmonary tuberculosis. Nutr. J. 2013; 12(1): 1–5. 36. Marshall S, Young A, Bauer J, Isenring E: Malnourished Older
Adults Admitted To Rehabilitation in Rural New South Wales
Remain Malnourished Throughout Rehabilitation and Once
Discharged Back To the Community: a Prospective Cohort
Study. 2015; 4(4): 197–204. 55. Roulston F, McDermott R: Comparison of three validated
nutritional screening tools in the oncology setting. Proc. Nutr. Soc. 2008; 67(OCE7): 2009. Publisher Full Text 56. Abe Vicente M, Barão K, Donizetti Silva T, et al.: ¿Cuáles son los
métodos más eficaces de valoración del estado nutricional en
pacientes ambulatorios con cáncer gástrico y colorrectal? Nutr. Hosp. 2013; 28(3): 585–591. PubMed Abstract|Publisher Full Text 37. Todorovic V, Russell C, Stratton R: JWaME. Nutritional screening
and care planning with the ‘MUST’. 2003; p. 4–9. 38. Stratton RJ, Hackston A, Longmore D, et al.:
Malnutrition in hospital outpatients and inpatients:
prevalence, concurrent validity and ease of use of the
‘malnutrition universal screening tool’ (‘MUST’) for adults. Br. J. Nutr. 2004; 92(5): 799–808. PubMed Abstract|Publisher Full Text 57. Ramboer C, Verhamme M, Vermeire L: Patients’ perception of
involuntary weight loss: implications of underestimation and
overestimation. Br. Med. J. (Clin. Res. Ed.). 1985; 291(6502): 1091. PubMed Abstract|Publisher Full Text|Free Full Text 39. Cawood AL, Elia M, Sharp SKE, et al.: Malnutrition self-screening by
using MUST in hospital outpatients: Validity, reliability, and
ease of use. Am. J. Clin. Nutr. 2012; 96(5): 1000–1007. PubMed Abstract|Publisher Full Text 58. Abbott J, Teleni L, McKavanagh D, et al.: Patient-Generated
Subjective Global Assessment Short Form (PG-SGA SF) is a valid
screening tool in chemotherapy outpatients. Support. Care
Cancer. 2016; 24(9): 3883–3887. PubMed Abstract|Publisher Full Text 40. Cawood AL, Walters ER, Sharp SKE, et al.: ‘Self-screening’ for
malnutrition with an electronic version of the Malnutrition
Universal Screening Tool (‘MUST’) in hospital outpatients:
Concurrent validity, preference and ease of use. Br. J. Nutr. 2018;
120(5): 528–536. 59. Publisher Full Text Du H, Liu B, Xie Y, et al.: Comparison of different methods for
nutrition assessment in patients with tumors. Oncol. Lett. 2017;
14(1): 165–170. PubMed Abstract|Publisher Full Text PubMed Abstract|Publisher Full Text 34. Persson C, Sjödén PO, Glimelius B: The Swedish version of the
patient-generated subjective global assessment of nutritional
status: Gastrointestinal vs urological cancers. Clin. Nutr. 1999;
18(2): 71–77. PubMed Abstract|Publisher Full Text PubMed Abstract|Publisher Full Text 43. Enøe C, Georgiadis MP, Johnson WO: Estimation of sensitivity and
specificity of diagnostic tests and disease prevalence when the
true disease state is unknown. Prev. Vet. Med. 2000; 45(1-2): 61–81. PubMed Abstract|Publisher Full Text 63. Muscaritoli M, Lucia S, Farcomeni A, et al.: Prevalence of
malnutrition in patients at first medical oncology visit: the
PreMiO study. Oncotarget. 2017; 8(45): 79884–79896. eng. PubMed Abstract|Publisher Full Text 44. Hui ASL, Walter SD: Estimating the Error Rates of Diagnostic Tests
Biometrics. 1980; 36(1): 167–171. 64. Shaw C, Fleuret C, Pickard JM, et al.: Comparison of a novel, simple
nutrition screening tool for adult oncology inpatients and the
Malnutrition Screening Tool (MST) against the Patient-
Generated Subjective Global Assessment (PG-SGA). Support. Care
Cancer. 2015; 23(1): 47–54. PubMed Abstract|Publisher Full Text 45. Skinner: Probability Proportional to Size Sampling. Introduction
to Survey Sampling. 2016; p. 39–47. 46. Connor RJ: Sample Size for Testing Differences in Proportions for
the Paired-Sample Design Author (s): Robert J. Connor Published
by: International Biometric Society Stable. Sample Size for
Testing Differences in Proporti. 1987; 43(1): 207–211. Reference Source 65. Worku E: Prevalence and Factors Associated with
Undernutrition on Cancer Patients at Tikur Anbessa Specialized
Hospital, Ethiopia: A cross-sectional study. 2021. 47. Ræder H, Henriksen C, Bøhn SK, et al.: Agreement between PG-SGA
category and fat-free mass in colorectal cancer patients. Clinical
Nutrition ESPEN. 2018 2018/10/01; 27: 24–31. PubMed Abstract|Publisher Full Text 66. Bauer J, Capra S: Comparison of a malnutrition screening tool
with subjective global assessment in hospitalised patients with
cancer - Sensitivity and specificity. Asia Pac. J. Clin. Nutr. 2003;
12(3): 257–260. 48. Teixeira AC, Mariani MGC, Toniato TS, et al.: Scored Patient-
Generated Subjective Global Assessment: risk identification 120(5): 528 536.
PubMed Abstract|Publisher Full Text 60. Barbosa-Silva MC, Barros AJ: Indications and limitations of the
use of subjective global assessment in clinical practice: an
update. Curr. Opin. Clin. Nutr. Metab. Care. 2006 May; 9(3): 263–269. PubMed Abstract|Publisher Full Text 41. Amaral TF, Antunes A, Cabral S, et al.: An evaluation of three
nutritional screening tools in a Portuguese oncology centre. J. Hum. Nutr. Diet. 2008; 21(6): 575–583. PubMed Abstract|Publisher Full Text 61. Shike M: Nutrition therapy for the cancer patient. Hematol. Oncol. Clin. North Am. 1996; 10(1): 221–234. Publisher Full Text 42. Yang D, Zheng Z, Zhao Y, et al.: Patient-generated subjective
global assessment versus nutritional risk screening 2002 for
gastric cancer in Chinese patients. Future Oncol. 2019; 16(3):
4475–4483. PubMed Abstract|Publisher Full Text 62. Planas M, Álvarez-Hernández J, León-Sanz M, et al.: Prevalence of
hospital malnutrition in cancer patients: a sub-analysis of the
PREDyCES® study. Support. Care Cancer. 2016; 24(1): 429–435. PubMed Abstract|Publisher Full Text S 0
S.
Publisher Full Text 14. Ravasco P, Monteiro-Grillo I, Vidal PM, et al.: Impact of nutrition on
outcome: A prospective randomized controlled trial in patients
with head and neck cancer undergoing radiotherapy. Head Neck. 2005; 27(8): 659–668. PubMed Abstract|Publisher Full Text 15. Gavazzi C, Colatruglio S, Valoriani F, et al.: Impact of home enteral
nutrition in malnourished patients with upper gastrointestinal
cancer: A multicentre randomised clinical trial. Eur. J. Cancer. Page 11 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 30. Borges NP, Silva BDA, Cohen C, et al.: Comparison of the
nutritional diagnosis, obtained through different methods
and indicators, in patients with cancer. Nutr. Hosp. 2009; 24(1):
51–55. and need for nutritional intervention in cancer patients at
hospital admission. Nutr. Clín. Diet. Hosp. 2018; 95–102. 49. Lunn D, Spiegelhalter D, Thomas A, et al.: The BUGS project:
Evolution, critique and future directions. Stat. Med. 2009 Nov 10;
28(25): 3049–3067. PubMed Abstract|Publisher Full Text 31. Zhang L, Lu Y, Fang Y: Nutritional status and related factors of
patients with advanced gastrointestinal cancer. Br. J. Nutr. 2014;
111(7): 1239–1244. PubMed Abstract|Publisher Full Text (
)
PubMed Abstract|Publisher Full Text 50. Thomas A, O Hara B, Ligges U, et al. Making BUGS Open. R news. 2006; 12–17. 32. Ottery FD: Definition of standardized nutritional assessment
and interventional pathways in oncology. Nutrition. 1996;
12(SUPPL.1): S15–S19. Publisher Full Text 51. Kostoulas P, Nielsen SS, Branscum AJ, et al.: STARD-BLCM:
Standards for the Reporting of Diagnostic accuracy studies that
use Bayesian Latent Class Models. Prev. Vet. Med. 2017 Mar 1; 138:
37–47. PubMed Abstract|Publisher Full Text Publisher Full Text 33. Poziomyck AK, Fruchtenicht AVG, Kabke GB, et al.: Reliability of
nutritional assessment in patients with gastrointestinal
tumors. Revista do Colegio Brasileiro de Cirurgioes. 2016; 43(3):
189–197. PubMed Abstract|Publisher Full Text 52. Auma C: Replication data for: Performance of Malnutrition
Universal Screening Tool and Patient-Generated Global
Subjective Assessment in screening for cancer-related
malnutrition in Nairobi County, Kenya. [Dataset] Harvard
Dataverse 2022. Publisher Full Text Version 1 © 2023 Kruger M. This is an open access peer review report distributed under the terms of the Creative
Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. ( )
PubMed Abstract Page 12 of 17 Mariana Kruger Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Stellenbosch
University, Stellenbosch, Western Cape, South Africa Check spelling and edit. Professional grammar editing will improve the readability of the
text. Avoid long sentences with high density of information. Check the following and
correct: “….cute disease effect score…” under Malnutrition Universal Screening Tool. 1. Write out abbreviations when used for the first time e.g., Se and Sp. 2. Indicated clearly under the section “Test outcomes, sensitivity and specificity” what cut-off
point was used for which test; either by adding respectively or linking the cut-off point to
the test. 3. Please add the time needed to use both tests as it seems to be quiet time-consuming for
screening tests, especially if the PGA-SGA should be done by the treating physician. 4. Is the work clearly and accurately presented and does it cite the current literature? Yes
Is the study design appropriate and is the work technically sound? Yes
Are sufficient details of methods and analysis provided to allow replication by others? Partly
If applicable, is the statistical analysis and its interpretation appropriate? Yes
Are all the source data underlying the results available to ensure full reproducibility? Open Peer Review Current Peer Review Status: F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Open Peer Review Response to comment 3 p
We have revised this by linking the cut-off to the test. As such, it now reads: The cut-off value of ≥1 for MUST and ≥4 for PG-SGA gave the best
combination of the Se and Sp. Response to comment 4 p
We have supplied the information on the time needed for the tests: PG-SGA and MUST in
paragraph 4 and paragraph 5 of the introduction section, respectively. Competing Interests: No competing interests. Reviewer Report 15 August 2022 Reviewer Report 15 August 2022 Are sufficient details of methods and analysis provided to allow replication by others?
Partly Page 13 of 17 Yes
Are the conclusions drawn adequately supported by the results? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Oncology, nutrition, paediatrics, ethics
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. Author Response 02 Nov 2023
Caroline Auma
Response to comment 1
I confirm that proofreading has been done to correct the grammatical errors. Response to comment 2
We have included this in the second last line of paragraph 3 in the introduction section:
Sensitivity (Se) and Specificity (Sp). Response to comment 3
We have revised this by linking the cut-off to the test. As such, it now reads: The cut-off value of ≥1 for MUST and ≥4 for PG-SGA gave the best
combination of the Se and Sp. Response to comment 4
We have supplied the information on the time needed for the tests: PG-SGA and MUST in
paragraph 4 and paragraph 5 of the introduction section, respectively. Competing Interests: No competing interests. F1000Research 2022, 11:755 Last updated: 14 OCT 202 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Yes
Are the conclusions drawn adequately supported by the results? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Oncology, nutrition, paediatrics, ethics
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. Yes https://doi.org/10.5256/f1000research.135124.r143589 © 2022 Ngesa O. This is an open access peer review report distributed under the terms of the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the
original work is properly cited. Oscar Ngesa Oscar Ngesa
Department of Mathematics and Physical Sciences, Taita Taveta University, Voi, Kenya
Below is my review of the paper titled “Performance of Malnutrition Universal Screening Tool and
Patient-Generated Global Subjective Assessment in screening for cancer-related malnutrition in Nairobi, Kenya”. Nairobi, Kenya”. The study aims at evaluating the performance of the Patient Generated-Subjective Global
Assessment (PG-SGA) and Malnutrition Universal Screening Tool (MUST) in screening for
malnutrition among cancer patients in Kenya. The cancers of interest in this setting are head and
neck, respiratory and gastrointestinal cancer. Bayesian Latent Class Model (BLCM) was employed
in the analysis. It is a preferred approach in the absence of a gold standard. Generally, the paper is well written in an appropriate language and easy to follow. Below are my specific comments and queries. In the introduction, put 39% to 87% instead of 39 to 87%. ○
All citations at the end of each sentence should be placed before the period/full stop rather
than after. This needs to be corrected in the entire document. ○
The noun citation styles Kaduka,Bukania,17 and Ramboer, Verhamme57 do not seem to be
correct. Confirm the style. ○
Can the authors check for model stability and robustness of the estimates via sensitivity
analysis? Changing the different priors. ○
The authors mentioned that they would assess convergence of the models using visual
appraisal of the density plots and Gelman-Rubin Diagnostic plots. However, none of these is
reported in the document. ○ In the introduction, put 39% to 87% instead of 39 to 87%. ○
All citations at the end of each sentence should be placed before the period/full stop rather
than after. This needs to be corrected in the entire document. ○
The noun citation styles Kaduka,Bukania,17 and Ramboer, Verhamme57 do not seem to be
correct Confirm the st le
○ All citations at the end of each sentence should be placed before the period/full stop rather
than after. This needs to be corrected in the entire document. ○ Is the study design appropriate and is the work technically sound?
Yes Is the study design appropriate and is the work technically sound? Yes
Are sufficient details of methods and analysis provided to allow replication by others? Partly
If applicable, is the statistical analysis and its interpretation appropriate? Partly
Are all the source data underlying the results available to ensure full reproducibility? Yes
Are the conclusions drawn adequately supported by the results? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Statistical Modeling; Bayesian analysis; Malnutrition Analysis
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have Oscar Ngesa Oscar Ngesa
Department of Mathematics and Physical Sciences, Taita Taveta University, Voi, Kenya
Below is my review of the paper titled “Performance of Malnutrition Universal Screening Tool and
Patient-Generated Global Subjective Assessment in screening for cancer-related malnutrition in g
epartment of Mathematics and Physical Sciences, Taita Taveta University, Voi, Kenya Page 14 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Response to comment 5 We have included this as the last part of the results section. It reads: On the convergence of the MCMC chains, the density plots of all posterior
estimates yielded unimodal distributions. Similarly, the G elman-Rubin diagnostic statistics
for the parameters produced unitary ratios. These results suggest convergence of the
chains. Competing Interests: No competing interests were disclosed. Author Response 09 Nov 2023 Response to comment 4 Based on the three assumptions of the latent class analysis, we only met the minimum
criteria. In particular, we only had two populations thus the constancy of Se and Sp
estimates could not be assessed. Secondly, the two tests (MUST and PG-SGA) target different symptoms thus we assumed
conditional independence. Finally, there was no prior information on any of the parameters in particular the Se and Sp. Therefore sensitivity analysis by modifying priors wouldn't be possible. Are the conclusions drawn adequately supported by the results?
Yes Page 15 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 Response to comment 3 This has been revised to align with the rest of the in-text citations. significant reservations, as outlined above. Author Response 02 Nov 2023 Response to comment 1 p
Revised as recommended. Now reads 39% to 87%. Response to comment 2 We have revised this as advised. However, It looks like this is an error from the journal
editors because, from the Word document that I submitted, the citations were correctly
placed at the end. Caroline Auma More to Comment 2
Regarding citations coming after the full stops, I noticed the same issue after version 2 was
published. I engaged the editors and they said the change couldn't be made due to F1000
journal style. More to Comment 2 Competing Interests: No competing Interests. Page 16 of 17 F1000Research 2022, 11:755 Last updated: 14 OCT 2024 The benefits of publishing with F1000Research:
Your article is published within days, with no editorial bias
•
You can publish traditional articles, null/negative results, case reports, data notes and more
•
The peer review process is transparent and collaborative
•
Your article is indexed in PubMed after passing peer review
•
Dedicated customer support at every stage
•
For pre-submission enquiries, contact research@f1000.com The benefits of publishing with F1000Research:
Your article is published within days, with no editorial bias
•
You can publish traditional articles, null/negative results, case reports, data notes and more
•
The peer review process is transparent and collaborative
•
Your article is indexed in PubMed after passing peer review
•
Dedicated customer support at every stage
•
For pre-submission enquiries, contact research@f1000.com The benefits of publishing with F1000Research: The benefits of publishing with F1000Research: Page 17 of 17
|
https://openalex.org/W3124893366
|
https://jurnal.ugm.ac.id/v3/IJP/article/download/596/264
|
English
| null |
Synthesis and antitumor properties of some new N-(5-R-benzyl-1,3-thiazol-2-yl)-4,5-dihydro-1H-imidazole-2-carboxamides
|
Indonesian Journal of Pharmacy
| 2,020
|
cc-by
| 6,268
|
INTRODUCTION compound with similar structure (1) were
described. The antimicrobial (Sueleyman et al.,
2005; Chaudhary et al., 2011) and anticancer
(Beauchard
et
al.,
2009)
activity
of such
compounds were reported. They are also ligands of
ad renergic α2 receptor (Saczewski et al., 2006),
inhibitors of cyclooxygenase (Tanaka et al., 1994),
and glycogen synthase kinase-3 (Saczewski et al.,
2006), which can be considered as prominent
anticancer targets (Satish and Woodgett, 2008). 2-Aminothiazole and their derivatives are of
great importance in the organic and medicinal
chemistry field (Nevagi, 2014; Chhabriaet et al.,
2016; Aejazet et al., 2015). 2-Aminothiazole core is
privileged structure for the compounds with a
broad spectrum of activities, such as antibacterial
(Vukovic et al., 2008), antifungal (Edwardset et al.,
2013), antitubercular (Al-Balas et al., 2009), anti-
HIV (Venkatachalam et al., 2001), antioxidant
(Chaban et al., 2019), pesticidal (Wilkes et al.,
1991), anti-inflammatory (Holla et al., 2003) etc. Among 2-aminothiazole-based compounds 5-
benzyl derivatives are of special interest over the
last decades. Significant antimicrobal (Khalilet et
al., 2015) and anticancer activities of these
compounds (Krasavin et al., 2009; Pokhodylo et al.,
2014; Choi et al., 2011; Schiedel et al., 2016; Finiuk
et al., 2017; Ostapiuk et al., 2018) have been
reported. Aminothiazole derivatives have been also
used as sensitive analytical reagents (Lozynska et
al., 2015; Tymoshuk et al., 2019). Indonesian Journal of Pharmacy Indonesian Journal of Pharmacy VOL 31 (3) 2020: 150–160 | RESEARCH ARTICLE dymyr Ya Horishny1, Iryna V Drapak2, Taras I Chaban2, Yuriy V Ostapiuk3, Vasyl S Matiychuk3 1. Department of Pharmaceutical, Organic and Bioorganic Chemistry Danylo Halytsky Lviv National
Medical University, Lviv, 79010, Ukraine y,
,
,
2. Department of General, Bioinorganic, Physical and Colloidal Chemistry, Danylo Halytsky Lviv National
Medical University, 69 Pekarska, Lviv, 79010, Ukraine y
3. Department of Organic Chemistry, Ivan Franko National University of Lviv, 6 Kyryla і Mefodia, Lviv,
79005, Ukraine y
3. Department of Organic Chemistry, Ivan Franko National University of Lviv, 6 Kyryla і Mefodia, Lviv,
79005, Ukraine Info Article
ABSTRACT
Submitted: 02-06-2020
Revised: 30-06-2020
Accepted: 01-09-2020
*Corresponding author
Vasyl S Matiychuk
Email:
v_matiychuk@ukr.net
New
N-(5-R-benzyl-1,3-thiazol-2-yl)-2-morpholin-4-yl-2-oxoaceta-
mides have been prepared in good yields via the reaction of N-(5-R-benzyl-
1,3-thiazol-2-yl)-2-chloroacetamides with sulfur and morfoline. These
compounds react with ethendiamine to form series of novel N-[5-R-benzyl)-
1,3-thiazol-2-yl]-4,5-dihydro-1H-imidazole-2-carboxamides with excellent
yields. Anticancer activity screening of synthesized compounds was carried
out within the framework of Developmental Therapeutic Program of the
National Cancer Institute's (DTP,NCI, Bethesda, Maryland, USA). It was
showed that compounds are promising for new anticancer agents search. Keywords: organic synthesis, thiazole, imidazole, anticancer activity. MATERIALS AND METHODS
Chemicals and reagents All chemicals were of analytical grade and
commercially
available. All
reagents
and
solvents were used without further purification
and drying. 0
Indonesian J Pharm 31(3), 2020, 150-160 | indonesianjpharm.farmasi.ugm.ac.id
Copyright© 2020 THE AUTHOR(S). This article is distributed under a Creative Commons Attribution-ShareAlike 4.0 International
(CC BY-SA 4.0) The general procedure for 2-morpholin-4-yl-N-
aryl-2-thioxoacetamides (2a-e) preparation. The general procedure for 2-morpholin-4-yl-N-
aryl-2-thioxoacetamides (2a-e) preparation. N-{5-[2-chloro-5-(trifluoromethyl)benzyl]-1,3-
thiazol-2-yl}-2-morpholin-4-yl-2-
thioxoacetamide (2e)
Yield 71%, mp 207-209°C. 1H NMR (400
MHz, DMSO): δ = 12.67 (s, 1H, NH), 7.89 (s, 1H,
C6H3), 7.71 (d, J = 7.3 Hz, 1H, C6H3), 7.66 (d, J = 7.0
Hz, 1H, C6H3), 7.36 (s, 1H, thiazole), 4.32 (s, 2H,
ArCH2), 4.08 (s, 2H, CH2), 3.73 (d, J = 2.5 Hz, 2H,
CH2), 3.64 (s, 2H, CH2), 3.59 (s, 2H, CH2). Anal.calcd.for C17H15ClF3N3O2S2: C, 45.39; H, 3.36;
N, 9.34. Found: C, 45.15; H, 3.23; N, 9.25. N-{5-[2-chloro-5-(trifluoromethyl)benzyl]-1,3-
thiazol-2-yl}-2-morpholin-4-yl-2-
thioxoacetamide (2e)
Yield 71%, mp 207-209°C. 1H NMR (400
MHz, DMSO): δ = 12.67 (s, 1H, NH), 7.89 (s, 1H,
C6H3), 7.71 (d, J = 7.3 Hz, 1H, C6H3), 7.66 (d, J = 7.0
Hz, 1H, C6H3), 7.36 (s, 1H, thiazole), 4.32 (s, 2H,
ArCH2), 4.08 (s, 2H, CH2), 3.73 (d, J = 2.5 Hz, 2H,
CH2), 3.64 (s, 2H, CH2), 3.59 (s, 2H, CH2). Anal.calcd.for C17H15ClF3N3O2S2: C, 45.39; H, 3.36;
N, 9.34. Found: C, 45.15; H, 3.23; N, 9.25. N-{5-[2-chloro-5-(trifluoromethyl)benzyl]-1,3-
thiazol-2-yl}-2-morpholin-4-yl-2-
thioxoacetamide (2e) A suspension of 0.01mol of powdered
sulfur in 10mL of morpholine was stirred for
5min. To
the
prepared
solutions
the
chloroacetamides (0.05 mol) was added, and
stirred for 60min room temperature. The reaction
mixture was poured into 200mL water and left for
24 h. The solid precipitated was filtered off, washed
with water (20mL), dried and crystallized from
ethanol. (
)
Yield 71%, mp 207-209°C. 1H NMR (400
MHz, DMSO): δ = 12.67 (s, 1H, NH), 7.89 (s, 1H,
C6H3), 7.71 (d, J = 7.3 Hz, 1H, C6H3), 7.66 (d, J = 7.0
Hz, 1H, C6H3), 7.36 (s, 1H, thiazole), 4.32 (s, 2H,
ArCH2), 4.08 (s, 2H, CH2), 3.73 (d, J = 2.5 Hz, 2H,
CH2), 3.64 (s, 2H, CH2), 3.59 (s, 2H, CH2). Anal.calcd.for C17H15ClF3N3O2S2: C, 45.39; H, 3.36;
N, 9.34. Found: C, 45.15; H, 3.23; N, 9.25. The general procedure fot 4,5-dihydro-1H-
imidazole-2-carboxamides (3a-e) preparation N-[5-(4-chlorobenzyl)-1,3-thiazol-2-yl]-4,5-
dihydro-1H-imidazole-2-carboxamide (3b) N-[5-(4-chlorobenzyl)-1,3-thiazol-2-yl]-4,5-
dihydro-1H-imidazole-2-carboxamide (3b)
Yield 97%, mp 230°C (decomp.). 1H NMR
(400 MHz, DMSO): δ = 7.33 (d, J = 8.3 Hz, 2H, C6H4),
7.24 (d, J = 8.3 Hz, 2H, C6H4), 7.13 (s, 1H, thiazole),
4.00 (s, 2H, ArCH2), 3.81 (s, 4H, 2CH2). Anal.calcd.for C14H13ClN4OS: C, 52.42; H, 4.08; N,
17.46. Found: C, 52.15; H, 4.10; N, 17.67. N-[5-(4-chlorobenzyl)-1,3-thiazol-2-yl]-4,5-
dihydro-1H-imidazole-2-carboxamide (3b) Chemistry All the melting points were determined in an
open capillary and are uncorrected. 1H- spectra
were recorded on a Varian Mercury 400 (400MHz
for 1H). Mass spectra were run using Agilent
1100 series LC/MSD. Agilent Technologies Inc. with an API–ES/APCI ionization mode. The
elemental analysis of experimental data on
contents of Carbon, Hydrogen and Nitrogen were
within ±0.3 % of the theoretical values. In this work we described the synthesis and
anticancer activity of N-[5-R-benzyl)-1,3-thiazol-2-
yl]-4,5-dihydro-1H-imidazole-2-carboxamides. The latter are the new class of organic compounds
and their biological activity is not investigated. However, the synthesis and biological properties of 150 Volodymyr Ya Horishny N-(5-benzyl-1,3-thiazol-2-yl)-4,5-dihydro-1H-
imidazole-2-carboxamide (3a) Yield 85%, mp 235°C. 1H NMR (400 MHz,
DMSO): δ = 7.31 - 7.17 (m, 5H, C6H5), 7.14 (s, 1H,
thiazole), 4.01 (s, 2H, ArCH2), 3.83 (s, 4H, 2CH2). ESI-MS:
m/z
287
[M+H]+;
Anal. calcd.for
C14H14N4OS: C, 58.72; H, 4.93; N, 19.57. Found: C,
58.45; H, 4.82; N, 19.43. N-[5-(2-chlorobenzyl)-1,3-thiazol-2-yl]-2-
morpholin-4-yl-2-thioxoacetamide (2c) N-[5-(2-chlorobenzyl)-1,3-thiazol-2-yl]-2-
morpholin-4-yl-2-thioxoacetamide (2c)
Yield 99%, mp 191-193°C. 1H NMR
(400 MHz, DMSO): δ = 12.67 (s, 1H, NH), 7.59 – 7.39
(m, 2H, C6H4), 7.37 – 7.17 (m, 3H, C6H4, thiazole),
4.21 (s, 2H, ArCH2), 4.14 – 3.93 (m, 2H, CH2),
3.72 (s, 2H, CH2), 3.63 (d, J = 4.1 Hz, 2H, CH2), 3.57
(s, 2H, CH2). Anal.calcd.for C16H16ClN3O2S2: C,
50.32; H, 4.22; N, 11.00. Found: C, 50.17; H, 4.11; N,
11.15. N-[5-(2-chlorobenzyl)-1,3-thiazol-2-yl]-2-
morpholin-4-yl-2-thioxoacetamide (2c) N-(5-benzyl-1,3-thiazol-2-yl)-2-morpholin-4-
yl-2-thioxoacetamide (2a) Yield 86%, mp 188-190°C. 1H NMR (400
MHz, DMSO): δ = 12.61 (s, 1H, NH), 7.50 – 7.16 (m,
6H, C6H4, thiazole), 4.10 (s, 2H, PhCH2), 4.08 (d, J =
4.1 Hz, 2H, CH2), 3.73 (d, J = 4.0 Hz, 2H, CH2), 3.64
(s, 2H, CH2), 3.58 (s, 2H, CH2). Anal.calcd.for
C16H17N3O2S2: C, 55.31; H, 4.93; N, 12.09. Found: C,
55.12; H, 4.90; N, 12.15. Method A. 0.0015mol of the corresponding
morpholin-4-yl-2-thioxoacetamide 2a-e and 4mL
of ethylenediamine was stirred at 50ºС for 30min. The mixture was cooled and poured into the 30mL
of water. The precipitate was filtered, washed with
water, dried and recrystallized from an alcohol. Method B. 1g of sulfur was dissolved in
ethylenediamine (10 mL), and stirred for 30min. To
the
formed
solution,
0.006mol
of
the
corresponding chloroacetamide was added with
constant stirring for 10min. The mixture was
continued stirred for 30min, then cooled and
poured into the 100mL of water and leave for 1 day. The precipitate was filtered, washed with water,
dried and recrystallized from an alcohol. N-[5-(4-chlorobenzyl)-1,3-thiazol-2-yl]-2-
morpholin-4-yl-2-thioxoacetamide (2b)
Yield 93%, mp 238-240°C. 1H NMR (400
MHz, DMSO): δ = 12.65 (s, 1H, NH), 7.36 (d, J = 8.2
Hz, 2H, C6H4), 7.34 – 7.26 (m, 3H, thiazole, C6H4),
4.10 (s, 2H, ArCH2), 4.07 (s, 2H, CH2), 3.73 (s, 2H,
CH2), 3.64 (s, 2H, CH2), 3.58 (s, 2H, CH2). Anal.calcd.for C16H16ClN3O2S2: C, 50.32; H, 4.22; N,
11.00. Found: C, 50.49; H, 4.30; N, 10.75. Synthesis and antitumor properties 3.84 (s, 4H, 2CH2). ESI-MS: m/z 321 [M+H]+; Anal. calcd.for C14H13ClN4OS: C, 52.42; H, 4.08; N, 17.46. Found: C, 52.17; H, 3.97; N, 17.50. Three dose-response parameters were
calculated for each compound. Growth inhibition of
50% (GI50) was calculated from [(Ti − Tz)/(C − Tz)]
×100−50, which is the drug concentration resulting
in a 50% lower net protein increase in the treated
cells (measured by SRB staining) as compared to
the net protein increase seen in the control cells. The drug concentration resulting in total growth
inhibition (TGI) was calculated from Ti = Tz. The
LC50 (concentration of drug resulting in a 50%
reduction in the measured protein at the end of the
drug treatment as compared to that at the
beginning) indicating a net loss of cells following
treatment was calculated from [(Ti − Tz)/Tz] × 100
= -50. Values were calculated for each of these three
parameters if the level of activity was reached;
however, if the effect was not reached or was
exceeded, the value for that parameter was
expressed as more or less than the maximum or
minimum concentration was tested. N-{5-[2-chloro-5-(trifluoromethyl)benzyl]-1,3-
thiazol-2-yl}-4,5-dihydro-1H-imidazole-2-
carboxamide (3e) Yield 95%, mp>260°C. 1H NMR (400 MHz,
DMSO): δ = 7.78 – 7.56 (m, 2H, C6H4), 7.33 (s, 1H),
7.14 (s, 1H, thiazole), 4.09 (s, 2H, ArCH2), 3.81 (s,
4H, 2CH2). Anal. calcd.for C15H12ClF3N4OS: C, 46.34;
H, 3.11; N, 14.41. Found: C, 46.50; H, 3.00; N, 14.62. N-{5-[3-(trifluoromethyl)benzyl]-1,3-thiazol-2-
yl}-4,5-dihydro-1H-imidazole-2-carboxamide
(3d) Yield 79%, mp 253-255°C. 1H NMR (400
MHz, DMSO): δ = 7.57 (s, 1H, C6H4), 7.54-7.50 (m,
3H, C6H4), 7.17 (s, 1H, thiazole), 4.13 (s, 2H, ArCH2),
3.83 (s, 4H, 2CH2). Anal.calcd.for C15H13F3N4OS: C,
50.84; H, 3.70; N, 15.81. Found: C, 50.60; H, 3.52; N,
15.58. 2-Morpholin-4-yl-2-thioxo-N-{5-[3-
(trifluoromethyl)benzyl]-1,3-thiazol-2-
yl}acetamide (2d) Yield 81%, mp 187-189°C. 1H NMR (400
MHz, DMSO): δ = 12.73 – 12.64 (br.s, 1H, NH), 7.67
(s, 1H, C6H4), 7.63-7.54 (br.s, 3H, C6H4), 7.38 (s, 1H,
thiazole), 4.23 (s, 2H, ArCH2), 4.11 - 4.03 (m, 2H,
CH2), 3.72 (s, 2H, CH2), 3.64 (s, 2H, CH2), 3.61 – 3.53
(m, 2H, CH2). Anal.calcd.for C17H16F3N3O2S2: C,
49.15; H, 3.88; N, 10.11. Found: C, 48.97; H, 3.72; N,
9.99. N-[5-(2-chlorobenzyl)-1,3-thiazol-2-yl]-4,5-
dihydro-1H-imidazole-2-carboxamide
(3c)
Yield 95%, mp 230°C(decomp.). 1H NMR
(400 MHz, DMSO): δ = 7.42 (d, J = 7.4 Hz, 1H, C6H4),
7.35 (d, J = 7.3 Hz, 1H, C6H4), 7.31 – 7.21 (m, 2H,
C6H4), 7.12 (s, 1H, thiazole), 4.12 (s, 2H, ArCH2), 151 Volume 31 Issue 3 (2020) Pharmacology y
Diazonium salts are important reagents in
organic synthesis, which are easily obtained from
readily available aromatic amines. The utilization
of diazonium salts in the design and synthesis of
combinatorial libraries of furane (Obushak et al.,
2009; Gorak et al., 2009; Obushak et al., 2008),
pyrazole (Matiichuk et al., 2008), and 1,2,3-triazole
(Obushak et al., 2009) derivatives, as well as some
fused heterocycles (Chaban et al., 2019; Zelisko et
al., 2015; Chaban et al., 2017; Zubkov et al., 2010;
Klenina et al., 2017; Chaban et al., 2018) has
been shown in our previous works. In this
work we developed the new method of the
synthesis of N-[5-R-benzyl)-1,3-thiazol-2-yl]-4,5-
dihydro-1H-imidazole-2-carboxamide 3a–e based
on diazonium salt as a started reagents. At the
first stage 2-chloro-N-[5-(R-benzyl)-thiazol-2-yl]-
acetamides were prepared via described protocol
(Scheme 1) (Obushak et al., 2004; Ostapiuk et al.,
2012). Cytotoxic activity against malignant human tumor
cells Cytotoxic activity against malignant human tumor
cells The tested compounds were added to the
culture at a single concentration (10−5M) and the
cultures were incubated for 48 h. Endpoint
determinations were made with a protein binding
dye, sulforhodamine B (SRB). Results for each
tested compound were reported as the percent
growth of the treated cells when compared to the
untreated control cells. The percent growth was
evaluated
spectrophotometrically
versus
not
treated controls. The cytotoxic and/or growth
inhibitory effects of the most active compounds
were tested in vitro against the full panel of about
60 human tumor cell lines at 10-fold dilutions of
five concentrations ranging from 10−4to 10−8M. The
48-h continuous drug exposure protocol was
followed and an SRB protein assay was used to
estimate cell viability or growth. Using the seven absorbance measurements
[time zero, (Tz), control growth in the absence of
drug, (C), and test growth in the presence of drug at
the five concentration levels (Ti)], the percent
growth was calculated at each of the drug
concentrations levels. Percent growth inhibition
was calculated as: It well known that chloroacetanilides react
with sulfur and morfoline to form corresponding
monothiooxamides (Yarovenko et al., 1999). But
chloracetamide derivatives of heterocyclic amines
were not investigated in this reaction. So, we study
the reaction of chloracetamides 1a-e, sulfur and
morfoline. The optimal conditions for the synthesis
of target monothiooxamides were the next: firstly,
sulfur was stirred with morfoline for 30min. (this
time is needed to obtain a sufficient amount of
polysulfides in the reaction mixture); − Tz) × 100 for concentrations for which Ti ≥ Tz
− Tz)
−Tz) ×100 for concentrations for which Ti <Tz 152 Volume 31 Issue 3 (2020) Volume 31 Issue 3 (2020) Volodymyr Ya Horishny Scheme 1 Synthesis of 2-chloro-N-[5-(R-benzyl)-thiazol-2-yl]-acetamides Scheme 1. Synthesis of 2-chloro-N-[5-(R-benzyl)-thiazol-2-yl]-acetamides. Scheme 1. Synthesis of 2-chloro-N-[5-(R-benzyl)-thiazol-2-yl]-acetamides. Scheme 2. Synthesis of N-[5-R-benzyl-1,3-thiazol-2-yl]-4,5-dihydro-1H-imidazole-2-carboxamide Scheme 3. Tautomeric transformationN-[5-R-benzyl-1,3-thiazol-2-yl]-4,5-dihydro-1H-imidazole-2-
carboxamides. Scheme 3. Tautomeric transformationN-[5-R-benzyl-1,3-thiazol-2-yl]-4,5-dihydro-1H-imidazole-2
carboxamides. Scheme 3. Tautomeric transformationN-[5-R-benzyl-1,3-thiazol-2-yl]-4,5-dihydro-1H-imidazole-2-
carboxamides. form N-[5-R-benzyl)-1,3-thiazol-2-yl]-4,5-dihydro-
1H-imidazole-2-carboxamides 3a-e(Scheme 2). after, the corresponding chloroacetyl derivative
was added and mixture and stirred for 1 hour. This
protocol affords compounds 2a–e in a very high
purity and in excellent yields (Scheme 2). We exanimated the possibility of the
synthesis of 4,5-dihydroimidazole-2-carboxamides
3a-e in one-pot reaction of 1, sulfur, and
ethylenediamine (Scheme 2). The reaction was
carried out by heating in DMF within 5–6 hours, but
yields of the final products were lower and
required additional crystallizations. Cytotoxic activity against malignant human tumor
cells Test
compounds
Average
growth,
%
Range of
growth, %
Most sensitive cell
line (cancer line/type) GP%
Positive
cytostatic
effecta
2a
100.84 78.99-115.40 UO-31 (RenalCancer) 78.99;
0/60
2b
103.91 80.33-123.38 UO-31 (Renal Cancer) 80.33;
0/60
2c
99.72
69.30-110.27 CCRF-CEM (Leukemia) 69.30; UO-31 (RenalCancer)
72.21
1/60
2d
100.00 74.53-118.71 UACC-62 (Melanoma) 74.77; CAKI-1 (RenalCancer)
79.31; UO-31 (RenalCancer) 74.53
2/60
2e
90.13
67.14-114.39
HOP-92 (Non-Small Cell Lung Cancer)70.37; UACC-62
(Melanoma) 72.57; CAKI-1 (RenalCancer) 67.14; UO-
31 (RenalCancer) 69.52
4/60
3a
90.59
57.10-120.12
CCRF-CEM (Leukemia) 57.10;HL-60(TB) (Leukemia)
60.59; K-562 (Leukemia) 70.21; MOLT-4 (Leukemia)
71.88; RPMI-8226 (Leukemia) 59.91; SR (Leukemia)
71.04;
UACC-62
(Melanoma)
71.70;
A498
(RenalCancer) 61.61;
8/60
3b
80.86
40.80-121.62
CCRF-CEM (Leukemia) 54.37; HL-60(TB) (Leukemiaa)
40.80; K-562 (Leukemia) 48.68; MOLT-4 (Leukemia)
69.14; RPMI-8226 (Leukemia) 58.04;EKVX (Non-
Small Cell Lung Cancer) 64.09;NCI-H23 (Non-Small
Cell Lung Cancer) 68.17;HCT-15 (Colon Cancer) 67.36;
SK-MEL-5 (Melanoma) 62.84;UO-31 (Renal Cancer)
59.68
15/60
3c
41.92
-53.18-95.07
CCRF-CEM (Leukemia) -13.34; HL-60(TB) (Leukemia)
8.60; K-562 (Leukemia) 10.33; MOLT-4 (Leukemia) -
17.55; SR (Leukemia) - 19.89; A549/ATCC (Non-Small
Cell Lung Cancer) 23.55; NCI-H460 (Non-Small Cell
Lung Cancer) 13.67; HCT-116 (Colon Cancer) 36.93;
KM12 (Colon Cancer) 35.70; SF-295 (CNS Cancer)
4.89; SF-539 (CNS Cancer) 2.96; LOX IMVI (Melanoma)
-53.09;
M14
(Melanoma)
30.71;
MDA-MB-435
(Melanoma) 30.36; UACC-62 (Melanoma) 38.95;
OVCAR-4 (Ovarian Cancer) 31.04; OVCAR-8 (Ovarian
Cancer) 34.53; NCI/ADR-RES (Ovarian Cancer) 36.71;
786-0 (Renal Cancer) 45.35; ACHN (Renal Cancer)
33.01; CAKI-1 (Renal Cancer) -53.18; SN12C (Renal
Cancer) 38.86; UO-31 (Renal Cancer) -17.10
50/60
aRatio between number of cell lines with percent growth from 0 to75 and total number of cell lines. Table I. Overview of the preliminary anticancer assay at single dose concentration of 10μM. Table I. Overview of the preliminary anticancer assay at single dose concentration of 10μM. Cytotoxic activity against malignant human tumor
cells p
y
y
(
)
Synthesized
N-(5-R-benzyl-1,3-thiazol-2-
yl)-2-morpholin-4-yl-2-oxoacetamides 2a–ewere
investigated in the reaction with ethendiamine. It
was found. that the heating of reagents for 30 min
at 50°C led to the closure of the imidazoline ring to 153 Volume 31 Issue 3 (2020) Synthesis and antitumor properties Synthesis and antitumor properties Table I. Overview of the preliminary anticancer assay at single dose concentration of 10μM. Test
compounds
Average
growth,
%
Range of
growth, %
Most sensitive cell
line (cancer line/type) GP%
Positive
cytostatic
effecta
2a
100.84 78.99-115.40 UO-31 (RenalCancer) 78.99;
0/60
2b
103.91 80.33-123.38 UO-31 (Renal Cancer) 80.33;
0/60
2c
99.72
69.30-110.27 CCRF-CEM (Leukemia) 69.30; UO-31 (RenalCancer)
72.21
1/60
2d
100.00 74.53-118.71 UACC-62 (Melanoma) 74.77; CAKI-1 (RenalCancer)
79.31; UO-31 (RenalCancer) 74.53
2/60
2e
90.13
67.14-114.39
HOP-92 (Non-Small Cell Lung Cancer)70.37; UACC-62
(Melanoma) 72.57; CAKI-1 (RenalCancer) 67.14; UO-
31 (RenalCancer) 69.52
4/60
3a
90.59
57.10-120.12
CCRF-CEM (Leukemia) 57.10;HL-60(TB) (Leukemia)
60.59; K-562 (Leukemia) 70.21; MOLT-4 (Leukemia)
71.88; RPMI-8226 (Leukemia) 59.91; SR (Leukemia)
71.04;
UACC-62
(Melanoma)
71.70;
A498
(RenalCancer) 61.61;
8/60
3b
80.86
40.80-121.62
CCRF-CEM (Leukemia) 54.37; HL-60(TB) (Leukemiaa)
40.80; K-562 (Leukemia) 48.68; MOLT-4 (Leukemia)
69.14; RPMI-8226 (Leukemia) 58.04;EKVX (Non-
Small Cell Lung Cancer) 64.09;NCI-H23 (Non-Small
Cell Lung Cancer) 68.17;HCT-15 (Colon Cancer) 67.36;
SK-MEL-5 (Melanoma) 62.84;UO-31 (Renal Cancer)
59.68
15/60
CCRF CEM (L
k
i ) 13 34 HL 60(TB) (L
k
i )
50/60 Table I. Overview of the preliminary anticancer assay at single dose concentration of 10μM. the spectrum is due to a rapid tautomeric
transformation (Scheme 3).
For the same reason, the NH protons of the
amide group of the 4,5-dihydro-1H-imidazole ring
do not appear at all. Signals of protons of the
methylene group of the benzyl radical are at 4.00 -
4.13 ppm. The 4-H proton signals of the thiazole
moiety are at 7.12 - 7.17 ppm. Cytotoxic activity against malignant human tumor
cells Test
compounds
Average
growth,
%
Range of
growth, %
Most sensitive cell
line (cancer line/type) GP%
Positive
cytostatic
effecta
2a
100.84 78.99-115.40 UO-31 (RenalCancer) 78.99;
0/60
2b
103.91 80.33-123.38 UO-31 (Renal Cancer) 80.33;
0/60
2c
99.72
69.30-110.27 CCRF-CEM (Leukemia) 69.30; UO-31 (RenalCancer)
72.21
1/60
2d
100.00 74.53-118.71 UACC-62 (Melanoma) 74.77; CAKI-1 (RenalCancer)
79.31; UO-31 (RenalCancer) 74.53
2/60
2e
90.13
67.14-114.39
HOP-92 (Non-Small Cell Lung Cancer)70.37; UACC-62
(Melanoma) 72.57; CAKI-1 (RenalCancer) 67.14; UO-
31 (RenalCancer) 69.52
4/60
3a
90.59
57.10-120.12
CCRF-CEM (Leukemia) 57.10;HL-60(TB) (Leukemia)
60.59; K-562 (Leukemia) 70.21; MOLT-4 (Leukemia)
71.88; RPMI-8226 (Leukemia) 59.91; SR (Leukemia)
71.04;
UACC-62
(Melanoma)
71.70;
A498
(RenalCancer) 61.61;
8/60
3b
80.86
40.80-121.62
CCRF-CEM (Leukemia) 54.37; HL-60(TB) (Leukemiaa)
40.80; K-562 (Leukemia) 48.68; MOLT-4 (Leukemia)
69.14; RPMI-8226 (Leukemia) 58.04;EKVX (Non-
Small Cell Lung Cancer) 64.09;NCI-H23 (Non-Small
Cell Lung Cancer) 68.17;HCT-15 (Colon Cancer) 67.36;
SK-MEL-5 (Melanoma) 62.84;UO-31 (Renal Cancer)
59.68
15/60
3c
41.92
-53.18-95.07
CCRF-CEM (Leukemia) -13.34; HL-60(TB) (Leukemia)
8.60; K-562 (Leukemia) 10.33; MOLT-4 (Leukemia) -
17.55; SR (Leukemia) - 19.89; A549/ATCC (Non-Small
Cell Lung Cancer) 23.55; NCI-H460 (Non-Small Cell
Lung Cancer) 13.67; HCT-116 (Colon Cancer) 36.93;
KM12 (Colon Cancer) 35.70; SF-295 (CNS Cancer)
4.89; SF-539 (CNS Cancer) 2.96; LOX IMVI (Melanoma)
-53.09;
M14
(Melanoma)
30.71;
MDA-MB-435
(Melanoma) 30.36; UACC-62 (Melanoma) 38.95;
OVCAR-4 (Ovarian Cancer) 31.04; OVCAR-8 (Ovarian
Cancer) 34.53; NCI/ADR-RES (Ovarian Cancer) 36.71;
786-0 (Renal Cancer) 45.35; ACHN (Renal Cancer)
33.01; CAKI-1 (Renal Cancer) -53.18; SN12C (Renal
Cancer) 38.86; UO-31 (Renal Cancer) -17.10
50/60
aRatio between number of cell lines with percent growth from 0 to75 and total number of cell lines. aRatio between number of cell lines with percent growth from 0 to75 and total number of cell lines. The structures of the obtained compounds
were confirmed by1H NMR, mass spectroscopy and
elemental analysis. Spectroscopic data of all
compounds were in accordance to the proposed
structures. In 1H NMR spectra, signals of methylene
group protons of N-[5-R-benzyl)-1,3-thiazol-2-yl]-
4,5-dihydro-1H-imidazole-2-carboxamides appear
as a singlets at 3.81-3.84 ppm. Such a character of the spectrum is due to a rapid tautomeric
transformation (Scheme 3). the spectrum is due to a rapid tautomeric
transformation (Scheme 3). For the same reason, the NH protons of the
amide group of the 4,5-dihydro-1H-imidazole ring
do not appear at all. Signals of protons of the
methylene group of the benzyl radical are at 4.00 -
4.13 ppm. The 4-H proton signals of the thiazole
moiety are at 7.12 - 7.17 ppm. Cytotoxic activity against malignant human tumor
cells For the same reason, the NH protons of the
amide group of the 4,5-dihydro-1H-imidazole ring
do not appear at all. Signals of protons of the
methylene group of the benzyl radical are at 4.00 -
4.13 ppm. The 4-H proton signals of the thiazole
moiety are at 7.12 - 7.17 ppm. For the same reason, the NH protons of the
amide group of the 4,5-dihydro-1H-imidazole ring
do not appear at all. Signals of protons of the
methylene group of the benzyl radical are at 4.00 -
4.13 ppm. The 4-H proton signals of the thiazole
moiety are at 7.12 - 7.17 ppm. 154 Volume 31 Issue 3 (2020) Volodymyr Ya Horishny Table 2. In vitro anticancer activity at 60 human tumor cell lines for compound 3c. Disease
Celllime
GI50,
µM
TGI
µM
Disease
Celllime
GI50,
µM
TGI
µM
Leukemia
CCRF-CEM
1.56
>100
Melanoma
LOX IMVI
0.15
1.12
HL-60(TB)
2.80
11.5
MALME-3M
65.9
>100
K-562
3.93
>100
M14
6.85
>100
MOLT-4
2.23
>100
MDA-MB-435
7.65
>100
RPMI-8226
5.38
>100
SK-MEL-2
11.0
55.4
SR
1.77
>100
SK-MEL-28
54.6
>100
NSC
lungcancer
A549/ATCC
2.23
>100
SK-MEL-5
2.81
14.6
EKVX
5.70
>100
UACC-257
5.99
>100
HOP-62
19.4
58.5
UACC-62
11.6
79.0
HOP-92
2.85
10.3
Ovarian
Cancer
IGROV1
3.92
>100
NCI-H226
2.57
80.9
OVCAR-3
4.99
>100
NCI-H23
6.98
>100
OVCAR-4
12.3
>100
NCI-H322M
>100
>100
OVCAR-5
12.2
>100
NCI-H460
3.20
>100
OVCAR-8
4.60
>100
NCI-H522
1.97
58.1
NCI/ADR-RES
6.01
>100
Colon
Cancer
COLO 205
8.68
>100
SK-OV-3
40.7
>100
HCC-2998
16.2
>100
Renal
Cancer
786-0
3.71
35.1
HCT-116
7.27
>100
A498
41.3
>100
HCT-15
6.13
>100
ACHN
3.93
19.6
HT29
5.81
>100
CAKI-1
3.43
28.3
KM12
2.89
23.1
RXF 393
4.27
20.3
SW-620
7.07
>100
SN12C
7.89
21.2
CNS Cancer
SF-268
5.30
>100
TK-10
3.21
9.94
SF-295
2.71
9.79
UO-31
2.88
15.5
SF-539
3.95
>100
Breast
Cancer
MCF7
7.73
>100
SNB-19
2.99
>100
MDA-MB-
SNB-75
1.57
4.43
231/ATCC
4.81
>100
U251
7.83
>100
HS 578T
8.47
5.99
Prostate
Cancer
PC-3
6.52
>100
BT-549
8.33
>100
DU-145
1.54
>100
T-47D
5.13
>100
MDA-MB-468
5.52
>100 Pharmacology Сpd
Subpanel tumor cell lines
L
NSCLC
ColC
CNSC
M
OV
RC
PC
BC
MG-MID
3c
2.95
16.1
7.72
4.06
18.5
12.1
9.79
4.03
6.67
9.01
5-FU
15.1
>100
8.4
72.1
70.6
61.4
45.6
22.7
76.4
22.60
Cisplatin
6.3
9.4
21.0
4.7
8.5
6.3
10.2
5.6
13.3
9.48
Curcumin
3.7
9.2
4.7
5.8
7.1
8.9
10.2
11.2
5.9
7.41 Table III. Anticancer selectivity pattern of the most active compound 3c at the GI50 (С, μМ) and TGI (С, μМ)
levels Table III. Anticancer selectivity pattern of the most active compound 3c at the GI50 (С, μМ) and TGI (С, μМ)
levels
Сpd
Parameters
Subpanel tumor cell lines
L
NSCLC
ColC
CNSC
M
OV
RC
PC
BC
3c
GI50
2.95
16.1
7.72
4.06
18.5
12.1
9.79
4.03
6.67
SI*
3.08
0.57
1.18
2.24
0.49
0.75
0.93
2.26
1.36
TGI
85.25
67.48
89.01
69.3
>100
72.23
31.24
>100
84.33
SI**
0.91
1.13
0.87
1.12
0.78
1.08
2.49
0.78
0.92
*Selectivity index at the GI50 (С, μМ) level; **Selectivity index at the TGI (С, μМ) level. L – leukemia, NSCLCC – non-
small cell lung cancer, ColC – colon cancer, CNSC – CNS cancer, M – melanoma, OV– ovarian cancer, RC – renal cancer,
PC – prostate cancer, BC – breast cancer. Table IV. Mean growth inhibitory concentration (GI50, µM) of compound 3c in comparison with 5-FU,
Cisplatin and Curcumin *Selectivity index at the GI50 (С, μМ) level; **Selectivity index at the TGI (С, μМ) level. L – leukemia, NSCLCC – non-
small cell lung cancer, ColC – colon cancer, CNSC – CNS cancer, M – melanoma, OV– ovarian cancer, RC – renal cancer,
PC – prostate cancer, BC – breast cancer. Table IV. Mean growth inhibitory concentration (GI50, µM) of compound 3c in comparison with 5-FU,
Cisplatin and Curcumin. Cisplatin and Curcumin. Сpd
Subpanel tumor cell lines
L
NSCLC
ColC
CNSC
M
OV
RC
PC
BC
MG-MID
3c
2.95
16.1
7.72
4.06
18.5
12.1
9.79
4.03
6.67
9.01
5-FU
15.1
>100
8.4
72.1
70.6
61.4
45.6
22.7
76.4
22.60
Cisplatin
6.3
9.4
21.0
4.7
8.5
6.3
10.2
5.6
13.3
9.48
Curcumin
3.7
9.2
4.7
5.8
7.1
8.9
10.2
11.2
5.9
7.41 percent (GPmean) of 41.92%. Moreover, this
derivative demonstrated cytotoxic effect on
Leukemia cell lines CCRF-CEM (GP=-13.34%),
MOLT-4 (GP=-17.55%) and SR (GP=- 19.89%),
Melanoma cell lines LOXIMVI (GP =-53.09%), Renal
Cancer cell lines CAKI-1 (GP=-53.18%), UO-31
(GP=-17.10%). Pharmacology reported as the percent of cancer cell line growth
(GP%) (Table I). The range of GP% shows the
lowest and the highest values founded for different
cancer cell lines. gy
Among
newly
synthesized
compounds
substances 2a-e and 3a-c were selected by the
National Cancer Institute (NCI) Developmental
Therapeutic Program for the in vitro cell line
screening to investigate their anticancer activity. The human tumor cell lines were derived from nine
different cancer types: leukemia, melanoma, lung,
colon, CNS, ovarian, renal, prostate, and breast
cancers. Primary
anticancer
assays
were
performed according to the DTP protocol (NCI
USA), which was described elsewhere (Boyd et al.,
1995; Boyd et al., 1997; Shoemaker et al.,
2006).The results of primary screening are Tested compounds 2a-e showed a low
antitumor activity in the in vitro screening assay. For the compounds 3a and 3b the average levels of
cell growth (GPmean) were 90.59% and 80.86 %
respectively. It should be noted, that selective
action of tested compounds was observed towards
Leukemia cell lines (range of GP= 57.10–71.88%
(compound 3a) and GP= 35.01–69.14% (3b). The
most active compound 3c was found to be effective
against 50 cell lines with the average cell growth 155 Volume 31 Issue 3 (2020) Synthesis and antitumor properties Table III. Anticancer selectivity pattern of the most active compound 3c at the GI50 (С, μМ) and TGI (С, μМ)
levels
Сpd
Parameters
Subpanel tumor cell lines
L
NSCLC
ColC
CNSC
M
OV
RC
PC
BC
3c
GI50
2.95
16.1
7.72
4.06
18.5
12.1
9.79
4.03
6.67
SI*
3.08
0.57
1.18
2.24
0.49
0.75
0.93
2.26
1.36
TGI
85.25
67.48
89.01
69.3
>100
72.23
31.24
>100
84.33
SI**
0.91
1.13
0.87
1.12
0.78
1.08
2.49
0.78
0.92
*Selectivity index at the GI50 (С, μМ) level; **Selectivity index at the TGI (С, μМ) level. L – leukemia, NSCLCC – non-
small cell lung cancer, ColC – colon cancer, CNSC – CNS cancer, M – melanoma, OV– ovarian cancer, RC – renal cancer,
PC – prostate cancer, BC – breast cancer. Table IV. Mean growth inhibitory concentration (GI50, µM) of compound 3c in comparison with 5-FU,
Cisplatin and Curcumin. Pharmacology Significant cytostatic effect was
observed toward Leukemia cell lines HL-60(TB)
(GP=8.60), CNS Cancer cell lines SF-295(GP=4.89)
and SF-539(GP=2.96). lines for the tested compound. For the MG_MID
calculation, insensitive cell lines were included
with the highest concentration tested. The mentioned derivative demonstrated a
high activity toward the SR Leukemia cell lines
(GI50=1.77µM), NCI-H522NSC lung cancer cell lines
(GI50=1.97µM), SNB-75 CNS Cancer cell lines (GI50=
1.57µM), and DU-145 Prostate Cancer cell lines
(GI50=1.97µM). For some cancer cell lines the
cytotoxic effect was observed: HOP-92 Non-Small
Cell Lung Cancer cell lines LC5 =62.0 µM; LOX IMVI
Melanoma cell lines LC50=4.48µM; and RXF Renal
Cancer cell lines LC50=69.5µM. (
)
Finally, compound 3c was selected for an
advanced assay against a panel of approximately
sixty tumor cell lines at 10-fold dilutions of five
concentrations (100µM, 10µM, 1.0µM, 0.1µM and
0.01µM) (Table II). The percentage of growth was
evaluated spectrophotometrically versus controls
not treated with test agents after 48h exposure and
using SRB protein assay to estimate cell viability or
growth. Dose–response
parameters
were
calculated for each cell line: GI50 – molar
concentration of the compound that inhibits 50%
net cell growth; TGI – molar concentration of the
compound leading to the total inhibition; and LC50–
molar concentration of the compound leading to
50% net cell death. Furthermore, a mean graph
midpoints (MG_MID) were calculated for GI50,
giving an average activity parameter over all cell µ
The selectivity index (SI) obtained by
dividing the full panel MG-MID (μM) of the
compound 3c by its individual subpanel MG-MID
(μM) was consideredas a measure of compound’s
selectivity. Ratios between 3 and 6 refer to
moderate selectivity, ratios greater than 6 indicate
high selectivity toward the corresponding cell line,
while compounds not meeting ei ther of the criteria
are rated non-selective (Rostom, 2006). In this
context, the active compound 3с demonstrates
moderate selectivity toward Leukemia cell lines at
the GI50 levels (SI=3.08) and low selectivity toward
Renal Cancer cell lines (SI=2.49) at the TGI levels
(Table III). Volume 31 Issue 3 (2020) 156 Volodymyr Ya Horishny acp synthase Mtfabh. PLoS One, 4(5): 5617-
5621. The
screening
results
revealed
that
compound 3c possesses potent in vitro antitumor
activity, with MG-MID = 9.01 in comparison with
standard anticancer agent 5-fluorouracil (5-FU),
Cisplatin MG-MID = 22.60 and Curcumin MG-MID =
7.41 (Table IV). CONCLUSIONS Here, we have shown the development of
new efficient protocol for N-[5-benzyl-1,3-thiazol-
2-yl]-4,5-dihydro-1H-imidazole-2-carboxamides
synthesis. The row of N-[5-R-benzyl-1,3-thiazol-2-
yl]-4,5-dihydro-1H-imidazole-2-carboxamides was
synthesized with high yields. Primary anticancer
assay of synthesized compounds was performed at
approximately sixty human tumor cell lines panel
within DTP protocol (Drug Evaluation Branch,
National Cancer Institute, Bethesda, USA). The
compounds with significant levels of anticancer
activities have been found, that can be used for
further optimization. N-[5-(2-chlorobenzyl)-1,3-
thiazol-2-yl]-4,5-dihydro-1H-imidazole-2- Boyd MR., Paull KD., 1995. Some practical
considerations and applications of the
national cancer institute in vitro anticancer
drug discovery screen. Drug Dev Res., 34:
91-109. https://doi.org/10.1002/ddr.430340203 Boyd MR., Teicher BA., 1997. In: cancer drug
discovery and development. Humana Press,
2: 23-43. Chaban T., Klenina O., Harkov S., Ogurtsov V.,
Chaban I., Nektegaev I., 2017. Synthesis of
some new N3 substituted 6-phenylazo-3Н-
thiazolo[4,5-b]pyridin-2-ones as possible
anti-inflammatory agents. Pharmacia, 64(4):
16-30. http://bsphs.org/wp-
content/uploads/2018/02/Chaban.pdf y ]
y
carboxamide (3с) could be treated as prospective
antitumor agent. The results prove the necessity of
further investigations to clarify the features
underlying
the
antitumor
effect
of
tested
compounds. Chaban T., Klenina O., Chaban I., Ogurtsov V.,
Harkov S., Lelyukh M., 2018. Thiazolo[5,4-
d]pyrimidines
and
thiazolo[4,5-
d]pyrimidines: A review on synthesis and
Pharmacological
importance
of
their
derivatives. Pharmacia,
65(2):
54-70. http://bsphs.org/wp-
content/uploads/2018/08/Chaban.pdf ACKNOWLEDGEMENT The authors are grateful to specialists from
Drug Synthesis and Chemistry Branch, National
Cancer Institute, Bethesda, MD, USA, for in vitro
evaluation of anticancer activity. Pharmacology Beauchard A., Jaunet A., Murillo L., Baldeyrou B.,
Lansiaux A., Chérouvrier JR., Domon L., Picot
L., Bailly C., 2009. Synthesis and antitumoral
activity of novel thiazolobenzotriazole,
thiazoloindolo[3,2-c]quinoline
and
quinolinoquinoline derivatives. Eur J Med
Chem.,
44(10):
3858-3865. https://doi.org/10.1016/j.ejmech.2009.04. 012 REFERENCES Chaban T., Ogurtsov V., Chaban I., Myrko I., Harkov
S., Leluykh M., 2019. Synthesis of some new
4-iminothiazolidine-2-ones
as
possible
antioxidants agents. Pharmacia, 66 (1): 27-
32. https://doi.org/10.3897/pharmacia.66.e35
131 Aejaz A., Khurshid IM, Sayyed N, 2015. A review on
thiazole: recent developments and biological
activities. Med
Chem.,
3:
51-70. https://doi.org/10.17311/sciintl.2013.253. 260 Akito T., Hiroyoshi S., Yukio M., Takatoshi I., Hisashi
T, 1994. Antiplatelet agents based on
cyclooxygenase
inhibition
without
ulcerogenesis. evaluation and synthesis of
4,5-bis(4-methoxyphenyl)-2-substituted-
thiazoles. J Med Chem., 37(8): 1189-1199. https://doi.org/10.1021/jm00034a017 Chaban TI., Ogurtsov VV., Matiychuk VS., Chaban
IG., Demchuk IL., Nektegayev IA., 2019. Synthesis,
anti-inflammatory
and
antioxidant
activities
of
novel
3H-
thiazolo[4,5-b]pyridines. Acta
Chim. Slovenica,
66
(1):
103–111. https://doi.org/10.17344/acsi.2018.4570 Al-BalasQ, Anthony NG., Al-Jaidi B., Alnimr A.,
Abbott G., Brown AK., Taylor RC., Besra GS.,
McHugh TD., Gillespie SH., Johnson BF.,
Mackay SP., Coxon GD., 2009. Identification
of
2-amino-thiazole-4-carboxylate
derivatives active against mycobacterium
tuberculosis H37rv and the beta-ketoacyl- Chaudhary M., Pareek D., Pareek PK., Kant R., Ojha
KG., Pareek A., 2011. Synthesis of some new
biologically active benzothiazole derivatives
containing benzimidazole and imidazoline 157 Volume 31 Issue 3 (2020) Synthesis and antitumor properties moieties. Bull Korean Chem Soc., 32(1): 131-
136. Eur
J
Med
Chem.,
38(3):
313-318. https://doi.org/10.1016/S0223-
5234(02)01447-2 Chhabria MT., Patel S., Modi P., Brahmkshatriya PS.,
2016. Thiazole: A review on chemistry,
synthesis and therapeutic importance of its
derivatives. Curr Top Med Chem., 16(26):
2841-2862. https://doi.org/10.2174/15680266166661
60506130731 Khalil A., Edwards JA., Rappleye CA., Tjarks W.,
2015. Design, synthesis, and biological
evaluation of aminothiazole derivatives
against
the
fungal
pathogens
Histoplasmacapsulatum and Cryptococcus
neoformans. Bioorg Med Chem., 23(3): 532-
547. https://doi.org/10.1016/j.bmc.2014.12.00
6 Choi MJ., Jung KH., Kim D., Lee H., Zheng HM., Park
BH., Hong SW., Kim MH., Hong S., Hong SS.,
2011. Anti-cancer effects of a novel
compound HS-113 on cell growth, apoptosis,
and angiogenesis in human hepatocellular
carcinoma cells. Cancer Lett, 306(2): 190-
196. https://doi.org/10.1016/j.canlet.2011.03.0
05 Klenina O., Chaban T., Zimenkovsky B., Harkov S.,
Ogurtsov V., Chaban I., Myrko I., 2017. Qsar
modeling for antioxidant activity of novel
N3substituted 5,7-dimethyl-3Н-thiazolo[4,5-
b]pyridin-2-ones. Pharmacia, 64(4): 49-71. http://bsphs.org/wp-
content/uploads/2018/02/Klenina.pdf Edwards JA., Kemski MM., Rappleye CA., 2013. Identification of an aminothiazole with
antifungal activity against intracellular
histoplasmacapsulatum
antimicrobial
agents. Chemotherapy, 57(9): 4349-4359. https://doi.org/10.1128/AAC.00459-13 Krasavin M., Karapetian R., Konstantinov I.,
Gezentsvey Y., Bukhryakov K., Godovykh E.,
Soldatkina O., Lavrovsky Y., Sosnov AV.,
Gakh AA., 2009. Discovery and potency
optimization of 2-amino-5-arylmethyl-1,3-
thiazole derivatives potential therapeutic
agents for prostate cancer. Arch Pharm.,
342(7):
420-427. REFERENCES https://doi.org/10.1002/ardp.200800201 Finiuk NS., Hreniuh VP., Ostapiuk YuV., Matiychuk
VS., Frolov DA., Obushak MD., Stoika RS.,
Babsky AM., 2017. Antineoplastic activity of
novel thiazole derivatives. Biopolymers and
Cell,
33(2):
135-146. http://dx.doi.org/10.7124/bc.00094B Lozynska L., Tymoshuk O., Chaban T., 2015. Spectrophotometric studies of 4-[n’-(4-
imino-2-oxo-thiazolidin-5-ylidene)-
hydrazino]-benzenesulfonic
acid
as
a
reagent for the determination of Palladium. Acta Chim Slovenica, 62 (1): 159-167. https://doi.org/10.17344/acsi.2014.866 http://dx.doi.org/10.7124/bc.00094B Francieszek S., Tabin P., Tyacke RJ., Maconie A.,
Saczewski J., KornickaA., Nutt DJ., Hudson
AL.,
2006
2-(4,5-Dihydroimidazol-2-
yl)benzimidazoles
as
highly
selective
imidazoline
I2/adrenergic
α2
receptor
ligands. Bioorg Med Chem., 14(19): 6679-
6685. https://doi.org/10.1016/j.bmc.2006.06.02
0 Matiichuk VS., Potopnyk MN., Obushak MD., 2008. Molecular
design
of
pyrazolo[3,4-
d]pyridazines. Russ J Org Chem., 44(9):
1352-1361. https://doi.org/10.1134/S1070428008090
182 Gorak YuI., Obushak ND., Matiychuk VS., Lytvyn RZ.,
2009. Synthesis
of heterocycles from
arylation
products
of
unsaturated
compounds: XVIII. 5-Arylfuran-2-carboxylic
acids and their application in the synthesis
of 1,2,4-thiadiazole, 1,3,4-oxadiazole, and
[1,2,4]triazolo[3,4-b][1,3,4]thiadiazole
derivatives. Russ J Org Chem., 45(4): 541-
550. https://doi.org/10.1134/S1070428009040
125 Nevagi RJ., 2014. Biological and medicinal
significance of 2-aminothiazoles. Pharm
Lett.,
6
(5):
134-150. https://www.scholarsresearchlibrary.com/
articles/biological-and-medicinal-
significance-of-2aminothiazoles.pdf Obushak ND., Matiichuk VS., Vasylyshin RY.,
Ostapiuk YuV., 2004. Heterocyclic syntheses
on the basis of arylation products of
unsaturated
compounds
3-aryl-2-
chloropropanals
as
reagents
for
the
synthesis of 2-amino-1,3-thiazole derivative. Russ
J
Org
Chem.,
40(3):
383-389. Holla BS., Malini KV., Rao BS., Sarojini BK., Kumari
NS., 2003. Synthesis of some new 2,4-
disubstitutedthiazoles
as
possible
antibacterial and anti-inflammatory agents. 158 Volume 31 Issue 3 (2020) Volume 31 Issue 3 (2020) Volodymyr Ya Horishny https://doi.org/10.1023/B:RUJO.00000349
76.75646.85 Satish P., Woodgett J., 2008. Glycogen synthase
kinase-3 and cancer: good cop, bad cop. Cancer cell, 14(5): 351-353. https://doi.org/
10.1016/j.ccr.2008.10.013 Obushak ND., Gorak YuI., Matiychuk VS., Lytvyn RZ.,
2008. Synthesis of heterocycles based on
arylation
products
of
unsaturated
compounds: XVII. Arylation of 2-acetylfuran
and synthesis of 3-R-6-(5-aryl-2-furyl)-7H-
[1,2,4]triazolo[3,4-b][1,3,4]thiadiazines. Russ J Org Chem., 44 (11): 1689-1694. https://doi.org/10.1134/S1070428008110
213 Schiedel M., Rumpf T., Karaman B., Lehotzky A.,
Oláh J., Gerhardt S., Ovádi J., Sippl W., Einsle
O., Jung M., 2016. Aminothiazoles as potent
and selective sirt 2 inhibitors: a structure-
activity relationship study. J Med Chem.,
59(4):
1599-1612. https://doi.org/10.1021/acs.jmedchem.5b
01517 Obushak MD., Matiychuk VS., Turytsya VV., 2009. A
new approach to the synthesis of 3,4-
dihydroisocoumarin
derivatives. Tetrahedron
Lett.,
50(45):
6112-6115. https://doi.org/10.1016/j.tetlet.2009.08.02
4 Servi S., Genc M., Guer S., Koca M., 2005. The
synthesis and antimicrobial activity of some
new methyl N-arylthiocarbamates, dimethyl
N-aryldithiocarbonimidates
and
2-
arylamino-2-imidazolines. Eur J Med Chem.,
40(7):
687-693. https://doi.org/10.1016/j.ejmech.2005.02. REFERENCES 002 Obushak ND., Lesyuk AI., Gorak YI., Matiychuk VS.,
2009. Mechanism of Meerwein arylation of
furan derivatives. Russ J Org Chem., 45(9):
1388-1394. https://doi.org/10.1134/S1070428009090
103 Shoemaker RH., 2006. The NC I60 human tumour
cell line anticancer drug screen. Nature
Revievs
Cancer,
6:
813-823. https://doi.org/10.1038/nrc1951 Ostapiuk YVA., Obushak MD., Matiychuk VS.,
Naskrent MB., Gzella AK., 2012. A convenient
method for the synthesis of 2-[(5-benzyl-
1,3-thiazol-2-yl)imino]-1,3-thiazolidin-4-
one derivatives. Tetrahedron Lett., 53 (5):
543-545. https://doi.org/10.1016/j.tetlet.2011.11.09
3 Tymoshuk O., Oleksiv L., Khvalbota L., Chaban T.,
Patsay
I.,
2019. Spectrophotometric
determination
of
ru(iv)
using
5-
hydroxyimino-4-imino-1,3-thiazolidin-2-
one as a novel analytical reagent. Acta Chim
Slovenica,
66(1):
62–69. http://dx.doi.org/10.17344/acsi.2018.4570 Ostapiuk YV., Frolov DA., Vasylyschyn RY.,
Matiychuk
VS.,
2018. Synthesis
and
antitumor
activities
of
new
N-(5-
benzylthiazol-2-yl)-2-(heteryl-5-
ylsulfanyl)-acetamides. Biopolymers and
Cell,
34(1):
59–71. https://doi.org/10.7124/bc.000971 Venkatachalam TK., Sudbeck EA., Mao C., Uckun
FM., 2001. Anti-hiv activity of aromatic and
heterocyclic thiazolylthiourea compounds. Bioorg Med Chem Lett., 11(4): 523-528. https://doi.org/10.1016/S0960-
894X(01)00011-7 p //
g/
894X(01)00011-7 Vukovic N., Sukdolak S., Solujic S., Milosevic T.,
2008. Synthesis
and
antimicrobial
evaluation of some novel 2-aminothiazole
derivatives of 4-hydroxy-chromene-2-one. Arch
Pharm.,
341(8):
491-496. https://doi.org/ 10.1002/ardp.200700215. Pokhodylo N., Shyyka O., Matiychuk V., 2014. Synthesis and anticancer activity evaluation
of
new
1,2,3-triazole-4-carboxamide
derivatives. Med Chem Res., 23(5): 2426-
2438. https://doi.org/10.1007/s00044-
013-0841-8 p //
g/
/
p
Wilkes MC., Lavrik PB., Freenplate J., 1991. Synthesis
of
n-benzoyl-n-alkyl-2-
aminothiazoles: helio this vires censproin
secticides. Journal of Agricultural Food
Chemistry,
39(9):
1652-1657. https://doi.org/10.1021/acs.jafc.6b02032 Rostom S., 2006. Synthesis and in vitro antitumor
evaluation
of
some
indeno[1,2-
c]pyrazol(in)es
substituted
with
sulfonamide,
sulfonylurea(-thiourea)
pharmacophores, and some derived thiazole
ring systems. Bioorg Med Chem., 14 (19):
6475-6485. https://doi.org/10.1016/j.bmc.2006.06.02
0 Available at: http://www.dtp.nci.nih.gov (Accessed
10 February 2019). https://doi.org/10.1016/j.bmc.2006.06.02 Yarovenko
VN.,
Kosarev
SA.,
Zavarzin
IV.,
Krayushkin
MM.,
1999. Reactions
of
monothiooxamides
with
N-nucleophiles. Volume 31 Issue 3 (2020) 159 Synthesis and antitumor properties Synthesis
of
4,5-dihydroiidazole-2-
carboxanilides. Russ Chem Bull., 71(4): 749–
753. https://doi.org/10.1007/BF02496262 Zubkov FI., Ershova JD., Zaytsev VP., Obushak MD.,
Matiychuk VS., Sokolova EA., Khrustalev VN.,
Varlamov AV., 2010. The first example of an
intramolecular Diels-Alder furan (IMDAF)
reaction of iminium salts and its application
in a short and simple synthesis of the
isoindolo[1,2-a]isoquinoline core of the
jamtine
and
hirsutine
alkaloids. Tetrahedron Lett., 51 (52): 6822-6824. https://doi.org/10.1016/j.tetlet.2010.10.04 g
Zelisko NA., Atamanyuk DA., Ostapiuk YB., Bryhas
AB., Matiychuk VS., Gzella AC., Lesyk RB.,
2015. Synthesis of fused thiopyrano[2,3-
d][1,3]thiazoles
via
hetero-Diels-Alder
reaction
related
tandem
and
domino
processes. Tetrahedron Lett., 71(50): 9501-
9508. https://doi.org/10.1016/j.tet.2015.10.019 6 160 Volume 31 Issue 3 (2020) Volume 31 Issue 3 (2020)
|
https://openalex.org/W2965280594
|
https://hal.science/hal-02326265/document
|
English
| null |
Sulcal organization in the medial frontal cortex provides insights into primate brain evolution
|
Nature communications
| 2,019
|
cc-by
| 15,916
|
Céline Amiez, Jerome Sallet, William D. Hopkins, Adrien Meguerditchian,
Fadila Hadj-Bouziane, Ben Suliann, Charles R E Wilson, Emmanuel Procyk,
Michael Petrides To cite this version: Céline Amiez, Jerome Sallet, William D. Hopkins, Adrien Meguerditchian, Fadila Hadj-Bouziane, et
al.. Sulcal organization in the medial frontal cortex provides insights into primate brain evolution. Nature Communications, 2019, 10 (1), pp.3437. 10.1038/s41467-019-11347-x. hal-02326265 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-02326265
https://hal.science/hal-02326265v1
Submitted on 22 Oct 2019 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License ARTICLE 9-11347-x Sulcal organization in the medial frontal cortex
provides insights into primate brain evolution Although the relative expansion of the frontal cortex in primate evolution is generally
accepted, the nature of the human uniqueness, if any, and between-species anatomo-func-
tional comparisons of the frontal areas remain controversial. To provide a novel interpretation
of the evolution of primate brains, sulcal morphological variability of the medial frontal cortex
was assessed in Old World monkeys (macaque/baboon) and Hominoidea (chimpanzee/
human). We show that both Hominoidea possess a paracingulate sulcus, which was pre-
viously thought to be unique to the human brain and linked to higher cognitive functions, such
as mentalizing. Also, we show systematic sulcal morphological organization of the medial
frontal cortex that can be traced from Old World monkeys to Hominoidea species, demon-
strating an evolutionarily conserved organizational principle. These data provide a new fra-
mework to compare sulcal morphology, cytoarchitectonic areal distribution, connectivity, and
function across the primate order, leading to clear predictions about how other primate brains
might be anatomo-functionally organized. 1 Univ Lyon, Université Lyon 1, Inserm, Stem Cell and Brain Research Institute U1208, 69500 Bron, France. 2 Wellcome Integrative Neuroimaging Centre,
Department of Experimental Psychology, University of Oxford, Oxford OX1 3SR, UK. 3 Department of Comparative Medicine, University of Texas MD
Anderson Cancer Center, Bastrop, TX 78602, USA. 4 Laboratoire de Psychologie Cognitive, UMR7290, Université Aix-Marseille, CNRS, 13331 Marseille,
France. 5 Station de Primatologie CNRS, UPS846, 13790 Rousset, France. 6 Brain & Language Research Institute, Université Aix-Marseille, CNRS, 13604 Aix-
en-Provence, France. 7 Integrative Multisensory Perception Action & Cognition Team (ImpAct), INSERM U1028, CNRS UMR5292, Lyon Neuroscience
Research Center (CRNL), University of Lyon 1, 69500 Lyon, France. 8 Institut des Sciences Cognitives Marc Jeannerod, UMR5229, CNRS-Université Claude
Bernard Lyon I, 69675 Bron, France. 9 Montreal Neurological Institute, Department of Neurology and Neurosurgery and Department of Psychology, McGill
University, Montreal, QC H3A 2B4, Canada. 10These authors contributed equally: Céline Amiez, Jérôme Sallet. Correspondence and requests for materials
should be addressed to C.A. (email: celine.amiez@inserm.fr) 1 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications TURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x H H
ow is the human brain unique? Although the relative
expansion of the frontal cortex in primate evolution is
generally accepted, the nature of the changes that occur
remains controversial. Neuroanatomy offers a window into the
evolution of brain circuits and their functions. Sulcal organization in the medial frontal cortex
provides insights into primate brain evolution At a macroscopic
level, a large body of literature has emphasized the link between
the extent of gyrification, the rapid expansion of the cerebral
cortex, and the complexity of the computational processing per-
formed in a given brain1. Several hypotheses have been proposed
to explain the origin of sulci and gyri: genetic control1, cortical
growth2, tension of white matter cortico-cortical axons3, cortico-
thalamic axons4, or simply mechanical instability in a soft tissue
growing non-uniformly5. Although important, previous discus-
sions of cortical gyrification have not considered another major
dimension of sulcal pattern organization, i.e., its variability. Inter-
individual variability of traits is at the basis of many evolutionary
genetic studies6,7. Thus, the primary goal of the present study was
to investigate variability in sulcal phenotypes in four key primate
populations to provide new evidence and understanding of the
evolution of primate frontal cortex. thought to be unique to the human brain, such as mentalizing or
counterfactual thinking23. Whether the MFC is anatomo-
functionally comparable in the human and macaque brains
remains a subject for debate24,25. Based on neuroimaging ana-
tomical scans, we investigate the sulcal morphological variability
in Old-world monkeys (80 rhesus monkeys [Macaca mulatta]
and 88 baboons [Papio papio]) and Hominoidea (225 chimpan-
zees [Pan troglodytes] and 197 humans [Homo sapiens]) to
identify potential specific characteristics of the human MFC. y p
p
The analysis of the sulcal organization in the MFC of primates
provides critical new evidence of how the frontal cortex evolved
within the primate order. We here show that both Hominoidea
possess a PCGS, which was previously thought to be unique to the
human brain and linked to higher cognitive functions. We also
confirm the expansion of the most rostral part of the MFC in
humans. But overall, we reveal systematic sulcal morphological
organization of the MFC that can be traced from Old-world
monkeys to Hominoidea, demonstrating an evolutionarily con-
served organizational principle. Sulcal patterns follow a precise topographical organization8. It
is important to note that sulcal organization is not random
despite the presence of significant inter-hemispheric and inter-
subject variability. A straightforward example is the location of
the central sulcus. Although its shape, length, and depth may vary
across hemispheres and individuals, it is always present and
systematically located at the same strategic antero-posterior
location. Importantly, this is not a human specific feature as it is
observed in all primates9. Sulcal organization in the medial frontal cortex
provides insights into primate brain evolution Although the origin of gyrification is
not well understood, three types of sulci can be identified in
primates, based on their appearance during gestation. Primary
sulci, which appear first during gestation (e.g., central sulcus,
cingulate sulcus –CGS–)10,11, are present in all hemispheres and
in all individuals. By contrast, the probability of observing sec-
ondary/tertiary sulci is variable. For example, the paracingulate
sulcus (PCGS) is present only in about 70% of subjects at least in
one hemisphere12–14. Results The paracingulate sulcus (PCGS): an innovation of the brain in
Hominoidea. A major finding of the present analysis was the
demonstration that a PCGS can be observed, at least in one
hemisphere, in 70.1% of human brains and 33.8% of chimpanzee
brains, but not in baboon and macaque brains (dependent vari-
able: PCGS present (0/1), main effect species: χ2 = 242.18, df = 3,
p-value = 2.2e−16, logistic regression, GLM fitted using an
adjusted-score approach to bias reduction) (Fig. 1). A post-hoc
Tukey test demonstrated that the probability of occurrence of a
PCGS is significantly decreased from human to chimpanzee
brains (estimate = 1.47562, std. error = 0.20917, z-value = 7.054,
p-value < 0.001) (Fig. 1e). Interestingly, human and chimpanzee
brains differed with respect to asymmetries in the PCGS. In
human brains, the PCGS was present in the left hemisphere in
35% of subjects, in the right hemisphere in 12.7% of subjects, and
in both hemispheres in 22.8% of subjects, a distribution that
differed significantly (dependent variable: PCGS present (0/1),
main effect of left versus right hemispheres: χ2 = 19.912, df = 1,
p-value = 8.109e−06, logistic regression) (Fig. 1e). In contrast, in
the chimpanzee, the PCGS was present in the left hemisphere in
12.9% of subjects, in the right hemisphere in 14.2% of subjects,
and in both hemispheres in 6.7% of subjects, a distribution that
did not differ significantly (dependent variable: PCGS present (0/
1), main effect of left versus right hemispheres: χ2 = 0.12399, df
= 1, p-value = 0.7247). p
Importantly, several lines of evidence indicate that many pri-
mary sulci are limiting sulci between cytoarchitectonic areas. For
instance, the central sulcus is the limiting sulcus between the
primary motor cortex (area 4) which occupies the anterior bank
of this sulcus and extends for a variable distance on the precentral
gyrus and the primary somatosensory cortex (area 3) that lies on
its posterior bank15–17. Although there is some inter-individual
variability in the relation of the precise border of these areas and
macrostructural features across individual brains18, the central
sulcus remains a dividing line between the motor cortical region,
anteriorly, and the somatosensory cortical region, posteriorly17,19. Several studies performing single subject analysis have also
demonstrated that the organization of sulci and their variability is
pertinent to prediction of the location of functional areas in
various brain regions, e.g., refs. 20,21. NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications Results ILS present (0/1), main effect hemispheres (left/right): χ2 =
0.68999, df = 1, p-value = 0.4062 (ns)), the baboon brain (χ2 =
3.3591, df = 1, p-value = 0.06684 (ns)), or the macaque brain (χ2
= 0.42938, df = 1, p-value = 0.5123 (ns), logistic regression). However, the ILS was present significantly more often in the left
than the right hemisphere in the chimpanzee (χ2 = 10.419, df = 1,
p-value = 0.001247, logistic regression). Finally, in Hominoidea,
when a PCGS was present, the ILS was almost always absent
(Fig. 2b) (human: presence of ILS in hemispheres with a PCGS
versus hemispheres without a PCGS: χ2 = 30.221, df = 1, p-value
= 3.855e−08;
chimpanzee:
χ2 = 14.011,
df = 1,
p-value =
0.0001817, logistic regression). ILS present (0/1), main effect hemispheres (left/right): χ2 =
0.68999, df = 1, p-value = 0.4062 (ns)), the baboon brain (χ2 =
3.3591, df = 1, p-value = 0.06684 (ns)), or the macaque brain (χ2
= 0.42938, df = 1, p-value = 0.5123 (ns), logistic regression). However, the ILS was present significantly more often in the left
than the right hemisphere in the chimpanzee (χ2 = 10.419, df = 1,
p-value = 0.001247, logistic regression). Finally, in Hominoidea,
when a PCGS was present, the ILS was almost always absent
(Fig. 2b) (human: presence of ILS in hemispheres with a PCGS
versus hemispheres without a PCGS: χ2 = 30.221, df = 1, p-value
= 3.855e−08;
chimpanzee:
χ2 = 14.011,
df = 1,
p-value =
0.0001817, logistic regression). When evaluating the probability of occurrence of each one of the
four vertically oriented sulci along the CGS or PCGS, significant
species differences were found for PACS (dependent variable:
presence of sulci (0/1), main effect species: χ2 = 43.068, df = 3, p =
2.381e−09),
PRPACS
(χ2 = 49.192,
df = 3,
p = 1.187e−10),
VPCGS-P (χ2 = 108.8, df = 3, p = 2.2e−16), and VPCGS-A
(χ2 = 83.311, df = 3, p = 2.2e−16) (see Fig. 3a–d). For PACS,
VPCGS-P, and VPCGS-A, post-hoc analysis indicated that these
sulci are present in a higher proportion of human brains
compared to chimpanzee, macaque, and baboon brains. Addi-
tionally, the percentage of chimpanzee brains displaying a PACS,
VPCGS-A, and VPCGS-P was significantly higher compared to
macaque and baboon brains, but there was no significant
difference in the probability of occurrence of these sulci between
baboon and macaque brains. Results Collectively, these findings
strongly suggest that sulcal organization in primates is not ran-
dom, but rather has anatomo-functional relevance that is likely
associated with the evolution of increasingly sophisticated sen-
sory, motor, and cognitive functions. To what extent sulcal
morphology across primate brains can provide insights into the
anatomo-functional organization of brains in higher primates and
brain evolution in the primate order remains poorly understood. p
The presence/absence of an intralimbic sulcus (ILS), which is a
shallow sulcus coursing parallel and ventral to the cingulate
sulcus, was also examined in the four primate samples. The
probability of observing an ILS in at least one hemisphere differed
between species (proportions: 27%, 18.7%, 12.5%, and 11.3% of
human, chimpanzee, baboon, and macaque brains, respectively;
logistic regression, dependent variable: ILS present (0/1), main
effect of species: χ2 = 18.993, df = 3, p-value = 0.0002743, Fig. 2a). Post-hoc Tukey analysis showed that the presence of an ILS in
human brains was significantly higher than in all other primate
species. This analysis revealed no significant differences in the
presence of the ILS between the three non-human primate species
(chimpanzee versus baboon: p-value = 0.5502, chimpanzee versus
macaque: p-value = 0.4176, baboon versus macaque: p-value =
0.9942). The aim of the present study is to determine how the medial
frontal cortex (MFC) sulcal organization has evolved through the
primate order. For instance, one study13 has shown that the
cytoarchitectonic organization of the cingulate cortical region is
modulated, depending on the presence/absence of the PCGS. This
cingulate/paracingulate region is often neglected in comparative
studies22, despite its key role in cognitive processing often We also tested for asymmetries in the presence of ILS within
each species by assessing whether the ILS was more frequent in
one hemisphere compared to the other. No interhemispheric
differences were found in the human brain (dependent variable: 2 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x a HUMAN
734045 - LH
459453 - LH
No PCGS
PCGS
b
e
CHIMPANZEE
c BABOON
d MACAQUE
PCGS PRESENCE
CGS
CGS
PCGS
#126 - RH
#8 - LH
No PCGS
PCGS
No PCGS
No PCGS
% of subjects displaying a PCGS
HUMAN
BABOON
PCGS in both H
PCGS in LH
PCGS in RH
No PCGS
100
0
25
50
75
CHIMP
***
ns
***
***
#92 - RH
#13 - LH
MACAQUE
Fig. 1 Presence of the paracingulate sulcus (PCGS) across primates. NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications Results The location of the cingulate sulcus (CGS) is shown in red in typical hemispheres
displaying no PCGS and in those displaying a PCGS in human (a) and chimpanzee (b), as well as in typical hemispheres of baboon (c) and macaque
(d) brains. The location of the PCGS is shown in yellow in typical hemispheres displaying a PCGS in the human (a) and chimpanzee brains (b). A PCGS is
observed in both human and chimpanzee brains, but not in baboon and macaque brains (e). The probability of occurrence of a PCGS decreased from
Human to chimpanzee. The PCGS is lateralized in the left hemisphere in human, but not in chimpanzee brains. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001,
ns non-significant. Source data are provided as a Source Data file e
PCGS PRESENCE
% of subjects displaying a PCGS
HUMAN
BABOON
PCGS in both H
PCGS in LH
PCGS in RH
No PCGS
100
0
25
50
75
CHIMP
***
ns
***
***
MACAQUE b d Fig. 1 Presence of the paracingulate sulcus (PCGS) across primates. The location of the cingulate sulcus (CGS) is shown in red in typical hemispheres
displaying no PCGS and in those displaying a PCGS in human (a) and chimpanzee (b), as well as in typical hemispheres of baboon (c) and macaque
(d) brains. The location of the PCGS is shown in yellow in typical hemispheres displaying a PCGS in the human (a) and chimpanzee brains (b). A PCGS is
observed in both human and chimpanzee brains, but not in baboon and macaque brains (e). The probability of occurrence of a PCGS decreased from
Human to chimpanzee. The PCGS is lateralized in the left hemisphere in human, but not in chimpanzee brains. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001,
ns non-significant. Source data are provided as a Source Data file Specifically, we observed that the PACS, PRPACS, VPCGS-P, and
VPCGS-A sulci, spurs, or dimples, could be reliably located with
respect to four anatomical landmarks: the rostral limit of the
pons, the anterior commissure, the caudal limit of the genu of the
corpus callosum, and the rostral limit of the corpus callosum (see
“Methods” and Fig. 3). Results a The probability of occurrence of an ILS is higher in human compared with non-human primate brains. A post-hoc
Tukey test indicated no significant difference in the presence of the ILS in the three non-human primate species. Only in chimpanzee brains, the probability
of observing an ILS is higher in the left than in the right hemisphere. No difference between the probability of occurrence of ILS in the left versus
right hemisphere was found in human, baboon, and macaque brains. b In Hominoidea, when a PCGS is present, the ILS is almost always absent. Statistics:
*p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file (χ2 = 38.617, df = 1, p = 2.092e−08), and macaque brains (χ2 =
67.617, df = 1, p = 1.382e−14). As can be seen in Fig. 4a–d,
PACS, PRPACS, and VPCGS-A are the most conserved sulci
across primate species, while VPCGS-P is the least conserved
sulcus. Chimpanzee brains display a sulcal organization of the
dorsal MFC comparable to that of the human brain, and macaque
and baboon brains display evidence of the emergence of this
organization. Importantly, vertical sulci emerging from the CGS
or the PCGS located in the dorsal MFC can be identified in
relation to fixed anatomical landmarks that are consistent across
primates. sulci forming a downward facing bifurcation: the supra-rostral
sulcus (SU-ROS) and the supra-orbital sulcus (SOS) (Fig. 5a). When the PCGS is absent, the fork is located at the rostral end of
the CGS but, when the PCGS is present, it is more frequently
located at the rostral end of the PCGS (Supplementary Fig. 2). In non-human primates, the majority of the brains displayed
different sulcal patterns at the rostral end of the CGS. The form
and orientation of these folds were highly variable between
species. Because of this discrepancy with the observed pattern in
human brains, we chose to label the sulci at the end of the CGS,
the ventral (CGS-VE) and dorsal (CGS-DE) extensions of the
cingulate sulcus. We viewed the CGS-VE and the CGS-DE in the
nonhuman primate brains as precursors of the human SU-ROS
and SOS, respectively. Ventral mPFC. The anterior cingulate cortex (ACC), the ven-
tromedial prefrontal cortex (vmPFC), and the medial frontopolar
cortex (mFPC) are the focus of many studies on, respectively,
emotional processing29, value-based decision-making30,31, and
high-order socio-cognitive processing (mentalizing)23,32,33. Results For PRPACS, post-hoc analysis
indicated that its probability of occurrence was significantly
higher in human and chimpanzee brains compared to baboon
and macaque brains. There were no significant differences in the
occurrence of PRPACS between human and chimpanzee brains,
nor between baboon and macaque brains. Dorsal medial frontal cortex (MFC). There are several lines of
evidence suggesting that the dorsal MFC is comparable in terms
of cytoarchitectonic areal distribution, connectivity, and func-
tional processing between the macaque and human brains25–28. The present analysis shows that the sulcal organization of this
region is also well conserved. In the human brain, posterior to the genu of the corpus
callosum, we identified four sulci vertical to the CGS or the PCGS
when present: the paracentral sulcus (PACS), the pre-paracentral
sulcus (PRPACS), the posterior (VPCGS-P), and the anterior
(VPCGS-A) vertical paracingulate sulci (Fig. 3). Each one of these
sulci was defined as fully present, as a spur or as a dimple when
only superficially evident, or absent. For this analysis, we
considered the presence of spurs or dimples, which were observed
almost exclusively in the baboon and macaque samples, as
precursors of sulci that find full expression in the chimpanzee and
human brains (see below and Supplementary Fig. 1). Our
argument for considering spurs and dimples in macaque and
baboon brains as precursors of each one of the four sulci
examined comes from an analysis of their normalized spatial
location relative to human and chimpanzee brains (see below). In summary, the four vertical sulci, or their precursors, can be
found across the four-primate species examined in the current
study. In human brains, the probabilities of observing the vertical
sulcus PACS versus PRPACS versus VPCGS-P versus VPCGS-A
are similar (dependent variable: presence of sulci (0/1), main
effect vertical sulci (PACS, PRPACS, VPCGS-P, VPCGS-A): χ2 =
4.6815, df = 3, p = 0.1967). Results By contrast, these probabilities vary in
chimpanzee brains (χ2 = 68.917, df = 1, p = 7.279e−15), baboons 3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x HUMAN
CHIMP
BABOON
MACAQUE
% of subjects
100
0
25
75
a
ILS PRESENCE in hemispheres with vs
without a PCGS
50
% of hemispheres
100
0
25
75
50
**
***
ILS present
No ILS
ILS in both H
ILS in LH
ILS in RH
No ILS
**
ns
*
**
ns
ns
ns
305830 -RH
#23 - LH
#57 - LH
HUMAN
CHIMP
MACAQUE
#60 - LH
BABOON
ILS
HUMAN
CHIMP
BABOON
MACAQUE
ILS PRESENCE
b
Fig. 2 Presence of the ILS across primates. The location of the ILS is shown in yellow in typical hemispheres of the human, chimpanzee, baboon, and
macaque monkey brains (right panels). a The probability of occurrence of an ILS is higher in human compared with non-human primate brains. A post-hoc
Tukey test indicated no significant difference in the presence of the ILS in the three non-human primate species. Only in chimpanzee brains, the probability
of observing an ILS is higher in the left than in the right hemisphere. No difference between the probability of occurrence of ILS in the left versus
right hemisphere was found in human, baboon, and macaque brains. b In Hominoidea, when a PCGS is present, the ILS is almost always absent. Statistics:
*p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file HUMAN
CHIMP
BABOON
MACAQUE
% of subjects
100
0
25
75
a
50
ILS in both H
ILS in LH
ILS in RH
No ILS
**
ns
*
**
ns
ns
ns
305830 -RH
HUMAN
CHIMP
ILS
ILS PRESENCE HUMAN
CHIMP
BABOON
MACAQUE
% of subjects
100
0
25
75
a
50
ILS in both H
ILS in LH
ILS in RH
No ILS
**
ns
*
**
ns
ns
ns
ILS PRESENCE ILS PRESENCE in hemispheres with vs
without a PCGS
% of hemispheres
100
0
25
75
50
**
***
ILS present
No ILS
HUMAN
CHIMP
BABOON
MACAQUE
b b #57 - LH Fig. 2 Presence of the ILS across primates. The location of the ILS is shown in yellow in typical hemispheres of the human, chimpanzee, baboon, and
macaque monkey brains (right panels). NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunicatio NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x b Density of the difference between
the Y coordinates of PACS and of the anatomical landmark 1 in human, chimpanzee, baboon, and macaque (from top to bottom panels). This difference
was normalized in relation to the brain size (total antero-posterior extent). The 0 value corresponds to the Y level of the anatomical landmark 1 in standard
brains. c Density of the normalized difference between the Y coordinates of PRPACS and of the anatomical landmark 2. The 0 value corresponds to the Y
level of the anatomical landmark 2 in standard brains. d Density of the normalized difference between the Y coordinates of VPCGS-P and of the anatomical
landmark 3. The 0 value corresponds to the Y level of the anatomical landmark 3 in standard brains. e Density of the normalized difference between the Y
coordinates of VPCGS-A and of the anatomical landmark 4. The 0 value corresponds to the Y level of the anatomical landmark 4 in standard brains. Source
data are provided as a Source Data file between the Z value where this intersection is found and the Z
value where the rostral limit of the genu of the corpus callosum is
found as dependent variable), strongly suggesting a downward
migration in the human brain. In the baboon (P. papio), the fork formed by CGS-VE and
CGS-DE is
also
oriented
downwards
in the
majority of
hemispheres but to a lesser extent (40%) compared to the human
and chimpanzee brains. In 25% of hemispheres, the fork is
forward facing, incomplete in 28.75% of hemispheres, and absent
in 6.25% of hemispheres (Fig. 5a). In the rhesus monkey (M. mulatta), the fork formed by CGS-VE and CGS-DE displays the
same patterns as in the baboon, but in different proportions: the
most frequent pattern observed is a forward-facing fork (in
45% of hemispheres), followed by a fork oriented downwards
(in 23.75% of hemispheres). The fork is incomplete in 13.75%
of
hemispheres
and
is
absent
in
17.5%
of
hemispheres
(Fig. 5a). Ventral to SU-ROS or CGS-VE lies the superior rostral sulcus
(ROS-S). The ROS-S is a long and deep sulcus that is present in
nearly 100% of hemispheres across all four species and, therefore,
does not differ significantly in its occurrence (main effect of
species: χ2 = 4.5334, df = 3, p = 0.2093) (Fig. 6a). ROS-S is often
connected to the accessory supra-orbital sulcus (ASOS). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x c
d
e
cs
AC
cgs
PRPACS
20
–30
10
0
–50
–20 –10
30
Human MNI standard Y coordinate (mm)
50
40
60
–40
AC
20
–30
10
40
0
–40
–20 –10
30
Chimpanzee standard Y coordinate (mm)
HUMAN
CHIMP
20
–30
10
0
–20 –10
30
Baboons standard Y coordinate (mm)
AC
BABOON
20
10
0
–20 –10
30
Macaque standard Y coordinate (mm)
Anterior commissure
LANDMARK 2
Caudal limit of the
genu of the corpus callosum
LANDMARK 3
Rostral limit of the
genu of the corpus
callosum
LANDMARK 4
MACAQUE
AC
Normalized difference
between Y coordinates
of PRPACS and of
anatomical landmark 2
Normalized difference
between Y coordinates
of VPCGS-P and of
anatomical landmark 3
Normalized difference
between Y coordinates
of VPCGS-A and of
anatomical landmark 4
Rostral limit of the pons
LANDMARK 1
b
Normalized difference
between Y coordi-
nates of PACS and of
anatomical landmark 1
PACS
0
5
10
15
DENSITY
HUMAN
CHIMP
BABOON
MACAQUE
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
0.2
–0.2
0
0.2
–0.2
0
5
10
15
0
5
10
15
0
5
10
15
0
0.2
–0.2
0
0.2
–0.2
a
VPCGS-A
VPCGS-P
PACS
PRPACS
VPCGS-P
VPCGS-A
Fig. 3 Location of vertical sulci in the dorsal MFC across primates. a Schematic representation of the location of the various sulci in the respective standard
space of each primate species. The scale represents the antero-posterior level (in mm) in each brain. Fixed anatomical landmarks across primates are
displayed: the rostral limit of the pons (landmark 1, in yellow), the anterior commissure (landmark 2, in red), the caudal limit of the genu of the corpus
callosum (landmark 3, in light blue), and the rostral limit of the genu of the corpus callosum (landmark 4, in dark blue). b Density of the difference between
the Y coordinates of PACS and of the anatomical landmark 1 in human, chimpanzee, baboon, and macaque (from top to bottom panels). This difference
was normalized in relation to the brain size (total antero-posterior extent). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x The 0 value corresponds to the Y level of the anatomical landmark 1 in standard
brains. c Density of the normalized difference between the Y coordinates of PRPACS and of the anatomical landmark 2. The 0 value corresponds to the Y
level of the anatomical landmark 2 in standard brains. d Density of the normalized difference between the Y coordinates of VPCGS-P and of the anatomical
landmark 3. The 0 value corresponds to the Y level of the anatomical landmark 3 in standard brains. e Density of the normalized difference between the Y
coordinates of VPCGS-A and of the anatomical landmark 4. The 0 value corresponds to the Y level of the anatomical landmark 4 in standard brains. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Source
data are provided as a Source Data file c
d
e
0
e (mm)
50
40
60
40
0
mm)
0
m)
0
mm)
l limit of the
of the corpus
um
MARK 4
Normalized difference
between Y coordinates
of PRPACS and of
anatomical landmark 2
Normalized difference
between Y coordinates
of VPCGS-P and of
anatomical landmark 3
Normalized difference
between Y coordinates
of VPCGS-A and of
anatomical landmark 4
b
Normalized difference
between Y coordi-
nates of PACS and of
anatomical landmark 1
0
5
10
15
DENSITY
HUMAN
CHIMP
BABOON
MACAQUE
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
0.2
–0.2
0
0.2
–0.2
0
5
10
15
0
5
10
15
0
5
10
15
0
0.2
–0.2
0
0.2
–0.2
PCGS-A
PACS
PRPACS
VPCGS-P
VPCGS-A cs
AC
cgs
PRPACS
20
–30
10
0
–50
–20 –10
30
Human MNI standard Y coordinate (mm)
50
40
60
–40
AC
20
–30
10
40
0
–40
–20 –10
30
Chimpanzee standard Y coordinate (mm)
HUMAN
CHIMP
20
–30
10
0
–20 –10
30
Baboons standard Y coordinate (mm)
AC
BABOON
20
10
0
–20 –10
30
Macaque standard Y coordinate (mm)
Anterior commissure
LANDMARK 2
Caudal limit of the
genu of the corpus callosum
LANDMARK 3
Rostral limit of the
genu of the corpus
callosum
LANDMARK 4
MACAQUE
AC
Rostral limit of the pons
LANDMARK 1
PACS
a
VPCGS-A
VPCGS-P a b
1 b Fig. 3 Location of vertical sulci in the dorsal MFC across primates. a Schematic representation of the location of the various sulci in the respective standard
space of each primate species. The scale represents the antero-posterior level (in mm) in each brain. Fixed anatomical landmarks across primates are
displayed: the rostral limit of the pons (landmark 1, in yellow), the anterior commissure (landmark 2, in red), the caudal limit of the genu of the corpus
callosum (landmark 3, in light blue), and the rostral limit of the genu of the corpus callosum (landmark 4, in dark blue). Results These
processes reach their epitome in human subjects, and the present
analysis of sulcal organization provides insights into the evolution
of the above mentioned cortical regions and thus the anatomical
substrate for these higher order processes in the primate order. In chimpanzee, the fork formed by the CGS-VE and CGS-DE
extensions of the cingulate sulcus was also oriented downwards in
the majority of hemispheres (81.25%). However, in 17.5% of
hemispheres, the fork was forward facing, and was incomplete
(i.e., CGS-DE is present but CGS-VE is absent) in 1.25% of
hemispheres (Fig. 5a). Interestingly, as in human brains, when the
PCGS is absent, the fork is located at the rostral end of the CGS. By contrast, when the PCGS is present in chimpanzee, the fork is
still located at the rostral end of the CGS—and not at the PCGS as
in human—brains in the majority of hemispheres (Supplemen-
tary Fig. 2). g
Anterior to the genu of the corpus callosum, we identified in
human brains up to 9 distinct sulci34. One of the distinct features
of the vmPFC is the branching of sulci at the end of the CGS. In
human brains, the rostral end of the CGS is characterized by two NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications 4 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x The
ASOS is equally present in human (88.75%) and chimpanzee
(81.25%) hemispheres and is observed significantly less often in
baboon (26.25%) and macaque (21.25%) hemispheres compared
to chimpanzees and humans (main effect of species: χ2 = 132.81,
df = 3, p-value = 2.2e−16, logistic regression) (Fig. 6b). Ventral
to ROS-S, the inferior rostral sulcus (ROS-I) is equally present in
human (35%) and chimpanzee (37.5%) hemispheres, but largely
absent in baboon (3%) and macaque (1.5%) (χ2 = 60.348, df = 3,
p = 4.952e−13) (Fig. 6c). The assessment of the relative location of the intersection of
this fork with the CGS or PCGS across primates (see “Methods”),
revealed that it is located at the level of the rostral limit of the
genu of the corpus callosum in humans (Fig. 5b), but is located
dorsal to it in the non-human primate brains (F(3,298) = 43.506, p
< 2.2e−16, GLM with species as fixed effect and the difference 5 5 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x PRPACS
VPCGS-P
VPCGS-A
PACS
a
b
c
d
ns
****
**
100
0
25
50
75
% of hemispheres
100
0
25
50
75
100
0
25
50
75
ns
ns
***
Dimple
Spur
Sulcus
No
100
0
25
50
75
***
ns
% of hemispheres
100
0
25
50
75
% of hemispheres
100
0
25
50
75
100
0
25
50
75
**
% of hemispheres
100
0
25
50
75
HUMAN
CHIMP
BABOON
MACAQUE
734045 - LH
#70 - RH
#8 - LH
***
***
***
***
***
ns
*
#4 - LH
% of hemispheres
% of hemispheres
% of hemispheres
% of hemispheres
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE
Fig. 4 Presence of vertical sulci in the dorsomedial frontal cortex across primates. Probability of occurrence (±s.e.m.) of the paracentral sulcus (PA
the pre-paracentral sulcus (PRPACS, b), the posterior (VPCGS-P, c) and the anterior (VPCGS-A, d) vertical paracingulate sulci in the four species. a
Left panel: The probability of observing a PACS decreases from human, chimpanzee, baboon, to macaque. Posthoc analysis showed that the prese
PACS was higher in Hominoidea (human and chimpanzee) than in Old-world monkeys (baboon and macaque), but that it was similar between hum
chimpanzees and also between baboon and macaque. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Posthoc analysis showed that the presence of
PACS was higher in Hominoidea (human and chimpanzee) than in Old-world monkeys (baboon and macaque), but that it was similar between human and
chimpanzees and also between baboon and macaque. Right panel: PACS characteristics vary across primates: it is a sulcus (blue) in 100% of hemispheres
in Hominoidea, it is a spur (green) or a dimple (pink) in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as opposed to macaque. b PRPACS. Left panel: the probability of observing PACS is higher in Hominoidea than in Old-world monkeys but is similar between human and
chimpanzee, on one hand, and between baboon and macaque on the other hand. Right panel: PRPACS characteristics vary across primates: it is a sulcus in
100% of hemispheres in Hominoidea, but it is a spur or a dimple in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as opposed to
macaque. c VPCGS-P. Left panel: the probability of observing VPCGS-P decreases from human, chimpanzee, baboon, to macaque. Posthoc analysis
demonstrated that the presence of the VPCGS-P was higher in human than in non-human primates. Its probability of occurrence was also higher in
chimpanzee than in Old-world monkeys. It was, however, similar between macaque and baboon. Right panel: VPCGS-P characteristics vary across
primates: it is a sulcus in 100% of hemispheres in Hominoidea, but it is a spur or a dimple in baboon and only a dimple in Macaque. d VPCGS-A. Left panel:
The probability of occurrence of VPCGS-A decreases from human, chimpanzee, baboon, to macaque. Right panel: VPCGS-P characteristics vary across
primates: it is a sulcus in 100% of hemispheres in Hominoidea, but it is more frequently a spur than a dimple in baboon, as compared with macaque. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file Fig. 4 Presence of vertical sulci in the dorsomedial frontal cortex across primates. Probability of occurrence (±s.e.m.) of the paracentral sulcus (PACS, a),
the pre-paracentral sulcus (PRPACS, b), the posterior (VPCGS-P, c) and the anterior (VPCGS-A, d) vertical paracingulate sulci in the four species. a PACS. Left panel: The probability of observing a PACS decreases from human, chimpanzee, baboon, to macaque. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Right panel: PACS characteristics vary across primates: it is a sulcus (blue) in 100% of hemis
in Hominoidea, it is a spur (green) or a dimple (pink) in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as opposed to ma
b PRPACS. Left panel: the probability of observing PACS is higher in Hominoidea than in Old-world monkeys but is similar between human and
chimpanzee, on one hand, and between baboon and macaque on the other hand. Right panel: PRPACS characteristics vary across primates: it is a su
100% of hemispheres in Hominoidea, but it is a spur or a dimple in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as oppo
macaque. c VPCGS-P. Left panel: the probability of observing VPCGS-P decreases from human, chimpanzee, baboon, to macaque. Posthoc analys
ARTICLE
NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11 PACS
a
ns
****
**
100
0
25
50
75
*
% of hemispheres
HUMAN
CHIMP BABOON MACAQUE % of hemispheres
100
0
25
50
75
***
***
HUMAN
CHIMP BABOON MACAQUE HUMAN
734045 - LH PRPACS
b
100
0
25
50
75
ns
ns
***
% of hemispheres
HUMAN
CHIMP BABOON MACAQUE b % of hemispheres
100
0
25
50
75
***
***
HUMAN
CHIMP BABOON MACAQUE CHIMP
#8 - LH VPCGS-P
c
100
0
25
50
75
***
ns
% of hemispheres
HUMAN
CHIMP BABOON MACAQUE c % of hemispheres
100
0
25
50
75
***
HUMAN
CHIMP BABOON MACAQUE CHIMP % of hemispheres BABOON
#70 - RH VPCGS-A
d
100
0
25
50
75
**
ns
% of hemispheres
HUMAN
CHIMP BABOON MACAQUE d % of hemispheres
100
0
25
50
75
HUMAN
CHIMP BABOON MACAQUE Dimple
Spur
Sulcus
No
MACAQUE
#4 - LH % of hemispheres MACAQUE HUMAN
CHIMP BABOON MACAQUE UMAN
CHIMP BABOON MACAQUE HUMAN
CHIMP BABOON MACAQUE Fig. 4 Presence of vertical sulci in the dorsomedial frontal cortex across primates. Probability of occurrence (±s.e.m.) of the paracentral sulcus (PACS, a),
the pre-paracentral sulcus (PRPACS, b), the posterior (VPCGS-P, c) and the anterior (VPCGS-A, d) vertical paracingulate sulci in the four species. a PACS. Left panel: The probability of observing a PACS decreases from human, chimpanzee, baboon, to macaque. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Figure
CGS-DE
CGS-VE
SU-ROS/SOS and CGS-VE/CGS-DE INTERSECTION PATTERNS
a
b
c
HUMAN
BABOON
MACAQUE
Incomplete
fork Only
CGS-DE
present
No fork
SU-ROS/SOS and CGS-VE/CGS-DE
INTERSECTION LOCATION
Rostral limit of the genu
of the corpus callosum
109830 - RH
CS
CGS
VPCGS-P
PRPACS
VPCGS-A
PACS
SOS
SU-ROS
#131 - LH
#55 - RH
#76 - RH
#92 - RH
#67 - LH
#4 - LH
#20 - LH
#13 - LH
#42 - RH
CGS-DE
CGS-VE
CGS-DE
CGS-VE
CGS-DE
CGS-VE
% of hemispheres
100
0
25
50
75
734045 - LH
The RP-PCGS
RP-PCGS
% of hemispheres
100
0
25
50
75
CHIMPANZEE
Complete
fork pointing
downward
Complete fork
forward-facing
CHIMP
#203 - LH
Intersection
ΔZ
***
Rostral limit of
the genu
of the corpus
callosum
#60 - LH
0
10
20
30
***
HUMAN
CHIMP
BABOON MACAQUE
Normalized ΔZ value
HUMAN
CHIMP
BABOON MACAQUE
HUMAN
CHIMP BABOON MACAQUE SU-ROS/SOS and CGS-VE/CGS-DE INTERSECTION PATTERNS
a
HUMAN
CHIMPANZ SU-ROS/SOS and CGS-VE/CGS-DE INTERSECTION PATTERNS
a
HUMAN
BABOON
MACAQUE
Incomplete
fork Only
CGS-DE
present
No fork
109830 - RH
CS
CGS
VPCGS-P
PRPACS
VPCGS-A
PACS
SOS
SU-ROS
#131 - LH
#55 - RH
#76 - RH
#92 - RH
#67 - LH
#4 - LH
#20 - LH
#13 - LH
#42 - RH
CGS-DE
CGS-VE
CGS-DE
CGS-VE
CGS-DE
CGS-VE
% of hemispheres
100
0
25
50
75
CHIMPANZEE
Complete
fork pointing
downward
Complete fork
forward-facing
***
#60 - LH
HUMAN
CHIMP BABOON MACAQUE CGS-DE
CGS-VE
b
SU-ROS/SOS and CGS-VE/CGS-DE
INTERSECTION LOCATION
Rostral limit of the genu
of the corpus callosum
CHIMP
#203 - LH
Intersection
ΔZ
Rostral limit of
the genu
of the corpus
callosum
0
10
20
30
***
HUMAN
CHIMP
BABOON MACAQUE
Normalized ΔZ value b b c
734045 - LH
The RP-PCGS
RP-PCGS % of hemispheres
100
0
25
50
75
HUMAN
CHIMP
BABOON MACAQUE Normalized ΔZ value hemispheres in chimpanzee. By contrast, only 2.5% of the
hemispheres of baboon brains display this sulcus and no
hemispheres in macaque brains (main effect of species: χ2 =
227.43, df = 3, p-value = 2.2e−16). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Posthoc analysis showed that the presence of
PACS was higher in Hominoidea (human and chimpanzee) than in Old-world monkeys (baboon and macaque), but that it was similar between human and
chimpanzees and also between baboon and macaque. Right panel: PACS characteristics vary across primates: it is a sulcus (blue) in 100% of hemispheres
in Hominoidea, it is a spur (green) or a dimple (pink) in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as opposed to macaque. b PRPACS. Left panel: the probability of observing PACS is higher in Hominoidea than in Old-world monkeys but is similar between human and
chimpanzee, on one hand, and between baboon and macaque on the other hand. Right panel: PRPACS characteristics vary across primates: it is a sulcus in
100% of hemispheres in Hominoidea, but it is a spur or a dimple in Old-world monkeys. It is more frequently a spur than a dimple in baboon, as opposed to
macaque. c VPCGS-P. Left panel: the probability of observing VPCGS-P decreases from human, chimpanzee, baboon, to macaque. Posthoc analysis
demonstrated that the presence of the VPCGS-P was higher in human than in non-human primates. Its probability of occurrence was also higher in
chimpanzee than in Old-world monkeys. It was, however, similar between macaque and baboon. Right panel: VPCGS-P characteristics vary across
primates: it is a sulcus in 100% of hemispheres in Hominoidea, but it is a spur or a dimple in baboon and only a dimple in Macaque. d VPCGS-A. Left panel:
The probability of occurrence of VPCGS-A decreases from human, chimpanzee, baboon, to macaque. Right panel: VPCGS-P characteristics vary across
primates: it is a sulcus in 100% of hemispheres in Hominoidea, but it is more frequently a spur than a dimple in baboon, as compared with macaque. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file Fig. 4 Presence of vertical sulci in the dorsomedial frontal cortex across primates. Probability of occurrence (±s.e.m NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications 6 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Finally, we observed at the most rostral part of the frontal
cortex, several sulci that are present almost exclusively in
Hominoidea. Notably, we observed, exclusively in the human
brain, an additional vertical sulcus joining the CGS or PCGS
anterior to the rostral limit of the genu of the corpus callosum
which was labeled the rostro-perpendicular paracingulate sulcus
(RP-PCGS) (Fig. 5c). In addition, we observed a sulcus located
ust dorsal to SOS, which joins the lateral surface of the brain but
not the CGS or PCGS, called the dorsomedial polar sulcus
(DMPS) in 88.75% of hemispheres in human and in 48.75% of
hemispheres in chimpanzee. By contrast, only 2.5% of th
hemispheres of baboon brains display this sulcus and n
hemispheres in macaque brains (main effect of species: χ2 =
227.43, df = 3, p-value = 2.2e−16). A second sulcus, the ven
tromedial polar sulcus (VMPS), located in the ventral MFC
joining the lateral surface of the brain and sometimes the ROS-
was identified more frequently in human brains (57.5% o
hemispheres) than in chimpanzee brains (11.25% of hemisphere
and was absent in the baboon and the macaque (main effect o
species: χ2 = 126.29, df = 3, p = 2.2e−16) (Fig. 7c). NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications ARTICLE Fig. 5 Morphological characteristics of the junction between the dorsal and ventral MFC. a Rostral end of the CGS/PCGS. In human. The rostral end of CGS
is characterized by two sulci forming a fork pointing downward: SU-ROS, pointing downward, and SOS, pointing upward. In chimpanzee. The fork formed by
the precursors of SU-ROS and SOS, i.e., CGS-VE and CGS-DE, respectively, is also pointing as in the human brain in the majority of hemispheres. In 17.5% Fig. 5 Morphological characteristics of the junction between the dorsal and ventral MFC. a Rostral end of the CGS/PCGS. In human. The rostral end of CGS
is characterized by two sulci forming a fork pointing downward: SU-ROS, pointing downward, and SOS, pointing upward. In chimpanzee. The fork formed by
the precursors of SU-ROS and SOS, i.e., CGS-VE and CGS-DE, respectively, is also pointing as in the human brain in the majority of hemispheres. In 17.5%
of hemispheres, the fork is forward facing (purple area), and is incomplete (green area) (i.e., SOS is present but SU-ROS is absent) in 1.25% of
hemispheres. In baboon. The fork formed by CGS-VE and CGS-DE is also pointing downward in the majority of hemispheres but to a lesser extent than in
Hominoidea. In 25% of hemispheres, the fork is forward facing, it is incomplete in 28.75% of hemispheres, and is absent in 6.25% of hemispheres. In
macaque. The fork formed by CGS-VE and CGS-DE is displaying the same patterns as in the baboon but in different proportions: the most frequent pattern
observed is a fork facing forward, followed by a fork pointing downward. The fork is incomplete in 13.75% of hemispheres and is absent in 17.5% of
hemispheres. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. b Location of the SU-ROS/SOS and CGS-DE/CGS-VE intersection. The top
diagram shows the location of the intersection between SU-ROS/SOS and CGS-VE/CGS-DE in a typical hemisphere of a chimpanzee. The ΔZ corresponds
to the difference between the dorsoventral Z coordinates where the intersection is observed and the dorsoventral Z coordinates where the rostral limit of
the genu of the corpus callosum (represented by a purple cross) is located. ΔZ was then normalized for brain size to compare across primate brains. Boxplots displaying the mean (±s.e.m.) normalized ΔZ across individuals are presented in the bottom diagram. Note that black dots represent outliers and
horizontal lines the mean of each distribution. ARTICLE c Probability of occurrence (±s.e.m.) of RP-PCGS. The RP-PCGS is human-specific since it is not present in
non-human primates. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file observed is a fork facing forward, followed by a fork pointing downward. The fork is incomplete in 13.75% of hemispheres and is absent in 17.5% of
hemispheres. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. b Location of the SU-ROS/SOS and CGS-DE/CGS-VE intersection. The top
diagram shows the location of the intersection between SU-ROS/SOS and CGS-VE/CGS-DE in a typical hemisphere of a chimpanzee. The ΔZ corresponds
to the difference between the dorsoventral Z coordinates where the intersection is observed and the dorsoventral Z coordinates where the rostral limit of
the genu of the corpus callosum (represented by a purple cross) is located. ΔZ was then normalized for brain size to compare across primate brains. Boxplots displaying the mean (±s.e.m.) normalized ΔZ across individuals are presented in the bottom diagram. Note that black dots represent outliers and
horizontal lines the mean of each distribution. c Probability of occurrence (±s.e.m.) of RP-PCGS. The RP-PCGS is human-specific since it is not present in
non-human primates. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file ROS-S
ROS I
ns
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
0
25
50
75
a
b #92 - RH
#8 - LH
ROS-S
ROS-I
ASOS
ns
ns
ns
***
ns
ns
HUMAN
CHIMP
BABOON
MACAQUE
#30 - LH
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
0
25
50
75
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
25
50
75
0
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
25
50
75
0
102513 - RH
ROS-I
ROS-S
ASOS
ns
ns
SU-ROS
SOS
***
a
b
c
lci present in the ventral MFC across primates. The location of the ROS-S, ROS-I, and ASOS sulci are displayed in human, chimpanzee, baboon,
aque brains in the right panels. a The probability of occurrence (±s.e.m.) of ROS-S is similar in human and non-human primates. b The probability
ence (±s.e.m.) of ROS-I is comparable in human and chimpanzee and is almost absent in Old-world monkeys. c The probability of occurrence
is equal in human and chimpanzee. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x A second sulcus, the ven-
tromedial polar sulcus (VMPS), located in the ventral MFC,
joining the lateral surface of the brain and sometimes the ROS-I,
was identified more frequently in human brains (57.5% of
hemispheres) than in chimpanzee brains (11.25% of hemispheres)
and was absent in the baboon and the macaque (main effect of
species: χ2 = 126.29, df = 3, p = 2.2e−16) (Fig. 7c). Figure 8 Finally, we observed at the most rostral part of the frontal
cortex, several sulci that are present almost exclusively in
Hominoidea. Notably, we observed, exclusively in the human
brain, an additional vertical sulcus joining the CGS or PCGS
anterior to the rostral limit of the genu of the corpus callosum
which was labeled the rostro-perpendicular paracingulate sulcus
(RP-PCGS) (Fig. 5c). In addition, we observed a sulcus located
just dorsal to SOS, which joins the lateral surface of the brain but
not the CGS or PCGS, called the dorsomedial polar sulcus
(DMPS) in 88.75% of hemispheres in human and in 48.75% of 7 Discussion
l
f Analysis of sulcal brain morphology has proven to be a powerful
method for a better understanding of the evolution of the MFC in
primates. Although gyrification correlates with brain volume1,35,
and therefore with the expansion of primate neocortex, the pre-
sent results did not reveal random or homogeneous changes in
sulcal morphology in the MFC across the four primate species
examined (e.g., differences in the ACC/vmPFC but no differences
in the MCC/medial premotor cortex). The observed differences
were in specific regions that have expanded more during evolu-
tion36. Here, we report that chimpanzees (P. troglodytes) possess a
PCGS, a feature previously thought to be unique to the human
brain (H. sapiens)26–28. Two differences must, however, be
emphasized: (1) the probability of occurrence of a PCGS is lower
in the chimpanzee than in the human brain, and (2) the presence
of a PCGS is largely lateralized in the left hemisphere in the
human brain, whereas it is equally present in both hemispheres in
the chimpanzee (Fig. 1e). The leftward asymmetry observed in
the human brain appears to be a human trait under the influence
of genetic factors and the in-womb environment14. Although its
functional significance is not fully understood, it has been shown
that it correlates with the involvement of the left cingulate cortex
in language tasks in right-handed subjects37. Notably, only in the
chimpanzee brain, the probability of occurrence of an ILS is
higher in the left than in the right hemisphere (Fig. 2a). Since the
ILS is observed only in hemispheres displaying no PCGS in
human and chimpanzee brains (Fig. 2b), one can hypothesize that
the lateralized presence of an ILS in the left hemisphere in
chimpanzee brains may constitute an evolutionary reflection of
the beginnings of the sulcal organization observed in the human
brain, i.e., a PCGS lateralized in the left hemisphere and an ILS
not lateralized. Furthermore, the present data demonstrate that, in Old-world
monkeys, in contrast to the ACC/vmPFC region, the organization
of the MFC posterior to the genu of the corpus callosum (which
corresponds to the MCC, where the medial motor and premotor
areas lie), has all the basic features of the human sulcal organi-
zation and reaches a similar organization across Hominoidea. Specifically, Old-world monkeys display precursors—in the form
of spurs or dimples—of the four vertical sulci of this region:
PACS, PRPACS, VPCGS-P, and VPCGS-A. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Our results are in line with a recent study showing
that the ACC/vmPFC is a region of high structural variability
within the human brain and the macaque brain41. The present
study provides an explanation of the nature of this variability:
Since we observed reduced variability in the ACC/vmPFC of
human and chimpanzee brains compared to Old-world monkeys,
we suggest that a facing downward SU-ROS/CGS-VE morphol-
ogy might be associated with a trait that is conferring an evolu-
tionary advantage, and was therefore selected. in comparison with more distantly related primates. There is no
evidence from cytoarchitectonic38,39 and neuroimaging24,40 stu-
dies that these changes are associated with new cortical areas,
suggesting instead differential expansion of (1) the rostral MFC
(area 9) and mFPC (area 10), two brain regions that have been
considered
important
for
high-order
socio-cognitive
processing23,32,33 and (2) the vmPFC implicated in value-based
decisions30,31. Our results are in line with a recent study showing
that the ACC/vmPFC is a region of high structural variability
within the human brain and the macaque brain41. The present
study provides an explanation of the nature of this variability:
Since we observed reduced variability in the ACC/vmPFC of
human and chimpanzee brains compared to Old-world monkeys,
we suggest that a facing downward SU-ROS/CGS-VE morphol-
ogy might be associated with a trait that is conferring an evolu-
tionary advantage, and was therefore selected. ARTICLE It is decreased in Old-world monkeys but equally present in baboon and macaque. Statistics: *p < 0.05,
1, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file HUMAN
102513 - RH
ROS-I
ROS-S
ASOS
SU-ROS
SOS ROS-I
ns
ns
***
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
25
50
75
0
b #8 - LH
CHIMP ASOS
ns
ns
HUMAN
CHIMP
BABOON
MACAQUE
% of hemispheres
100
25
50
75
0
ns
ns
***
c MACAQUE
#30 - LH MACAQUE Fig. 6 Sulci present in the ventral MFC across primates. The location of the ROS-S, ROS-I, and ASOS sulci are displayed in human, chimpanzee, baboon,
and macaque brains in the right panels. a The probability of occurrence (±s.e.m.) of ROS-S is similar in human and non-human primates. b The probability
of occurrence (±s.e.m.) of ROS-I is comparable in human and chimpanzee and is almost absent in Old-world monkeys. c The probability of occurrence
of ASOS is equal in human and chimpanzee. It is decreased in Old-world monkeys but equally present in baboon and macaque. Statistics: *p < 0.05,
**p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications 8 8 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x HUMAN
CHIMP BABOON MACAQUE
% of hemispheres
100
0
25
50
75
DMPS
VMPS
***
***
ns
***
ns
HUMAN
CHIMP
DMPS
VMPS
109830 - RH
109830 - RH
# 8 - LH
DMPS
ns
a
b
HUMAN
CHIMP BABOON MACAQUE
Fig. 7 Probability of occurrence of DMPS and VMPS across primates. The location of the DMPS and VMPS sulci are displayed in human and chimpanzee
brains in the right panels. The probability of occurrence of both DMPS (a) and VMPS (b) is higher in human than in chimpanzee but is very low in Old-
world monkeys. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file VMPS
***
ns
ns
b
HUMAN
CHIMP BABOON MACAQUE HUMAN
CHIMP BABOON MACAQUE
% of hemispheres
100
0
25
50
75
DMPS
***
***
ns
a VMPS
***
ns
HUMAN
CHIMP
DMPS
VMPS
109830 - RH
109830 - RH
# 8 - LH
DMPS
ns
b
HUMAN
CHIMP BABOON MACAQUE
s primates. The location of the DMPS and VMPS sulci are displayed in human and chimpanzee
both DMPS (a) and VMPS (b) is higher in human than in chimpanzee but is very low in Old-
01, ns non-significant. Source data are provided as a Source Data file b a HUMAN
CHIMP BABOON MACAQUE HUMAN
CHIMP BABOON MACAQUE HUMAN
CHIMP BABOON MACAQUE CHIMP Fig. 7 Probability of occurrence of DMPS and VMPS across primates. The location of the DMPS and VMPS sulci are displayed in human and chimpanzee
brains in the right panels. The probability of occurrence of both DMPS (a) and VMPS (b) is higher in human than in chimpanzee but is very low in Old-
world monkeys. Statistics: *p < 0.05, **p < 0.01, ***p < 0.001, ns non-significant. Source data are provided as a Source Data file summarizes the major changes occurring between macaque,
baboon, chimpanzee and human brains. summarizes the major changes occurring between macaque,
baboon, chimpanzee and human brains. in comparison with more distantly related primates. There is no
evidence from cytoarchitectonic38,39 and neuroimaging24,40 stu-
dies that these changes are associated with new cortical areas,
suggesting instead differential expansion of (1) the rostral MFC
(area 9) and mFPC (area 10), two brain regions that have been
considered
important
for
high-order
socio-cognitive
processing23,32,33 and (2) the vmPFC implicated in value-based
decisions30,31. NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications Discussion
l
f Schematic sulcal organization of the MFC in each species is represented in the
respective stereotaxic space. Main changes from one species to another are indicated. The ΔZ corresponds to the difference between the dorso-ventral
coordinates where the intersection is observed and the dorso-ventral Z coordinates where the rostral limit of the genu of the corpus callosum is locate
The difference ΔZ is decreased in the human compared to non-human primates, showing that the intersection between the CGS with the SU-ROS/CGS-V
and with the supra-orbital sulcus SOS/CGS-DE is pushed down from non-human to human primates Fig. 8 Summary of sulcal changes occurring from macaque to human. Schematic sulcal organization of the MFC in each species is represented in their
respective stereotaxic space. Main changes from one species to another are indicated. The ΔZ corresponds to the difference between the dorso-ventral Z
coordinates where the intersection is observed and the dorso-ventral Z coordinates where the rostral limit of the genu of the corpus callosum is located. The difference ΔZ is decreased in the human compared to non-human primates, showing that the intersection between the CGS with the SU-ROS/CGS-VE
and with the supra-orbital sulcus SOS/CGS-DE is pushed down from non-human to human primates human brain34 and that the macaque default brain network is
comparable to that observed in the human brain42,43. the RP-PCGS reflects the expansion of medial area 9, a region
thought
to
be
important
for
social
and
metacognitive
processes23,32,33. p
Collectively, the results presented here provide (1) strong evi-
dence for a comparable organization of the MCC across primates
and (2) a clear framework to test hypotheses regarding the rela-
tion between the vertical sulci/spurs/dimples, cytoarchitectonic
areas, and functions. For example, there is some evidence that
PACS may be a sulcus occurring at the border between medial
area 4 and medial area 6 in several primate species: human44–46,
orangutan45,47, and macaque48. Finally, as no new areas have
been identified in the human MFC in neuroimaging24,40 and
cytoarchitectonic 38,39 studies, the emergence of a new sulcus in
the human MFC might reflect the relative expansion of this
region compared to other primates. For instance, we suggest that Future studies may test for relationships between the vertical
sulci in the dorsal MFC and cytoarchitectonic areas. Discussion
l
f This result provides
additional evidence that the MCC is comparable both anatomi-
cally and functionally across macaque and human brains (see
Procyk et al.25 for a detailed anatomo-functional comparison),
contrary to what had been proposed before26–28. Importantly, we
show that these sulci refer to specific and highly-reliable anato-
mical features, and we provide a simple framework within which
they can be identified: PACS is located at the level of the rostral
limit of the pons, PRPACS at the level of the anterior commis-
sure, VPCGS-P and VPCGS-A at the level of the caudal and
rostral limits of the genu of the corpus callosum, respectively. These landmarks could be used to guide interpretation of func-
tional neuroimaging data and, also, comparative functional stu-
dies across primates. Another major difference between the primate species exam-
ined was the organization of the MFC rostral to the genu of the
corpus callosum. Differences were associated with (1) a sulcus
only observed in the human brain, the RP-PCGS, (2) the pro-
gressive emergence of the DMPS and VMPS, and (3) the SU-
ROS/SOS intersection that is displaced downwards from the level
of the rostral limit of the genu of the corpus callosum in humans The present results also show that the ventral MFC is highly
conserved from macaque to human brains. ROS-S, which is in the
center of this region, is a deep sulcus in all primate species. Our
results are supported by recent studies showing that the main
vmPFC node of the default mode network lies in this sulcus in the 9 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x MACAQUE
HUMAN
CHIMP
BABOON
Human MNI standard Y coordinate (mm)
20
–30
10
70
0
–50
–20 –10
30
50
40
60
–40
20
–30
10
40
0
–40
–20 –10
30
Chimpanzee standard Y coordinate (mm)
20
–30
10
0
–20 –10
30
Baboon standard Y coordinate (mm)
20
10
0
–20 –10
30
Macaque standard Y coordinate (mm)
Expansion
of area 9
RP-PCGS appears. SOS/SU-ROS intersection pushed down. PCGS appears
PACS, PRPACS, VPCGS-A and VPCGS-P
spurs become sulci. DMPS and VMPS appear. Full setup of SOS and SU-ROS precursors. PACS, PRPACS, VPCGS-P and VPCGS-A
dimples become spurs. Precursors of SOS (CGS-DE) and
SU-ROS (CGS-VE) appear. Expansion
of area 10
ΔZ = 0
ΔZ > 0
ΔZ > 0
ΔZ > 0
Fig. 8 Summary of sulcal changes occurring from macaque to human. Discussion
l
f on the consistent location of the vertical sulci in the dorsal MFC,
one can hypothesize that, in both the human and macaque brains,
(1) the VPCGS-A, which is located at the rostral limit of the genu
of the corpus callosum and is better conserved than the VPCGS-P
across primates, may be a reliable landmark to distinguish the
ACC from the aMCC; (2) the PRPACS, which is located at the
level of the anterior commissure and highly conserved across
primates, may correspond to the limit between aMCC and
pMCC; (3) the PACS, which is located at the level of the rostral
limit of the pons, might be the limit between pMCC and PCC. Although there is no currently available information about the
four-region model in the MFC of the baboon (P. papio) and
chimpanzee (P. troglodytes), one can infer, based on our
demonstration that the vertical sulci examined are conserved and
hold the same location as in the human and macaque brains, that
these sulci may limit the same anatomo-functional regions. This
hypothesis is displayed in Supplementary Fig. 3 and future studies
can test directly this hypothesis. It is important to note, however,
that the precise relation of sulci to cytoarchitectonic areas
remains controversial49 and requires considerably more investi-
gation in appropriately sectioned brains, i.e., in histological sec-
tions perpendicular to the orientation of a given sulcus, as
originally pointed out by Economo and Koskinas50. g
y p
y
Besides sulci, we propose that other anatomical landmarks
could help guide interpretation of the functional organization of
the MFC. This is a relevant question as New-World monkeys
include species with gyrified brains (e.g., Capuchin and Squirrel
monkeys) and species with lissencephalic brains (e.g., the mar-
moset)51,52. Importantly, it has been shown that the relative
position and cytoarchitecture of homologous areas in New versus
Old-world monkeys are similar53,54, despite a different brain
size51. On the basis of the framework provided by the present
study, it would be reasonable to hypothesize that homologous
cytoarchitectonic and functional regions in the MFC in New
World monkeys may be identified using landmarks common to
all primates: the PCC/MCC limit might be located at the level of
the rostral part of the pons (where PACS is found in Old-world
monkeys, apes, and human). Discussion
l
f Based on
cytoarchitecture, Vogt has proposed a hierarchical four-region
organization of the cingulate cortex28 both in human and
macaque brains emphasizing the distinction between the ACC,
the anterior and the posterior MCC (aMCC and pMCC), the
posterior cingulate cortex (PCC), and the retrosplenial cortex. We
superimposed this model on the present sulcal organization
scheme in the human and macaque brains to examine whether
the vertical sulci may have significant meaning in terms of the
anatomo-functional organization of the cingulate cortex. Based NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications 10 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x expansion in motor and cognitive processes. Importantly, the
brain size difference across primate species does not explain by
itself the pattern of sulcal organization observed in the present
study as we observed (1) different patterns of sulcal morphology
within each species (controlling therefore for brain size), and (2) a
consistent antero-posterior organization of the vertical sulci and
their precursors in the dorsal MFC in the four species (i.e., in
different brains of different sizes). Studies assessing within species
inter-individual variability in sulcal morphology and behavioral
performance provide evidence of the existence of relationships
between structure and function. Such evidence exists for the
human brain, e.g., refs. 57,58. and the chimpanzee brain, e.g.,
ref. 59. Indeed, Hopkins et al.59 found that male chimpanzees
producing attention getting sounds showed a larger leftward
asymmetry in the depth of central and ventral portions of the
central sulcus compared to males that produce less attention
getting sounds with females showing the opposite pattern. We
also recently showed that the presence of a PCGS and an intra-
limbic sulcus, particularly in the left hemisphere, was associated
respectively with the production and use of attention-getting
sounds by chimpanzees as well as rightward handedness (Hop-
kins et al., in preparation). It is therefore reasonable to think that
interindividual variability in sulcal morphology in macaque and
baboon
may
be
associated
with
variability
in
behavioral
performance. Discussion
l
f The MCC should expand from this
location to the anterior part of the genu of the corpus callosum,
i.e., where the VPCGS-A is found and which corresponds to the
limit between MCC and ACC. As in humans, we also predict the
border
between
supplementary
motor
area
and
pre-
supplementary motor area to be at the level of the anterior
commissure in standardized stereotaxic space, i.e., at y = 0 in
Talairach and Tournoux coordinates55 or y = +3 in the latest
asymmetrical MNI brain56. p
The present study provides critical new evidence in the context
of a new comprehensive framework regarding prefrontal cortical
evolution. On one hand, these results are in agreement with
previous comparative connectomic studies24,40 and show a con-
served organization of the MFC, suggesting the existence of a
precursor architecture in the last common ancestor to human,
apes, and Old-world monkeys. On the other hand, the appearance
in human and ape brains of the PCGS, and the relative expansion
of the rostral and dorsal part of the MFC in the human brain
(emergence of the RP-PCGS and the more ventral position of the
intersection between SUROS/CGS-VE, SOS/CGS-DE and CGS)
(summarized in Fig. 8) might reflect the evolution of higher-order
mentalizing processes in Hominoidea60,61 from a rudimentary
form in Old-world monkeys62,63. y
To conclude, the present article, by throwing light on how the
MFC has evolved, paves the way to future studies assessing
relationships between sulcal morphology, behavioral perfor-
mance, and functional organization within and across primate
species. We anticipate that this framework will be used to
examine the relationships between sulcal morphology, cytoarch-
itectonic areal distribution, connectivity, and function, within the
studied species and also across the primate order. y
Manual labeling of the sulci following visual inspection in the
various species in the present study may appear as a limitation. Yet, a similar strategy has been recently employed and confirmed
the organization of these sulci in the human brain34. Further-
more, such precise analysis of sulci in multiple species represents
an important step forward towards the development of efficient
algorithms for automatic labeling, which are currently not
available. To characterize further the evolution of sulcal patterns
in primates, future studies will need to consider the assessment of
more species. Discussion
l
f But, as no endocast exists for the MFC, it is
important to note that only analysis on living species could be
conducted to understand how structures on the medial surface of
the brain have evolved. NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x Structure, Function, and Heritability”). All subjects provided written informed
consent on forms approved by the Institutional Review Board of Washington
University in St. Louis. In addition, the present study received approval (no. 15-
213) from the Ethics Committee of Inserm (IORG0003254, FWA00005831) and
from the Institutional Review Board (IRB00003888) of the French Institute of
Medical Research and Health. normalized on the basis of the dorso-ventral extent of the brains normalized in
their respective standard space (see “Methods”) at the level of the rostral limit of
the genu of the corpus callosum across primates (i.e., 100, 50, 30, and 24 mm,
respectively, in human, chimpanzee, baboon, and macaque brains). In both analyses, C.A. labeled the sulci. The labeling was performed on three
separate occasions, and the few remaining inconsistencies in labeling were
discussed with J.S. and M.P. Regarding the human data, validation of the
nomenclature used was obtained in an independent experiment in which the
naming of the sulci was performed by another expert34. normalized on the basis of the dorso-ventral extent of the brains normalized in
their respective standard space (see “Methods”) at the level of the rostral limit of
the genu of the corpus callosum across primates (i.e., 100, 50, 30, and 24 mm,
respectively, in human, chimpanzee, baboon, and macaque brains). In both analyses, C.A. labeled the sulci. The labeling was performed on three
separate occasions, and the few remaining inconsistencies in labeling were
discussed with J.S. and M.P. Regarding the human data, validation of the
nomenclature used was obtained in an independent experiment in which the
naming of the sulci was performed by another expert34. Non-human primates. High-resolution anatomical scans of chimpanzee (P. tro-
glodytes) and baboon (P. papio) brains were obtained from the laboratories of Dr. William Hopkins and Dr. Adrien Meguerditchian, respectively. High-resolution
anatomical scans of Macaque (M. mulatta) brains were obtained from the
laboratories of Drs E. Procyk and C. Amiez, W. Hopkins, J. Sallet, F. Hadj-Bou-
ziane, and S. Ben Hamed. These data are now available in the PRIMatE Data
Exchange (PRIME-DE) database [http://fcon_1000.projects.nitrc.org/indi/indi-
PRIME.html]65. Note that no new data were collected specifically for the purpose
of the present study. Data collected initially for studies on rhesus monkeys (M. Mulatta) and baboons (P. ARTICLE papio) were conducted under local ethics agreements
(licenses from the United Kingdom (UK) Home Office; Provence and Lyon ethics
committees) and in accordance with The Animals (Scientific Procedures) Act 1986
and with the European Union guidelines (EU Directive 2010/63/EU). Chimpanzee
(P. troglodytes) data collection was approved by the Institutional Animal Care and
Use Committees at YNPRC and UTMDACC and also followed the guidelines of
the Institute of Medicine on the use of chimpanzee in research. Statistical analysis. We tested the influence of species status on the probability of
a sulcus to be present with logistic regressions. In the statistical models, “species”
(human, chimpanzee, baboon, macaque) was the independent variable and “Pre-
sence” (0, 1) of a sulcus was the dependent variable. The lateralization of PCGS and
ILS in human versus chimpanzee was assessed separately in each species using a
binomial logistic regression GLMs with hemisphere (left versus right) as inde-
pendent variable. To assess whether the probability of observing the four vertical
sulci (i.e., PACS, PREPACS, VPCGS-P, and VPCGS-A) in the dorsal MFC was
similar or different in each species, we performed binomial logistic regression
GLMs in each species with these sulci (PACS, PREPACS, VPCGS-P, and VPCGS-
A) as independent variable. ANOVA Chi-square tests and post-hoc Tukey tests
were then applied. Note that, in the cases where only one value was observed in a
specific variable (e.g., the PCGS is absent in baboon and macaque and therefore the
“presence” value is 0 for all subjects), the binomial logistic regression GLM was
fitted using an adjusted-score approach to bias reduction (using the brglm package;
https://cran.r-project.org/web/packages/brglm/brglm.pdf). Neuroimaging data analysis. Human and macaque brains were normalized in the
Human (http://www.bic.mni.mcgill.ca/ServicesAtlases/HomePage) and Macaque66
MNI steretotaxic coordinate systems, respectively. Chimpanzee brains were nor-
malized in the Chimpanzee standard brain developed by Dr. W. Hopkins67 [http://
www.chimpanzeebrain.org/]. Baboon brains were normalized in the Baboon
standard brain developed by Dr. A. Meguerditchian68 [http://www.nitrc.org/
projects/haiko89/]. Note that normalization of all primate brains consisted in linear
registrations, which has the great advantage of allowing within-species compar-
isons between brains without altering relationships between sulci and gyri. It is,
therefore, unlikely that such processing influences commonality and divergence of
sulcal organization observed between species. Normalization of primate brains was
performed with SPM12 [https://www.fil.ion.ucl.ac.uk/spm/software/spm12/]. Received: 14 January 2019 Accepted: 9 July 2019 Received: 14 January 2019 Accepted: 9 July 2019 (a) To assess whether PACS, PRPACS, VPCGS-P, and VPCGS-A were located
at the level of, respectively, the most rostral limit of the pons (landmark 1), the
anterior commissure (landmark 2), the caudal (landmark 3), and the rostral
(landmark 4) limit of the genu of the corpus callosum, we calculated the difference
between the Y value of the intersection between the CGS or the PCGS (if present)
and the PACS, PRPACS, VPCGS-P, and VPCGS-A and the Y value of landmarks 1,
2, 3, and 4, respectively. This difference was calculated in all four species on the
normalized T1 data of these species. This difference was then normalized to take
into account the different antero-posterior extent of the brains of the four species,
the antero-posterior extent of the human, chimpanzee, baboon, and macaque
brains being respectively 175, 110, 85, and 60 mm. The normalization performed
within species was obtained by dividing the Y coordinate of the sulcus of interest,
measured on brains registered linearly in the species-specific standard space, by the
antero-posterior extent of the standard brain. ARTICLE In addition, we tested whether the relative distributions of Z positions of the
fork formed by SU-ROS/CGS-VE, SOS/CGS-DE, and the CGS or PCGS (when
present), relative to the rostral limit of the genu of the corpus callosum were similar
across species using standard generalized linear models in which the independent
variable was “species” (human, chimpanzee, baboon, macaque) and the dependent
variable was the normalized Z relative position of this fork. This displacement was
normalized across primates on the basis of the dorso-ventral extent of the brains
normalized in their respective standard space at the level of the rostral limit of the
genu of the corpus callosum (i.e., 100, 50, 30, and 24 mm, respectively, in human,
chimpanzee, baboon, and macaque brains). The normalization performed within
species was obtained by dividing the Z coordinate of the intersection between the
fork and the CGS or PCGS, measured on brains registered linearly in the species-
specific standard space, by the dorso-ventral extent of the standard brain. All data
are presented in the Source Data file. Two levels of analysis were performed: (1)
A large qualitative analysis in the whole set of data: 197 human, 225
chimpanzee, 88 baboon, and 80 rhesus monkey brains. This analysis was
performed to examine whether the PCGS and the ILS were human-specific
features. Towards that goal, each MRI scan was visually inspected to assess
the presence or absence of these sulci in either hemisphere of each
normalized brain for each species assessed. (1)
A large qualitative analysis in the whole set of data: 197 human, 225
chimpanzee, 88 baboon, and 80 rhesus monkey brains. This analysis was
performed to examine whether the PCGS and the ILS were human-specific
features. Towards that goal, each MRI scan was visually inspected to assess
the presence or absence of these sulci in either hemisphere of each
normalized brain for each species assessed. All statistics were performed with R software, R Development Core Team69
under R-Studio70. Reporting summary. Further information on research design is available in
the Nature Research Reporting Summary linked to this article. (2)
A restricted qualitative/quantitative analysis of all sulci of the MFC in both
hemispheres of a subset of 40 brains of each species. (2)
A restricted qualitative/quantitative analysis of all sulci of the MFC in both
hemispheres of a subset of 40 brains of each species. References 1. Zilles, K., Palomero-Gallagher, N. & Amunts, K. Development of cortical
folding during evolution and ontogeny. Trends Neurosci. 36, 275–284 (2013). d
h
d l f
h d
l
f
l 1. Zilles, K., Palomero-Gallagher, N. & Amunts, K. Development of cortical
folding during evolution and ontogeny. Trends Neurosci. 36, 275–284 (2013). 2. Toro, R. & Burnod, Y. A morphogenetic model for the development of cortical
convolutions. Cereb. Cortex 15, 1900–1913 (2005). 2. Toro, R. & Burnod, Y. A morphogenetic model for the development of cortical
convolutions. Cereb. Cortex 15, 1900–1913 (2005). 3. Van Essen, D. C. A tension-based theory of morphogenesis and compact
wiring in the central nervous system. Nature 385, 313–318 (1997). 4. Rakic, P. Specification of cerebral cortical areas. Science 241, 170–176 (1988). p
(
)
5. Tallinen, T., Chung, J. Y., Biggins, J. S. & Mahadevan, L. Gyrification from
constrained cortical expansion. Proc. Natl. Acad. Sci. USA 111, 12667–12672
(2014). 5. Tallinen, T., Chung, J. Y., Biggins, J. S. & Mahadevan, L. Gyrification from
constrained cortical expansion. Proc. Natl. Acad. Sci. USA 111, 12667–12672
(2014). (b) To assess the relative location of the intersection of the fork formed by SU-
ROS/CGS-VE and SOS/CGS-DE with the CGS or PCGS across primates, we
calculated the % of displacement of this intersection from the rostral limit of the
genu of the corpus callosum. Towards that goal, we measured the difference
between the Z value of this intersection and the Z value of the rostral limit of the
genu of the corpus callosum. To compare primate brains, this difference was then (b) To assess the relative location of the intersection of the fork formed by SU-
ROS/CGS-VE and SOS/CGS-DE with the CGS or PCGS across primates, we
calculated the % of displacement of this intersection from the rostral limit of the
genu of the corpus callosum. Towards that goal, we measured the difference
between the Z value of this intersection and the Z value of the rostral limit of the
genu of the corpus callosum. To compare primate brains, this difference was then 6. Harris, H. Enzyme polymorphisms in man. Proc. R. Soc. Lond. B Biol. Sci. 164,
298–310 (1966). 6. Harris, H. Enzyme polymorphisms in man. Proc. R. Soc. Lond. B Biol. Sci. 164,
298–310 (1966). 7. Przeworski, M., Hudson, R. R. & Di Rienzo, A. Adjusting the focus on human
variation. Trends Genet. 16, 296–302 (2000). 7. Methods
N
i
i Neuroimaging T1 anatomical data of 197 human (H. sapiens), 225 chimpanzee
(P. troglodytes), 88 baboon (P. papio), and 80 rhesus monkeys (M. mulatta) brains
were analyzed. Human subjects. High-resolution anatomical scans of the human brain were
obtained from the Human Connectome Project database [http://www. humanconnectome.org/]. Only data from subjects displaying no family relation-
ships were analyzed. The participants in the HCP study were recruited from the
Missouri Family and Twin Registry that includes individuals born in Missouri64. Acquisition parameters of T1 anatomical scans are the following: whole head, 0.7
mm3 isotropic resolution, TR = 2.4 s, TE = 2.14 ms, flip angle = 8° (more details
can be found at [https://humanconnectome.org/storage/app/media/
documentation/s1200/HCP_S1200_Release_Appendix_I.pdf]). The full set of
inclusion and exclusion criteria is detailed elsewhere64. Briefly, the HCP subjects
are healthy individuals free from major psychiatric or neurological illnesses. They
are drawn from ongoing longitudinal studies64, where they had received extensive
assessments, including the history of drug use, and emotional and behavioral
problems. The experiments were performed in accordance with relevant guidelines
and regulations and all experimental protocols were approved by the Institutional
Review Board (IRB) (IRB # 201204036; Title: “Mapping the Human Connectome: Altogether comparative neuroanatomy studies show a rela-
tively well conserved anatomo-functional organization of the
MFC in primates24,38,40, which suggests that the precursor of the
human brain was already present in the last ancestor to humans,
apes, and Old-world monkeys. Differences in sulcal pattern
morphology as observed in the present study could be related to
the expansion of cortical areas, which in turn could be related to 11 Data availability First, this analysis consisted in assessing the characteristics of the vertical sulci
in the MFC emerging from the CGS or the PCGS in all brains across species. Towards that goal, the sulci were assigned in one of 3 categories based on our
qualitative observations (Supplementary Fig. 1): sulcus (a real sulcus—long and
deep—can be observed), spur (a precursor sulcus, i.e., not long enough to be
considered a sulcus), and dimple (locations where a slight indentation indicates a
dimple of the CGS or PCGS). The source data underlying Figs. 1e, 2a, b, 3b–e, 4a–d, 5a–c, 6a–c, 7a, b, and
Supplementary Fig. 2a, b are provided as a Source Data file. Human, macaque,
chimpanzee, and baboon anatomical scans are available, respectively, from the Human
Connectome Project database [http://www.humanconnectome.org/], the PRIMatE Data
Exchange (PRIME-DE) database [https://fcon_1000.projects.nitrc.org/indi/indiPRIME. html], from Dr. W. Hopkins [http://www.chimpanzeebrain.org/], and from Dr. A. Meguerditchian [http://www.nitrc.org/projects/haiko89/]. A reporting summary for this
Article is available as a Supplementary Information file. Second, we identified all sulci in the MFC and assessed any relationships that
may exist between these sulci and certain fixed anatomical landmarks across the
species examined, such as the rostral limit of the pons, anterior commissure, caudal
and rostral limits of the genu of the corpus callosum. The relationships between the
location of a given sulcus and a particular anatomical landmark across species were
examined as follows: ARTICLE 14. Amiez, C., Wilson, C. R. E. & Procyk, E. Variations of cingulate sulcal
organization and link with cognitive performance. Sci. Rep. 8, 13988 (2018). 44. Brodmann, K. Vergleichende Localisationslehre der Grosshirnrinde in ihren
Prinzipien dargestellt auf Grund des Zellenbaues (Barth, Leipzig 1909). 15. Brodmann, K. Beitrage zur histologischen Lokalisation der Gros-shirnrinde. II. Der Calcarinustyp. J. Psychol. Neurol. 2, 133–159 (1903). 45. Bucy, P. C. The Pre-central Motor Cortex (University of Illinois Press, USA,
1944). 16. Geyer, S., Luppino, G. & Rozzi, S. Chapter 27—Motor Cortex. in The Human
Nervous System (Third Edition) (eds Mai, J. K. & Paxinos, G.) 1012–1035
(Academic Press, San Diego 2012). 46. Sarkissov, S. A., Filimonoff, I. N., Kononowa, E. P., Preobraschenskaja, I. S. &
Kukuew, L. A. Atlas of the Cytoarchitectonics of the Human Cerebral Cortex
(Medgiz, Moscow 1955). 17. Zilles, K. & Amunts, K. Chapter 23—Architecture of the Cerebral Cortex. in
The Human Nervous System (Third Edition) (eds Mai, J. K. & Paxinos, G.)
836–895 (Academic Press, San Diego 2012). g
47. Mauss, T. Die faserarchitektonische Gliederung des Cortex cerebri von den
anthropomorphen Affen. J. Psychol. Neurol. 18, 410–467 (1911). g
7. Mauss, T. Die faserarchitektonische Gliederung des Cortex c g
18. Geyer, S., Schleicher, A. & Zilles, K. Areas 3a, 3b, and 1 of human primary
somatosensory cortex. Neuroimage 10, 63–83 (1999). 48. Bucy, P. C. A comparative cytoarchitectonic study of the motor and premotor
areas in the primate cortex. J. Comp. Neurol. 62, 293 (1935). areas in the primate cortex. J. Comp. Neurol. 62, 293 (1935). 19. White, L. E. et al. Structure of the human sensorimotor system. I: Morphology
and cytoarchitecture of the central sulcus. Cereb. Cortex 7, 18–30 (1997). 49. Palomero-Gallagher, N. & Zilles, K. Differences in cytoarchitecture of Broca’s
region between human, ape and macaque brains. Cortex https://doi.org/
10.1016/j.cortex.2018.09.008 (2018). 20. Amiez, C. et al. The location of feedback-related activity in the midcingulate
cortex is predicted by local morphology. J. Neurosci. 33, 2217–2228
(2013). 50. Economo, C. & Koskinas, G. N. Die Cytoarchitektonik der Hirnrinde des
Erwachsenen Menschen (Springer, Wien 1925). 51. Chaplin, T. A., Yu, H.-H., Soares, J. G. M., Gattass, R. & Rosa, M. G. P. conserved pattern of differential expansion of cortical areas in simian
primates. J. Neurosci. 33, 15120–15125 (2013). 21. Tomaiuolo, F. & Giordano, F. ARTICLE Cerebal sulci and gyri are intrinsic landmarks
for brain navigation in individual subjects: an instrument to assist
neurosurgeons in preserving cognitive function in brain tumour
surgery (Commentary on Zlatkina et al.). Eur. J. Neurosci. 43, 1266–1267
(2016). 52. Donahue, C. J., Glasser, M. F., Preuss, T. M., Rilling, J. K. & Van Essen, D. C. Quantitative assessment of prefrontal cortex in humans relative to nonhuman
primates. Proc. Natl. Acad. Sci. USA 115, E5183–E5192 (2018). 22. Van Essen, D. C. & Dierker, D. L. Surface-based and probabilistic atlases of
primate cerebral cortex. Neuron 56, 209–225 (2007). 53. Paxinos, G., Huang, X., Petrides, M. & Toga, A. The Rhesus Monkey Brain in
Stereotaxic Coordinates 2nd edn. (Academic Press, San Diego 2008). 23. Amodio, D. M. & Frith, C. D. Meeting of minds: the medial frontal cortex and
social cognition. Nat. Rev. Neurosci. 7, 268–277 (2006). 54. Paxinos, G., Watson, C., Petrides, M., Rosa, M. & Tokuno, H. The
Marmoset Brain in Stereotaxic Coordinates (Academic Press/Elsevier, London
2012). Marmoset Brain in Stereotaxic Coordinates (Academic Press/Elsevier, London
2012). 24. Sallet, J. et al. The organization of dorsal frontal cortex in humans and
macaques. J. Neurosci. 33, 12255–12274 (2013). q
25. Procyk, E. et al. Midcingulate motor map and feedback detection: converging
data from humans and monkeys. Cereb. Cortex 26, 467–476 (2016). 55. Talairach, J. & Tournoux, P. Co-planar Stereotactic Atlas of the Human Brain:
3-Dimensional Proportional System: An Approach to Cerebral Imaging (Georg
Thieme Verlag, Stuttgart 1988). 26. Cole, M. W., Yeung, N., Freiwald, W. A. & Botvinick, M. Cingulate cortex:
diverging data from humans and monkeys. Trends Neurosci. 32, 566–574
(2009). 56. Collins, D. L. Montreal Neurological Institute (MNI) Stereotaxic Space. In
(ed Petrides, M.) Atlas of the Morphology of the Human Cerebral Cortex on
the Average MNI Brain (Academic Press, San Diego 2018). 27. Cole, M. W., Yeung, N., Freiwald, W. A. & Botvinick, M. Conflict over
cingulate cortex: between-species differences in cingulate may support
enhanced cognitive flexibility in humans. Brain Behav. Evol. 75, 239–240
(2010). 57. Buda, M., Fornito, A., Bergström, Z. M. & Simons, J. S. A specific brain
structural basis for individual differences in reality monitoring. J. Neurosci. 31,
14308–14313 (2011). 28. Vogt, B. A. Midcingulate cortex: structure, connections, homologies, functions
and diseases. J. Chem. Neuroanat. 74, 28–46 (2016). 58. Mériau, K. et al. A neural network reflecting individual differences in cognitive
processing of emotions during perceptual decision making. ARTICLE Neuroimage 33,
1016–1027 (2006). 29. Caruana, F. et al. Motor and emotional behaviours elicited by electrical
stimulation of the human cingulate cortex. Brain 141, 3035–3051 (2018). 59. Hopkins, W. D. et al. Genetic factors and orofacial motor learning selectively
influence variability in central sulcus morphology in chimpanzees (Pan
troglodytes). J. Neurosci. 37, 5475–5483 (2017). 30. Rushworth, M. F. S., Noonan, M. P., Boorman, E. D., Walton, M. E. &
Behrens, T. E. Frontal cortex and reward-guided learning and decision-
making. Neuron 70, 1054–1069 (2011). 60. Krupenye, C., Kano, F., Hirata, S., Call, J. & Tomasello, M. Great apes
anticipate that other individuals will act according to false beliefs. Science 354,
110–114 (2016). 31. Papageorgiou, G. K. et al. Inverted activity patterns in ventromedial prefrontal
cortex during value-guided decision-making in a less-is-more task. Nat. Commun. 8, 1886 (2017). 61. Heyes, C. M. & Frith, C. D. The cultural evolution of mind reading. Science
344, 1243091 (2014). 32. Vaccaro, A. G. & Fleming, S. M. Thinking about thinking: a coordinate-based
meta-analysis of neuroimaging studies of metacognitive judgements. Brain
Neurosci. Adv. 2, 1–14 (2018). 62. Flombaum, J. I. & Santos, L. R. Rhesus monkeys attribute perceptions to
others. Curr. Biol. 15, 447–452 (2005). 33. Wittmann, M. K., Lockwood, P. L. & Rushworth, M. F. S. Neural mechanisms
of social cognition in primates. Annu. Rev. Neurosci. 41, 99–118 (2018). 63. Seyfarth, R. M. & Cheney, D. L. Affiliation, empathy, and the origins of theory
of mind. Proc. Natl. Acad. Sci. USA 110, 10349–10356 (2013). 64. Van Essen, D. C. et al. The Human Connectome Project: a data acquisition
perspective. Neuroimage 62, 2222–2231 (2012). 34. Lopez-Persem, A., Verhagen, L., Amiez, C., Petrides, M. & Sallet, J. The
human ventromedial prefrontal cortex: sulcal morphology and its influence on
functional organization. J. Neurosci. 39, 3627–3639 (2019). 65. Milham, M. P. et al. An open resource for non-human primate imaging. Neuron 100, 61–74 (2018). 35. Rogers, J. et al. On the genetic architecture of cortical folding and brain
volume in primates. Neuroimage 53, 1103–1108 (2010). 66. Frey, S. et al. An MRI based average macaque monkey stereotaxic atlas and
space (MNI monkey space). Neuroimage 55, 1435–1442 (2011). p
g
36. Hill, J. et al. Similar patterns of cortical expansion during human development
and evolution. Proc. Natl. Acad. Sci. USA 107, 13135–13140 (2010). 67. Hopkins, W. D. & Avants, B. B. ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-11347-x 8. Petrides, M. The Human Cerebral Cortex: An MRI Atlas of the Sulci and Gyri
in MNI Stereotaxic Space (Academic Press, New York 2012). 39. Petrides, M., Tomaiuolo, F., Yeterian, E. H. & Pandya, D. N. The prefrontal
cortex: comparative architectonic organization in the human and the macaque
monkey brains. Cortex 48, 46–57 (2012). p
9. Sherwood, C. C. et al. Cortical orofacial motor representation in Old World
monkeys, great apes, and humans. I. Quantitative analysis of cytoarchitecture. Brain Behav. Evol. 63, 61–81 (2004). 40. Neubert, F.-X., Mars, R. B., Sallet, J. & Rushworth, M. F. S. Connectivity
reveals relationship of brain areas for reward-guided learning and decision
making in human and monkey frontal cortex. Proc. Natl. Acad. Sci. USA 112,
E2695–E2704 (2015). 10. Armstrong, E., Schleicher, A., Omran, H., Curtis, M. & Zilles, K. The ontogeny
of human gyrification. Cereb. Cortex 5, 56–63 (1995). 11. Tamraz, J. & Comair, Y. Atlas of Regional Anatomy of the Brain Using MRI. With Functional Correlations (Springer-Verlag, Heidelberg, 2000). 41. Croxson, P. L., Forkel, S. J., Cerliani, L. & Thiebaut de Schotten, M. Structural
variability across the primate brain: a cross-species comparison. Cereb. Cortex
28, 3829–3841 (2018). p
g
g
g
12. Paus, T. et al. Human cingulate and paracingulate sulci: pattern, variability,
asymmetry, and probabilistic map. Cereb. Cortex 6, 207–214 (1996). p
g
g
g
12. Paus, T. et al. Human cingulate and paracingulate sulci: pattern, variability,
d
b bili i
C
b C
6 207 214 (1996) 12. Paus, T. et al. Human cingulate and paracingulate sulci: pattern, variability,
asymmetry, and probabilistic map. Cereb. Cortex 6, 207–214 (1996). 42. Mars, R. B. et al. On the relationship between the ‘default mode network’ and
the ‘social brain’. Front. Hum. Neurosci. 6, 189 (2012). asymmetry, and probabilistic map. Cereb. Cortex 6, 207–214 (199 y
y
p
p
(
)
13. Vogt, B. A., Nimchinsky, E. A., Vogt, L. J. & Hof, P. R. Human cingulate 13. Vogt, B. A., Nimchinsky, E. A., Vogt, L. J. & Hof, P. R. Human cingulate
cortex: surface features, flat maps, and cytoarchitecture. J. Comp. Neurol. 359,
490–506 (1995). g
y
g
J
g
cortex: surface features, flat maps, and cytoarchitecture. J. Comp. Neurol. 359,
490–506 (1995). 43. Margulies, D. S. et al. Situating the default-mode network along a principal
gradient of macroscale cortical organization. Proc. Natl. Acad. Sci. USA 113,
12574–12579 (2016). References Przeworski, M., Hudson, R. R. & Di Rienzo, A. Adjusting the focus on human
variation. Trends Genet. 16, 296–302 (2000). 12 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunicatio Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. Additional information 69. R Development Core Team. R: A Language and Environment for Statistical
Computing (R Foundation for Statistical Computing, 2008). 69. R Development Core Team. R: A Language and Environment for Statistical
Computing (R Foundation for Statistical Computing, 2008). Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
019-11347-x. 70. RStudio Team. RStudio: Integrated Development for R (RStudio Inc., 2016). 70. RStudio Team. RStudio: Integrated Development for R (RStudio Inc., 2016). ARTICLE Regional and hemispheric variation in
cortical thickness in chimpanzees (Pan troglodytes). J. Neurosci. 33, 5241–5248
(2013). 37. Toga, A. W. & Thompson, P. M. Mapping brain asymmetry. Nat. Rev. Neurosci. 4, 37–48 (2003). 38. Petrides, M. & Pandya, D. N. Comparative cytoarchitectonic analysis of the
human and the macaque frontal cortex. in Handbook of Neuropsychology (eds
Boller, F. & Grafman, J.) 17–58 (Amsterdam 1994). 68. Love, S. A. et al. The average baboon brain: MRI templates and
tissue probability maps from 89 individuals. Neuroimage 132, 526–533
(2016). 13 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications Acknowledgements Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ g
This work was supported by the Human Frontier Science Program (RGP0044/2014). C. A. received funding from the French National Research Agency (ANR-18-CE32-0012-
01). J.S. was supported by a Sir Henry Dale Wellcome Trust Fellowship (105651/Z/14/Z). The Wellcome Centre for Integrative Neuroimaging is supported by core funding from
the Wellcome Trust (203139/Z/16/Z). W.D.H. is supported by NIH grants NS-042867,
NS-073134, and NS-092988. A.M. has received funding from the European Research
Council (ERC) under the European Union’s Horizon 2020 research and innovation
program Grant Agreement No. 716931 (716931 – GESTIMAGE – ERC-2016-STG), from
the French “Agence Nationale de la Recherche” (ANR-12-PDOC-0014-01, LangPrimate
Project), as well as from grants ANR-16-CONV-0002 (ILCB), ANR-11-LABX-0036
(BLRI), and ANR-11-IDEX-0001-02 (A*MIDEX). F.H.-B. received funding from the
French National Research Agency (ANR-15-CE37-0003). E.P. was supported by the
Medical Research Foundation (FRM), Neurodis Foundation, and the Labex CORTEX
ANR-11-LABX-0042 of Université de Lyon. M.P. was supported by the Canadian
Institutes of Health Research (CIHR) Foundation grant FDN-143212. E.P., C.A., F.H.-B.,
and S.B.H. are employed by the Centre National de la Recherche Scientifique. The
authors thank K. Knoblauch for helpful comments on statistical analysis. The authors
thank Delphine Autran-Clavagnier for data acquisition in macaques. Peer review information: Nature Communications thanks Danilo Bzdok, Christopher
Petkov and Michel Thiebaut de Schotten for their contribution to the peer review of this
work. Peer reviewer reports are available. Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Author contributions C.A. organized the project, coordinated the consortium to gather the dataset, and ana-
lyzed the data. C.A., J.S. and M.P. interpreted data and wrote the article. W.D.H. pro-
vided chimpanzee and macaque T1 data; A.M. provided baboon T1 data; F.H.-B., S.B.H.,
J.S., W.D.H., C.R.E.W., C.A. and E.P. provided macaque T1 data. © The Author(s) 2019 © The Author(s) 2019 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunications 14 NATURE COMMUNICATIONS | (2019) 10:3437 | https://doi.org/10.1038/s41467-019-11347-x | www.nature.com/naturecommunicatio
|
https://openalex.org/W4230764084
|
https://hal.science/hal-01606195/file/2016_Fernandez_Phytopathology_1.pdf
|
English
| null |
Abstracts of Presentations at the 2016 APS Annual Meeting
|
Phytopathology
| 2,016
|
cc-by-sa
| 263,947
|
To cite this version: D. Fernandez, M. Grossi de Sa, I. Mezzalira, M. Beneventi, D. Amora, et al.. Functional anal-
ysis of root-knot nematode (Meloidogyne javanica) virulence genes in rice. Annual Meeting of
the American-Phytopathological-Society (APS), Jul 2016, Tampa (Floride), United States. 163 p.,
10.1094/PHYTO-106-12-S4.1. hal-01606195 Functional analysis of root-knot nematode (Meloidogyne
javanica) virulence genes in rice
D. Fernandez, M. Grossi de Sa, I. Mezzalira, M. Beneventi, D. Amora, H. Baimey, A. Petitot, Janice de Almeida, E. Saliba Albuquerque 2016 APS Annual Meeting
Abstracts of Presentations Abstracts submitted for presentation at the APS Annual Meeting in Tampa, Florida, U.S.A., July 30–August 3, 2016. Recommended format for citing
annual meeting abstracts, using the first abstract below as an example, is as follows: Harper, S., Cowell, S., and Dawson, W. 2016. Factors that influence
the structure of Citrus tristeza virus populations. (Abstr.) Phytopathology 106:S4.1. http://dx.doi.org/10.1094/PHYTO-106-12-S4.1 The abstracts are published for citation purposes. They were not reviewed by the Phytopathology Editorial Board and were not edited by the APS
editorial staff. Please send questions or comments to aps@scisoc.org. htt //d d i
/10 1094/PHYTO 106 12 S4 1 The abstracts are published for citation purposes. They were not reviewed by the Phytopathology Editorial Board and were not edited by the APS
editorial staff. Please send questions or comments to aps@scisoc.org. http://dx.doi.org/10.1094/PHYTO-106-12-S4.1
© 2016
h A
i
h
h l
i
l S
i http://dx.doi.org/10.1094/PHYTO-106-12-S4.1
© 2016 The American Phytopathological Society © 2016 The American Phytopathological Society Factors that influence the structure of Citrus tristeza virus populations
S. HARPER (1), S. Cowell (2), W. Dawson (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Path Factors that influence the structure of Citrus tristeza virus populations
S. HARPER (1), S. Cowell (2), W. Dawson (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Factors that influence the structure of Citrus tristeza virus populations
S. HARPER (1), S. Cowell (2), W. Dawson (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. S. HARPER (1), S. Cowell (2), W. Dawson (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Flor S. ( ), S. Cowe
( ), W. awso ( )
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. rtment of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. A virus infection of a host is not a discrete, static entity, but a dynamic population whose members interact with one another and with their host to persist
and spread. We have been using populations of Citrus tristeza virus (CTV) strains to examine this phenomenon, and have found that under constant
conditions, the population structure will stabilize to an equilibrium defined by the host. HAL Id: hal-01606195
https://hal.science/hal-01606195v1
Submitted on 3 Jun 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution - ShareAlike 4.0 International License 2016 APS Annual Meeting
Abstracts of Presentations This led us to ask what determinants, other than the host, can
define a population, and what factors can cause a shift in population structure. Here we examined the effect of (a) inducing stress on the host through
drought, high temperature, and by inducing systemic acquired resistance through the application of salicylic acid (SA), and (b) the addition of Citrus
tatter leaf virus (CTLV) and Citrus leaf blotch virus (CLBV). We found that the structure of a CTV population comprised of three strains showed no
significant change between treated and non-treated plants when exposed to drought or treated with SA, nor did the addition of CTLV or CLBV. Only
exposure to approximate Florida summer temperatures (36°C day/25°C night) caused a change in structure, decreasing virus titer in a strain-specific and
host-specific manner. Knowledge of the factors that determine population structure will aid in developing methods to manipulate populations and prevent
disease. Virus populations associated with Maize lethal necrosis (MLN) in East Africa Virus populations associated with Maize lethal necrosis (MLN) in East Africa ( )
(1) USDA-ARS Corn, Soybean and Wheat Quality Research Unit, Wooster, OH, U.S.A.; (2) Molecular and Cellular Imaging Center, The Ohio State
University, Wooster, OH, U.S.A.; (3) International Institute of Tropical Agriculture (IITA), Dar es Salaam, Tanzania; (4) Venganza, Inc, Augustine, FL,
U.S.A.; (5) National Agricultural Research Organization, Entebbe, Uganda; (6) Kenya Agricultural and Livestock Research Organization (KALRO),
Nairobi, Kenya; (7) Plant Pathology Department, The Ohio State University, Wooster, OH, U.S.A. Maize lethal necrosis (MLN) has emerged as a devastating disease in East Africa in recent years. MLN is caused by co-infection of a maize-infecting
potyvirus and maize chlorotic mottle virus (MCMV). Deep sequencing of MLN-associated samples collected in Kenya and Uganda indicate high
conservation of MCMV sequences, whereas the associated potyvirus population is diverse and complex. Sugarcane mosaic virus (SCMV)-like sequences
are abundant and variable across samples, and clustered into four groups with over 10% nucleotide sequence divergence. Sequence analyses indicate
presence of other putative viruses in MLN-diseased tissue that require further characterization. These data are valuable to inform diagnostics,
containment, and management of destructive maize viruses in East Africa. Investigating the spread of Grapevine red blotch-associated virus
E. Cieniewicz (1), M. Fuchs (1), K. Perry (2)
(1) Cornell University New York State Agriculture Experiment Station, U.S.A.; (2) Cornell University, U.S.A. nvestigating the spread of Grapevine red blotch-associated virus
. Cieniewicz (1), M. Fuchs (1), K. Perry (2) Investigating the spread of Grapevine red blotch-associated virus
E. Cieniewicz (1), M. Fuchs (1), K. Perry (2)
(1) Cornell University New York State Agriculture Experiment Station, U.S.A.; (2) Cornell University, U.S.A. (1) Cornell University New York State Agriculture Experiment Station, U.S.A.; (2) Cornell University, U.S.A. Red blotch is a recently recognized viral disease of Vitis spp. The causal agent, Grapevine red blotch-associated virus (GRBaV) has a single-stranded,
circular DNA genome (3,206 nt), and is a proposed member of the family Geminiviridae. GRBaV has been detected in all major grape-growing regions
of the United States and Canada, likely as a result of the dissemination of infected propagation and planting material. Of major concern to the grape
industry is whether GRBaV is transmitted in vineyards. While there is no indication of spread in most areas where GRBaV has been detected, within-
vineyard transmission is documented in California, likely due to insect vectors. To identify insect vectors of GRBaV, a detailed census of hemipteran
insects in a selected California vineyard was performed. Of more than 50 species screened in 2015, only four species of the families Cicadellidae,
Membracidae, and Cixiidae consistently carried genetic elements of GRBaV, as shown by multiplex PCR. The ability of vector candidate species to S4.1 transmit GRBaV to healthy grapevines is being assessed in greenhouse transmission assays. Understanding the mechanism of transmission will inform
proper management strategies to control the insect vector and minimize spread of GRBaV. transmit GRBaV to healthy grapevines is being assessed in greenhouse transmission assays. Understanding the mechanism of transmission will inform
proper management strategies to control the insect vector and minimize spread of GRBaV. Epidemiological insights into an emerging virus disease: Blueberry shock virus on cranberry
S. THOMAS-SHARMA (1), L. Wells-Hansen (1), R. Page (1), V. Kartanos (2), E. Saalau-Rojas (3), P. McManus (1)
(1) University of Wisconsin-Madison, U.S.A.; (2) Bayer Crop Science, U.S.A.; (3) UMass Cranberry Station, U.S.A. Epidemiological insights into an emerging virus disease: Blueberry shock virus on cranberry
S. THOMAS-SHARMA (1), L. Wells-Hansen (1), R. Page (1), V. Kartanos (2), E. Saalau-Rojas (3), P. McManus (1)
(1) University of Wisconsin-Madison, U.S.A.; (2) Bayer Crop Science, U.S.A.; (3) UMass Cranberry Station, U.S.A. Berry scarring, where cranberry uprights (shoots) produce scarred, disfigured berries that turn prematurely red, is an emerging problem for growers in
WI and MA. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Trivapro™ fungicide was registered late in 2015, and is now commercially available for use on corn, soybeans, and wheat. This fungicide contains three
broad spectrum ingredients (a strobilurin, triazole, and an SDHI) that all have different modes of action. The SDHI component, Solatenol™ is an
extremely potent active ingredient that provides long residual control of many important diseases. This combination of active ingredients provides both
preventive and curative disease control. Trivapro is particularly effective against many of the rust pathogens. Results from corn and wheat trials in the
US in 2015 demonstrated the grower benefits of longer lasting control. Research has also shown some crop enhancement benefits. Evaluation of fungicides for management of Fusarium wilt of watermelon
N. MILLER (1), M. Adams (1), L. Quesada-Ocampo (1)
(1) North Carolina State University, U.S.A. Fusarium wilt of watermelon, caused by Fusarium oxysporum f. sp. niveum, is an economically important disease in the United States and worldwide. It
has traditionally been managed with long crop rotations and resistant varieties. However, the development and increased prevalence of new pathogen
races has reduced the number of available resistant cultivars. In light of this, new chemical control options would greatly assist growers in controlling
Fusarium wilt of watermelon. This study evaluates new and existing chemical control options for their potential in limiting F. oxysporum growth in the
lab and managing disease in the field. Fungicide efficacy in vitro using a fungicide-amended media assay with 10 single formulation products at four
concentrations revealed that prothioconazole and ADEPIDYN™ fungicide were among the best performing fungicides. Sensitivity to these fungicides
was determined for 100 isolates of Fusarium oxysporum. Field-testing of these two products at two concentrations and application methods indicated that
both products significantly reduced disease incidence, but a drench treatment followed by a foliar spray treatment 14 days post transplant was superior in
reducing Fusarium wilt incidence in comparison to either product used in only a drench treatment. These two products could effectively complement
existing strategies in managing Fusarium wilt of watermelon. Pimaricin: A new post-harvest fungicide for selected citrus, stone, and pome fruits
D. Chen (1), H. Förster (1), J. nvestigating the spread of Grapevine red blotch-associated virus
. Cieniewicz (1), M. Fuchs (1), K. Perry (2) We detected Blueberry shock virus (BlShV) on symptomatic uprights using DAS-ELISA and PCR, and initiated epidemiological studies. Similar to BlShV in blueberry, symptomatic cranberry uprights ‘recover’ from symptoms in the following season. These recovered uprights continue to
test positive for BlShV and had greater incidence of BlShV in seeds (71%), compared to symptomatic uprights (12%). Studies on yield in three WI
marshes affected by BlShV revealed that flowering is comparable in healthy, recovered, and symptomatic uprights. By the time of harvest, symptomatic
uprights produced fewer marketable fruit and had lower fruit weight when compared to healthy uprights. Yield components on recovered and healthy
uprights were comparable. Phylogenetic analysis of the coat protein of cranberry isolates from WI (n=12) and MA (n=5) revealed 96-100% nucleotide
similarity among isolates, and isolates did not group by geography. Analysis of the protein sequence revealed that BlShV on cranberry shares only 90%
coat protein identity with BlShV on blueberry. Small RNA sequencing and assembly (sRSA) indicates genome-level single nucleotide polymorphisms in
BlShV from cranberry, suggesting different strains on blueberry and cranberry. In-depth analysis of sRSA data to identify other known and unknown
viruses is underway. Threat to control Canna Yellow Streak Virus; altered infectivity by associating with a Sub-viral element of novel Canna Yellow Mottle Virus
D. WIJAYASEKARA (1), P. Hoyt (1), B. Dunn (1), A. Gimondo (1), J. Verchot (1)
(1) Oklahoma State University U S A Threat to control Canna Yellow Streak Virus; altered infectivity by associating with a Sub-viral element of novel Canna Yellow Mottle Virus
D. WIJAYASEKARA (1), P. Hoyt (1), B. Dunn (1), A. Gimondo (1), J. Verchot (1)
(1) Oklahoma State University, U.S.A. Canna Yellow Mottle Virus (CaYMV) poses a significant threat to the canna industry by causing unwanted virus-like symptoms to the foliage. CaYMV
was first reported in 1979 and the full genome has not been reported. In order to determine the full CaYMV genome and characterize the disease, next
generation sequencing was carried out using Virion DNA extracted from infected canna plants. The full CaYMV genome consisting of 6976 bp with two
associated sub-viral elements (SVE), was recovered. The CaYMV genome and two sub-viral elements were cloned and sequenced using PCR primers. With initial diagnostic experiments using multiplex PCR reported in 2015, CaYMV was found to be associated with Canna Yellow Streak Virus
(CaYSV). To determine the nature of this association, analysis of naturally infected canna varieties including greenhouse-grown and field-grown canna
for the presence of CaYMV, CaYSV and SVEs was conducted using specific diagnostic primers for CaYMV and SVE 0036. Among six canna varieties,
one variety “Australia” tested positive for only the SVE-0036 while another variety “Striped Beauty” tested positive for all three. Sap containing
SVE0036, CaYSV, or CaYMV were mixed and used to inoculate bean or lupine plants. Infectivity of CaYSV with the presence of SVE0036 altered in
bean and lupine plants. These data suggest that it is important to consider the presence of SVE0036 when testing for CaYSV infectivity. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. All of the new fungicides reduced PRR incidence and soil populations significantly to very low levels as compared to the control starting with
the first application. Mefenoxam was only effective when a high label rate was used in the fourth application. Most of the new fungicides also increased
tree canopy size and trunk diameter compared to the control. Greenhouse studies confirmed the efficacy of these new fungicides. Once registered, these
new compounds will provide highly effective treatment options and resistance management strategies in the control of PRR of citrus. spp. Thus, we evaluated the efficacy of new chemicals belonging to different modes of action (i.e., ethaboxam, fluopicolide, mandipropamid, and
oxathiapiprolin) against PRR. Navel orange trees on Carrizo rootstock were inoculated with P. parasitica at planting. Applications with 12 fungicide
treatments were made five weeks after planting, in spring and fall 2014, and in spring 2015. Feeder roots and adjacent soil were collected before or after
application. PRR incidence and pathogen populations were determined by plating root segments and soil suspensions, respectively, on a selective
medium. All of the new fungicides reduced PRR incidence and soil populations significantly to very low levels as compared to the control starting with
the first application. Mefenoxam was only effective when a high label rate was used in the fourth application. Most of the new fungicides also increased
tree canopy size and trunk diameter compared to the control. Greenhouse studies confirmed the efficacy of these new fungicides. Once registered, these
new compounds will provide highly effective treatment options and resistance management strategies in the control of PRR of citrus. Improving genomic resources for the detection of Macrophomina phaseolina infection of strawberry
A. BURKHARDT (1), K. Childs (2), M. Ramon (1), F. Martin (1)
(1) USDA, U.S.A.; (2) Michigan State University, U.S.A. Macrophomina phaseolina is the causal agent of charcoal rot, which is characterized by wilting, stunting, and crown discoloration. It has had an
increasingly devastating impact on strawberry production in California as treatment methods have shifted from broadcast pre-plant fumigation with
methyl bromide+chloropicrin to individual bed treatment with alternative fumigants. Hundreds of M. phaseolina isolates were collected from infected
hosts in multiple countries and states, including many from California. An SSR analysis revealed that, with few exceptions, the strawberry isolates were
a single genotype (isolates from other hosts were not pathogenic on strawberry). Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. To quickly identify the strawberry genotype, genotype-specific primers
were developed with the end goal of implementing a diagnostic assay from soil prior to planting. These primers were designed by sequencing multiple
isolates and using comparative genomics to identify genotype-specific loci. However, the complexity of the differences in the genomes of strawberry and
non-strawberry isolates cannot be fully resolved with this approach. Therefore, PacBio sequencing was used to assemble a strawberry isolate reference
genome. The draft assembly has an N50 of 3.3 Mb with 143 contigs and ~150x genome coverage. Ongoing work to improve and annotate this assembly
is being done so that it can be used to identify additional strawberry-specific loci and to understand host specificity through comparative genomics. Identifying sources of inoculum and timing of tissue infection by fungal pathogens associated with winterberry fruit rot
F. PEDUTO HAND (1), S. Lin (1), N. Taylor (1)
(1) The Ohio State University, U.S.A. Identifying sources of inoculum and timing of tissue infection by fungal pathogens associated with winterberry fruit rot
F. PEDUTO HAND (1), S. Lin (1), N. Taylor (1)
(1) The Ohio State University, U.S.A. Winterberry is a valuable deciduous ornamental plant carrying brightly colored berries during the winter that is popular as a cut green for use in holiday
decorations. In the past 3-4 years, a fruit rot has been challenging winterberry growers in the midwestern and eastern U.S., in some cases leading to
complete crop loss. In this study, we monitored winterberry ‘Bonfire’ and ‘Sparkleberry’ throughout the 2015 growing cycle in two Ohio nurseries to
identify sources of inoculum and assess periods of tissue infection. Twigs and mummified fruit were collected during plant dormancy to determine
potential sources of primary inoculum. Flowers, leaves, and berries were collected weekly from June to December to record leaf spot and fruit rot
incidence and severity, as well as pathogen recovery. Spore traps were used during the growing season to monitor spore abundance in the orchards. Based on the isolation results as well as counts from the spore traps, it appears that the disease may be due to a fungal complex, including species of
Alternaria, Cladosporium, Colletotrichum, Epicoccum, Fusarium, Phoma, and Phomopsis. The major source of primary inoculum appears to be the
mummified fruit. Leaf spots may serve as a source of secondary inoculum. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Li (3)
(1) China Agricultural University/Postdoctoral Fellows Workstation of Haidian Science Park, China; (2) Iowa State University, U.S.A.; (3) China
Agricultural University, China Worldwide distribution of the sweet potato strains of Ceratocystis fimbriata
Q. LI (1), T. Harrington (2), J. Li (3)
(1) China Agricultural University/Postdoctoral Fellows Workstation of Haidian Science Park, China; (2) Iowa State University, U.S.A.; (3) China
Agricultural University, China )
( )
niversity/Postdoctoral Fellows Workstation of Haidian Science Park, China; (2) Iowa State University, U.S.A.; (3) China
China (1) China Agricultural University/Postdoctoral Fellows Workstation of Haidian Science Park, China; (2) Iowa State Univers
Agricultural University, China Ceratocystis fimbriata is a complex of species with a wide host range and worldwide geographical distribution. However, a sweet potato strain appears to
be host specialized to cause black rot of storage roots. Isolates from black rotted roots of sweet potato (Ipomoea batatas) in China, Japan, Indonesia,
Papua New Guinea, New Zealand and the USA had identical ITS rDNA sequences and only minor variation in 14 microsatellite loci (only two alleles
each for two loci, and the other loci monomorphic). Three Ipomoea microsatellite genotypes (C1, C2 and C3) were found among the 12 isolates from
sweet potato in China, two genotypes were found in the three isolates from Japan, and the other 17 isolates had identical microsatellite markers. The
DNA sequences of the mating type genes of sweet potato isolates were most similar to those of isolates of C. fimbriata from various host plants in
Ecuador, a center of diversity for sweet potato. Ceratocystis fimbriata on sweet potato was first described in 1890 in eastern USA, where black rot has
been known for 150 years. It is hypothesized that the fungus was introduced to Japan on sweet potato storage roots and introduced from there to China in
the 1930s. Fungi associated with cankers and wounds of cultivated and wild olives in the Western Cape, South Africa
C. SPIES (1), W. van Jaarsveld (2), P. Moyo (3), L. Mostert (2), F. Halleen (4)
(1) ARC Infruitec-Nietvoorbij, South Africa; (2) Stellenbosch University, South Africa; (3) Stellenbosch University, South Africa; (4) ARC Infruite-
Nietvoorbij, South Africa Olive (Olea europaea subsp. europaea) production in South Africa is centred in the Western Cape Province, where viticulture is the main agricultural
enterprise. Wild olive trees (Olea europaea subsp. cuspidata) also occur naturally in this region. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Adaskaveg (1) ( )
( )
g ( )
(1) Department of Plant Pathology and Microbiology, University of California, Riverside, U.S.A. Pimaricin (natamycin) is a polyene macrolide antimycotic produced by Streptomyces natalensis. It has been demonstrated to block fungal growth by
binding to ergosterol within cell membranes. In use as a food preservative for many years, no resistance to pimaricin has ever been observed in
Penicillium spp. populations. Pimaricin has potential to be an effective naturally derived fungicide for postharvest management of fruit decays when used
by itself (e.g., stone fruits) or in mixtures with conventional fungicides (e.g., citrus and pome fruits) for improved efficacy and as an anti-resistance
strategy. We tested the in vitro toxicity of pimaricin against selected postharvest pathogens of fruit crops. Mean EC50 values for inhibition of mycelial
growth of isolates of Alternaria alternata, Botrytis cinerea, Geotrichum citri-aurantii, P. digitatum, and P. expansum were 0.92 mg/L, 0.79 mg/L, 3.20
mg/L, 1.47 mg/L, and 1.14 mg/L, respectively. Treatments of inoculated citrus (G. citri-aurantii, P. digitatum), stone fruits (B. cinerea, Monilinia
fructicola, Rhizopus stolonifer), and pome fruits (A. alternata, B. cinerea, P. expansum, Mucor piriformis) with 1000 mg/L pimaricin were mostly
effective with a reduction in decay incidence by 65 to 95% as compared to the control. However, reduced efficacy or treatment failures were observed in
some pathosystems (e.g., P. expansum on pears). The mechanism for this unique selective performance is currently being investigated. Evaluation of new fungicides for management of Phytophthora root rot of citrus
W. Hao (1), M. Gray (1), H. Förster (1), J. Adaskaveg (1)
(1) University of California, Riverside, U.S.A. Phytophthora root rot (PRR), caused by Phytophthora spp., is an important disease of citrus in California. For its chemical control, only mefenoxam and
potassium phosphite are currently registered. Mefenoxam resistance is widespread, and overuse of phosphonates may lead to resistance in Phytophthora S4.2 spp. Thus, we evaluated the efficacy of new chemicals belonging to different modes of action (i.e., ethaboxam, fluopicolide, mandipropamid, and
oxathiapiprolin) against PRR. Navel orange trees on Carrizo rootstock were inoculated with P. parasitica at planting. Applications with 12 fungicide
treatments were made five weeks after planting, in spring and fall 2014, and in spring 2015. Feeder roots and adjacent soil were collected before or after
application. PRR incidence and pathogen populations were determined by plating root segments and soil suspensions, respectively, on a selective
medium. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. A significant increase in the number of fungi recovered at bloom indicates
that flowers could serve as a point of entry for fruit infections. The ultimate goal of this study is to provide growers with appropriate management
strategies. Occurrence of foliar diseases of watermelon on commercial farms in South Carolina in 2015
G. RENNBERGER (1), A. Keinath (1), P. Gerard (2) Occurrence of foliar diseases of watermelon on commercial farms in South Carolina in 2015
G. RENNBERGER (1), A. Keinath (1), P. Gerard (2)
(1) Coastal Research and Education Center, Clemson University, U.S.A.; (2) Department of Mathematical Sciences, ( ),
( )
Education Center, Clemson University, U.S.A.; (2) Department of Mathematical Sciences, Clemson University, U.S.A. ( )
( )
( )
Coastal Research and Education Center, Clemson University, U.S.A.; (2) Department of Mathematical Sciences, Clemson Un The main foliar diseases of watermelon in the southeastern U.S. are anthracnose, downy mildew (DM), gummy stem blight (GSB) and powdery mildew
(PM). A survey was conducted in South Carolina in 2015 to obtain current data on the occurrence and distribution of these diseases. A stratified two-
stage cluster sampling design was used, with 6 pre-selected counties as strata, 17 randomly selected growers as the first cluster and 21 randomly selected
fields as the second cluster. Diseased leaves (100 per field) were collected along 4 transects encompassing 2500 m2 with 5 equidistant sampling points
along each transect. All leaves were examined microscopically, and all pathogens present were recorded. Data were analyzed with SAS survey
procedures for means and proportions, logistic regression and frequency analysis. The estimated statewide probability of occurrence (and range across
counties) was 0.48 (0.32-0.78) for GSB, 0.21 (0.00-1.00) for PM, 0.15 (0.00-0.49) for DM and 0.06 (0.00-0.36) for Cercospora leaf spot (CLS). No
anthracnose was found. Field size significantly influenced the probability of pathogen occurrence; with increasing field size, the probabilities decreased. More than 30% of leaves had two or more pathogens. Associations between pathogen pairs were analyzed. The only significant interaction was that CLS
was more likely to occur when GSB was present on the leaf. This study will help to match fungicide recommendations to the most frequent diseases. Worldwide distribution of the sweet potato strains of Ceratocystis fimbriata
Q. LI (1), T. Harrington (2), J. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Trunk pathogens of grapevines such as Eutypa lata,
Neofusicoccum australe, Pleurostoma richardsiae, and species of Phaeoacremonium have been associated with olive trunk diseases in California, Italy
and Spain, but the incidence of these on South African olive trees are unknown. The aim of this study was to identify fungi associated with cankers and
wounds of cultivated and wild olives in the Western Cape Province of South Africa. Isolations from 125 olive and 27 wild olive trees sampled in nine S4.3 districts yielded a fungal collection dominated by an undescribed Pseudophaeomoniella species. This species has been identified from 54 olive (43%)
and 15 wild olive trees (47%) in eight districts. Other fungi, including known olive trunk pathogens, occurred at incidences of 13% or less. This stands in
contrast to high incidences of the Botryosphaeriaceae and Phaeoacremonium reported on olive trees in California and Italy. The high incidence and
distribution of Pseudophaeomoniella sp. suggests this fungus plays an important role in olive trunk diseases in South Africa. districts yielded a fungal collection dominated by an undescribed Pseudophaeomoniella species. This species has been identified from 54 olive (43%)
and 15 wild olive trees (47%) in eight districts. Other fungi, including known olive trunk pathogens, occurred at incidences of 13% or less. This stands in
contrast to high incidences of the Botryosphaeriaceae and Phaeoacremonium reported on olive trees in California and Italy. The high incidence and
distribution of Pseudophaeomoniella sp. suggests this fungus plays an important role in olive trunk diseases in South Africa. Multiple mechanisms of nematode control conferred by seed and root applications of microbial biocontrol agents, Trichoderma and Bacillus
M. CADLE-DAVIDSON (1), G. Harman (1), R. Hendriks (2), W. Nosir (1)
(1) Advanced Biological Marketing, Inc, U.S.A.; (2) Advanced Biological Marketing, Inc South Africa Division, South Africa Multiple mechanisms of nematode control conferred by seed and root applications of microbial biocontrol agents, Trichoderma and Bacillus
M. CADLE-DAVIDSON (1), G. Harman (1), R. Hendriks (2), W. Nosir (1)
(1) Advanced Biological Marketing, Inc, U.S.A.; (2) Advanced Biological Marketing, Inc South Africa Division, South Africa Nematode diseases of plants are estimated to contribute $150B USD in annual crop losses around the world due to Cyst (Heterodera and Globodera spp)
and Root knot nematode (Meloidogyne spp) infection in species ranging from Legumes to Solanaceae to Brassicaceae among others. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Chemical and host
resistance resources are available for control however a common recommended practice is rotation to nonhost crops. Biological control of nematode
diseases has been shown in the literature with the main mechanism being direct antagonism. 2015 field observations of soybeans in Minnesota USA
(strip plots) and Gauteng South Africa (replicated small plots) indicated significant control of Soybean cyst and Root knot nematodes using Trichoderma
and Bacillus seed treatments. Subsequently, a split root greenhouse experiment was conducted to identify strain specific activities and gain insight into
control mechanisms. Tomato plant root systems were split and transplanted into two pots, both infested with M. javanica, such that individual plants
would be influenced by two pots each. One of the two pots was treated with an individual biocontrol strain or strain combination as a soil drench. Twelve
treatments were tested each with six replicates. The results showed excellent control of nematodes by some strains and strain combinations, synergistic
effects between strains, and multiple mechanisms of control. Mechanisms and implications for population control will be discussed. Enhanced nematicidal actitivity of abamectin via nanoparticle formulation R. Guenther (1), C. Opperman (1), J. Zhu (1), D. Lindbo (2), J. Kerns (1), S. Lommel (1), T. Sit (1)
(1) North Carolina State University, U.S.A.; (2) USDA-Natural Resources Conservation Service, U.S.A Abamectin (Abm) has broad nematicidal activity but its usage is limited to seed coatings due to its high affinity for soils. To overcome this limitation,
Abm was infused into plant viral nanoparticles (PVNAbm) based on Red clover necrotic mosaic virus, a virus that’s normally transmitted through the soil
sans vector. An added benefit of PVNAbm formulation is the increased diffusion rate of Abm through the soil. PVNAbm was found to be stable and have
low affinities for soils collected from commercial fields (planted with corn, soybeans and sweet potatoes) in North Carolina even in samples with greater
than 3% organic content. PVNAbm was found to increase the duration that Abm is nematicidal by 2-4 fold in comparison to commercial formulations. In
sterile and live soil greenhouse testing, PVNAbm provided a 50% reduction in galling and egg quantities per root for tomatoes challenged by root knot
nematode (RKN). When applied to turf, PVNAbm is capable of moving Abm below the thatch layer and a single application was found to retain
appreciable turf greening when tested on turf infested with sting nematode. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. Microplot field trials are under way to determine the performance of PVNAbm
under different application protocols/conditions and to quantify its effectiveness in reducing RKN/soybean cyst nematode damage in row crops and sting
nematode in turf. Interaction between Fusarium and soybean cyst nematode on soybean
P. OKELLO (1), A. Adhikari (1), A. Varenhorst (1), S. Osborne (2), E. Byamukama (1), F. Mathew (1)
(1) South Dakota State University, U.S.A.; (2) USDA-ARS, U.S.A. The soybean cyst nematode (SCN), Heterodera glycines, and Fusarium spp. are soilborne organisms that constrain soybean [Glycine max L.] production
in the United States. While Fusarium and SCN are known to coexist in soybean fields, our knowledge of how these organisms interact and the
implications for management is limited. The objective of this study was to determine if any interaction occurs between Fusarium spp. and SCN on
soybean under greenhouse conditions. Pre-germinated soybean seedlings of SCN-susceptible (Williams 82) and SCN-resistant (Jack) cultivars were
grown in cone-tainers filled with a sand-clay soil mixture (2:1) infested with inoculum of either of the four Fusarium spp. (F. proliferatum, F
virguliforme, F. sporotrichioides, and F. subglutinans). A suspension of 2,000 egg/ml suspension of SCN HG type 0 were used for inoculations at
planting. The experiment was set up as factorial design with five replications for each treatment (Fusarium alone, SCN alone, and a combination of SCN
and Fusarium) and repeated twice. After 39 days, disease severity as percentage of lesion length on soybean roots and SCN egg counts from soybean
roots were evaluated. For disease severity, significant effects of the treatment involving Fusarium spp. was observed on the two soybean cultivars (P =
0.01). Our results from the interaction study between Fusarium spp. and SCN illustrates the need for developing targeted approaches to manage the
Fusarium-SCN complex on soybean. Effect of Seed Treatments on Root-Knot Management for Soybean and Cotton
W. ALJAAFRI (1), W. Aljaafri (1), G. Lawrence (1), V. Klink (1)
(1) Mississippi State University, U.S.A. Biological control is being accepted as an alternative to chemicals methods. Experiments were conducted at Mississippi State University to determine the
efficacy of potential biological control products for management of the root-knot nematode. Seed applied biological products were received from
Albaugh, LLC. Cotton and soybean seeds were treated with nine and seventeen biological compounds, respectively. Seeds were planted in 500 cm3 of a
steam sterilized sand: soil mix 10 cm Dia. Trivapro™ fungicide, a new fungicide for broad spectrum control of diseases of corn, soybeans, and wheat
E. TEDFORD (1), E. Tedford (1), A. Tally (1)
(1) Syngenta, U.S.A. clay pots and remained for 50 days. Each test included Abamectin and ILeVo as industry standards. Seed
applied biological compounds significantly reduced root-knot nematode development on cotton and soybean. Seeds treated with Abamectin, and ALB-
EXP5-1+ALB-SAR1 significantly reduced juvenile development and number of eggs produced on cotton. On soybean seeds treated with Abamectin and
Bionematicide+thiabendazol+ALB-GG reduced root-knot juvenile development. Abamectin and SAR+Harpin protein+Thiabendazol reduced the
number of eggs that developed on soybean roots. Seed applied biological products may have potential in nematode management. oybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iowa and the effect Adaptation of soybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iowa and the effects on
soybean yields
M. MCCARVILLE (1), C. Marett (2), M. Mullaney (2), G. Gebhart (2), G. Tylka (2)
(1) Bayer CropScience, U.S.A.; (2) Iowa State University, U.S.A. Adaptation of soybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iow
soybean yields y
y
M. MCCARVILLE (1), C. Marett (2), M. Mullaney (2), G. Gebhart (2), G. Tylka (2)
(1) Bayer CropScience, U.S.A.; (2) Iowa State University, U.S.A. Most soybean cultivars grown in Iowa with resistance to the soybean cyst nematode (SCN), Heterodera glycines, have SCN resistance genes from a
breeding line named PI 88788. Each year, field experiments are conducted throughout Iowa to evaluate 60 or more SCN-resistant and three or more
SCN-susceptible cultivars at up to nine locations. Data on SCN population density, SCN virulence (HG type), soybean yield, precipitation, and growing
degree-days from the experiments conducted from 2000 through 2015 were compiled and analyzed to determine how these factors affected SCN
reproduction and soybean yield. Reproduction of SCN was positively correlated with temperatures and negatively associated with precipitation. Reproduction of SCN on resistant soybean cultivars with resistance from either PI 88788 or another source, Peking, was positively correlated with
increasing virulence on these resistance sources. Both virulence on PI 88788 and reproduction on PI 88788-derived cultivars increased from 2000 to
2015, but not so on Peking. Yields of susceptible, PI 88788-derived, and Peking-derived SCN-resistant soybean cultivars were negatively correlated with
SCN reproduction. Results indicate that virulence to PI 88788 is increasing in SCN populations in Iowa, resulting in greater SCN reproduction and yield
loss. This trend is problematic because almost all SCN-resistant soybean cultivars available for Iowa farmers have resistance genes from the PI 88788
breeding line. S4.4 Spatio-temporal analysis of rice blast incidence in China
F. Guo (1), M. Lu (2), B. Wu (1), F. Guo (1)
(1) China Agricultural University, China; (2) National Agro-t Spatio-temporal analysis of rice blast incidence in China Spatio-temporal analysis of rice blast incidence in China
F. Guo (1), M. Lu (2), B. Wu (1), F. Guo (1) (1) China Agricultural University, China; (2) National Agro-tech Extension and Service Center, China Rice blast caused by Magnaporthe oryzae is a devastating disease worldwide. Knowledge on the spatial and temporal patterns of disease risk at regional
scale is important to understand its epidemic. In this study, rice blast incidence was surveyed in the main rice production areas in China between June 10
and September 10 from 2009 to 2014. Rice blast often had two peaks each year, and was highest in 2012 among these years. Adaptation of soybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iow
soybean yields SILVA (1), M. Silva (1), E. Pozza (2), G. Vasco (2), P. Paula (2), E. Chaves (2), G. Dornelas (2), M. Silva (2), A. Pozza (2)
(1) UFLA, Brazil; (2) Lavras Federal University, UFLA, Brazil The rust (Hemileia vastatrix) is the most important disease of coffee and the intensity depends on productivity, cropping system, plant nutrition and
water availability. Thus, the objectives were to evaluate the spatio-temporal disease progress and the relation with plant nutrition and soil fertility in
coffee farms irrigated by drip and center pivot, using geostatistics. The drip and pivot areas were georeferenced with 52 points in 11ha and 50 in 17ha,
respectively. The disease incidence was evaluated in 60 leaves, in five plants/point at 60-days intervals, from August 2012 to May 2015, totaling 17
evaluations. It was also evaluated at each point, productivity, mineral nutrition of the plants and soil fertility annually. These data were correlated with
the rust incidence. The disease progress curves were plotted and the adjustment of semivariogram models was done. Then, the data were interpolated by
ordinary kriging and the maps of disease and nutrients were constructed (ArcGIS 9.2®). The disease incidence in dripping was less than 3% over the
years. In the pivot, the incidence reaching in August 2013 and from June to August 2014, between 21 and 27%. There was correlation between soil
fertility and plant nutrition with rust for Ca, P and K. The spatial distribution of the disease and nutrients changed over the years. The exponential model
was adjusted to coffee rust over the space. The disease gradient was observed from the foci in the kriging maps. Validation and refinement of a predictive model for Sclerotinia sclerotiorum apothecial development in soybean fields
J. WILLBUR (1), H. Lucas (2), B. Mueller (2), S. Chapman (2), M. Kabbage (2), D. Smith (2)
(1) University of Wisconsin - Madison, U.S.A.; (2) University of Wisconsin - Madison, U.S.A. Sclerotinia stem rot (SSR), caused by Sclerotinia sclerotiorum, is one of the most important yield-limiting diseases of soybean worldwide and is a
significant concern in the Great Lakes region of the USA. Phenologically-based fungicide applications are often inefficient, and fungicide application is
sometimes unnecessary when weather conditions are not conducive for infection. Weather-based risk assessment tools are sometimes used to more
accurately predict the timing of fungicide applications, however, such tools are not currently available for soybeans. Adaptation of soybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iow
soybean yields For the major production
areas other than north eastern China, the disease incidence was highest in the Yunnan-Guizhou plateau, followed by Sichuan Basin and southern China,
and lowest in central and eastern China. Spatial autocorrelation analysis revealed a significant correlation at distances ranging from 110KM to 340KM. Results of iso cluster unsupervised classification conducted in GIS on interpolated incidence on different dates could classify rice production areas into
low and high disease risk regions. Although the regions with high disease risk varied among years, some regions frequently had high disease risk, such as
areas along the border of Yunnan and Guangxi, the border of Sichuan and Chongqing, the border of Fujian and Guangdong, and the junction of Jiangxi,
Anhui, and Zhejiang. The results of hot spot analysis were consistent with those of cluster analysis. The spatial and temporal patterns of rice blast
obtained from this study provided a reference to efficiently organize resources for better management of the disease in China. Association between temperature sensitivity and virulence of Blumeria graminis f. sp. tritici
Y. ZHOU (1), L. Han (1), Y. Zou (1), X. Duan (1), J. Fan (1)
(1) Institute of Plant Protection, Chinese Academy of Agricultural Sciences, China Wheat powdery mildew caused by Blumeria graminis f. sp. tritici (Bgt) is a highly destructive disease in China, which is highly sensitive to
meteorological factors, especially temperature. In order to clarify the co-evolution between temperature sensitivity and virulence of Bgt, we collected a
total of 90 isolates from 5 provinces (cities), including Yunnan, Sichuan, Beijing, Henan and Shaanxi, and tested the virulence of isolates according to 32
wheat varieties or lines with known powdery mildew resistant genes and sensitivities to temperature by detached leaf segment method. The results
showed that the mean ET50 of tested isolates was 23.22°C, with the highest 25.15°C and lowest 19.78°C, respectively. The ET50 value of 73.34% of
isolates ranged from 22.0°C to 24.0°C, and 10% of isolates below 22°C, 16.67% of isolates above 24°C. The virulence gene diversity index of the 90 Bgt
isolates was 0.2370. The highest index H of isolates which from Sichuan Province is 0.2212 while the lowest index H of isolates from Henan Province is
0.1975. The results showed that there was a significant negative correlation between temperature-sensitivity and virulence diversity of B. graminis f. sp. tritici populations. Spatio-temporal aspects of rust and nutrition of coffee plants in different irrigation systems
M. Adaptation of soybean cyst nematode populations to the PI 88788 source of resistance from 2000 through 2015 in Iow
soybean yields In 2014, a logistic regression model
using virtual weather data as inputs was developed to predict apothecial germination. The model uses 30-day averages of mean air temperature (r = -
0.59, P < 0.01) and maximum leaf wetness (r = 0.35, P < 0.01) to predict the probability of apothecial presence prior to and during the soybean
flowering period. In 2015, model-based fungicide applications successfully decreased disease severity and prevented yield loss in field trials. An on-site
weather station was also used to validate virtual weather data. Due to inaccuracies in virtual moisture variables, higher resolution virtual weather data
was combined with data collected in Wisconsin and Michigan for model refinement. The model will be incorporated into a preliminary web-based user
interface to assist growers in effectively timing fungicide applications for integrated SSR management. A forward genetic screen in Phomopsis longicolla provides unique insights into pathogenesis A forward genetic screen in Phomopsis longicolla provides unique insights into pathogenesis
M. ZACCARON (1), S. Sharma (2), W. Fagundes (2), W. Hawkins (2), N. Lawson (2), J. Ridenour (2), J. Smith (2), B. Dhillon (2), J. Rupe (2), B. Bluhm (2)
(1) University of Arkansas, U.S.A.; (2) University of Arkansas, U.S.A. A forward genetic screen in Phomopsis longicolla provides unique insights into pathogenesis
M. ZACCARON (1), S. Sharma (2), W. Fagundes (2), W. Hawkins (2), N. Lawson (2), J. Ridenour (2), J. Smith (2), B. Dhillon (2), J. Rupe (2), B. Bluhm (2) A forward genetic screen in Phomopsis longicolla provides unique insights into pathogenesis
M. ZACCARON (1), S. Sharma (2), W. Fagundes (2), W. Hawkins (2), N. Lawson (2), J. Ridenour (2), J. Smith (2), B. Dhil
Bluhm (2) g
p
g
p
q
g
p
g
M. ZACCARON (1), S. Sharma (2), W. Fagundes (2), W. Hawkins (2), N. Lawson (2), J. Ridenour (2), J. Smith (2), B. Dhillon (2), J. Rupe (2), B. Bluhm (2) ma (2), W. Fagundes (2), W. Hawkins (2), N. Lawson (2), J. Ridenour (2), J. Smith (2), B. Dhillon (2), J. Rupe (2), B. ( )
(1) University of Arkansas, U.S.A.; (2) University of Arkansas, U.S.A. Phomopsis longicola (Hobbs) causes Phomopsis seed decay of soybean (Glycine max), and also causes lesions on soybean stems, pods, and petioles. P. longicola can also exist endophytically within soybean stems, which has given rise to the hypothesis that pathogenesis occurs when the pathogen
transitions from endophytic or hemibiotrophic growth to necrotrophy. In this study, a forward genetic screen was performed to elucidate genetic
mechanisms underlying necrotrophy, and a RAD-seq approach was adapted to characterize genomic lesions in selected mutants. A collection of 1114
tagged, insertional mutants was created via Agrobacterium-mediated transformation, and mutants were evaluated individually in soybean stems for their
ability to induce necrosis and form pycnidia. Six mutants induced significantly less necrosis in soybean stems than the wild-type strain, and four formed
significantly fewer pycnidia. No gain-of-function mutations (increased necrosis) were observed. A modified RAD-seq protocol developed to identify the
site of insertion was applied to a mutant significantly reduced in its ability to cause stem necrosis; a single copy of the disruption cassette integrated into
the presumed promoter region of a cellobiohydrolase. This study describes new tools to dissect the interaction between P. Magnaporthe oryzae zinc finger effector1 exploits rice HIRA/AS1/AS2 complex to alter plant development and increase disease susceptibility
Y. Chen (1), W. Liu (2), Q. Wang (3), Y. Yang (2)
(1) Penn State University U S A ; (2) Penn State University U S A ; (3) Penn State University U S A Magnaporthe oryzae zinc finger effector1 exploits rice HIRA/AS1/AS2 complex to alter plant development and increase disease susceptibility
Y. Chen (1), W. Liu (2), Q. Wang (3), Y. Yang (2)
(1) Penn State University, U.S.A.; (2) Penn State University, U.S.A.; (3) Penn State University, U.S.A. Rice blast, caused by Magnaporthe oryzae, is one of the most important rice diseases in the world. During the fungal infection, M. oryzae produces many
effector proteins to manipulate rice cellular process and facilitate disease development. In this study, a C2H2 zinc finger effector1 (MoZFE1) protein was
identified from M. oryzae and shown to enter rice cells. Overexpression of MoZFE1 in transgenic rice (MoZFE1-OX) was found to alter rice growth and
development and increase disease susceptibility. RNA-seq analysis reveals suppressions of some development- and defense-related gene expressions in
the MoZFE1-OX lines. Both in vitro and in vivo biochemical analyses demonstrate that MoZFE1 directly interacts with a histone chaperon HIRA and
suppresses the AS2 gene expression. HIRA/AS1/AS2 is a conserved gene-silencing complex and plays a role during plant organogenesis. Lose of
function mutants (rice hira, as1, and as2 lines created with CRISPR/Cas9) was shown to cause developmental and differentiation defects with some
phenotypes similar to MoZFE1-OX lines. Our study suggests that MoZFE1 exploits rice HIRA/AS1/AS2 complex to alter host gene expression, thereby
manipulating plant growth and development as well as defense response. Our findings will help elucidate the molecular mechanism of the rice-M. oryzae
interaction and facilitate the development of new strategies to improve rice disease resistance and food security. Comparative Genomics of Two Magnaporthe oryzae Field Isolates Uncovers Novel Candidate Effector Genes
J. HUANG (1), J. Huang (1), Y. Hong (1), L. Xu (1), M. Chen (1), Z. Zhong (1), X. Chen (1), H. Zheng (1), J. Bao (1)
(1) Fujian-Taiwan Joint Center for Ecological Control of Crop Pests, Fujian Agriculture and Forestry University, Fuzh During the colonization process, rice blast fungus Magnaporthe oryzae secrets a repertoire of effectors into host tissue to overcome immunity and
facilitate invasive growth. To better understand the biological functions of these complicated and diverse effectors, two field isolates Guy11 and FJ81278
were re-sequenced, and isolate-unique secreted proteins were identified through comparative genomics. When comparing with each other, 37 and 18
unique genes encoding secreted proteins were obtained in the genome of Guy11 and FJ81278, respectively. Weather-based risk assessment models for common leaf spot and black seed disease of strawberry caused by Mycosphaerella fragariae
O. CARISSE (1)
(1) Agriculture and AgriFood Canada Canada (1) Agriculture and AgriFood Canada, Canada Common leaf spot of strawberry (Mycosphaerella fragariae) is a sporadic disease. On susceptible cultivars and under favorable weather conditions, M. fragariae causes black seed disease, reduced plant vigor, and reduced yield the following year. Logistic regression analysis was used to examine the
relationship between weather and outbreaks of common leaf spot and black seed. Information collected at 100 location-years was used to develop the
models. The response variables were fields with an average of more than 10 lesions per leaf at the beginning of flowering (10% flowering) or with black
seed symptoms on more than 5% of the fruits at harvest. Nonparametric correlation and logistic regression analysis was used to identified combinations
of temperature, relative humidity, and rainfall during the spring period (bud break to 10% flowering) as predictor variables. Based on model prediction
accuracy, sensitivity, and specificity, only few models correctly classified fields (> 80% correct classifications). The best predictors were temperature
and rain (frequency and duration). The best models were validated with an independent data set (n = 20) and prediction accuracy was similar than the
accuracy for the original data sets. Considering that management actions such as fungicide applications are not needed every year and in every field,
these models could be used to identify field at risk for common leaf spot and black seed diseases. Genetics behind avirulence: Identification of novel avr-genes in Magnaporthe oryzae
D. TATE (1), J. Hu (1), V. Ganeshan (1), T. Mitchell (1)
(1) The Ohio State University, U.S.A. Rice blast disease, caused by Magnaporthe oryzae, accounts for 10-30% of yearly rice loss which is estimated to represent enough food to feed 60
million people. The study of interactions between M. oryzae and rice can be used to help mitigate one of the most devastating diseases plaguing a S4.5 primary food source and knowledge of this pathosystem can be used to manage related fungal diseases. The objective of this study is to find the
corresponding avirulence (Avr)-gene to the Pi-2 resistance (R)-gene in hopes of better understanding the strong relationship between M. oryzae and rice. In previous studies we have identified five candidate AvrPi2 genes by Agrobacterium tumefaciens-mediated transformation; infection assays; and TAIL-
PCR with the incompatible strain KJ201. These genes have been cloned into the compatible strain Chinos. Weather-based risk assessment models for common leaf spot and black seed disease of strawberry caused by Mycosphaerella fragariae
O. CARISSE (1)
(1) Agriculture and AgriFood Canada Canada By infecting Pi-2 R rice plants with the
Chinos transformants, and assessing disease, we were able to identify and characterize the most probable cognate Avr-gene. Pathogenicity assays
demonstrated that two transformed lines Chinos4842 and Chinos8832 produced a similar phenotype to KJ201, with Chinos4842 showing a nearly
identical phenotype match. Further, the mutants’ ability to induce a hypersensitive response (HR) was assessed using 3,3′-diaminobenzidine (DAB)
staining in leaf sheath assays. Of the transformed lines, Chinos4842 was the only line able to produce a HR. These results strongly suggest that
MGG_04842 is AvrPi2. primary food source and knowledge of this pathosystem can be used to manage related fungal diseases. The objective of this study is to find the
corresponding avirulence (Avr)-gene to the Pi-2 resistance (R)-gene in hopes of better understanding the strong relationship between M. oryzae and rice. In previous studies we have identified five candidate AvrPi2 genes by Agrobacterium tumefaciens-mediated transformation; infection assays; and TAIL-
PCR with the incompatible strain KJ201. These genes have been cloned into the compatible strain Chinos. By infecting Pi-2 R rice plants with the
Chinos transformants, and assessing disease, we were able to identify and characterize the most probable cognate Avr-gene. Pathogenicity assays
demonstrated that two transformed lines Chinos4842 and Chinos8832 produced a similar phenotype to KJ201, with Chinos4842 showing a nearly
identical phenotype match. Further, the mutants’ ability to induce a hypersensitive response (HR) was assessed using 3,3′-diaminobenzidine (DAB)
staining in leaf sheath assays. Of the transformed lines, Chinos4842 was the only line able to produce a HR. These results strongly suggest that
MGG_04842 is AvrPi2. A forward genetic screen in Phomopsis longicolla provides unique insights into pathogenesis longicola and soybean, and
provides new insight into conserved mechanisms underlying stem, pod, and seed necrosis caused by P. longicola. Magnaporthe oryzae zinc finger effector1 exploits rice HIRA/AS1/AS2 complex to alter plant development and increase disease susceptibility
Y. Chen (1), W. Liu (2), Q. Wang (3), Y. Yang (2)
(1) Penn State University U S A ; (2) Penn State University U S A ; (3) Penn State University U S A Consistent with the known effector features,
the majority of these proteins are small, cysteine-rich, specifically expressed at the early stage of infectious process, and possessed presence or absence
polymorphisms among different field isolates. Meanwhile, due to the different origin of Guy11 and FJ81278, the two sets of unique genes owned the
diverse distribution patterns in the strains isolated from different rice varieties (Oryza sativa ssp. indica and japonica). Furthermore, we have identified
two unique proteins could suppress BAX-triggered programmed cell death in Nicotiana benthamiana so far, which indicated they are novel effectors. In
conclusion, our comparative genomics approach is effective to generate a list of unique genes which could be candidate effectors and identify the novel
effector genes. *To whom correspondence may be addressed. E-mail: wangzh@fafu.edu.cn Molecular dissection of a complex gene locus conferring high virulence on barley cv. Bowman in the fungal cereal pathogen Cochliobolus sativus
S. ZHONG (1), Y. Leng (1) Molecular dissection of a complex gene locus conferring high virulence on barley cv. Bowman in the fungal cereal pathogen Cochliobolus sativus
S. ZHONG (1), Y. Leng (1) Molecular dissection of a complex gene locus conferring high virulence on barley cv. Bowman in the fungal cereal pathogen Cochliobolus sativus
S. ZHONG (1), Y. Leng (1)
(1) North Dakota State University, U.S.A. Molecular dissection of a complex gene locus conferring high virulence on barley cv. Bowman in the fungal cereal pathogen Cochliobolus sativus
S. ZHONG (1), Y. Leng (1)
(1) North Dakota State University, U.S.A. Cochliobolus sativus (Anamorph: Bipolaris sorokiniana) is a fungal pathogen causing spot blotch, common root rot, and black point in cereal crops. For
spot blotch, four pathotypes (0, 1, 2 and 7) have been identified based on their differential virulence patterns on three barley genotypes (Bowman,
ND5883 and NDB112), but the molecular mechanism underlying host specificity of these pathotypes is not well understood. Our previous studies
indicated that isolate ND90Pr (pathotype 2) has a complex gene locus (VHv1) conferring high virulence on barley cv. Bowman. VHv1 is located in an
ND90Pr-specific genomic region, which contains 43 predicted genes including two for nonribosomal peptide synthetases (NRPSs). Knocking out either
of the two NRPS genes led to loss of high virulence on cv. Bowman, suggesting that both NRPSs are involved in the biosynthesis of a presumably
secondary metabolite virulence factor in the pathogen. We further characterized other genes adjacent and between the two NRPS genes at the VHv1 locus
and found that the two genes encoding 3-hydroxyacyl-CoA dehydrogenase and short-chain dehydrogenase/reductase (SDR), respectively, were also
required for the high virulence of isolate ND90Pr on barley cv. Bowman. Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department University of Florida U S A ; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE Bowman (2), S. Withers (3), D. Gent (4), K. Childs (5), L. Quesada-Ocampo (3)
(1) University of Florida, Fort Pierce, FL, U.S.A.; (2) Van Andel Research Institute, Grand Rapids, MI, U.S.A.; (3) North Carolina State University,
Raleigh, NC, U.S.A.; (4) Oregon State University, Corvallis, OR, U.S.A.; (5) Michigan State University, East Lansing, MI, U.S.A. Oomycete plant pathogens secrete effector molecules that manipulate host physiology to achieve colonization. Effector proteins have been identified in
various oomycete species but little is known about the sequence, function, and evolution of effectors of downy mildew plant pathogens. Oomycete plant pathogens secrete effector molecules that manipulate host physiology to achieve colonization. Effector proteins have been identified in
various oomycete species but little is known about the sequence, function, and evolution of effectors of downy mildew plant pathogens. Pseudoperonospora humuli is the causal agent of downy mildew of hop, an economically important disease that occurs worldwide and has gained
importance in recent years in the United States due to an increase of hop production. The main goal of our study was to identify and make available to
the oomycete community a set of candidate pathogen effectors from P. humuli using transcriptomics. Identified effector candidates can be employed in
high throughput functional genomics screens, commonly referred to as effectoromics, to test hop germplasm for specific pathogen recognition by
resistance R proteins. Here we report the identification of 296 sequences annotated as RXLR host-translocated effectors and the expression during P. humuli-hop interaction. Our findings highlight a set of in planta expressed RXLR candidate effectors for pathogen-assisted breeding in hop for resistance
to downy mildew. What is a clone? Rethinking the ancestry of US clonal lineages of Phytophthora infestans using whole genome sequences
B. KNAUS (1), J. Tabima (2), Z. Kamvar (2), C. Davis (3), H. Judelson (3), N. Grünwald (1)
(1) USDA ARS, Horticultural Crops Research Laboratory, Corvallis, OR, U.S.A.; (2) Oregon State University, Botany and Plant Pathology, Corvallis,
OR, U.S.A.; (3) Univ. California, Plant Pathology, Riverside, CA, U.S.A. Identifying genetic boundaries of a clone or clonal lineage is not straightforward. Identical multilocus genotypes can arise independently from unrelated
clones. Similarly, lineages derived from the same ancestral clone can accumulate variants that distinguish them. Populations of the potato and tomato late
blight pathogen, Phytophthora infestans, are well known for emerging as novel clonal lineages. Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department University of Florida U S A ; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2) Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department, University of Florida, U.S.A.; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE-ESPOL, Ecuador Oomycetes are ubiquitous in both natural ecosystems and crops, however diversity studies have focused in temperate regions. Emerging diseases
together with climate change highlight the need to study oomycetes in other potential disease hotspots. Our aim was to assess Oomycete species richness
and composition in soil samples from cacao farms of Ecuador by using high-throughput multiplexed Illumina sequencing of the cytochrome oxidase II
gene (cox2). We used these nucleotide data to test the hypothesis that different oomycete species richness and composition are found between soil from
cacao farms and neighboring soils, which included weeds and other cultivated crops. Eight farms were sampled covering three zones of the Coastal
Region of Ecuador. Total DNA was extracted directly from collected soil samples and used for library preparation. A positive control, consisting of S4.6 gDNA from three known Phytophthora species, was included in the analysis. Amplicons of ~580bp were sequenced by Illumina MiSeq 2x300. Resulting
reads were filtered before conducting megaBLAST analysis against a custom Oomycete sequence database. Most of the identified species were
Phytophthora and Pythium. The majority of known pathogens, such as P. palmivora, were not restricted to cacao farms, rather they were also found in
the plant communities adjacent to farms. These results suggest that wild plants and neighboring crops contribute to the ecology of Oomycete pathogens
affecting cacao. gDNA from three known Phytophthora species, was included in the analysis. Amplicons of ~580bp were sequenced by Illumina MiSeq 2x300. Resulting
reads were filtered before conducting megaBLAST analysis against a custom Oomycete sequence database. Most of the identified species were
Phytophthora and Pythium. The majority of known pathogens, such as P. palmivora, were not restricted to cacao farms, rather they were also found in
the plant communities adjacent to farms. These results suggest that wild plants and neighboring crops contribute to the ecology of Oomycete pathogens
affecting cacao. Genome sequence and effector repertoire of the hop downy mildew pathogen Pseudoperonospora humuli
L. CANO (1), M. Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department University of Florida U S A ; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE Effect of red light on morphology of Peronospora belbahrii sporangia
J. PATEL (1), S. Zhang (1)
(1) Tropical Research and Education Center, University of Florida, U.S.A. Downy mildew of basil, caused by Peronospora belbahrii, has spread to more than 42 US states since it was first detected in Homestead, FL in 2007. Recently, our experiments showed that red light can suppress downy mildew in basil. The aim of this study was to investigate the effect of red light on
biology of P. belbahrii sporangia. The red LED lights were hung 4 feet above the greenhouse bench and 5 feet between two adjacent LED lights. The
LED in the spectrum of 625 nm wavelength illuminated at an average light intensity of 12 µmol.m–2.s–1. The LEDs were automatically turned on from 8
pm to 8 am each day. One set of inoculated basil plants was maintained under dark conditions and another set of inoculated basil plants were placed
under the exposure of red light. Fresh sporangia were harvested from the basil plants under dark conditions and under red light. A total of fifty sporangia
were examined under a microscope with 40x magnification lens. The sporangia produced under dark conditions were brown in color and had oval shaped
sporangia, whereas sporangia produced under red illumination were white in color and had round shaped sporangia. The change in morphology of the
sporangia is an indication of a possible direct effect of red lights on P. belbahrii sporangia production. These results warrant further investigations to
determine the mechanisms underlying changes in biology of P. belbahrii sporangia affected by red light. Bean common mosaic virus isolate overcomes the bc-3 resistance allele in common bean: Virus genetic determinants defining a novel
pathogenicity group mosaic virus isolate overcomes the bc-3 resistance allele in common bean: Virus genetic determinants defining a novel
roup X. FENG (1), J. Myers (2), A. Karasev (1)
(1) University of Idaho, U.S.A.; (2) Oregon State University, U.S.A. Bean common mosaic virus (BCMV) exists as a complex of strains that can be distinguished biologically, on a set of bean differentials, into
pathogenicity groups (PG) numbered I to VII. Resistance against BCMV in Phaseolus vulgaris is governed by six recessive resistance alleles at four loci. One of these alleles, bc-3, is able to protect P. Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department University of Florida U S A ; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE These successions of clones have historically been
named within the United States as lineages US1-US24, in order of appearance. Hypothetically, these lineages can emerge through divergence from other
US lineages, recombination among US lineages or as novel, independent lineages. We used 32 whole genome sequences including dominant US clonal
lineages and available samples from global populations. Based on the core orthologous genes located on supercontigs 1.1 and 1.5 we observed
substantial amounts of variation shared among strains within clonal lineages. We found no support for emergence of any of the US lineages from a
common ancestor shared with any other US lineages. Each of the US clonal lineages fit a model where populations of new clonal lineages emerge via
migration from a source population that is sexual in nature and potentially located in central Mexico or elsewhere. This work provides novel insights into
patterns of emergence of clonal lineages in plant pathogen genomes and provides an evolutionary framework for definition of clones in P. infestans. Temperature and light effects on germination of Peronospora effusa
R. CHOUDHURY (1), S. Koike (2), N. McRoberts (1)
(1) University of California, Davis, U.S.A.; (2) UCCE Monterey County, U.S.A. Spinach downy mildew, caused by the biotrophic oomycete Peronospora effusa, is an economically important disease that is found in all spinach
growing regions of the US. To effectively predict disease risk we need to understand the response of P. effusa to different environmental conditions. However, compared with several other downy mildew pathogens, relatively little research has been done on the optimal environmental conditions for
growth and sporulation of P. effusa. We conducted several germination assays, exposing P. effusa sporangia to different temperature and lighting
conditions. Between 5 and 25°C under constant darkness, germination of P. effusa sporangia on water agar declined following an approximately logistic
decay. These results were qualitatively different from a previous study of P. effusa germination that found a bimodal response curve, with increased
germination at lower and higher temperatures. Time course studies revealed that most sporangia germinated within the first eight hours of plating,
regardless of incubation temperature. Sporangia exposed to green or blue light had significantly reduced germination when compared with those exposed
to red, yellow, or no light. Light intensity and color significantly impacted germination, although the effect of color varied by light intensity. The use of
these results in the development of a disease risk model will be discussed. Bean common mosaic virus (BCMV) exists as a complex of strains that can be distinguished biologically, on a set of bean differentials, into
pathogenicity groups (PG) numbered I to VII. Resistance against BCMV in Phaseolus vulgaris is governed by six recessive resistance alleles at four loci.
One of these alleles, bc-3, is able to protect P. vulgaris against all BCMV strains and against other potyviruses; bc-3 was identified as the eIF4E allele
carrying mutated eukaryotic translation initiation factor gene. We characterized a novel BCMV isolate, 1755a, that was able to overcome bc-2 and bc-3
alleles in common bean. Hence, it displayed a novel pattern of interactions with resistance genes in P. vulgaris, and was assigned to a new pathogroup,
PG-VIII. The IVT7214 cultivar supporting the replication of BCMV-1755a was found to have the intact homozygous bc-3 CAPS marker. The complete
genome of the 1755a isolate was sequenced and found to be a recombinant between the BCMV strain NL1 (PG-I) and an unknown BCMV strain.
Analysis of the recombination patterns in the genomes of NL1 and US1 (PG-I), NY15P (PG-V), US10 and RU1-OR (PG-VII), and 1755a (PG-VIII), Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) Understanding superinfection exclusion by complex populations of Citrus tristeza virus
S. KANG (1), M. Bergua (1), S. Folimonova (1)
(1) University of Florida, U.S.A. Superinfection exclusion (SIE) is a phenomenon in which a primary viral infection restricts a secondary infection with the same or closely related virus. For plant viruses, SIE, referred to as cross-protection, was implemented as an agricultural practice to protect crops against aggressive viruses by pre-
immunizing plants with mild virus isolates. Recently we showed that SIE by Citrus tristeza virus (CTV), an economically important virus of citrus,
occurs only between isolates of the same strain, but not between isolates of different strains. This work, however, was done using “pure” isolates of
CTV, each containing a single virus strain, while most citrus trees in the field harbor complex populations made up of different CTV strains. The
objective of this study was to assess how SIE works in plants simultaneously pre-infected with several CTV strains. Co-inoculation of citrus trees with
variants of T36, T68 and/or T30 strains demonstrated that multi-strain populations equilibrate soon after establishment of infection, show uniform intra-
host distribution and maintain the established equilibrium over time. SIE experiments showed that exclusion of a secondary infection by a CTV variant
was triggered by the presence of another variant of the same strain in the primary population, which was in the agreement with our previous
observations. The same rule appeared to be in effect when SIE by mixed virus populations was tested in a series of different citrus varieties. Potato virus Y strains co-localize and compete in single epidermal leaf cells
S. MONDAL (1), S. Mondal (1), S. Gray (1), M. Ghanim (2)
(1) Cornell University, U.S.A.; (2) Volcani Center, Israel In recent years, recombinant strains of Potato virus Y (PVY) have become predominant in U.S. potato crops; whereas the parental PVY strains have been
disappearing. Often multiple PVY strains are found in the same field and occasionally within the same plant, but little is known about how they interact
or compete within the plant. Here, we examine the spatial and temporal dynamics of PVY strain infection at the cellular and tissue levels in different
hosts. Immunofluorescence and confocal microscopy was used to localize mixtures of PVY strains (PVYO and PVYNTN) in epidermal leaf cells of
‘Samsun NN’ tobacco or ‘Red Maria’ potato. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L. OSTERBAAN (1), L. Osterbaan (1), M. Fuchs (1)
(1) Section of Plant Pathology and Plant-Microbe Biology, Cornell University, New York State Agricultural Experiment Station, U.S.A. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L. OSTERBAAN (1), L. Osterbaan (1), M. Fuchs (1)
(1) Section of Plant Pathology and Plant-Microbe Biology, Cornell University, New York State Agricultural Experiment Station, U.S.A. L. OSTERBAAN (1), L. Osterbaan (1), M. Fuchs (1)
(1) Section of Plant Pathology and Plant-Microbe Biology, Cornell University, New York State Agricultural Experiment Station, U.S.A. L. OSTERBAAN (1), L. Osterbaan (1), M. Fuchs (1)
(1) Section of Plant Pathology and Plant-Microbe Biology, Cornell University, New York State Agricultural Experiment Sta ( )
( )
ology and Plant-Microbe Biology, Cornell University, New York State Agricultural Experiment Station, U.S.A. Grapevine fanleaf virus (GFLV) -the causative agent of fanleaf degeneration- is one of the most devastating viral diseases of grapevines. GFLV is a
bipartite (+) sense RNA nepovirus and is transmitted by the ectoparasitic nematode Xiphinema index. The five proteins encoded by RNA1 are associated
with replication and protein maturation, while the three proteins encoded by RNA2 are involved in replication, cell-to-cell movement, and genome
encapsidation. Infected vines exhibit a variety of symptoms, including shortened internodes, fan-like (deeply lobed) leaves, mosaic, and vein yellowing. Infected vines have decreased fruit yield and quality, and also a shortened productive lifespan. Little is known about the host-pathogen interactions
leading to symptom development. Recent work with chimeras of symptomatic and asymptomatic strains of GFLV (strains GHu and F13, respectively) in
the plant model species Nicotiana benthamiana has shown that symptom development in this host species is dependent on a 408-nucleotide sequence at
the 3’ end of RNA1 of GFLV-GHu. A reverse genetics approach was used to characterize the symptom determinant by using agroinoculation to establish
infection with a series of recombinant GFLV genomes in planta and thus determine the minimal GFLV-GHu sequence necessary for symptom
development in N benthamiana A better understanding of GFLV’s biology will inform the mechanism by which the virus causes symptoms in its hosts. na. A better understanding of GFLV’s biology will inform the mechanism by which the virus causes symptoms in its hosts. Understanding superinfection exclusion by complex populations of Citrus tristeza virus
S. KANG (1), M. Bergua (1), S. Folimonova (1)
(1) University of Florida, U.S.A. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) We observed that both strains systemically infect tobacco and are co-localized in cells of all leaves;
however their relative prevalence changes over time. Early in infection when mosaic symptoms are observed, PVYO predominates the infection although
PVYNTN is present in some cells. As infection progresses and veinal necrosis is observed, PVYNTN becomes the prevalent virus in those tissues
outcompeting PVYO. Co-localization of PVYO and PVYNTN was also found in epidermal cells of potato leaves with almost all cells being infected with
both viruses. Co-localization of virus strains in single cells is not a widely used approach for understanding interactions among them. The apparent non-
antagonistic interaction among PVY strains could explain the multitude of emerging recombinant PVY strains discovered in potato in recent years. Ethylene inhibition can prevent aphid attraction and Potato Virus Y spread
A. BAK (1), S. Chen (2), T. Antichera (2), L. Perilla (2), C. Casteel (2)
(1) UCDavis, U.S.A.; (2) UCDavis, U.S.A. Vector-borne pathogens influence host characteristics relevant to host-vector contact, increasing pathogen transmission and survival. Potato Virus Y
(PVY) is vector-borne and considered one of the most damaging viruses for potato worldwide. Previous studies have demonstrated aphid vectors have
higher fecundity and preferentially settle on PVY-infected potatoes compared to controls. Here we demonstrate PVY infection increases ethylene
production and we show that ethylene production is required for increased vector attraction to infected plants. Further, we demonstrate pathogen spread
can be prevented by temporarily inhibiting ethylene signaling. Virus-induced changes in ethylene responses may mediate vector-plant interactions more
broadly and thus represent a conserved mechanism for increasing transmission by insect vectors. Precision diagnostics and next-generation decision support systems
N. BOONHAM (1), J. Turner (2), I. Brittain (2), D. McCluskey (3), R. Kaye (3), D. Clarke (4), N. Morant (4), D. Langton (5), F. Salinari (5), W. Charlton (6), M. Andreou (7) Precision diagnostics and next-generation decision support systems
N. BOONHAM (1), J. Turner (2), I. Brittain (2), D. McCluskey (3), R. Kaye (3), D. Clarke (4), N. Morant (4), D. Langton (5), F. Salinari (5), W. Charlton (6), M. Andreou (7)
(1) Fera, York, United Kingdom; (2) Fera, United Kingdom; (3) University of Hertfordshire, United Kingdom; (4) Gensys Biotech Ltd, United
Kingdom; (5) Agrii, United Kingdom; (6) Bayer Crop Sciences, United Kingdom; (7) Optisense Ltd, United Kingdom Precision diagnostics and next generation decision support systems
N. BOONHAM (1), J. Turner (2), I. Brittain (2), D. Oomycete species richness in cacao soil assessed by massive amplicon sequencing of the cytochrome oxidase II gene
M. RATTI (1), E. Goss (1), J. Cevallos-Cevallos (2), C. Arias (2)
(1) Plant Pathology Department University of Florida U S A ; (2) Centro de Investigaciones Biotecnologicas del Ecuador CIBE vulgaris against all BCMV strains and against other potyviruses; bc-3 was identified as the eIF4E allele
carrying mutated eukaryotic translation initiation factor gene. We characterized a novel BCMV isolate, 1755a, that was able to overcome bc-2 and bc-3
alleles in common bean. Hence, it displayed a novel pattern of interactions with resistance genes in P. vulgaris, and was assigned to a new pathogroup,
PG-VIII. The IVT7214 cultivar supporting the replication of BCMV-1755a was found to have the intact homozygous bc-3 CAPS marker. The complete
genome of the 1755a isolate was sequenced and found to be a recombinant between the BCMV strain NL1 (PG-I) and an unknown BCMV strain. Analysis of the recombination patterns in the genomes of NL1 and US1 (PG-I), NY15P (PG-V), US10 and RU1-OR (PG-VII), and 1755a (PG-VIII), S4.7 indicated that P1/HC-Pro cistrons of BCMV strains may interact with most resistance genes. This is the first report of a BCMV isolate able to overcome
the bc-3 resistance in common bean. An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3) ive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
ANE (1) C Ramadugu (2) D Hall (3) An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus hua
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3)
(1) USDA ARS U S A (2) U i
i
f C lif
i Ri
id
U S A (3) US H
i
l
l R
h L b
U S A An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3)
(1) USDA ARS, U.S.A.; (2) University of California Riverside, U.S.A.; (3) US Horticultural Research Laboratory, U.S.A. Huanglongbing (HLB) is threatening citrus cultivation in California and Texas. Testing for Liberibacter (Las, the HLB pathogen) by qPCR is labor-
intensive and requires expensive instrumentation. The key to HLB management is large scale testing by many interested personnel. Development of on-
site testing methods will increase the chance of pathogen detection by growers, homeowners and extension agents and enables timely implementation of
disease management strategies. We describe an easy method to test psyllids (HLB vectors) for the presence of the Las pathogen. The initial equipment
needed includes a heating block, table top centrifuge, tubes and reaction reagents. The cost for all of the equipment needed for testing by this method will
be under $300. Psyllids are captured, stored in ethanol, air-dried, and DNA extracted by heating at 80°C in extraction buffer. Pathogen DNA is amplified
using a loop-mediated amplification method at ambient temperatures (65°C) for 30 minutes. Samples positive for Las will appear yellow after the
reaction and negative samples will remain pink. The whole reaction can be performed within an hour in a farmhouse by non-scientific personnel with
very little training. Availability of methods for large scale testing will facilitate better disease management. Comparison of two deep sequencing methods for the detection of viruses in sweet potato
R. LI (1), M. Cao (2), P. Lan (3), J. Abad (4), C. Zhou (5)
(1) USDA-ARS, U.S.A.; (2) Southwest University of China, China; (3) Yunnan Agricultural University, China; (4) USDA-APHIS, U.S.A.; (5)
Southwest University of China, China Current methods used to detect viruses from imported accessions in plant germplasm quarantine programs face multiple challenges due to many
pathogen targets, mixed infections and high genetic diversity of some pathogens. An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3) In this study, deep sequencing of small interfering RNAs (siRNAs) and
RNAs (HiSeq) were compared using a sweet potato plant infected with five RNA viruses [Sweet potato chlorotic stunt virus, Sweet potato feathery
mottle virus, Sweet potato virus C, Sweet potato virus G, Sweet potato virus 2] and two DNA viruses [Sweet potato leaf curl virus and Sweet potato
symptomless 1]. Several bioinformatic approaches were used to resolve the viral genes and detect viruses and their quasispecies. Direct mapping of both
read types against a crop-specific virus database resulted in rapid detection of the seven known viruses, whereas the blast search of assembled contigs
from the HiSeq reads had low call on the DNA viruses. However, the genomic sequences of the viruses, especially the RNA viruses, were characterized
to a high level of detail when analyzing the contigs from the HiSeq reads, enabling the detection of quasispecies. Deep sequencing is a powerful
technique that can facilitate the detection and characterization of numerous pathogens in a single test, but both the sequencing strategy and data analysis
aspects require careful consideration. Fluorogenic Detection of Plant Viruses by Helicase Dependent Amplification with Self-Quenched Primers
S. MOLINA CÁRDENAS (1), A. Salazar Aguirre (1), F. Ochoa-Corona (1), J. Olson (1)
(1) Oklahoma State University, U.S.A. Thermophilic helicase dependent amplification (tHDA) is an isothermal DNA amplification that does not require temperature cycling. A study of primers
sharing similar thermodynamics, but different GC content in their targeted amplification products, was made to assess fluorescence using self-quenched
primers (SqP) reacting in tHDA standard temperature and chemistry. Model viruses used were Rose rosette virus (RRV), High plains wheat mosaic virus
(HPWMV) formerly High plains virus (HPV) and Hosta virus X (HVX). RT-PCR was used as the reference method. Temperature gradients (60 to 70°C)
were performed to each set of primers. tHDA reactions with SqP were optimized assessing combinations of two primer concentrations (0.15 and 0.2 µM)
with two MgSO4 concentrations (4 and 4.5 mM). The sensitivity of each primer set was determined by quantitative tHDA (qtHDA) in real time. Subsequently the products amplified by qtHDA with SqP were visualized in 2% agarose gel electrophoresis. Detection limits using a plasmid DNA
carrying the target sequences for RRV and HPWMV are 0.0001 ng. There was no amplification of the HVX targeted region due to its putative high GC
content. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) Bioinformatic analyzes pipelines for analysis of millions of sequences are also made and compared with qPCR testing for multiple targets. Comparing the Next Generation Sequencing consistent qPCR for the detection of forest pathogens species and allowed to find several species related
targets of Phytophthora and related Fungi. Based on the results obtained, it was possible to identify potential sources of entry, get access to contents
abundancy, biodiversity and phylogeny in order and so accelerate identification process of current risk to these species for biosurveillance. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) McCluskey (3), R. Kaye (3), D. Clarke (4), N. Morant (4), D. Langton (5), F. Salinari (5), W. Charlton (6), M. Andreou (7)
(1) Fera, York, United Kingdom; (2) Fera, United Kingdom; (3) University of Hertfordshire, United Kingdom; (4) Gensys Biotech Ltd, United
Kingdom; (5) Agrii, United Kingdom; (6) Bayer Crop Sciences, United Kingdom; (7) Optisense Ltd, United Kingdom ( ),
( )
(1) Fera, York, United Kingdom; (2) Fera, United Kingdom; (3) University of Hertfordshire, United Kingdom; (4) Gensys Biotech Ltd, United
Kingdom; (5) Agrii, United Kingdom; (6) Bayer Crop Sciences, United Kingdom; (7) Optisense Ltd, United Kingdom The UK wheat crop is valued at £2 billion p.a., approximately 12% of which is lost to disease. Septoria leaf blotch (Zymoseptoria tritici) is the most
prevalent and fungicide sprays estimated at £82million p.a. (GFK-Kynetec 2013) are used for control. Resistance is a significant problem, caused by
continued overuse of chemicals with similar modes of action. Better control requires more precision in terms of spray timing as well as more careful
selection of fungicides. Linking this information with risk prediction by use of disease forecasting systems is also critical. We have been developing an
in-field, self-reporting, automated spore detection system, to monitor ingress of inoculum into fields. Based on cyclone air sampling technology linked to
isothermal DNA amplification (LAMP) the system will sample and test air within crops, transferring data on inoculum movement wirelessly to the
laboratory. In addition to inoculum, identifying resistant genotypes of a pathogen is critical to enable effective spray decisions to be made. Work has
started on the development of LAMP assays to discriminate the SNPs (single nucleotide polymorphisms) responsible for azole resistance in the CYP51
gene of Septoria. The assays will be deployed on the handheld Genie III instrument, enabling decisions to be made rapidly in the field. Ultimately the
two developments will converge, telling us not just when we should spray crops but also what active chemistry will be most effective. Next generation sequencing evaluation for detection of potential threats or emerging forest pest, entry point from spore and insect traps
G. BILODEAU (1), E. Tremblay (2), J. Determination and characterization of a symptom determinant of Grapevine fanleaf virus
L OSTERBAAN (1) L Osterbaan (1) M Fuchs (1) Béribé (3)
(1) Canadian Food Inspection Agency, Canada; (2) Canadian Food Inspection Agency, Canada; (3) Natural Resources Canada, Canada dian Food Inspection Agency, Canada; (2) Canadian Food Inspection Agency, Canada; (3) Natural Resources Canada, Cana S4.8 International trade promotes the spread of exotic plant pathogens (fungi, oomycetes) that can act as entry points. Their spores that spread by wind, rain
and through vectors (insects) can cause the introduction of exotic diseases responsible for the devastation of various plant species. Since it is difficult to
trap and conduct investigations to these organisms, new technologies such as qPCR and metagenomics therefore can now be an option to detect without
having to grow them. The DNA is extracted for metagenomics of spore trapping filters and insect traps conservation liquid collected in 2013-2014 and
then sequenced with the Ion Torrent platform using fusion primers which we designed in order to three multiplex genic regions (350-400bp amplicons
from ribosomal DNA region ITS1 for fungi and oomycetes and the mitochondrial DNA region ATP9-NAD9 for Phytophthora sp) and then deciphered
sequences. Bioinformatic analyzes pipelines for analysis of millions of sequences are also made and compared with qPCR testing for multiple targets. Comparing the Next Generation Sequencing consistent qPCR for the detection of forest pathogens species and allowed to find several species related
targets of Phytophthora and related Fungi. Based on the results obtained, it was possible to identify potential sources of entry, get access to contents
abundancy, biodiversity and phylogeny in order and so accelerate identification process of current risk to these species for biosurveillance. International trade promotes the spread of exotic plant pathogens (fungi, oomycetes) that can act as entry points. Their spores that spread by wind, rain
and through vectors (insects) can cause the introduction of exotic diseases responsible for the devastation of various plant species. Since it is difficult to
trap and conduct investigations to these organisms, new technologies such as qPCR and metagenomics therefore can now be an option to detect without
having to grow them. The DNA is extracted for metagenomics of spore trapping filters and insect traps conservation liquid collected in 2013-2014 and
then sequenced with the Ion Torrent platform using fusion primers which we designed in order to three multiplex genic regions (350-400bp amplicons
from ribosomal DNA region ITS1 for fungi and oomycetes and the mitochondrial DNA region ATP9-NAD9 for Phytophthora sp) and then deciphered
sequences. uel Roberts Noble Foundation, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) USDA-ARS-SEFTNRL, U.S An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3) This study explored primer design criteria for tHDA with SqP for sensitive detection of plant viruses. The use of SqP reduces the cost of qPCR
and qtHDA and has acceptable levels of sensitivity. tHDA with SqP bring new possibilities for field deployment primer design in biosecurity and
microbial forensics. Long-term rotation history and previous crop effects on corn seedling health
M. BENITEZ (1), S. Osborne (2), M. Lehman (2)
(1) USDA, Northe Central Agricultural Research Laboratory, U.S.A.; (2) USDA, N Long-term rotation history and previous crop effects on corn seedling health
M. BENITEZ (1), S. Osborne (2), M. Lehman (2)
(1) USDA, Northe Central Agricultural Research Laboratory, U.S.A.; (2) USDA, North Central Agricultural Research Laboratory, U.S.A. M. BENITEZ (1), S. Osborne (2), M. Lehman (2)
(1) USDA, Northe Central Agricultural Research Laboratory, U.S.A.; (2) USDA, North Central Agricultural Research Laboratory, U.S.A. ( ),
( ),
( )
(1) USDA, Northe Central Agricultural Research Laboratory, U.S.A.; (2) USDA, North Central Agricultural Research Laboratory, U.S.A. Diverse rotations provide benefits to agroecosystems through changes in the soil environment. A long term experiment was established to study four
different four-year rotation sequences in which the crop phase prior to corn was sampled. Soils from rotations ending with soybean, sunflower, corn and
pea were tested for effects on subsequent corn in the greenhouse. Corn was grown in a soil mix containing 12% of rotation soil either infested with corn
root worms (CRW) or inoculated with Fusarium graminearum. Seedlings were scored for root damage and shoot vigor, rhizosphere samples collected
for microbiome analyses and remaining roots scanned for root measurements. Seedlings grown in soils from rotations ending with pea and sunflower had
greater vigor regardless of CRW infestation. Seedlings grown in non-inoculated soils from pea rotation had shorter roots but greater root volume and
diameter. Differences in germination time and vigor were stronger between Fusarium-inoculated and non-inoculated soils originating from pea rotations,
compared to other rotations. The response to the rotation ending in pea is consistent with field observations where corn grown after pea requires less
fertilizer. Analyses of the rhizosphere microbiome and seedling nutrient content, together with soil physico-chemical characteristics will provide insight
on the mechanisms through which corn respond positively to rotation sequences incorporating pea. Evidence for sexual reproduction in Fusicladium effusum
N. CHARLTON (1), C. Mattupalli (2), B. Wood (3), C. Bock (3), C. Model for the geographic origin and spread of the globally distributed pathogen Phytophthora palmivora
J. Wang (1), E. Goss (1), M. Coffey (1)
(1) University of Florida, U.S.A. Model for the geographic origin and spread of the globally distributed pathogen Phytophthora palmivora
J. Wang (1), E. Goss (1), M. Coffey (1)
(1) University of Florida, U.S.A. The genetic structure and diversity of plant pathogens are shaped by their evolutionary history, including coevolutionary interactions with hosts,
geographic spread, and long-distance migration events, often mediated by humans. In turn, diversity and dispersal of present populations impact the risk
of disease epidemics and strategies for controlling disease. Phytophthora palmivora is a globally distributed oomycete that infects a broad range of cash
crops and fruit trees in the tropics and subtropics, including cocoa and palms. The center of diversity of P. palmivora is in Southeast Asia, but it is an
important and widespread pathogen in South America. Our multilocus sequence analysis showed that the centers of origin of the pathogen are located in
the Philippines and Indonesia. We then tested alternative models for the regional and global movement of P. palmivora. We found genetic variation
consistent with historical movement among Pacific Islands, likely associated with coconut. We also found evidence of a bridgehead effect in South
America, in which the colonization of South America and host shift to cocoa led to further global dispersal, including gene flow back to Southeast Asia. We propose that the extensive genetic diversity in P. palmivora in Southeast Asia is the result of a complex history, including long-term co-evolution
with native hosts, geographic isolation with migration, and re-introduction of genotypes from South America. The in planta regulon of the major Ralstonia solanacearum virulence regulator PhcA
D. KHOKHANI (1), T. Tran Minh (1), C. Allen (1)
(1) University of Wisconsin-Madison, U.S.A. PhcA, an important quorum sensing responsive virulence regulator of the bacterial wilt pathogen Ralstonia solanacearum. PhcA affects expression of
virulence factors like extracellular polysaccharide, endoglucanase, and motility. However, the full extent of the regulon is unknown. We used RNAseq to
test the hypothesis that the PhcA system enables Rs to transition from saprophytic to parasitic mode. An impressive 634 genes were differentially
regulated at early stage of tomato wilt disease development in ΔphcA compared to the wild-type strain GMI1000, with false discovery rate of less than
0.005. Both, RNA-seq data and validation experiments indicated that multiple anion and sugar transporters are expressed at higher levels in the ΔphcA,
suggesting that the pathogen uses this regulator to improve its survival at low cell densities. Model for the geographic origin and spread of the globally distributed pathogen Phytophthora palmivora
J. Wang (1), E. Goss (1), M. Coffey (1)
(1) University of Florida, U.S.A. Increased expression of hemagglutinins and other adhesins in
ΔphcA suggest that at low population densities R. solanacearum cells may adhere more to plant surfaces and to each other. Scanning electron
microscopy revealed that ΔphcA cells form thick mats in tomato xylem vessels. These were strikingly different from the smaller, looser in planta
aggregates of wild-type cells. Further, ΔphcA was largely restricted near the point of infection whereas wild-type colonized tissues beyond the infection
site. Taken together, the study identified new targets of PhcA regulation and shed more light on their biological roles in the disease cycle. Determination of CsrA/RsmA regulon in Xanthomonas citri subsp. citri
M. ANDRADE (1)
(1) Dept. Microbiology and Cell Science, CREC- University of Florida, U.S. In bacteria, it is poorly understood how post-transcriptional regulation mediated by RNA-binding proteins contributes to adaptation to environment
changes during host infection. RsmA (Regulator of secondary metabolism) is a small RNA-binding protein that plays an important role in regulation of
pathogenicity, motility, biofilm formation, endoglucanases and exopolysaccharide production in Xanthomonas citri subsp. citri (Xcc). In previous work,
we showed that RsmA contributes to the pathogenicity by activating expression of genes encoding the type 3 secretion system (T3SS) and effectors in
Xcc. However, the mechanistic understanding of Xcc RsmA in regulating motility, biofilm formation and production of exopolysaccharide and
endoglucanases remains unclear. We have performed crosslinking and affinity purification followed by RNAseq analysis in order to determine the RsmA
targets in Xcc cells in both rich medium and a T3SS-inducing medium. Our data revealed hundreds of putative binding mRNA targets in Xcc. Functional
classification (Gene Ontology) of RsmA mRNA targets suggests Xcc RsmA is a global RNA-binding regulator that can positively and negatively affect
the expression of genes in Xanthomonas. An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3) Young (2)
(1) The Samuel Roberts Noble Foundation, U.S.A.; (2) The Samuel Roberts Nobl Evidence for sexual reproduction in Fusicladium effusum
N. CHARLTON (1), C. Mattupalli (2), B. Wood (3), C. Bock (3), C. Young (2)
(1) The Samuel Roberts Noble Foundation, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) USDA-ARS-SEFTNRL, U.S.A. Fusicladium effusum is the causal agent of pecan scab, the most prevalent and often catastrophic disease of pecan in the southeastern USA. Despite
earlier efforts to determine a sexual stage, reproduction in F. effusum has been observed only by asexually produced conidia. However, the degree and
distribution of genetic diversity observed within and among populations of F. effusum are typical of a sexually reproducing fungus. The mating type
locus was identified in a draft genome of F. effusum and was amplified and sequenced in 14 isolates collected from different geographic locations and S4.9 cultivars, revealing that 50% of the samples contained the mtAA idiomorph and are considered mating type A (MTA). The remaining samples contained
mtBA and are mating type B (MTB). A multiplex PCR screen was developed to amplify mtAA, mtBA and tubB, and used to screen 1203 isolates of F. effusum from 13 pecan populations across the southeastern USA. Analysis of this collection revealed the frequency of the mating type idiomorphs is in a
1:1 equilibrium. Select isolates were crossed in pairwise combinations on oatmeal agar and after six months, organs typical of immature sexual fruiting
bodies were observed, indicating existence of a putative sexual stage. Identification of a sexual stage will provide improved understanding of the disease
epidemiology and pathogen population genetics, and potentially provide insight into novel approaches to manage this damaging disease. cultivars, revealing that 50% of the samples contained the mtAA idiomorph and are considered mating type A (MTA). The remaining samples contained
mtBA and are mating type B (MTB). A multiplex PCR screen was developed to amplify mtAA, mtBA and tubB, and used to screen 1203 isolates of F. effusum from 13 pecan populations across the southeastern USA. Analysis of this collection revealed the frequency of the mating type idiomorphs is in a
1:1 equilibrium. Select isolates were crossed in pairwise combinations on oatmeal agar and after six months, organs typical of immature sexual fruiting
bodies were observed, indicating existence of a putative sexual stage. An inexpensive visual PCR method for field detection of Candidatus Liberibacter asiaticus associated with citrus huanglongbing
M. KEREMANE (1), C. Ramadugu (2), D. Hall (3) Identification of a sexual stage will provide improved understanding of the disease
epidemiology and pathogen population genetics, and potentially provide insight into novel approaches to manage this damaging disease. Ecological Impact of Signaling Chemicals on Phytophthora erythroseptica
H. JIANG (1), J. Hao (1)
(1) University of Maine, U.S.A. Ecological Impact of Signaling Chemicals on Phytophthora erythroseptica
H. JIANG (1), J. Hao (1)
(1) University of Maine, U.S.A. Phytophthora erythroseptica causes pink rot of potato, mostly with zoospores as major primary inocula. Zoosporic germination and infection of host
(potato) are regulated by signaling molecules with quorum sensing mechanism. This study was to determine if the signals were species specific and if
they were impacted by the environment. Exudates were obtained from high concentrations of fungi, bacteria, and oomycetes, as well as soil and roots of
potato varieties. The exudates were used to treat zoospores of P. erythroseptica. Results showed that several soil microorganisms, including P. capsici,
P. cactorum, Pythium irregulare, Serratia sp., Delftia sp., and Microbacterium sp. induced zoosporic germination of P. erythroseptica; Pseudomonas
spp. and Bacillus amyloliquefaciens inhibited zoosporic germination; exudates of Dickeya dadantii and Pectobacterium carotovorum had no effect on
zoosporic germination. Root exudate from the pink-rot-sensitive variety, ‘Dark Red Norland,’ induced zoosporic germination, while tolerant variety
‘Snowden’ did not. These results indicate that the zoosporic behavior is not only self-regulated, but also affected by other environmental organisms, such
as host plants and soil microorganisms through signaling molecules. Whether same signals are shared among organisms is being investigated. This result
may improve our understanding of the initiation and development of potato pink rot and contribute to breeding resistant potato cultivars. Characterization of RpfB-dependent DSF-Family Quorum Sensing Signal Turnover System in the Phytopathogen Xanthomonas
L. ZHOU (1), X. Wang (1), Y. He (1)
(1) Shanghai Jiao Tong University, China We demonstrate that host plant-derived reactive oxygen species (ROS) are one environmental signal that modulates the
Rcs system and this stimulation is dependent on the redox sensing transcription factor, OxyR. In addition, we demonstrate a link between a novel RTX-
like, cytolytic protein in lysing host plant cells, releasing ROS and stimulating the Rcs system and subsequent EPS production, thus aiding in transition
between the apoplastic and xylem phases of Stewart’s wilt disease. Epidemiology and Population Biology of Grape Downy Mildew (Plasmopara viticola) in Georgia
C. HONG (1), P. Brannen (1), H. Scherm (1)
(1) University of Georgia, U.S.A. The epidemiology of Plasmopara viticola has been studied extensively in temperate and Mediterranean climates, but limited information is available for
the southeastern U.S. where hot and humid conditions may affect survival, disease progression, and population structure of the pathogen. Downy mildew
epidemic progress was monitored in 2015 in a North Georgia Vitis vinifera vineyard on cultivars Merlot and Chardonnay. Disease onset was 2 months
later than predicted by a mechanistic model for oospore germination and primary infection, highlighting knowledge gaps relative to epidemiological
processes in Georgia conditions. Since timing of disease onset may be related to the mode of pathogen overwintering, pairings among single-sporangium
isolates were conducted to determine the potential for sexual reproduction. Oospores were observed in about half of the pairings, indicating that both
mating types are present. To better understand the relative contribution of sexual and asexual reproduction and to determine the population structure of
the pathogen, isolates of P. viticola were collected from 19 grape varieties in 10 vineyards throughout Georgia. Initial genotyping of 96 isolates
identified only one of the previously described five cryptic species of P. viticola, clade aestivalis. This study confirmed sexual reproduction, revealed
preliminary pathogen population structure, and identified knowledge gaps regarding primary infection by P. viticola in Georgia vineyards. Changes in Plasmopara obducens population structure corresponded with the emergence and rapid spread of the impatiens downy mildew
epidemics C. SALGADO-SALAZAR (1), Y. Rivera (1)
(1) USDA-ARS, Rutgers University, U.S.A. Plasmopara obducens is the newly emergent oomycete responsible for impatiens downy mildew disease (IDM) on cultivated Impatiens walleriana. Since IDM outbreaks began in 2004, the disease has reduced the $187 million annual production of impatiens in the U.S. by 40%. In this study, we
evaluated if there was a change in P. obducens population structure associated with the U.S. epidemic. Characterization of RpfB-dependent DSF-Family Quorum Sensing Signal Turnover System in the Phytopathogen Xanthomonas
L. ZHOU (1), X. Wang (1), Y. He (1)
(1) Shanghai Jiao Tong University, China Characterization of RpfB-dependent DSF-Family Quorum Sensing Signal Turnover System in the Phytopathogen Xanthomonas
L. ZHOU (1), X. Wang (1), Y. He (1)
(1) Shanghai Jiao Tong University, China Molecules of the diffusible signal factor (DSF)-family are a class of quorum sensing (QS) signals used by the phytopathogens Xanthomonas. RpfB has
recently been reported as a fatty acyl-CoA ligase (FCL) that activates a wide range of fatty acids to their CoA esters in vitro. Through genetic and
biochemistry analysis, we found that RpfB represents a naturally occurring DSF-family signal turnover system in X. campestris pv. campestris (Xcc) and
X. oryzae pv. oryzae (Xoo). RpfB effectively turns over DSF-family signals DSF and BDSF in vivo. RpfB FCL enzymatic activity is required for DSF
and BDSF turnover in Xcc and Xoo. The expression of rpfB is growth phase-dependent and its expression is significantly enhanced when Xanthomonas
cells enter the stationary phase. DSF regulates rpfB expression in a concentration-dependent manner. rpfB expression is also negatively regulated by the
DSF signaling components RpfC, RpfG, and Clp. Although most of our findings have suggested that the DSF-family signal turnover systems are
generally consistent in Xcc and Xoo, we also identified some discrepancies in bacterial pathogenesis and virulence factor production between the rpfB
mutants of Xcc and Xoo. Therefore, our findings strongly indicated the complexity of the RpfB-dependent DSF-family signal turnover system, which is
likely fine-tuned to facilitate infection process in different hosts (rice versus crucifers). Integration of plant host-derived signals to coordinate developmental processes involved in Pantoea stewartii subsp. stewartii biofilm maturation
M. ROPER (1), M. Roper (1)
(1) University of California, Riverside, U.S.A. Participation in complex, multicellular cooperative communities, known as biofilms, is a universal attribute of bacteria. Biofilm formation is now a major
tenet of microbiology, yet we know little information about what environmental and physical cues drive biofilm formation in a natural context, such as
during bacterial infection processes. Biofilms are encased in an extracellular matrix consisting primarily of exopolysaccharide (EPS), which holds these
biofilms together, providing robustness to the architecture and making them difficult to clear from the host. The focus of this project is on the xylem-
dwelling bacterium, Pantoea stewartii subsp. stewartii (Pss)/sweet corn pathosystem. We have placed our attention on the multi-component Rcs signal
transduction system, an environmental sensing system found in Pss and other enteric bacteria. This system controls genes related to biofilm formation,
namely EPS matrix production. Emergent rudbeckia downy mildew epidemics caused by Plasmopara halstedii are genetically distinct from the pathogen populations infecting
sunflower Emergent rudbeckia downy mildew epidemics caused by Plasmopara halstedii are genetically distinct from the pathog
sunflower Characterization of RpfB-dependent DSF-Family Quorum Sensing Signal Turnover System in the Phytopathogen Xanthomonas
L. ZHOU (1), X. Wang (1), Y. He (1)
(1) Shanghai Jiao Tong University, China Over 900 pre- and post-epidemic P. obducens
samples were genotyped using 20 polymorphic microsatellite markers developed from a de novo genome assembly. Population structure analysis
identified five populations (P1-P5). Prior to IDM epidemics, P1 dominated, existing as pure P1 or admixed with the other four genotypes (~50%) on
North American native Impatiens species. The first epidemic IDM specimen collected on I. walleriana in 2004 from Tennessee showed an almost pure
P1 genotype. Approximately 50% of the post-epidemic samples showed admixed genotypes, but admixture between P1 and the other four genotypes was
uncommon. Genetic diversity was high for the four most abundant populations P2-P5 responsible for the IDM epidemics (0.56-0.78), but lower for P1
(0.37). These data showed that the recent emergence of IDM in the U.S. corresponded with several major shifts in P. obducens populations, with
endemic P1 genotypes supplanted by novel genotypes. The high level of diversity and genetic structure in P. obducens populations may present
difficulties for durable disease control. Construction of phosphodiesterase mutants in Erwinia amylovora to evaluate the role of cyclic di-GMP in virulence regulation
R. KHARADI (1), R. Kharadi (1), L. Castiblanco (1), G. Sundin (1)
(1) Michigan State University, U.S.A. Construction of phosphodiesterase mutants in Erwinia amylovora to evaluate the role of cyclic di-GMP in virulence regulation
R. KHARADI (1), R. Kharadi (1), L. Castiblanco (1), G. Sundin (1)
(1) Michigan State University, U.S.A. The second messenger molecule cyclic-di-GMP (c-di-GMP) is a key regulator of biofilm formation, motility and virulence in bacteria. Diguanylate
cyclase (DGC) enzymes function in the synthesis of c-di-GMP and phosphodiesterase (PDE) enzymes are involved in the degradation of c-di-GMP. We
have previously studied the role of DGCs in regulating virulence traits in the fire blight pathogen Erwinia amylovora. Here we demonstrate that all three
predicted PDE genes (edp genes, for Erwinia diguanylate phosphodiesterase), edpA, edpB and edpC negatively regulate amylovoran production and
biofilm formation. This was correlated with a significant increase in the volume of ooze produced and the amylovoran content of ooze in an immature-
pear infection model using the single-gene deletion mutants DedpA, DedpB, and DedpC. We also observed a significant decrease in motility, virulence
in immature pears, and systemic infection levels in apple shoots in the triple-gene deletion mutant DedpA/edpB/edpC. Gene expression levels of dspE
and hrpL, both indicators of type III secretion in E. amylovora, were significantly reduced in DedpA/edpB/edpC compared to the wild type. Thus, c-di-
GMP seems to be primarily involved in the positive regulation of amylovoran production and biofilm formation; in addition, increased levels of c-di-
GMP also negatively regulate motility and type III secretion during the pathogenesis of E. amylovora. S4.10 Emergent rudbeckia downy mildew epidemics caused by Plasmopara halstedii are genetically distinct from the pathogen populations infecting
sunflower Many non-commercial hosts are grown on a small scale or occur as weeds and their contributions to the yearly
P. cubensis epidemic are understudied. North Carolina (NC) has diverse cucurbit production and previous studies have found that NC has relatively high
genetic diversity of P. cubensis. In this study, Simple Sequence Repeats (SSRs) were identified in silico from the P. cubensis predicted transcriptome. A
subset of the identified markers were screened and evaluated for reliability and polymorphism. Eleven markers were selected and applied to P. cubensis
isolates collected from six commercial and three non-commercial cucurbits across four time points and three regions in NC. Population analyses revealed
that the greatest genetic differentiation occurs when isolates are grouped by host species more so than when grouped by location or time. These findings
show host species are playing the most significant role in P. cubensis diversification in NC. The results suggest non-commercial cucurbits could be
contributing to P. cubensis inoculum for certain hosts more so than others, thus influencing the population dynamics of the pathogen. Species diversity and population structure of Pythium and Globisporangium in Long Island, NY ornamental greenhouses in 2014
M. PROANO (1), C. Ayala (2), A. Chiriboga (2), M. Daughtrey (3), C. Garzon (4), S. Marek (1), H. Melouk (1), S. Marek (4)
(1) Oklahoma State University, Stillwater, OK, U.S.A.; (2) Universidad de las Fuerzas Armadas ESPE, Sangolquí, Ecuador, Ecuador; (3) Cornell
University, Long Island Horticultural Research & Extension Center, Riverhead, NY, U.S.A.; (4) Oklahoma State University, U.S.A. Species diversity and population structure of Pythium and Globisporangium in Long Island, NY ornamental greenhouses in 2014
M. PROANO (1), C. Ayala (2), A. Chiriboga (2), M. Daughtrey (3), C. Garzon (4), S. Marek (1), H. Melouk (1), S. Marek (4)
(1) Oklahoma State University, Stillwater, OK, U.S.A.; (2) Universidad de las Fuerzas Armadas ESPE, Sangolquí, Ecuador, Ecuador; (3) Cornell
University, Long Island Horticultural Research & Extension Center, Riverhead, NY, U.S.A.; (4) Oklahoma State University, U.S.A. Globisporangium and Pythium are plant pathogens that cause root rots, blackleg of cuttings, and damping off of various crops. Growth of the nursery and
floriculture production industries, one of the fastest growing agricultural sectors in the United States, has contributed to the increase of the economic
impact of ornamental plant diseases. Emergent rudbeckia downy mildew epidemics caused by Plasmopara halstedii are genetically distinct from the pathogen populations infecting
sunflower Y. RIVERA (1), C. Salgado-Salazar (1), T. Gulya (2), J. Crouch (3)
(1) USDA-ARS Systematic Mycology and Microbiology Laboratory and Rutgers University, Beltsville, MD, U.S.A.; (2) USDA ARS Sunflower and
Plant Biology Research Unit, Fargo, ND, U.S.A.; (3) USDA-ARS Systematic Mycology and Microbiology Laboratory, Beltsville, MD, U.S.A. (1) USDA-ARS Systematic Mycology and Microbiology Laboratory and Rutgers University, Beltsville, MD, U.S.A.; (2) USDA ARS Sunflower and
Plant Biology Research Unit, Fargo, ND, U.S.A.; (3) USDA-ARS Systematic Mycology and Microbiology Laboratory, Beltsville, MD, U.S.A. The oomycete Plasmopara halstedii is regarded as the causal agent of downy mildew disease on 35 Asteraceae genera. The pathogen is also a significant
problem of sunflower (Helianthus annuus) worldwide and more recently, a destructive pathogen of ornamental Rudbeckia fulgida (rudbeckia) in the
U.S.A. As with other recent downy mildew epidemics on specialty crops, little is known about the pathogen causing modern outbreaks on rudbeckia. To
determine if modern epidemics on rudbeckia are caused by the same P. halstedii genotypes as those historically found on native rudbeckia or to those
causing disease on sunflower, we performed population genetic and phylogenetic analyses. Fifteen microsatellite markers were designed from a draft
genome assembly generated from a P. halstedii isolate on sunflower. Phylogenetic and microsatellite analyses of 232 samples collected between 1883-
2014 revealed two main groups corresponding to host origin. Isolates infecting sunflower hosts were further separated into eight subgroups with no
obvious pattern by year, physiological race or geographical origin. Isolates infecting rudbeckia hosts were further separated into three subgroups, one
corresponding to historical pre-epidemic specimens and two modern subgroups. Our results indicate that the emergent populations of P. halstedii
infecting rudbeckia are a different species from those infecting sunflower and genetically distinct from pre-epidemic populations infecting native
rudbeckia. S4.11 Pseudoperonospora cubensis on commercial and non-commercial cucurbits in North Carolina: Population structure determined by simple
sequence repeats
E. WALLACE (1), L. Quesada-Ocampo (2)
(1) NCSU, U.S.A.; (2) NCSU, U.S.A. Pseudoperonospora cubensis on commercial and non-commercial cucurbits in North Carolina: Population structure determined by simple
sequence repeats
E. WALLACE (1), L. Quesada-Ocampo (2)
(1) NCSU, U.S.A.; (2) NCSU, U.S.A. The cucurbit downy mildew pathogen, Pseudoperonospora cubensis, is a major limiting factor in cucumber production in the United States (US). Each
year, P. cubensis causes foliar destruction on cucumber, but it also infects approximately 60 host species in the Cucurbitaceae family. All major
commercial cucurbits are hosts in the US. Emergent rudbeckia downy mildew epidemics caused by Plasmopara halstedii are genetically distinct from the pathogen populations infecting
sunflower Seasonal assessment of the diversity of species causing Pythium diseases on three ornamental greenhouses from
Long Island, NY is providing information about the temporal dynamics of Pythium and Globisporangiumspecies in these agricultural systems. DNA
sequences of the ITS region were obtained to confirm the identity of 207 isolates collected seasonally from three ornamental operations in 2014. As in
previous years, G. irregularesensu lato was the predominant pathogen isolated (n=126). Simple sequence repeats (SSRs) were used to characterize the
structure of G. irregulare s.l. populations. PCoA of ten SSR loci defined four groups based on genetic distances. AMOVA revealed significant genetic
differentiation between greenhouse populations and between genetic lineages. The main lineage included most of the isolates present in two greenhouses,
which suggest a potential common source of inoculum for those facilities. ADEPIDYN™ fungicide: Cross resistance patterns in Alternaria solani
G. OLAYA (1), R. Linley (2), K. Edlebeck (2), T. Harp (3)
(1) Syngenta, U.S.A.; (2) Syngenta, U.S.A.; (3) Syngenta, U.S.A. ADEPIDYN™ is the first member of a new chemical group among the succinate dehydrogenase inhibitor fungicides (SDHI, FRAC Group 7), the N-
methoxy-(phenyl-ethyl)-pyrazole-carboxamides. The common name for ADEPIDYN™ is pydiflumetofen. ADEPIDYN™ has high binding properties to
the complex II enzymes that provide a strong fungicidal potency combined with the control of a wide range of plant pathogen species. A variety of
mutations are associated with resistance to SDHI fungicides. Cross resistance patterns across SDHI fungicides are complex due to the fact that some
mutations confer high levels or resistance and others do not and mutations could lead to different sensitivity shifts in different SDHIs. In Alternaria
solani isolates, the in vitro sensitivity revealed incomplete cross resistance patterns between ADEPIDYN™ and boscalid, penthiopyrad,
SOLATENOL™ and fluopyram. ADEPIDYN™ exhibited the highest intrinsic activity among these fungicides and across isolates with or without
mutations in the sdh subunits (SdhB-H277Y, SdhB-H277R, SdhC-H134R, SdhD-D123E abd SdhD-H133R). ADEPIDYN™ was able to control early
blight disease development on inoculation studies done with A. solani isolates sensitive and with different levels of resistance to boscalid and Sdh
mutations. Fluopyram was also able to control the disease using higher fungicide rates and disease control with SOLATENOL™, penthiopyrad and
boscalid varied according to the presence or absence of Sdh mutations. Fungicide resistance profiles of unique and clonal genotypes of gummy stem blight fungi from the southeastern United States
H. LI (1), K. Stevenson (2), M. Brewer (1)
(1) University of Georgia, U.S.A.; (2) University of Georgia, U.S.A. Fungicide resistance profiles of unique and clonal genotypes of gummy stem blight fungi from the southeastern United States
H. LI (1), K. Stevenson (2), M. Brewer (1)
(1) University of Georgia, U.S.A.; (2) University of Georgia, U.S.A. Gummy stem blight (GSB) is a devastating disease of cucurbits that is usually managed with fungicide applications. However, GSB fungi have rapidly
evolved resistance to multiple classes of fungicides. To better understand the evolution and persistence of fungicide resistance in field populations, we
studied resistance profiles associated with unique and clonal genotypes of GSB fungi. Nineteen Stagonosporopsis caricae isolates and 120 S. citrulli
isolates collected from watermelon fields in the southeastern U.S. were genotyped with 16 SSR markers and a cytb marker for azoxystrobin (QoI)
resistance, and phenotyped for sensitivity to tebuconazole (DMI), boscalid (SDHI), and fluopyram (SDHI). Cyp51 and sdhB genes of select isolates with
varying sensitivity to DMI and SDHI fungicides, respectively, were sequenced. All S. caricae isolates were resistant to tebuconazole and azoxystrobin,
and sensitive to boscalid and fluopyram. All S. citrulli isolates were sensitive to tebuconazole, sensitive to fluopyram with one exception, and resistant to
azoxystrobin with two exceptions. Phenotypic differences in response to boscalid were detected among S. citrulli isolates, but the phenotype was not
associated with clonal genotype, suggesting multiple evolution events. This study provides critical information for effectively managing both species of
GSB fungi present in the southeastern U.S., while providing novel insights on the evolution of resistance in plant-pathogenic fungi. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. Since the tomato and strawberry Elongator gene homologues are functional, they could be utilized to generate tomato and
strawberry plants with increased disease resistance, using alternative technologies that are not considered transgenic, such as cisgenesis and intragenesis. Speed
g up
e d scove y o
ove sou ces o
e
us
es s
ce
w e
A. RIAZ (1), N. Athiyannan (2), S. Periyannan (3), O. Afanasenko (4), O. Mitrofanova (5), E. Aitken (6), E. Lagudah (3), L. Hickey (2)
(1) The University of Queensland, Queensland Alliance for Agriculture and Food Innovation, St Lucia, QLD 4072, Australia, Brisbane, QC, Australia;
(2) The University of Queensland, Queensland Alliance for Agriculture and Food Innovation, St Lucia, QLD 4072, Australia, Australia; (3)
Commonwealth Scientific and Industrial Research Organization (CSIRO), Australia; (4) Department of Plant Resistance to Diseases of All Russian
Research Institute for Plant Protection, Pushkin, 196608, Russia, Russia; (5) N. I. Vavilov Institute of Plant Genetic Resources, Bolshaya Morskaya 42-
44, Saint Petersburg, 190000, Russia, Russia; (6) The University of Queensland, School of Agriculture and Food Science, St Lucia, QLD 4072, Australia Leaf rust (LR) caused by Puccinia triticina, is among the most important diseases of wheat (Triticum aestivum L.) crops globally. Deployment of
cultivars incorporating genetic resistance, particularly the combination of adult plant resistance (APR) and all stage resistance (ASR), is considered to be
the most effective and sustainable method to control rust pathogen. While scoring of ASR in the glasshouse is straight forward, identification of APR in
the field is often challenging due to varying micro environments. To overcome this, here we report a novel screening procedure that involves application
of a rapid phenotyping method performed under accelerated growth conditions (AGC; i.e. constant light and controlled temperature) and effective
elimination of known APR genes using linked DNA markers. Using this approach, screening of 300 diverse wheat accessions from the N. I. Vavilov
Institute of Plant Genetic Resources (VIR) identified a set of 50 wheat accessions as potential sources for new APR to LR. In the subsequent screening of
the subset under field conditions, 13 accessions consistently displayed good levels of APR. Further, in the DNA marker screening of the 300 accessions,
88 were identified to carry known APR genes (Lr34, Lr46 and Lr67). Interestingly, accessions carrying Lr67 were mostly landraces from India and
Pakistan, consistent with previous reports about the likely origin of this APR gene. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. ( ),
y ( ),
( ),
g
( )
(1) University of Tennessee-Entomology & Plant Pathology, Jackson, TN, U.S.A.; (2) University of Tennessee-Entomology & Plant Pathology, U.S.A.;
(3) United States Department of Agriculture, Agricultural Research Service (USDA-ARS), U.S.A. ( ),
y ( ),
( ),
g
( )
(1) University of Tennessee-Entomology & Plant Pathology, Jackson, TN, U.S.A.; (2) University of Tennessee-Entomology & Plant Pathology, U.S.A.;
(3) United States Department of Agriculture, Agricultural Research Service (USDA-ARS), U.S.A. Frogeye leaf spot (FLS), caused by Cercospora sojina, is a foliar disease affecting soybean, often managed by applications of Quinone outside inhibitor
(QoI) fungicides. Because C. sojina isolates have developed resistance to QoIs, a better understanding of the biology and aggressiveness of isolates is
important. Spore suspension inoculum prepared from QoI-resistant and -sensitive isolates were mixed in six different ratios. Greenhouse plants (cultivar
Blackhawk) were treated: water (control), Quadris, or Quadris Top. Results were:1) Disease severity increased as the proportion of QoI resistance
increased, indicating that QoI-resistant isolates are more aggressive; 2) Quadris inhibited FLS caused by QoI-sensitive isolates only, and when the
proportion of QoI-resistance was ≤ 10%; 3) Quadris Top provided more effective control of FLS by reducing symptoms and delaying disease develop-
ment. Fitness parameters measured were (i) mycelial growth and sporulation capacity, (ii) conidial germination and growth inhibition on fungicide
amended media. No significant differences of the fitness parameters were observed between resistant and sensitive isolates, except for sporulation
capacity and growth inhibition. Moreover, qPCR results showed resistant isolates dominated the population in all mixed inoculation tests. These results
indicate there are differences in QoI resistant and sensitive C. sojina isolates in-planta that will influence effective disease management of FLS. Assessing potential virulence differences between QoI-sensitive and -resistant Cercospora sojina isolates from Mississippi soybean
N. BROCHARD (1), M. Tomaso-Peterson (2), T. Allen (3), R. Melanson (3)
(1) Mississippi State University, U.S.A.; (2) Mississippi State Unversity, U.S.A.; (3) Mississippi State Unversity, U.S.A. Assessing potential virulence differences between QoI-sensitive and -resistant Cercospora sojina isolates from Mississippi soybean
N. BROCHARD (1), M. Tomaso-Peterson (2), T. Allen (3), R. Melanson (3)
(1) Mississippi State University, U.S.A.; (2) Mississippi State Unversity, U.S.A.; (3) Mississippi State Unversity, U.S.A. Frogeye leaf spot (FLS) of soybean is caused by the fungus Cercospora sojina Hara. Quinone outside inhibitor (QoI) fungicides have historically been
the standard for FLS management in MS. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. However, widespread QoI resistance has been reported in the MS soybean production system. QoI resistance
may be associated with a fitness cost that includes a loss of virulence. A comparison of virulence was assessed between two C. sojina sensitivity groups
based on the presence or absence of the G143A substitution and termed QoI-sensitive or -resistant. Twenty four C. sojina isolates, 11 QoI-sensitive and
13 QoI-resistant, were assayed in an in planta virulence assessment. Soybean seedlings were inoculated with conidial suspensions of each C. sojina
isolate. Percent FLS severity assessments were made 21 days post inoculation. QoI-sensitive and -resistant C. sojina isolates were pathogenic to soybean
seedlings based on the production of typical FLS lesions. Disease severity significantly differed among isolates within sensitivity groups. No differences
in disease severity were noted between sensitivity groups; however, a 4.5% increase in severity was noted for the QoI-resistant group. This suggests QoI-
resistant isolates are equally virulent as QoI-sensitive isolates, indicating no fitness cost associated with QoI-resistance. Failure to control C. sojina with
QoIs dictates the need for alternative management practices when high-yielding FLS-susceptible cultivars are planted in MS. Characterization of Arabidopsis Defense-related Gene Homologues in Tomato and Strawberry
J. PEREIRA (1), K. Silva (2), M. Garald (3), J. Jeffrey (3), Z. Mou (3)
(1) University of Florida, U.S.A.; (2) Salve Regina University, U.S.A.; (3) University of Florida, U.S.A. The United States is the largest strawberry producer, and second in tomato. Yield of these crops is threatened by a number of diseases. Durable measures
for disease management have been difficult to develop. One strategy that is being pursued is utilizing defense-related genes from Arabidopsis thaliana
and their homologues in other plants. The Arabidopsis Elongator complex plays an important role in plant immunity. Elongator is not specifically
involved in pathogen recognition, subsequently, it may provide durable resistance. Our results show that overexpressing Arabidopsis Elongator genes in
tomato and strawberry improves resistance to several bacterial and fungal pathogens. The predicted tomato and strawberry Elongator genes are highly
homologous to those of Arabidopsis. Importantly, the tomato and strawberry Elongator gene homologues are able to complement the morphological and
defense phenotypes in corresponding Arabidopsis Elongator mutants, indicating that they are functional. Generating transgenic plants with broad-
spectrum disease resistance would be a promising alternative to conventional methods. However, recently there has been a strong anti-GMO propaganda
aiming to reach the public. The durability of wheat stem rust (caused by Puccinia graminis f. sp. tritici) resistance is strengthened by the use of multiple broad-spectrum sources of
resistance. Adult plant resistance (APR) is thought to provide partial effect, race non-specific resistance. APR was observed in the Ecuadorian bread
wheat cv. Morocho Blanco (MB) in field tests at Njoro, Kenya. MB is susceptible to TTKSK (Ug99) at the seedling stage. A doubled haploid (DH)
population was created from a cross between MB and the susceptible line LMPG-6 to identify loci associated with APR phenotypes. Eighty-eight DH
lines were genotyped with approximately 90,000 SNPs using a custom Infinium assay from Illumina. Sixty-seven additional DH lines (MB x LMPG-6)
and seventy-three recombinant inbred lines (MB x Faller) were used to verify SNPs associated with reduced levels of stem rust infection. Severity and
infection type were assessed on adult plants in Njoro, Kenya from 2013-2015, Debre Zeit, Ethiopia in 2015, and in single race nurseries inoculated with
races RCRSC, TPMKC, QTHJC, and QFCSC in Rosemount, USA from 2014-2015. Two QTL that reduce stem rust severity were identified on
chromosome arms 2BS and 6AS in the three screening seasons in Kenya. However, in Ethiopia only 6AS was effective, and in the USA only 2BS was
effective to race QFCSC. The current data indicates that a singular race and location should not be used to develop lines using APR as possible genotype
x race interactions exist. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. Quinone outside inhibitor (QoI) fungicides control a wide spectrum of fungal diseases, but this class of fungicides has a high risk of developing
resistance. QoI fungicides are used in the management of frogeye leaf spot (FLS) caused by Cercocspora sojina. In 2014, FLS isolates from four fields
in VA were tested, and QoI resistance was confirmed from two fields. In 2015, a statewide survey was conducted to estimate the prevalence of QoI
resistant FLS in VA. Leaflet samples with FLS symptoms were collected from 55 soybean fields throughout the VA soybean growing region. Ten
leaflets were randomly selected per sample and conidia were isolated from one lesion per leaflet. A total of 116 isolates were successfully cultured from
25 locations, and DNA was extracted from monoconidial cultures. A PCR-based assay was used to screen isolates for the G143A mutation in the
cytochrome b gene that confers QoI resistance. Of the 116 isolates, 24% were positive for the G143A mutation. At the 10 locations with QoI resistant
isolates, frequencies of the mutation ranged from 50 to 100%. DNA was extracted directly from leaves collected at all 55 locations, and a
pyrosequencing assay was designed to quantify the frequencies of the G143A mutation within the C. sojina populations in each field. The survey
confirms the presence of QoI resistant FLS in Virginia, so growers should use a different or mixed mode of action fungicides, plant resistant varieties,
and rotate to non-host crops. S4.12 Fitness and competition studies of QoI resistant and sensitive Cercospora sojina isolates, the causal agent of frogeye leaf spot
B. LIN (1), H. Kelly (1), H. Yu (2), A. Mengistu (3) Fitness and competition studies of QoI resistant and sensitive Cercospora sojina isolates, the causal agent of frogeye leaf spot
B. LIN (1), H. Kelly (1), H. Yu (2), A. Mengistu (3)
(1) University of Tennessee-Entomology & Plant Pathology, Jackson, TN, U.S.A.; (2) University of Tennessee-Entomology & Plant Pathology, U.S.A.;
(3) United States Department of Agriculture, Agricultural Research Service (USDA-ARS), U.S.A. Survey for Quinone Outside Inhibitor Resistant Cercospora sojina in Virginia Soybeans
T. ZHOU (1) H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A. This can accelerate discovery of new sources of resistance. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4)
(1) University of Minnesota, U.S.A.; (2) USDA-ARS, U.S.A.; (3) CIMMYT, Kenya; (4) Agriculture and Agri-Food Canada, Canada The durability of wheat stem rust (caused by Puccinia graminis f. sp. tritici) resistance is strengthened by the use of multiple broad-spectrum sources of
resistance. Adult plant resistance (APR) is thought to provide partial effect, race non-specific resistance. APR was observed in the Ecuadorian bread
wheat cv. Morocho Blanco (MB) in field tests at Njoro, Kenya. MB is susceptible to TTKSK (Ug99) at the seedling stage. A doubled haploid (DH)
population was created from a cross between MB and the susceptible line LMPG-6 to identify loci associated with APR phenotypes. Eighty-eight DH
lines were genotyped with approximately 90,000 SNPs using a custom Infinium assay from Illumina. Sixty-seven additional DH lines (MB x LMPG-6)
and seventy-three recombinant inbred lines (MB x Faller) were used to verify SNPs associated with reduced levels of stem rust infection. Severity and
infection type were assessed on adult plants in Njoro, Kenya from 2013-2015, Debre Zeit, Ethiopia in 2015, and in single race nurseries inoculated with
races RCRSC, TPMKC, QTHJC, and QFCSC in Rosemount, USA from 2014-2015. Two QTL that reduce stem rust severity were identified on
chromosome arms 2BS and 6AS in the three screening seasons in Kenya. However, in Ethiopia only 6AS was effective, and in the USA only 2BS was
effective to race QFCSC. The current data indicates that a singular race and location should not be used to develop lines using APR as possible genotype
x race interactions exist. S4.13 Utilizing mapping-by-sequencing to identify the Dominant Net Form Net Blotch Resistance Gene from Barley Line CI 5791
P. TAMANG (1), R. Brueggeman (1), J. Richards (1), T. Friesen (2)
(1) North Dakota State University, U.S.A.; (2) Cereal Crops Research, USDA, U.S.A. Net form net blotch (NFNB) caused by Pyrenophora teres f. teres is a destructive foliar disease in barley growing regions worldwide. The diverse
pathogen populations and complex host-parasite interactions occurring in this pathosystem has hindered breeding efforts. A dominant NFNB resistance
gene identified on chromosome 6H in the line CI5791, designated RptCI5791, provides resistance to diverse isolates and is tightly linked to the dominant
susceptibility locus Spt1. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) chacoense hybrid and several progeny were selected for their high
yields and good tuber type. These breeding clones and molecular markers provide new tools for breeders to introduce PVY resistance into North
American cultivars. Metabarcoding the soybean seed core mycobiome
R. PEDROZO (1), A. Jumpponen (1), C. Little (1)
(1) Kansas State University, U.S.A. The goal of this study was to explore the soybean seed core mycobiome using next-generation sequencing. Eight seed samples, representing four
different locations in the state of Kansas and two soybean genotypes, were used. Seeds were surface disinfested with a 5% bleach solution (0.525%
NaOCl v/v) for 1 min and dried overnight at room temperature. DNA was extracted from each ground soybean sample. After amplification of the ITS
region, using ITS1F and tagged ITS4 primers, amplicons were sequenced using the Illumina MiSeq platform. Approximately 170,000 high-quality reads
were produced from all samples analyzed in this study. Sequences from each sample were then taxonomically assigned using the Fungal ITS classifier
from the Ribosomal Database Project (RDP). Initial analysis showed that both non-pathogenic fungi, such as Alternaria sp., Epicoccum sp. and
Cladosporium sp., as well as pathogens such as Cercospora sp., Phomopsis sp. and Fusarium sp. were observed in all locations and genotypes. To better
understand the soybean seed core mycobiome and its implication for global food security, additional experiments are underway to explore the presence
of seedborne fungi, especially regarding the pathogenic groups, among individual soybean seeds as well as among three major soybean seed tissues
including the seed coat, cotyledons, and embryo axis. Soil microbiomes associated with alternative strategies to manage Verticillium dahliae
P. INDERBITZIN (1), J. Ward (2), A. Barbella (2), N. Solares (2), B. Calderon (2), D. Chellemi (2), K. Subbarao (1)
(1) UC Davis, U.S.A.; (2) Driscoll’s Strawberry Associates, U.S.A. Verticillium dahliae is a fungal plant pathogen that causes Verticillium wilt, which results in significant losses in many crops. Control of V. dahliae is
difficult as the pathogen can survive in soil without a host for over 10 years. Fumigation is an effective control, but the most viable option, methyl
bromide, is no longer used and alternatives are expensive and subject to strict local regulations. Our goal is to develop environmentally-friendly and
economically-viable alternatives to manage Verticillium wilt. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) These include organic soil amendments such as broccoli residue and a mixture of crab and
feather meal, which have demonstrated disease suppressive effects in prior research, likely mediated by the soil microbiome. We performed greenhouse
studies on a Verticillium sensitive host, eggplant, on which we assessed Verticillium wilt severity, and characterized soil microbial communities using
16S Illumina sequencing. The experimental setup involved a randomized complete block design with three soil amendments and 4-5 replicates for each
amendment, and was performed separately for two soil types with different inoculum levels. The experiment was repeated once. We found that soil type,
time of sampling, and amendment significantly impacted microbial communities; and that a sub-set of taxa was more abundant in disease suppressive
treatments than in controls. Future studies will focus on the mechanistic bases of disease suppression by soilborne microbes. Root and rhizosphere microbiome responses to new tomato rootstock systems p
p
y
R. POUDEL (1), L. Meyer (2), A. Jumpponen (3), M. Kennelly (4), C. Rivard (2), B. Cordova (5), J. Brisbane (5), K. Garrett (5)
(1) Plant Pathology Department, Institute for Sustainable Food Systems, and Emerging Pathogens Institute, Gainesville, FL, U.S.A.; (2) Horticulture,
Forestry, and Recreational Resources, Kansas State University, Olathe, KS, U.S.A.; (3) Division of Biology and Ecological Genomics Institute, Kansas
State University, Manhattan, KS, U.S.A.; (4) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A.; (5) Plant Pathology
Department, Institute for Sustainable Food Systems, and Emerging Pathogens Institute, University of Florida, Gainesville, FL, U.S.A. Grafting tomato scions onto rootstocks can increase yields by providing disease resistance, stress tolerance, and increased vigor. We hypothesized that
grafting affects the rhizosphere microbiome, or rhizobiome. We analyzed impacts of grafting scion BHN589 with two rootstocks BHN1028, RST-04-106
on the rhizobiome of tomato plants using rRNA gene sequences, including non-grafted and self-grafted controls. We also compared the microbial
communities in roots vs. rhizosphere. In the first year, there were no observed effects of grafting or rootstock on microbial diversity in the three farm
sites. Many OTUs were shared (72% in bacteria, 65% in fungi) among treatments, while some taxa were treatment-specific. Across all grafting
treatments, higher diversity was found in the rhizosphere compared to the roots (p<0.001). Composition of the rhizobiome varied with root-rhizosphere
compartment and farm site. Proteobacteria, Actinobacteria, Firmicutes, Bacteroidetes, and Planctomycetes were most abundant in all treatments, with
the latter three being less abundant in roots. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) CI5791 lacks Spt1 as we were unable to amplify any allelic variants of Spt1. Thus, we hypothesize the high level of resistance
in CI5791 is due to the dominant resistance gene RptCI5791 coupled with the absence of the dominant susceptibility locus Spt1. To further identify and
characterize this broad-spectrum resistance, we used a forward genetics approach by g-irradiation and identified five putative mutants CI5791-γ3, -γ6, -
γ7, -γ8, and -γ9 that are susceptible. We are utilizing the barley SEQCAP exome capture array (Nimblegen) and Illumina sequencing to identify the gene
using a mapping-by-sequencing method. Mutated gene/s that map to the centromeric region of barley chromosome 6H will represent a strong candidate
RptCI5791 gene. However, the possibility still exists that alleles of the CI5791 gene may not be present in the lines used in the exome capture, which
would result in a failure to identify the gene. In this case we will continue pursuing the tried and true positional cloning approach. Development of molecular markers tightly linked to Potato virus Y resistance gene Rychc in a diploid potato population
A. FULLADOLSA (1), S. Jansky (2), D. Halterman (3), A. Charkowski (1)
(1) University of Wisconsin-Madison, U.S.A.; (2) USDA-ARS, University of Wisconsin-Madison, U.S.A.; (3) USDA-ARS, U.S.A. In the last 15 years, Potato virus Y (PVY) has been the main plant pathogen limiting seed potato certification in North America. The emergence of
necrotic and recombinant PVY strains that cause mild foliar symptoms has resulted in increased PVY incidence. The use of cultivars that do not express
foliar symptoms has also contributed to the problem. Several PVY resistance genes have been identified in wild relatives of potato, but few have been
introduced into North American cultivars. We identified a diploid Solanum chacoense clone (CHC 39-7) in accession 275138, carrying PVY resistance
gene Rychc, and used it in a cross with the susceptible, diploid Solanum tuberosum US-W4. A heterozygous resistant F1 progeny, XD3, was self-
pollinated and the resulting population was phenotyped and used to develop molecular markers for genotyping. The phenotypic and genotypic results
showed skewed segregation ratios, suggesting that a lethal factor is associated with susceptibility in the population. In addition, the development of
markers that are more tightly linked to resistance in CHC 39-7 has aided in fine mapping Rychc and elucidating gene organization on chromosome IX. Furthermore, XD3 was crossed with a high yielding, adapted diploid S. tuberosum-S. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Singh (2)
(1) Hawkesbury Institute for the Environment, Penrith, Australia; (2) Hawkesbury Institute for the Environment, Western Sydney University, Australia;
(3) School of Science and Health, Western Sydney University, Australia Yellow Canopy Syndrome (YCS) is a largely undiagnosed condition impacting sugarcane crops in Queensland, Australia, causing yield losses up to
30%. Since the first observation of YCS near Cairns in 2012, the condition has spread to all major cane growing areas and is a critical issue for the
industry. Key YCS symptoms differ from leaf yellowing due to drought stress, phytotoxicity, insect attack, known diseases, nutrient deficiency or natural
maturing. Despite elimination of some potential causes, the causal agent of YCS remains unknown. We aim to determine the involvement of biotic
interactions and soil nutritional health in YCS development. A microbiome-based approach using Illumina MiSeq and HiSeq was applied on 598
samples to reveal the complexity of organisms (bacteria, fungi, other eukaryotes, viruses) present in YCS-affected sugarcane and rhizosphere soil. Soil
nutrient status and microbial enzyme activity were also determined and did not significantly differ between affected and healthy fields. Bacterial (>25000
OTUs) and fungal (>11000 OTUs) assemblages of leaves, stalks, roots and rhizosphere soils differed between asymptomatic vs. symptomatic plants, as
well as some rhizosphere microbial functions. Community shifts with YCS appeared variety-specific, and to date few consistent bacterial and fungal and
no viral signals associated with YCS emerged. We envision ongoing data mining may reveal potential causal agent(s) of YCS or management practices
for YCS. Illuminating the diversity of rust fungi infecting millets
J. DEMERS (1), L. Castlebury (1)
(1) USDA-ARS, U.S.A. Millets are a diverse assemblage of grains frequently grown in subsistence agriculture or as forage crops, and their popularity as nutritional alternative
grains has recently increased. Millet pathogens are not well known, and modern collections of fungi associated with millets are lacking. Rust fungi are a
significant group of pathogens that cause economically important diseases of three commonly grown millets: pearl millet (Pennisetum glaucum), foxtail
millet (Setaria italica), and teff (Eragrostis tef), a millet becoming popular as a health food. 28S rDNA sequences were analyzed from over 40 herbarium
specimens of rust fungi on millets, and related grasses, housed at the U.S. National Fungus Collections. Three taxa of rust fungi were observed on pearl
millet, Puccinia substriata var. indica, P. substriata var. penicillariae, and P. cenchri, previously unreported on this host. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) The foxtail millet rust
pathogen, Uromyces setariae-italicae, showed a high degree of intraspecific genetic diversity and was present on grasses in the Paniceae subtribes
Cenchrinae and Melinidinae. The teff rust pathogen, previously known as U. eragrostidis, is actually distinct from U. eragrostidis and is identified as U. pedicellata. Knowledge of the diseases of millets is increasingly important as they become more widely grown as human food sources and pressure to
increase yields in the presence of the pathogens intensifies. Genetic diversity of Colletotrichum isolates from Sorghum bicolor and S. halepense in the Southeastern United States
K. XAVIER (1), C. Schardl (1), E. Buiate (1), M. Torres (2), M. Queiroz (3), S. Chopra (4), L. Vaillancourt (5)
(1) Department of Plant Pathology, University of Kentucky, Lexington, KY, U.S.A.; (2) Functional Genomics Laboratory, Cornell University/Qatar
Foundation, Education City, Qatar; (3) Laboratório de Genética Molecular e de Micro-organismo, Viçosa, KY, U.S.A.; (4) Department of Plant Science,
Pennsylvania State University, University Park, PA, U.S.A.; (5) Department of Plant Pathology. University of Kentucky, Lexington, KY, U.S.A. Genetic diversity of Colletotrichum isolates from Sorghum bicolor and S. halepense in the Southeastern United States
K. XAVIER (1), C. Schardl (1), E. Buiate (1), M. Torres (2), M. Queiroz (3), S. Chopra (4), L. Vaillancourt (5)
(1) Department of Plant Pathology, University of Kentucky, Lexington, KY, U.S.A.; (2) Functional Genomics Laboratory, Cornell University/Qatar
Foundation, Education City, Qatar; (3) Laboratório de Genética Molecular e de Micro-organismo, Viçosa, KY, U.S.A.; (4) Department of Plant Science,
Pennsylvania State University, University Park, PA, U.S.A.; (5) Department of Plant Pathology. University of Kentucky, Lexington, KY, U.S.A. Anthracnose caused by Colletotrichum sublineola is the most important disease of grain sorghum worldwide, and it is emerging as a significant
production constraint for sweet sorghum grown in the Southeastern U.S. Anthracnose is also common on the wild sorghum relative johnsongrass (S. halapense). Marker analysis using repetitive fingerprinting probes revealed that isolates from cultivated sorghum were generally distinct from isolates
from S. halpense. RFLP analysis based on probes against individual sequences presumed to encode effectors and secondary metabolism enzymes showed
that most isolates from johnsongrass grouped separately from most isolates from cultivated sorghum. Isolates from cultivated sorghum were generally
aggressive to sweet sorghum variety Sugar Drip, while isolates from S. halapense generally caused little or no disease. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Phylogenetic trees were inferred
based on isolates from both host species using portions of the DNA lyase gene, the manganese superoxide dismutase gene, and a region between the
APN1 and the MAT2 genes (MATAPN) genes. These trees were found to be congruent, and to identify two distinct species, the first one associated with
the cultivated S. bicolor, and a second, new species associated with S. halepense. Strong evidence was found that cross-infection of these two species
does occur, and this could be expected to complicate efforts to develop and deploy resistant sweet sorghum varieties in areas where johnsongrass is
common. Phylogenetic and population analyses of the brown root-rot pathogen (Phellinus noxius) highlight the existence of two distinct populations
J. STEWART (1), N. Sahashi (2), T. Hattori (2), Y. Ota (2), L. Shuey (3), R. Schlub (4), N. Atibalentia (5), F. Brooks (6), A. Tang (7), R. Lam (7), M. Leung (8), L. Chu (9), H. Kwan (9), A. Mohd Farid (10), S. Lee (10), C. Chung (11), H. Lee (11), Y. Huang (11), R. Liou (11), J. Tsai (12), P. Cannon
(13), J. Hanna (14), N. Klopfenstein (14), M. Kim (15) Phylogenetic and population analyses of the brown root-rot pathogen (Phellinus noxius) highlight the existence of two distinct populations
J. STEWART (1), N. Sahashi (2), T. Hattori (2), Y. Ota (2), L. Shuey (3), R. Schlub (4), N. Atibalentia (5), F. Brooks (6), A. Tang (7), R. Lam (7), M. Leung (8), L. Chu (9), H. Kwan (9), A. Mohd Farid (10), S. Lee (10), C. Chung (11), H. Lee (11), Y. Huang (11), R. Liou (11), J. Tsai (12), P. Cannon
(13), J. Hanna (14), N. Klopfenstein (14), M. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Pezizales, Cantharellales, and Xylariales were enriched in roots, whereas Pleosporales, Mortierellales, and
Hypocreales were enriched in the rhizosphere. Interestingly, community modularity was higher in the roots compared to those from the rhizosphere. Ultimately, understanding rhizobiome responses to rootstocks will support vegetable production, rhizobiome-based crop breeding, and disease
management. S4.14 Genetic determinants of bacterial adaptation to plants
A. LEVY (1), A. Levy (1)
(1) DOE Joint Genome Institute, U.S.A. Plants tightly associate with an array of diverse bacteria, with which they share complex and fascinating interactions, including parasitism, mutualism,
and commensalism. These plant-associated (PA) bacteria have evolved a large set of genes that enable them to adapt to the plant environment. The
functions of these genes are in many cases poorly studied and lack sufficient mechanistic understanding to facilitate microbiome engineering. Here, we
sequenced 485 genomes of bacterial isolates and single cells isolated from the root environments of Arabidopsis, poplar, and maize. We then employed a
large-scale comparative genomics study to characterize PA genes, and in particular root-associated (RA) genes. This was done by comparing 18 million
genes from 3902 high quality and phylogenetically diverse bacterial genomes that were classified based on their isolation site. Several genomic features
are common to most PA bacteria, such as the expansion of carbohydrate metabolism regulons. Many of the PA genes are encoded within putative gene
operons, some of which encode for novel complex functions. Novel PA genes include a rapidly evolving virulence factor in the Acidovorax genus, a
phage-like secretion system, and bacterial proteins with plant-like domains. The large PA and RA gene repository and the novel sequenced RA bacterial
genomes will enable engineering of beneficial interactions for improved crop productivity and agricultural sustainability. Unravelling the sugarcane microbiome to resolve the Yellow Canopy Syndrome in Australia Unravelling the sugarcane microbiome to resolve the Yellow Canopy Syndrome in Australia
K. HAMONTS (1), P. Trivedi (2), A. Garg (2), P. Holford (3), J. Grinyer (2), I. Anderson (2), B. Singh (2)
(1) Hawkesbury Institute for the Environment, Penrith, Australia; (2) Hawkesbury Institute for the Environment, Western Sydney University, Australia;
(3) School of Science and Health, Western Sydney University, Australia Unravelling the sugarcane microbiome to resolve the Yellow Canopy Syndrome in Australia
K. HAMONTS (1), P. Trivedi (2), A. Garg (2), P. Holford (3), J. Grinyer (2), I. Anderson (2), B. (1) Colorado State University, Fort Collins, CO, U.S.A.; (2) Forestry and Forest Products Research Institute, Tsukuba, Ibaraki, Japan; (3) Forestry &
Agricultural Research Institute, University of Pretoria, South Africa; (4) University of Guam, ANR/CES/CNAS, Mangilao, Guam, U.S.A.; (5) American
Samoa Community College-CNR, Division of Community & Natural Resources, U.S.A.; (6) Department of Plant and Environmental Protection
Sciences, University of Hawaii-Manoa, Honolulu, HI, U.S.A.; (7) Muni Arborist Limited, Hong Kong, China; (8) Muni Arborist Limited, China; (9)
School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, China; (10) Forest Research Institute, Kepong, Selango, Malaysia; (11)
Department of Plant Pathology and Microbiology, National Taiwan University, Taiwan; (12) Taiwan Agricultural Research Institute, Taiwan; (13)
USDA Forest Service, Forest Health Protection, Vallejo, CA, U.S.A.; (14) RMRS, USDA Forest Service, Moscow, ID, U.S.A.; (15) Department of
Forestry, Environment and Systems, Kookmin University, Korea Phellinus noxius is a vastly destructive, fast-growing fungal pathogen that affects a wide range of woody hosts in pan-tropical areas, including Asia,
Oceania, and Africa. This pathogen causes brown root-rot on diverse hosts, with little indication of host specificity. Pathogenic symptoms of P. noxius Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Pearson’s correlation coefficient indicated that disease severity from the four trials was significantly correlated with average weekly temperature and
total weekly rainfall in greenhouse inoculated (-0.67, p < 0.0006; 0.51, p < 0.01) and field inoculated plots (-0.72, p < 0.001; 0.58, p < 0.01) respectively. ManKocide and Actigard foliar applications were found to significantly reduce disease development over time, as indicated by the area under the disease
progress curve (p < 0.05). The results of this study indicate that temperature and rainfall are key factors in determining disease development, and
ManKocide and Actigard foliar applications are highly effective in controlling the disease with 3 to 4 applications early in the spring season. Whole genome sequencing of Xanthomonas perforans identifies effectors that influence breeding strategies
S. TIMILSINA (1), P. Abrahamian (2), N. Potnis (3), G. Minsavage (4), F. White (4), B. Staskawicz (5), J. Jones (4), G. Vallad (4), E. Goss (4)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Gulf Coast Research and Education Center, University of Florida, FL, U.S.A.; (3) United States
Department of Agriculture, Charleston, SC, U.S.A.; (4) University of Florida, U.S.A.; (5) University of California-Berkeley, U.S.A. Whole genome sequencing of Xanthomonas perforans identifies effectors that influence breeding strategies
S. TIMILSINA (1), P. Abrahamian (2), N. Potnis (3), G. Minsavage (4), F. White (4), B. Staskawicz (5), J. Jones (4), G. Vallad (4), E. Goss (4)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Gulf Coast Research and Education Center, University of Florida, FL, U.S.A.; (3) United States
Department of Agriculture, Charleston, SC, U.S.A.; (4) University of Florida, U.S.A.; (5) University of California-Berkeley, U.S.A. The management of bacterial spot caused by X. perforans on tomato is a challenge due to historical changes in the pathogen populations. The availability
of genomic sequence for hosts and pathogens provides new data for effector-based breeding strategies. We examined the stability and evolution of
several effectors in X. perforans, based on genome sequence from representative strains collected in Florida since 1990. Effectors AvrXv3 and XopJ4
trigger resistance in tomato cultivars carrying the corresponding R genes. However, the Florida X. perforans population has shifted from tomato race 3 to
tomato race 4, such that avrXv3 is non-functional in all tomato race 4 strains with mutations specific to different phylogenetic groups. The X. perforans
effector genes xopJ4 and avrBs2 remain intact in all strains. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Donofrio (2)
(1) University of Delware, U.S.A.; (2) University of Delaware, U.S.A. The heterothallic oomycete Phytophthora capsici causes disease under warm (25-28°C), wet conditions. This pathogen causes pod rot in lima bean
(Phaseolus lunatus L.), an emerging disease in the mid-Atlantic region which reduces yields and limits production. In order to better understand sources
of inoculum, isolates were collected from infected commercial plant samples, 13 irrigation water sources, potential weed hosts, and soil sediments in
Delaware. Water filtration, baiting with fruits, or baiting with Rhododendron leaves, were used in an attempt to extract P. capsici from irrigation water. Species other than P. capsici were recovered in abundance from irrigation water, weed hosts, and soil sediments. A total of 38 isolates were recovered
from symptomatic lima bean, pepper, pumpkin, and watermelon samples and positively identified as P. capsici both morphologically and molecularly. Isolates derived from single zoospores where characterized for mating type, mefenoxam sensitivity and virulence on eight commercial lima bean
cultivars. The A2 mating type was prevalent among the collected isolates (78.9%) and seven isolates with resistance to mefenoxam were identified. All
isolates were virulent on the eight lima bean cultivars tested. Two SSR markers were identified that co-segregate with mefenoxam sensitivity, with over
80% accuracy when used together, that could have potential use in disease management efforts. Epidemiology and management of bacterial leaf spot caused by novel Pseudomonas syringae strains on watermelon in Florida
E. NEWBERRY (1), L. Ritchie (1), B. Babu (1), T. Sanchez (2), K. Beckham (2), J. Jones (2), J. Freeman (1), N. Dufault (2), M. Paret (1)
(1) NFREC, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. Major disease outbreaks occurring on watermelon and squash caused by Pseudomonas syringae were widespread in Florida and Georgia during recent
years. This was recognized as a new disease in the region, and affected approximately 6,500 acres of watermelon from Florida in 2013. Field trials were
conducted during the 2014 and 2015 spring seasons in Quincy and Citra, FL to examine environmental conditions which may be conducive for disease
progression, and to assess the efficacy of foliar application of copper with or without Ethylene bis-dithiocarbamate (ManKocide/Kocide 3000) and
foliar/drip application of plant activator (Acibenzolar S-Methyl; Actigard) in managing both transplant and field level introductions of the pathogen. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) The objective of this study was to estimate a wide-scale genetic diversity and evolutionary history of P. noxius
movement. A total of 158 isolates were included from Japan, Taiwan, Australia, China (Hong Kong), Malaysia, and the Pacific islands of American
Samoa, Saipan, Guam, Palau, Pohnpei, and Kosrae were sequenced at four loci including ITS, LSU-rDNA, elongation factor-1 alpha, and RNA
polymerase subunit II. The results show two distinct clades of P. noxius. Currently, sequencing data are generating by Illumina sequencing of double-
digest reduced representation libraries (ddRAD). Continued analyses will assess regional population structure, gene flow among populations, diversity in
recently observed populations, and potential suitable climate space for specific genotypes. Microsatellite genotyping reveals high genetic diversity in Phytophthora infestans from Mexico
S. SHAKYA (1), M. Larsen (2), M. Condoy (3), H. Lozoya-Saldana (3), N. Grunwald (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A.; (3) Universidad Autónoma Chapingo, Mexico Toluca valley of Mexico is considered to be the center of origin of late blight pathogen, Phytophthora infestans. This hypothesis is supported by
populations being sexual, mating type ratios 1:1 and a high standing genetic diversity in HWE. However, the population structure from other areas of
Mexico is understudied. We hypothesize that migration of P. infestans outside of Toluca might have resulted in admixed population structure with
decreasing diversity away from Toluca. To test this hypothesis we sampled and microsatellite genotyped more than 85 isolates from Mexico in the
regions of Chapingo, Juchitepec, San Geromino, Tlaxcala and Toluca. Our analysis revealed high number of multi-locus genotypes and high allelic
diversity. Juchitepec samples formed two distinct clusters suggesting two differentiated populations. Tlaxcala isolates seem to be uniformly distributed
possibly indicating multiple migration events and admixture. Chapingo and San Geromino samples were more similar between them. In general, all
regions showed no linkage among loci suggesting presence of sexual reproduction, except for Chapingo. Contrary to our hypothesis, diversity in other
populations was even higher or comparable to Toluca. These results indicate that the center of origin is larger than previously thought. Our work
provides a more refined understanding of the population structure of P. infestans in areas near Toluca where the pathogen has been well studied. Characterization of isolates of Phytophthora capsici from the mid-Atlantic region, U.S. N. ABEYSEKARA (1), H. Hickman (2), S. Westhafer (2), N. Gregory (2), G. Johnson (2), T. Evans (2), N. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Kim (15) (
)
(
)
p
(
)
(
)
(1) Colorado State University, Fort Collins, CO, U.S.A.; (2) Forestry and Forest Products Research Institute, Tsukuba, Ibaraki, Japan; (3) Forestry &
Agricultural Research Institute, University of Pretoria, South Africa; (4) University of Guam, ANR/CES/CNAS, Mangilao, Guam, U.S.A.; (5) American
Samoa Community College-CNR, Division of Community & Natural Resources, U.S.A.; (6) Department of Plant and Environmental Protection
Sciences, University of Hawaii-Manoa, Honolulu, HI, U.S.A.; (7) Muni Arborist Limited, Hong Kong, China; (8) Muni Arborist Limited, China; (9)
School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, China; (10) Forest Research Institute, Kepong, Selango, Malaysia; (11)
Department of Plant Pathology and Microbiology, National Taiwan University, Taiwan; (12) Taiwan Agricultural Research Institute, Taiwan; (13)
USDA Forest Service, Forest Health Protection, Vallejo, CA, U.S.A.; (14) RMRS, USDA Forest Service, Moscow, ID, U.S.A.; (15) Department of
Forestry, Environment and Systems, Kookmin University, Korea Phellinus noxius is a vastly destructive, fast-growing fungal pathogen that affects a wide range of woody hosts in pan-tropica
Oceania, and Africa. This pathogen causes brown root-rot on diverse hosts, with little indication of host specificity. Pathogen S4.15 infection can include reduced tree growth, defoliation, and branch dieback; however, P. noxius can survive as a saprophyte. Understanding the genetic
diversity and evolutional history of P. noxius populations worldwide well help assess the evolutionary origins, worldwide movement, and potential
ecological differences within P. noxius. The objective of this study was to estimate a wide-scale genetic diversity and evolutionary history of P. noxius
movement. A total of 158 isolates were included from Japan, Taiwan, Australia, China (Hong Kong), Malaysia, and the Pacific islands of American
Samoa, Saipan, Guam, Palau, Pohnpei, and Kosrae were sequenced at four loci including ITS, LSU-rDNA, elongation factor-1 alpha, and RNA
polymerase subunit II. The results show two distinct clades of P. noxius. Currently, sequencing data are generating by Illumina sequencing of double-
digest reduced representation libraries (ddRAD). Continued analyses will assess regional population structure, gene flow among populations, diversity in
recently observed populations, and potential suitable climate space for specific genotypes. infection can include reduced tree growth, defoliation, and branch dieback; however, P. noxius can survive as a saprophyte. Understanding the genetic
diversity and evolutional history of P. noxius populations worldwide well help assess the evolutionary origins, worldwide movement, and potential
ecological differences within P. noxius. sustainable carbon source in application of anaerobic soil disinfestation for control of apple nursery replant disease
M M
l (2) Grass residues as a sustainable carbon source in application of anaerobic soil disinfestation for control of apple nursery replant disease
S. Hewavitharana (1), M. Mazzola (2)
(1) Washington State University, U.S.A.; (2) USDA-ARS, U.S.A. Studies were conducted to assess the efficacy of anaerobic soil disinfestation (ASD) for control of replant disease in an apple nursery setting. Treatments
applied in a field trial conducted at an experimental orchard in Washington State included ASD using orchard grass residues (GR; 20 t ha–1) as the carbon
source, Telone C35 (27 gal acre–1) and no treatment control (NTC). The apple rootstocks G.935, G.41, and M.9, with respectively decreasing level of
tolerance to replant disease, were planted into each of six blocks per treatment with five replicates per rootstock. Post-treatment weed biomass analysis,
rootstock growth analysis and rhizosphere fungal community analysis were conducted. Prior to tillage that preceded rootstock planting, ASD yielded
significant weed suppression but weed biomass in fumigated plots was comparable to NTC. During the first growing season trunk diameter of G.41 and
G.935 rootstocks were significantly increased by ASD compared to the NTC and it was comparable to fumigation treatment. ASD enhanced growth of
M.9 relative to NTC but was lower than that for the fumigation. According to TRFLP analysis, different soil treatments possessed unique rhizosphere
fungal communities. Based on this study, an increase of 5-25% gross revenue was projected using ASD based on market value of different rootstocks
and sizes. ASD with grass is a potential viable soil-borne disease management practice for the apple nursery industry. Management of Fusarium wilt Tropical race 4 in bananas Management of Fusarium wilt Tropical race 4 in bananas
A. DRENTH (1), J. Henderson (2), A. Drenth (2) . DRENTH (1), J. Henderson (2), A. Drenth (2) ( )
( )
( )
(1) The University of Queensland, Australia; (2) The University of Queensland, Australia Fusarium oxysporum f.sp. cubense Tropical race 4 (TR4) is one of the most important pathogens of banana which severely affects many banana
varieties, including Cavendish. First identified in Taiwan, TR4 has spread rapidly over major banana production areas and has had a major impact on
banana production. More recently it has been identified outside Southeast Asia in Mozambique, and in Jordan. The most recent incursion was detected in
Australia’s main banana growing region around Tully in North Queensland in March 2015. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) Nobactra brings a new concept to control a wide range of bacterial diseases, comprised of two
key elements that when combined have a strong synergistic relationship. The first component is a cocktail of 10 antagonistic bacteria and the second
component is a powder formulation of essential oils. The advantages of using a cocktail of bacteria rather than a single microbe include: a) consistency in
a range of soil and climatic conditions; b) significantly lower chances of resistance development due to the multiple mechanisms of activity; c) wide
spectrum of activity. The innovative oil formulation overcomes the high phytotoxicity of the essential oil and allows for effective use against bacterial
diseases without harming the plant. Nobactra’s solutions have shown high efficacy rates in the control of several diseases. The following are key
examples: Potato scab (Streptomyces spp.) – seed treatment and soil treatment. Tomato canker (Clavibacter michiganensis subsp. Michiganensis - Cmm)
Nobactra controls the distribution of Cmm in the greenhouse. Seed borne bacterial diseases (Pseudomonas, Xanthamonas, Acidovorax, Erwinia, Cmm.). Nobacta’s products are officially registered in Israel. Investigation of the anti-bacterial activity of SERENADE® ASO against bacterial diseases of crops
T SMITH (1) T K
bl
h (2) Investigation of the anti-bacterial activity of SERENADE® ASO against bacterial diseases of crops
T. SMITH (1), T. Knobloch (2)
(1) Bayer, Crop Science Division - Biologics Research, U.S.A.; (2) Bayer, Crop Science Division - Small Molecule Research, France Investigation of the anti-bacterial activity of SERENADE® ASO against bacterial diseases of crops
T. SMITH (1), T. Knobloch (2) T. SMITH (1), T. Knobloch (2)
(1) Bayer, Crop Science Division - Biologics Research, U.S.A.; (2) Bayer, Crop Science Division - Small Molecule Research, France ( )
( )
(1) Bayer, Crop Science Division - Biologics Research, U.S.A.; (2) Bayer, Crop Science Division - Small Molecule Rese Bacterial diseases of agricultural crops are costly with losses estimated at $10 billion per year. Current management strategies often use a multifaceted
approach, including biological control. The biological-based product, SERENADE® ASO, is a known tool in integrated foliar spray programs to combat
fungal diseases in fruits and vegetables, based on fungal cell membrane disrupting properties of lipopeptide chemistry produced by Bacillus subtilis
QST-713. In addition, SERENADE® ASO has proved helpful to growers in managing bacterial diseases, such as Pseudomonas syringae pv. tomato and
Xanthomonas campestris pv. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) The avrBsT gene is absent in race 3 strains collected in the 1990s, but present in race 3
strains collected in 2006 and the majority of race 4 strains. The conserved presence of XopJ4 and increased presence of AvrBsT among race 4 strains of
X. perforans make them ideal targets for resistance breeding. Specific R-genes against these two effectors could be pyramided with Bs2 resistance to
develop tomato cultivars with enhanced resistance against X. perforans for commercial production in Florida. Cybridization: A promising plant resistance for citrus canker control
M. MURATA (1), A. Omar (1), C. Chase (2), J. Grosser (1), J. Graham (1)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Cybridization is a somatic hybridization system that enables the construction of novel nuclear and cytoplasmic genome combinations. In this work,
cybridization was used to study the role of mitochondrial (mt) and chloroplast (cp) genes in resistance to Xanthomonas citri subsp. citri (Xcc), the cause
of citrus canker. Putative cybrids were created through the fusion between nucellar callus cells of Meiwa kumquat (Fortunella crassifolia), a citrus
canker resistant, and mesophyll cells of citrus canker susceptible grapefruit (Citrus paradisi). Six EST-SSR markers demonstrated that all clones have a
grapefruit nuclear genome; however, four CAPS markers showed variation in the cytoplasmic genomes. In 123 cybrids, kumquat mt and cp were
identified, and in 19 cybrids, kumquat mt and grapefruit cp were present. Eighty-two cybrid clones were evaluated by detached leaf assay (DLA), and
clones that performed better in the DLA were evaluated by syringe inoculation of attached leaves. Q-PCR was carried out to quantify the Xcc population. S4.16 Cybrid clones showed a range of citrus canker resistance, but all clones produced a significantly lower number of lesions and a one log unit reduction of
the Xcc population compared to grapefruit. Cybrid clones with grapefruit cp were more susceptible to Xcc compared to clones with kumquat cp. In
addition to citrus canker resistance, these cybrids provide a valuable model to study the role of cytoplasmic genomes in plant disease resistance. Biological control of plant pathogenic bacteria
G. KRITZMAN (1), G. Kritzman (2)
(1) Nobactra, Israel; (2) Nobactra, Israel Bacterial diseases take a high economical toll in all areas of agriculture. Currently growers attempt to treat these outbreaks with copper compounds that
have low efficacy and are detrimental to the environment. Mapping of two QTL conferring adult plant resistance to Puccinia graminis f. sp. tritici race TTKSK (Ug99) and evidence for race specificity
J. BRIGGS (1), M. Rouse (2), S. Bhavani (3), C. Hiebert (4) vesicatoria, causal agent of bacterial speck and spot, on crops such as tomato and pepper. Recent research using both in
vitro and in vivo tools point to two main actions contributing to the antibacterial activity of SERENADE® ASO: a direct antibacterial effect from
biological chemistry produced by QST-713 during fermentation and an indirect effect on the plant. Different approaches were applied to eliminate
potential activity from living cells in SERENADE® ASO to examine the role of biological chemistry. Research with Arabidopsis treated with
SERENADE® ASO showed up-regulation of several pathways associated with host defense, and microscopy studies using tomato seedlings revealed
transient changes in the condition of stomata openings. Additional research is ongoing to better characterize the mechanism of SERENADE® ASO
against plant pathogenic bacteria. sustainable carbon source in application of anaerobic soil disinfestation for control of apple nursery replant disease
M M
l (2) S4.17 Efficacy of biopesticides on root diseases and pests in hydroponic production of vegetables
A. POLEATEWICH (1), R. Buitenhuis (1), M. Brownbridge (1), T. Cranmer (1), A. Summerfield (1)
(1) Vineland Research and Innovation Centre, Canada Soil-borne pathogens cause significant losses in hydroponic greenhouse vegetable production, even when fungicides and water treatments are employed. Several microbes and microbe-derived products protect plants from pathogens. Many new products are available but comparative efficacy data is
lacking. This research evaluated biopesticide efficacy under commercial conditions to identify implications for IPM. A small scale hydroponic system
was constructed to evaluate efficacy of 10 bio-pesticides on commercial greenhouse tomato and cucumber cultivars. The effect of cultivar, grafting, and
substrate type on product efficacy was also determined. Products were applied as a drench at transplant to rockwool blocks and at transplant to coco or
rockwool slabs. Products were compared to fungicide and water controls. Plants were challenged with Pythium spp. 3-5 days after product application
and root rot, plant height and weight was evaluated after 3 weeks. Several products reduced root rot equal to or greater than the fungicide Previcur. Disease reduction varied depending on the substrate, time of year and rootstock genetics. The best performing products in the disease trials were tested
for potential positive or negative effects on performance of greenhouse pests Trialeurodes vaporariorum and Tetranychus urticae. Results from this
research will allow growers to make informed management decisions and derive maximum benefit from their investment in disease control products. Organic rice production has steadily increased in the U. S. over the last 20 years, with a majority of acreage being grown in the southern region. Due to
warm and long growing seasons in the region, diseases are among the most important factors threatening the sustainability and productivity of organic
rice. Field studies were conducted for the first time in the U. S. to evaluate the efficacy of cultivar resistance, cover crop, fertility, tillage and biocontrol
agent for management of rice diseases on organically managed land in Texas in 2009 to 2014. Among 20 cultivars evaluated, Tesanai 2 had the highest
level of resistance to both narrow brown leaf spot (NBLS) and brown spot followed by XL723 and XL753. Production following the incorporation of
clover winter cover crop resulted in a consistent reduction in NBLS and brown spot than following winter fallow or annul ryegrass cover crop. sustainable carbon source in application of anaerobic soil disinfestation for control of apple nursery replant disease
M M
l (2) The continuous long distance dissemination of this fungus, as
well as local spread to new plantations and fields, raises many questions concerning our ability for effective containment of this pathogen. The recent
outbreak in Australia also highlighted a lack of understanding of many basic pathological and epidemiological facts of this important pathogen. Therefore, our aim was to improve detection and identification of the pathogen, destruction of infected plants, containment strategies and overall
management of plantations. In the absence of high levels of resistance in economically acceptable banana varieties, containment may be a temporary but
effective strategy to win valuable time to identify or develop banana varieties with high levels of resistance to Panama wilt TR4. A global program for
evaluation of germplasm in multiple field sites linked with international collaborators is urgently needed. Pseudomonas sp associated with Smilax bona-nox display strong activity against Phytophthora spp
G. ALI (1), A. El-Sayed (2), D. Norman (2), M. Brennan (3)
(1) University of Florida, Apopka, FL, U.S.A.; (2) University of Florida/ Institute of Food and Agricultural Sciences, Apopka, FL, U.S.A.; (3)
MREC/University of Florida/ Institute of Food and Agricultural Sciences, Apopka, FL, U.S.A. Smilax bona-nox is a perennial weed, which is found in natural landscapes and forests throughout the southwestern U.S. S. bona-nox displays disease
tolerance and vigorous growth, which could be partially attributed to beneficial plant-associated microorganisms. In this report, we recovered 44
bacterial isolates from roots and shoots of S. bona-nox. Based on 16S rRNA gene sequencing, these isolates belonged to 14 different genera. Antimicrobial screens showed that two of these isolates, EA6 and EA14, displayed strong inhibition of Phytophthora parasitica. Phylogenetic analyses
based on the rpoD gene revealed that EA6 and EA14 belonged to the genus Pseudomonas. EA6 and EA14 did not produce biofilm, but produced bio-
surfactants, volatile hydrogen cyanide and sulfur compounds. Biochemical fractionation of the volatile and secreted products of these two isolates for
identifying the bioactive compound(s) revealed that volatile and organic extracts did not display any anti-Phytophthora activity. In contrast, salt
precipitation of the aqueous phase revealed strong anti-Phytophthora activity, which was abolished by autoclaving or proteinase K treatments. Protein
fractionation analyses suggest that the antimicrobial activity of EA6 is likely due to synergistic interaction of a mixture of glucanolytic enzymes. In
conclusion, these two Pseudomonas isolates can be used for organically controlling Phytophthora diseases in crops. Genetic basis for pathogenicity in Fusarium oxysporum f.sp. cepae causing basal rot in onion
J. CLARKSON (1), A. Taylor (1), A. Jackson (1), A. Armitage (3), R. Harrison (3)
(1) Warwick Crop Centre, University of Warwick, United Kingdom; (2) Warwick Crop Centre, University of Warwick, United Kingdom; (3) East
Malling Research, United Kingdom RNA-Seq analysis of stuA mutants in Fusarium verticillioides indicates dramatic genomic wide transcriptional reprogramming
M. Rath (1), N. Crenshaw (2), S. Gold (2) RNA-Seq analysis of stuA mutants in Fusarium verticillioides indicates dramatic genomic wide transcriptional reprogramming
M. Rath (1), N. Crenshaw (2), S. Gold (2)
(1) University of Georgia & USDA, U.S.A.; (2) USDA, U.S.A. StuA, first discovered in Aspergillus nidulans and a member of the APSES class of transcription factors, regulates several essential developmental stages
in fungi such as virulence, sporulation and toxin production in phytopathogenic fungi. Fusarium verticillioides (Fv), a maize phytopathogen, produces
fumonisin mycotoxins in maize. Fumonisin-contaminated corn causes fatal toxicity in livestock, is associated with neural tube birth defects and growth
stunting in children and is also a potential carcinogen to humans. Our objective is to explore the impact of the stuA homolog on morphogenesis and toxin
production in Fv. ?stuA mutants were generated via Agrobacterium-mediated transformation of Fv with an OSCAR deletion construct. Characterization
of the mutants indicate slower vegetative growth on solid media, reduced sporulation and macroconidiation. A cracked corn assay on maize kernels and
virulence assay on maize seedlings revealed reduced fumonisin accumulation and reduced virulence respectively in stuA mutant infected maize as
compared to the wild-type pathogen infection. To characterize the mutants transcriptomally, RNA-sequencing of three of the mutants and the wild-type
Fv strain M3125 was done via Illumina NextSeq and the Tuxedo pipeline is being utilized for differential expression analysis. Preliminary RNA-seq
analysis indicates major alteration of numerous transcription factors, transporters and signaling in the stuA mutants. sustainable carbon source in application of anaerobic soil disinfestation for control of apple nursery replant disease
M M
l (2) An
application of the soil amendment Nature Safe or Rhizogen at 90, 150 or 210 kg N/ha significantly reduced NBLS and brown spot. Use of conventional
tillage practice prevented the occurrence of straighthead on all 20 cultivars evaluated in the clover winter cover crop plots. A foliar application of
Serenade Max significantly reduced NBLS and sheath blight, resulting in an increase in yield. Cultivar resistance, cover crop, fertility, tillage and
biocontrol can be effective tools for management of diseases in organic rice production. Elucidating the genetic basis of race differentiation in Cercospora sojina through genotype-by-sequencing approaches
S. SHARMA (1), B. Dhillon (1), A. Fakhoury (2), B. Bluhm (1)
(1) University of Arkansas, U.S.A.; (2) Southern Illinois University, U.S.A. Elucidating the genetic basis of race differentiation in Cercospora sojina through genotype-by-sequencing approaches
S. SHARMA (1), B. Dhillon (1), A. Fakhoury (2), B. Bluhm (1)
(1) University of Arkansas, U.S.A.; (2) Southern Illinois University, U.S.A. Elucidating the genetic basis of race differentiation in Cercospora sojina through genotype-by-sequencing approaches
S. SHARMA (1), B. Dhillon (1), A. Fakhoury (2), B. Bluhm (1)
1) University of Arkansas, U.S.A.; (2) Southern Illinois University, U.S.A. Cercospora sojina, the causal agent of frogeye leaf spot (FLS), is a widespread pathogen of soybean in the United States. Recently, a race structure was
proposed for C. sojina based on susceptibility vs resistance responses of 12 soybean differential cultivars. We hypothesize that the delineation of races in
C. sojina is attributable to variation in effector gene complements among individual isolates. To test this hypothesis, we devised a genotype-by-
sequencing strategy for C. sojina to facilitate association mapping of loci associated with race structure. We developed a restriction-site associated DNA
sequencing (RAD-seq) approach to cost-effectively genotype large numbers of C. sojina isolates, with the ultimate goal of identifying single nucleotide
polymorphisms (SNPs) for association mapping. Bulk segregant analysis was performed with two pools of C. sojina isolates (48 isolates per pool,
selected based on resistant or susceptible reaction on soybean cultivar UA5612). Ion Torrent PGM sequencing identified 15,158 SNPs, and candidate
pathogenicity genes were identified based on differences in SNP density and non-synonymous SNPs between the resistant and susceptible pools. Elucidating the genetic basis of race structure in C. sojina will accelerate the development of DNA-based assays to differentiate races of the pathogen,
and contribute to the fundamental understanding of genetic mechanisms underlying FLS. RNA-Seq analysis of stuA mutants in Fusarium verticillioides indicates dramatic genomic wide transcriptional reprogramming
M. Rath (1), N. Crenshaw (2), S. Gold (2)
(1) University of Georgia & USDA, U.S.A.; (2) USDA, U.S.A. Enhancing our understanding of Fusarium maize stalk rot pathogenesis through gene association subnetwork module analyses
H. ZHANG (1), H. Zhang (2), M. Kim (2), H. Yan (2), B. Yoon (2), W. Shim (2)
(1) Texas A&M university, U.S.A.; (2) Texas A&M university, U.S.A. redolens, which have also been
associated with basal rot. Preliminary results from a comparative analysis of genomes from pathogenic and non-pathogenic F. oxysporum isolates will
also be described as well as the potential use of SIX genes as a diagnostic to enable quantification of FOC and assessment of disease risk in field or store. Quantitative pyrosequencing for rapid detection and quantification of Aspergillus flavus atoxigenic active ingredients
communities Quantitative pyrosequencing for rapid detection and quantification of Aspergillus flavus atoxigenic active ingredients in complex fungal
communities
K SHENGE (1) B Adhik i (1) K C lli
(1) R B
d
dh
(2) P C
(3) K. SHENGE (1), B. Adhikari (1), K. Callicott (1), R. Bandyopadhyay (2), P. Cotty (3)
(1) USDA-ARS, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Niger K. SHENGE (1), B. Adhikari (1), K. Callicott (1), R. Bandyopadhyay (2), P. Cotty (3)
(1) USDA-ARS U S A ; (2) International Institute of Tropical Agriculture (IITA) Niger ( ),
( ),
( ),
y p
y y ( ),
y ( )
(1) USDA-ARS, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Nigeria; (3) USDA-ARS, U.S.A. ( ),
( ),
( ),
y p
y y ( ),
y ( )
(1) USDA-ARS, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Nigeria; (3) USDA-ARS, U.S.A. Use of atoxigenic Aspergillus flavus genotypes to displace aflatoxin producers is a highly effective method for reducing aflatoxin contamination in crops. However, there is a need for improved methods for rapid assessment of treatment efficacy and residual effects. To address this need, the current study
designed twenty-four quantitative pyrosequencing assays for rapid post-harvest detection and quantification of Aspergillus flavus genotypes which serve
as active ingredients in the biocontrol product Aflasafe™ that is registered for use in Nigeria. The fungi must be quantified in mixed fungal populations
associated with crop surfaces. Sixteen of the assays are for individual genotypes and eight are for simultaneous detection and quantification of multiple
active ingredients. Assay refinement with mixtures of DNA from target and non-target genotypes indicated both accuracy and sensitivity of the assays in
detecting the active ingredients in fungal populations. Quantification of target alleles by single and multiple genotype assays was highly correlated with
proportions of target DNA in the mixtures. Results from tests to validate the assays with DNA extracted from treated corn samples were not consistent
among assays. Proposed model for Candidatus Liberibacter asiaticus and solanacearum systemic invasion and multiplication in the psyllid host and vector
J. BROWN (1), T. Rast (1), J. Cicero (2), T. Fisher (1)
(1) The University of Arizona, U.S.A.; (2) University of Florida, U.S.A. Proposed model for Candidatus Liberibacter asiaticus and solanacearum systemic invasion and multiplication in the p
J. BROWN (1), T. Rast (1), J. Cicero (2), T. Fisher (1) Proposed model for Candidatus Liberibacter asiaticus and solanacearum systemic invasion and multiplication in the psyllid host and vector
J. BROWN (1), T. Rast (1), J. Cicero (2), T. Fisher (1)
(1) The University of Arizona, U.S.A.; (2) University of Florida, U.S.A. Ca. Liberibacter asiaticus and solanacterum are the causal agents of Huanglongbing and Zebra chip disease of citrus and solanaceous crops, respectively. Bacterial effectors that interact with psyllid vector proteins during invasion of and exit from the gut, and that facilitate entry into the salivary glands were
identified using functional genomics, proteomics, yeast-2 hybrid (Y2H), co-immunoprecipitation (Co-IP), and electron microscopic analyses. In silico
annotation and differential expression studies of psyllid nymphs and adults, and midgut and salivary glands identified transcripts and proteins with
altered expression in response to Ca. Liberibacter infection. Differentially expressed transcripts were used as bait in Y2H studies to corroborate protein-
protein interactions. Those positive by Y2H were subjected to verification by bait to prey co-transformation and Co-IP. Electron micrographs of the PoP
midgut revealed the presence of CLso in the ventricular lumen, apical and basal epithelial cytosol, and in the filter chamber periventricular space. CLso
were also prevalent in salivary gland pericellular spaces and head epidermal cell cytosol. Collectively, the results suggest a model for invasion in which
Ca. Liberibacter- and prophage-encoded effectors manipulate the host endocytic pathway into a ‘pathogen-mediated phagocytosis scenario’ leading to
bacterial exit from the gut into the hemocoel, and systemic invasion of other psyllid tissues and organs. Systemic infection of split root trees by Candidatus Liberibacter asiaticus suggests rapid movement between phloem sieve tubes
J. ORROCK (1), J. Orrock (1), E. Johnson (1)
(1) Citrus Research and Education Center, University of Florida, U.S.A. Huanglongbing (HLB; syn. citrus greening), caused by the phloem-limited bacterium Candidatus Liberbacter asiaticus (Las), poses one of the largest
threats to citrus production. In ten years it has spread to most citrus trees in Florida. Citrus production in Florida is down >70% from the pre-HLB era. Las infects a tree when an infected Diaphorina citri (Asian Citrus Psyllid) feeds on phloem sap in a leaf. After infection of the leaf, Las rapidly colonizes
the root system, but remains sectored in the canopy. Enhancing our understanding of Fusarium maize stalk rot pathogenesis through gene association subnetwork module analyses
H. ZHANG (1), H. Zhang (2), M. Kim (2), H. Yan (2), B. Yoon (2), W. Shim (2)
(1) Texas A&M university, U.S.A.; (2) Texas A&M university, U.S.A. Enhancing our understanding of Fusarium maize stalk rot pathogenesis through gene association subnetwork module analyses
H. ZHANG (1), H. Zhang (2), M. Kim (2), H. Yan (2), B. Yoon (2), W. Shim (2)
(1) Texas A&M university, U.S.A.; (2) Texas A&M university, U.S.A. Fusarium verticillioides is an important stalk rot pathogen of maize. While a select number of genes associated with virulence have been characterized,
our knowledge of the genetic network underpinning this mechanism is very limited. Previously, our lab identified a striatin-like protein, Fsr1, that plays a
key role in stalk rot pathogenesis. To further characterize genetic networks downstream of Fsr1, we performed RNA-Seq with maize B73 stalks
inoculated with F. verticillioides wild type and fsr1 mutant. Datasets were first used to infer F. verticillioides co-expression networks. Subsequently, we
used a computationally efficient branch-out technique, along with an adopted probabilistic pathway activity inference method, to identify functional
subnetwork modules likely involved in F. verticillioides pathogenicity. Through our analyses, potential pathogenicity-associated subnetwork modules
were identified, each consisting multiple interacting genes with coordinated expression patterns, but whose collective activation level is significantly
different in the wild type and the mutant. In this study we selected three putative pathogenicity genes, FvSYN1, FvEBP1 and FvCYP1, from three
predicted subnetworks. We generated gene-deletion mutants and performed pathogenicity assays. Furthermore, qPCR assays were performed to
determine whether these genes serve as a hub gene and impose critical regulatory control on associated genes in each subnetwork. S4.18 Basal rot of onion, caused by Fusarium oxysporum f.sp. cepae (FOC), is a soilborne fungus and part of the F. oxysporum species complex, which
includes other important pathogenic formae speciales (f.spp.) adapted to particular crop hosts, as well as non-pathogenic isolates. The genetic basis for
pathogenicity in F. oxysporum is poorly understood, but ‘secreted in xylem’ (SIX) genes have recently been associated with virulence in several f.spp. A
set of 32 F. oxysporum isolates were tested for pathogenicity on onion and whole genome sequencing and PCR approaches used to detect putative
effector genes. Seven SIX genes and two other putative effectors were identified in highly pathogenic isolates which were all absent in non-pathogenic
isolates. Expression of SIX genes and other putative effectors increased in planta over 96 hours following inoculation of onion seedlings. Different SIX
gene complements were also identified in other f. spp. but none were found in F. avenaceum, F. proliferatum or F. Enhancing our understanding of Fusarium maize stalk rot pathogenesis through gene association subnetwork module analyses
H. ZHANG (1), H. Zhang (2), M. Kim (2), H. Yan (2), B. Yoon (2), W. Shim (2)
(1) Texas A&M university, U.S.A.; (2) Texas A&M university, U.S.A. The current results demonstrate that quantitative pyrosequencing is a robust and reliable tool for rapid detection, quantification, and
monitoring of multiple genotypes within complex fungal communities associated with crops. Engineering mobile RNA in Carrizo to enhance plant defense responses to control citrus greening
S. Zhang (1), G. Perazzo (1), D. Gabriel (1)
(1) Integrated Plant Genetics, U.S.A. Developing resistance to citrus huanglongbing C. RAMADUGU (1), M. Keremane (2), T. McCollum (3), D. Hall (3), M. Roose (1) C. RAMADUGU (1), M. Keremane (2), T. McCollum (3), D. Hall (3), M. Roose (1)
(1) University of California Riverside, U.S.A.; (2) USDA ARS National Clonal Germplasm Repository for Citrus and Dates, U.S.A.; (3) US
Horticultural Research Laboratory, U.S.A. ( )
( )
( )
( )
( )
(1) University of California Riverside, U.S.A.; (2) USDA ARS National Clonal Germplasm Repository for Citrus and Dates, U.S.A.; (3) US
Horticultural Research Laboratory, U.S.A. Citrus huanglongbing (HLB) has caused significant damage to citrus industries in Florida and Brazil. The disease is associated with a fastidious
bacterium, Candidatus Liberibacter asiaticus (Las) and transmitted by psyllids. Development of HLB resistant rootstock and scion cultivars will be
beneficial to the industry. Sources of HLB resistance are not known in the genus Citrus. We have demonstrated HLB resistance in Eremocitrus and
Microcitrus which are closely related genera sexually compatible with Citrus. Naturally occurring hybrids of Citrus with Eremocitrus and Microcitrus
parentage were exposed to the HLB pathogen under greenhouse conditions and determined to be HLB resistant in controlled experiments. Since the
resistance from these non-Citrus genera appears to be heritable, we have generated about 800 mandarin and trifoliate hybrids using Eremocitrus and
Microcitrus as pollen parents. The hybrid seeds were raised in greenhouses in Florida and challenged by feeding with LAS-positive psyllids for four
weeks. Preliminary results indicate the absence of Las in many hybrids. We are monitoring the putative resistant hybrid plants continuously by assaying
for the presence of Las by qPCR and digital PCR, and also by observing the hybrids for expression of disease symptoms. We will confirm resistance
after conducting no-choice psyllid feeding experiments. Engineering mobile RNA in Carrizo to enhance plant defense responses to control citrus greening
S. Zhang (1), G. Perazzo (1), D. Gabriel (1)
(1) Integrated Plant Genetics, U.S.A. Plants modulate plant defense responses against pathogens with both pro- and anti-programmed cell death (PCD) proteins. By suppressing expression of
anti-PCD proteins, PCD can occur more rapidly and with stronger defense responses. There are many PCD triggers, including Reactive Oxygen Species
(ROS) which activate plant defense signaling pathways over long distances. Citrus greening is caused by Ca. Liberibacter asiaticus (Las). Las produces a
peroxidase that has been suggested to dampen the ROS signaling pathway. A gene silencing strategy was used to suppress an anti-PCD gene in Carrizo
rootstocks. The expression levels of three citrus defense response genes (NDR1, PR1 and EDS1) were significantly higher in silenced lines than in
nontransgenic (NT) controls after inoculation with Las flagellin (flg22), used as a proxy for Las. Silenced Carrizo lines were also more tolerant to heat
and cold stresses than NT controls. Challenge inoculations are currently underway using approach-grafted, Las infected citrus; all sampling was taken
from leaves above the approach graft union. To date, three transgenic Carrizo lines failed to become infected over a 9 month challenge period as
compared with two transgenic lines that became infected within two months. Following removal of the infected source tree, two NT scions that were
consistently positive have now tested negative, possibly indicating movement of the silencing signal from transgenic rootstock to NT scion. Antifungal mechanisms of a plant defensin MtDef4 are not conserved between ascomycete fungi, Neurospora crassa and Fusarium graminearum
K ISLAM (1) K El-Mounadi (2) D Shah (3) Small cysteine-rich defensins are ubiquitous antifungal plant peptides which contribute to the innate immunity of plants. The plant defensin, MtDef4,
inhibits the growth of the ascomycete fungi, Neurospora crassa and Fusarium graminearum, at micromolar concentrations. Previous studies have
suggested that MtDef4 is transported into the cytoplasm of these fungi and exerts its antifungal activity on various intracellular targets. Here, we have
investigated whether the antifungal mechanisms of MtDef4 are conserved in these fungi. We show that N. crassa and F. graminearum respond very
differently to MtDef4 challenge. Membrane permeabilization is required for the antifungal activity of MtDef4 against F. graminearum but not against N. crassa. We find that MtDef4 is targeted to different subcellular compartments in each fungus. Internalization of MtDef4 in N. crassa is energy-dependent
and involves endocytosis. By contrast, MtDef4 appears to translocate into F. graminearum autonomously using partially energy-dependent pathway. MtDef4 has been previously shown to bind to the phospholipid phosphatidic acid (PA). We provide evidence that the plasma membrane localized
phospholipase D (PLD1), involved in the biosynthesis of PA, is needed for entry of this defensin in N. crassa, but not in F. graminearum. To our
knowledge, this is the first example of a plant defensin which inhibits the growth of two ascomycete fungi via different mechanisms. Identifying genetic variation in the Sorghum PAMP response
D. CHEN (1), P. Balint-Kurti (2), G. Stacey (1)
(1) Divisions of Plant Science and Biochemistry, University of Missouri-Columbia, MO, 65201, U.S.A.; (2) USDA-ARS, Department of Plant
Pathology, North Carolina State University, Raleigh, NC, U.S.A. Sorghum is an important grain, forage and biofuel crop with a fully sequenced genome and a variety of available genetic resources. In comparison to
studies of Arabidopsis, very little is known about the innate immunity response of crop species, including sorghum. Such studies could contribute to
efforts to create crops with enhanced disease resistance. The plant innate immunity system is triggered by plant recognition of conserved pathogen
molecules, so called pathogen-associated molecular patterns (PAMPs). We measured PAMP induced production of reactive oxygen species (ROS) as a
quantitative measure of the immunity response in more than 50 different Sorghum genotypes. In addition, we also analyzed the production of nitric oxide
(NO) as another measure of the plant response to PAMP addition. The results showed a significant variation among the phenotypes with a few
responding very strongly with others showing essentially no response. Proposed model for Candidatus Liberibacter asiaticus and solanacearum systemic invasion and multiplication in the psyllid host and vector
J. BROWN (1), T. Rast (1), J. Cicero (2), T. Fisher (1)
(1) The University of Arizona, U.S.A.; (2) University of Florida, U.S.A. Canopy sectoring is thought to occur because of limited lateral connections of phloem sieve tubes. S4.19 To investigate if lateral movement of Las between sieve tubes is distance or tissue specific, root systems of grafted and seedling trees were split to three
different heights: below crown, above crown, and above graft union (or equivalent on seedlings). The trees were then graft inoculated above one side of
the split root system. Infection to both halves of the root system was monitored weekly. Contrary to our hypothesis; the graft union and crown do not
play a unique role in lateral movement. Similar patterns of infection occurred in all tissue types of the grafted trees and seedling trees. Greater variability
in the time between Las detection in the root systems on the inoculated side and the opposite side in all trees with the highest split suggests that vertical
distance is important in lateral movement of the bacterium. Cultivar-specific wheat miRNAs during stripe rust infection in Triticum aestivum
S. RAMACHANDRAN (1), N. Mueth (1), P. Zheng (1), S. Hulbert (1)
(1) Washington State University, U.S.A. Wheat represents approximately 30% of the world’s production of grain crops with more than 220 million cultivated hectares. Productivity at harvest is
mainly governed by genetic composition and environmental factors influencing growth and development. Understanding the genetic factors that regulate
these processes will help in developing varieties with better yield potential and disease resistance. MiRNAs are regulators of gene expression in
eukaryotes that control myriad processes from development to abiotic and biotic stress responses. Using 12 small RNA libraries prepared from two
wheat cultivars infected with stripe rust fungus (Puccinia striiformis), we identified 43 previously-known miRNAs, 50 novel variants of known miRNAs
and 93 candidate novel miRNAs. Digital gene expression revealed 20 cultivar-specific miRNAs, 6 miRNAs differentially expressed between the two
cultivars and 4 miRNAs responsive to stripe rust infection. These results were validated using RT-PCR and qRT-PCR. Using different target prediction
algorithms, 69 wheat miRNAs were found to target fungal genes- a majority of which coded for small, secreted, cellular proteins. These results suggest a
trans-kingdom regulation of gene expression potentially involved in the cultivar-specific resistance to stripe rust. Overall, this study contributes to the
current repository of wheat miRNAs and provides novel information on the as yet uncharacterized roles for miRNAs in wheat host-pathogen
interactions. Proposed model for Candidatus Liberibacter asiaticus and solanacearum systemic invasion and multiplication in the psyllid host and vector
J. BROWN (1), T. Rast (1), J. Cicero (2), T. Fisher (1)
(1) The University of Arizona, U.S.A.; (2) University of Florida, U.S.A. Antifungal mechanisms of a plant defensin MtDef4 are not conserved between ascomycete fungi, Neurospora crassa and Fusarium graminearum
K. ISLAM (1), K. El-Mounadi (2), D. Shah (3)
(1) Donald Danforth Center, U.S.A.; (2) Kutztown University of Pennsylvania, U.S.A.; (3) Donald Danforth Center, Bangladesh Antifungal mechanisms of a plant defensin MtDef4 are not conserved between ascomycete fungi, Neurospora crassa and Fusarium graminearum
K ISLAM (1) K El-Mounadi (2) D Shah (3) This variation provides the basis for additional experiments focused on defining
specific genetic loci that control the Sorghum PAMP response. We are also conducted a transcriptomic analysis of the Sorghum PAMP response with the
goal to define expression QTL (eQTL) related to pathogen resistance. The goal is to use the information obtained to aid breeding efforts to increase
biotic stress resistance in Sorghum. Understanding quantitative disease resistance in rice: Defense response gene regulation and promoter patterns
B. TONNESSEN (1), R. Mauleon (2), N. Alexandrov (2), J. Leach (3)
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State Univers g q
p
g
g
p
p
B. TONNESSEN (1), R. Mauleon (2), N. Alexandrov (2), J. Leach (3)
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. ( ),
( ),
( ),
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. Sessa (2)
(1) Department of Molecular Biology and Ecology of Plants, Tel Aviv University, Israel; (2) Department of Molecular Biology and Ecology of Plants,
Tel Aviv University, Israel Xanthomonas effector kinase XopAU promotes disease symptoms by activation of host MAPKK
D. TEPER (1), E. Bosis (1), G. Popov (1), A. Girija (1), G. Sessa (2)
(1) Department of Molecular Biology and Ecology of Plants, Tel Aviv University, Israel; (2) Department of Molecular Biology and Ecology of Plants,
Tel Aviv University, Israel Xanthomonas euvesicatoria (Xcv) is the causal agent of bacterial spot disease of pepper. Xcv pathogenicity depends on a type III secretion system that
delivers effector proteins into host cells to manipulate host signaling and promote disease. Transient expression of the Xcv effector XopAU in host and
non-host plants promoted typical defense responses including phosphorylation of MAPKs, accumulation of pathogenesis-related (PR) proteins and
elicitation of cell death. Genetic analysis of XopAU by insertional mutagenesis and overexpression revealed a role for this effector in the development of
chlorotic disease symptoms. XopAU encode a catalytically active protein kinase and this activity is required for its biological function. Protein-protein
interaction studies demonstrated that XopAU physically interacts with the plant immunity-associated MAPKK MKK2. In addition, MKK2 was shown to
be directly phosphorylated by XopAU in vitro while expression of XopAU in planta promotes an increase in the phosphorylation of MKK2. Silencing of
MKK2 or overexpression of catalytically inactive MKK2K99R in Nicotiana benthamiana reduced XopAU-mediated cell death and MAPK phosphorylation
while silencing of MKK2 in pepper attenuated the Xcv-mediated chlorotic disease symptoms. Together, this study indicates that XopAU contributes to
Xcv disease symptoms by manipulating host MAPK signaling through activation of MKK2. Dissecting the function and downstream targets of CsLOB1 in citrus
S. DUAN (1), H. Jia (1), S. Gowda (1), N. Wang (1)
(1) Citrus research and education center, U.S.A. Citrus canker caused by Xanthomonas citri pv. citri (Xcc) is a devastating disease affecting most citrus species. PthA4, one of Xcc Type III secretion
system effectors, is responsible for citrus canker pustule formation on citrus leave. PthA4 binds to the effector binding element in the promoter of
CsLOB1 to activate its gene expression, which subsequently activates genes responsible for pustule formation. CsLOB1 has not been functionally
characterized and it remains unknown how CsLOB1 controls its downstream genes. CsLOB1 was highly expressed in the citrus stem phloem and
cambial zone in wild-type plants. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. The results showed an increase of free SA levels in leaves, proportional to the number of COS-OGA
applications. Finally, repetitive COS-OGA sprayings efficiently protected greenhouse-grown tomato against Leveillula taurica, with 90% leaf protection
in terms of severity. confirmed by SA quantification in the leaves. The results showed an increase of free SA levels in leaves, proportional to the number of COS-OGA
applications. Finally, repetitive COS-OGA sprayings efficiently protected greenhouse-grown tomato against Leveillula taurica, with 90% leaf protection
in terms of severity. Degradation of the master regulator of plant defense NPR1 by the type III effector HopAB2
Z. FU (1), H. Chen (1), J. Chen (2), Z. Shang (1), M. Li (1), F. Liu (3)
(1) University of South Carolina, Columbia, SC, U.S.A.; (2) Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, China; (3)
Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, China g
g
p
y
yp
p
Z. FU (1), H. Chen (1), J. Chen (2), Z. Shang (1), M. Li (1), F. Liu (3)
(1) University of South Carolina, Columbia, SC, U.S.A.; (2) Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, China; (3)
Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, China The plant hormone salicylic acid (SA) is required for systemic acquired resistance (SAR). NPR1, as an SA receptor, is required for SA-mediated plant
defense. The expression of over 97% of SA-responsive genes is dependent on NPR1, therefore, NPR1 functions as a master regulator of plant defense. Many studies have shown that pathogen effectors suppress or disrupt MAMP-triggered immunity (MTI) and cell death. There are also isolated studies,
which suggest that effectors suppress or disrupt SA-mediated plant defense. In order to provide strong and direct evidence on the targeting of SA-
mediated plant defense by pathogen effectors, we tested the interactions between the SA receptor NPR1 and all type III effectors from the bacterial
pathogen Pseudomonas syringae in yeast two-hybrid assays. Interestingly, we found that the type III effector HopAB2 interacts with NPR1 only in the
presence of SA or its active analogs. Using Agrobacterium co-infiltration assays, we found that HopAB2 degrades GFP- tagged NPR1 protein,
dependent on its E3 ligase activity and through the 26S proteasome. Using Dexamethasone (DEX)-inducible Arabidopsis transgenic plants expressing
the hopAB2 gene, we found that HopAB2 degrades NPR1 native protein. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. The potential yield of rice worldwide is reduced by one third due to disease. The extensive work in breeding rice varieties that harbor resistance genes
has helped to mitigate this damage. The method is effective, but the selective pressure of a single host resistance gene can be overcome after only a few
generations. Enhancing the expression of basal defense response (DR) genes that are activated against a broad spectrum of pathogens could be a more
sustainable approach to breeding for resilience. DR gene promoters can affect timing and intensity of expression, and rice varieties with good basal
resistance have been shown to contain polymorphisms that are beneficial in the activation of the defense response. Recently, the genomes of a diverse
panel of 3000 rice varieties were sequenced. This information, along with transcriptomic analyses of resistant interactions, were utilized in this study to
uncover the genome-wide patterns in DR gene promoters. These patterns are potential cis-elements, and DR gene-specific combinations of these
elements in multiple loci infers their functionality in fine-tuning regulation during a resistant host-pathogen interaction. These results could refine marker
assisted breeding for a stable, broad spectrum resistance. COS-OGA stimulates plant innate immunity in a cumulative process that involves salicylic acid
G. VAN AUBEL (1), P. Van Cutsem (2) ( ),
( )
(1) University of Namur, Belgium; (2) University of Namur, Research Unit in Plant Cellular and Molecular Biology, Belgium COS-OGA is a new patented active substance for plant protection registered in Europe against powdery mildew. COS-OGA contains chitosan oligomers
(COS), plant non self-molecules combined with pectin-derived oligogalacturonides (OGA), plant self-molecules. COS-OGA mimics a plant-fungus
interaction: during plant infection, fungal pathogens deacetylate their cell wall chitin into chitosan to escape plant chitin receptors. Chitosan
fragmentation by plant enzymes then yields polycationic COS molecules while plant cell wall degradation by fungal polygalacturonases releases
polyanionic OGA molecules. The plant defense stimulation was investigated on tomato plants after several foliar sprayings of COS-OGA. A proteomic
study on leaves revealed that the elicitor treatment led mainly to an overexpression of Pathogenesis-Related proteins, among which P69 subtilisin-like
proteases. Gene expression study by qRT-PCR revealed that COS-OGA significantly upregulated transcripts of salicylic acid (SA)-responsive genes
while transcripts linked to ethylene and jasmonic acid pathways were not affected. The activation of SA-dependent plant defense reactions was S4.20 confirmed by SA quantification in the leaves. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. Similar to npr1-2 mutant plants, these transgenic Arabidopsis plants show
sensitivity to SA-induced toxicity and are comprised in SAR. Our studies provide solid evidence that HopAB2 disrupts SA-mediated plant defense by
degrading NPR1. Resistance of Carolina Gold Select rice to African strains of Xanthomonas oryzae pv. oryzicola is triggered by inactivated TAL effectors
L. TRIPLETT (1), S. Cohen (2), C. Heffelfinger (3), A. Bogdanove (4), J. Leach (2)
(1) The Connecticut Agricultural Experiment Station, New Haven, CT, U.S.A.; (2) Colorado State University, U.S.A.; (3) Yale University, U.S.A.; (4)
Cornell University, Ithaca, NY, U.S.A.; (5) Colorado State University, Fort Collins, CO, U.S.A. L. TRIPLETT (1), S. Cohen (2), C. Heffelfinger (3), A. Bogdanove (4), J. Leach (2)
(1) The Connecticut Agricultural Experiment Station, New Haven, CT, U.S.A.; (2) Colorado State University, U.S.A.; (3) Yale University, U.S.A.; (4)
Cornell University, Ithaca, NY, U.S.A.; (5) Colorado State University, Fort Collins, CO, U.S.A. The rice pathogen Xanthomonas oryzae pv. oryzicola causes bacterial leaf streak of rice, a disease for which no single-gene resistance is available. The
bacterium produces numerous transcription activator-like (TAL) effectors that activate host susceptibility genes. There are two common rice resistance
mechanisms against TAL effectors: DNA polymorphisms that allow escape of TAL effector binding, and placement of TAL effector binding sites to
cause specific TAL effectors to activate resistance genes. We found that the heirloom rice variety Carolina Gold Select has a third form of resistance,
triggered by diverse TAL effectors. The resistance was triggered in a manner independent of the transcriptional activation domain and of the composition
of repeat variable diresidues that specify host DNA target sequences. While the TAL effector central repeat region was critical to resistance, an effector
with only 3.5 central repeats was sufficient for resistance activation. The resistance was mapped to a single dominant locus, Xo1, on chromosome 4. The
Xo1 interval confers complete resistance to strains in the African clade of X. oryzae pv. oryzicola, representing the first dominant resistance locus against
bacterial leaf streak in rice. The TAL effector triggered resistance phenotype has strong similarity to that conferred by the tomato resistance gene Bs4,
suggesting that monocots and dicots have converged on the structure of TAL effectors as a pattern triggering resistance. Xanthomonas effector kinase XopAU promotes disease symptoms by activation of host MAPKK
D. TEPER (1), E. Bosis (1), G. Popov (1), A. Girija (1), G. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. Further work is being conducted to explore the effects of various environmental factors on conidia production and dispersal. Detection and quantification of Bremia lactucae by spore trapping and quantitative PCR
S. KUNJETI (1), A. Anchieta (2), F. Martin (3), Y. Choi (4), M. Thines (5), R. Mitchelmore (1), S. Koike (6), C. Tsuchida (1), W. Mahaffee (7), K. Subbarao (1), S. Klosterman (3)
(1) University of California Davis, U.S.A.; (2) USDA Salinas, Salinas, CA, U.S.A.; (3) USDA-ARS, Salinas, CA, U.S.A.; (4) Korea University, Division
of Environmental Sciences and Ecological Engineering, Seoul 136-701, Korea; (5) Biodiversity and Climate Research Center (BiK-F), Germany; (6)
University of California Cooperative Extension, Monterey County, Salinas, U.S.A.; (7) USDA-ASR, U.S.A.; (8) University of California Davis, Salinas,
CA, U.S.A. a (2), F. Martin (3), Y. Choi (4), M. Thines (5), R. Mitchelmore (1), S. Koike (6), C. Tsuchida (1), W. Mahaffee (7), K. (3) Subbarao (1), S. Klosterman (3)
(1) University of California Davis, U.S.A.; (2) USDA Salinas, Salinas, CA, U.S.A.; (3) USDA-ARS, Salinas, CA, U.S.A.; (4) Korea University, Division
of Environmental Sciences and Ecological Engineering, Seoul 136-701, Korea; (5) Biodiversity and Climate Research Center (BiK-F), Germany; (6)
University of California Cooperative Extension, Monterey County, Salinas, U.S.A.; (7) USDA-ASR, U.S.A.; (8) University of California Davis, Salinas,
CA, U.S.A. Bremia lactucae adversely affects marketability of lettuce. The disease has been managed with a combination of host resistance and fungicide
applications with mixed success over the years. Fungicide applications are routinely applied under the assumption that inoculum is always present during
favorable environmental condition. This approach could lead to fungicide resistance in B. lactucae populations. Detection and quantification of airborne
B. lactucae near lettuce crops may lead to a more judicious timing of fungicide applications. For specific detection of B. lactucae, we designed a qPCR
assay based on a target sequence in B. lactucae mitochondrial DNA. PCR tests using DNA from 83 geographically diverse isolates, representing 14
Bremia spp., and amplicon sequencing confirmed that the primers developed for the TaqMan assays are species-specific and only amplify template from
B. lactucae. Cq values >35 were considered as nonspecific but a single sporangium could be detected at a Cq of 34. The correlation (R2) for regression
between sporangial density derived from flow cytometry and Cq values derived from the qPCR was 0.86. The assay was deployed using spore traps in
the Salinas Valley, where nearly half the US lettuce is produced. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. We aim to study the function of CsLOB1 and identify the putative downstream target genes of CsLOB1. To observe the
physiological effect by suppressing CsLOB1 expression, a Citrus Tristeza Virus-based RNAi vector, engineered with truncated anti-sense CsLOB1, was
constructed for Virus-induced Gene Silencing (VIGS). Suppression of CsLOB1 via VIGS caused decreased stem diameter and retarded plant growth. To
further confirm this result, Agrobacterium-mediated transient gene expression method is being used to reveal the CsLOB1 function during pustule
formation post Xcc infection on citrus leave using small hairpin (shRNA) and artificial microRNA methods. Meanwhile, Dexamethasone-inducible
CsLOB1 over-expression transgenic plants were constructed to identify the putative downstream genes of CsLOB1. Trapping conidia spores of Podosphaera aphanis in high tunnels and field strawberry plots
R. ONOFRE (1), D. Gadoury (2), N. Dufault (1), N. Peres (1)
(1) University of Florida, U.S.A.; (2) Cornell University, U.S.A. Strawberry Powdery Mildew (SPM) caused by Podosphaera aphanis can be severe on susceptible cultivars, especially in tunnel and glasshouse
production. Epidemics of SPM are largely driven by intense sporulation and conidia dispersal, which are two highly relevant factors for management
strategies. The objective of this study was to evaluate SPM aerial conidia spore concentrations in plastic tunnel and field environments of Florida. A 7-
day recording volumetric spore trap was installed in both the field and high tunnel plots during the 2015-16 growing season. Airborne conidial dose at
each site was recorded hourly for 5 weeks, as was temperature, relative humidity, leaf wetness and rainfall. In both plots, spore counts followed a diurnal
pattern, with a peak in aerial concentrations between 10 am and 2 pm. Cumulative airborne dose in the tunnel (1488 spores/m3) was notably higher than
in the field (82 spores/m3). Several coincident factors likely contribute to the airborne dose in tunnel growing systems, including an inherently more
favorable environment for sporulation and infection, and subsequent increased disease severity. However, factors such as residence time of conidia S4.21 within the system after becoming airborne, and effects of visible light and UV radiation on inoculum production and dispersal may also contribute to
higher inoculum dose. Further work is being conducted to explore the effects of various environmental factors on conidia production and dispersal. within the system after becoming airborne, and effects of visible light and UV radiation on inoculum production and dispersal may also contribute to
higher inoculum dose. Plant pathogens were collected over Florida up to 3500 m by a wing-mounted dust collection system called DART (Dust Atmospheric Recovery
Technology)
A SCHUERGER (1) B T
h (2) T E
(3) J P l i (4) A. SCHUERGER (1), B. Tench (2), T. Emmons (3), J. Palaia (4)
(1) University of Florida, U.S.A.; (2) Dept. of Plant Pathology, University of Florida, U.S.A.; (3) Dept. of Engineering, Univ. of Central Florida, U.S.A.;
(4) 4Frontiers Corporation, U.S.A. A. SCHUERGER (1), B. Tench (2), T. Emmons (3), J. Palaia (4)
(1) University of Florida, U.S.A.; (2) Dept. of Plant Pathology, University of Florida, U.S.A.; (3) Dept. of Engineering, Univ. of Central Florida, U.S.A.;
(4) 4Frontiers Corporation, U.S.A. Asian dust plumes deliver up to 64 million tonnes of dust over the NW of the USA, and African dust storms deliver over 50 million tonnes of dust over
Florida each year. Recent studies have demonstrated that plant pathogens associated with Asian and African aerosols can be transported to the USA in
naturally occurring dust storms. In order to initiate a long-term monitoring program of plant pathogens in Asian and African dust plumes, we have
developed a dust collection system called DART (Dust Atmospheric Recovery Technology). The DART dust sampler was mounted on a F104
Starfighter jet and separately on a T6 Texan propeller driven airplane and test flown over FL in 2013-2014. The DART system utilizes a high-volume
pump to pass air through 4 separate filtration units where both aerosols and microbial cells are captured. Flow rates through filters are directly correlated
to increased air speed, and are inversely correlated to increased altitude. The DART dust sampler has performed nominally up to 7600 m, 0.92 Mach, and
3.5 +G’s. During initial test flights in 2013 and 2014, fungi recovered from the lower troposphere over FL (up to 3500 m) contained plant pathogens
including species in the genera: Acremonium, Aspergillus, Cladosporium, Curvularia, and Fusarium. Numbers of recovered fungi, but not bacteria,
increased significantly when 5 or 10 µm filters were used in the DART system compared to filter pore sizes ≤ 2 µm. Validation of the CDM ipmPIPE Forecasting System: Relating Aerial Transport of Pathogen Spores to Outbreaks of Cucurbit Downy Mildew
K. NEUFELD (1), A. Keinath (2), B. Dutta (3), B. Gugino (4), D. Langston (5), M. Lewis Ivey (6), M. McGrath (7), S. Miller (8), E. Sikora (9), P. Ojiambo (1) Validation of the CDM ipmPIPE Forecasting System: Relating Aerial Transport of Pathogen Spores to Outbreaks of Cucurbit Downy Mildew
K. NEUFELD (1), A. Keinath (2), B. Dutta (3), B. Gugino (4), D. Langston (5), M. Lewis Ivey (6), M. Rapid LAMP diagnostics for detection and disease alerts of Phytophthora infestans
J. RISTAINO (1), A. Saville (1), R. Guenter (1), C. Lagaly (1), D. Cooper (2)
(1) North Carolina State University, U.S.A.; (2) Mobile Assay, U.S.A. Timing of primary inoculum release by Monilinia vaccinii-corymbosi infecting blueberries in the US Pacific Northwest
D. HARTEVELD (1), T. Peever (2), J. Pscheidt (3)
(1) Washington State University U S A ; (2) Washington State University U S A ; (3) Oregon State University U S A Timing of primary inoculum release by Monilinia vaccinii-corymbosi infecting blueberries in the US Pacific Northwest
D. HARTEVELD (1), T. Peever (2), J. Pscheidt (3)
(1) Washington State University, U.S.A.; (2) Washington State University, U.S.A.; (3) Oregon State University, U.S.A. D. HARTEVELD (1), T. Peever (2), J. Pscheidt (3)
(1) Washington State University, U.S.A.; (2) Washington State University, U.S.A.; (3) Oregon State University, U.S.A. Washington State University, U.S.A.; (2) Washington State University, U.S.A.; (3) Oregon State University, U.S.A. Mummy berry, caused by Monilinia vaccinii-corymbosi, infects highbush blueberry (Vaccinium corymbosum) and causes severe economic losses in the
Pacific Northwest (PNW). Control is mainly based on calendar-based fungicide sprays. The primary inoculum source is ascospores produced from
apothecia that develop on mummified berries, or pseudosclerotia, that overwinter on the soil surface. Timing of apothecial development and ascospore
release varies among locations and seasons, and differences in environmental factors may be why control programs are not always effective. This study
aimed to identify environmental factors involved in the timing of primary inoculum release in the PNW, and develop a predictive model for ascospore
release. Apothecial development was monitored in a severely affected field from 2008-2013 in Corvallis, Oregon and in two fields in northwestern
Washington during the 2015 season. Data for eleven environmental factors was obtained from in-field weather stations and Washington State
University’s AgWeatherNet. Soil temperature, solar radiation and precipitation were the most significant factors influencing apothecial development
demonstrated by a generalized linear model regression analysis. A forecasting model developed to predict primary inoculum release is being validated
for PNW locations during the 2016 season. Outcomes of this research will improve the timing of disease management practices and overall control of
mummy berry in the PNW. ( )
( )
( )
( )
(1) Colorado State University, U.S.A.; (2) International Rice Research Institute, Philippines; (3) Colorado State University, U.S.A. The sensitivity of the B. lactucae-specific assay enabled detection of the pathogen
within the two-week lettuce free period, and indicated that the assay can be useful for predicting inoculum load for timing of fungicide applications. Timing of primary inoculum release by Monilinia vaccinii-corymbosi infecting blueberries in the US Pacific Northwes
D. HARTEVELD (1), T. Peever (2), J. Pscheidt (3)
(1) Washington State University U S A ; (2) Washington State University U S A ; (3) Oregon State University U S A Plant pathogens were collected over Florida up to 3500 m by a wing-mounted dust collection system called DART (Dust Atmospheric Recovery
Technology)
A SCHUERGER (1) B T
h (2) T E
(3) J P l i (4) McGrath (7), S. Miller (8), E. Sikora (9), P. (1) Department of Plant Pathology, North Carolina State University, Raleigh, NC, U.S.A.; (2) Clemson University, Charleston, SC, U.S.A.; (3)
Department of Plant Pathology, University of Georgia, Tifton, GA, U.S.A.; (4) Department of Plant Pathology and Environmental Microbiology,
Pennsylvania State University, University Park, PA, U.S.A.; (5) Virginia Polytechnic Institute and State University, Suffolk, VA, U.S.A.; (6) Department
of Plant Pathology and Crop Physiology, Louisiana State University, Baton Rouge, LA, U.S.A.; (7) Plant Pathology and Plant-Microbe Biology, SIPS,
Cornell University, Riverhead, NY, U.S.A.; (8) Department of Plant Pathology, Ohio State University, Wooster, OH, U.S.A.; (9) Department of
Entomology and Plant Pathology, Auburn University, Auburn University, AL, U.S.A. Cucurbit downy mildew (CDM) caused by Pseudoperonospora cubensis is considered the most damaging disease of cucurbitaceous crops worldwide. Sporangia produced by the pathogen are carried by wind currents and deposited on host plants following rain events. The CDM ipmPIPE forecasting
system integrates data on current disease outbreaks and trajectories of sporangia transport from source fields to forecast the risk of new disease outbreaks
in the eastern United States. The forecasting system was validated by relating the predicted risks of disease outbreak to the presence or absence of
sporangia after a rain event and the onset of disease symptoms in the field. Rainwater samples from eight states, AL, GA, LA, NC, NY, OH, PA, and SC
were collected from planting to the first report of disease during the 2013 to 2015 seasons. The presence of sporangia was then analyzed using primers
specific to the pathogen. The pathogen was detected in 4-30% of the 203 samples collected from 2013 to 2015. Presence of sporangia in rainwater
samples correctly classified disease onset in 67%, 81% and 78% of the cases, while the forecasting system correctly predicted disease onset in 75%, 85%
and 60% of the cases in 2013, 2014 and 2015, respectively. Predictions from the forecasting system and presence of sporangia in rainwater samples were
in agreement in 60-87% of the cases analyzed except in 2015 when presence of sporangia in rainwater samples were detected infrequently. S4.22 Phytophthora infestans, causal agent of the Irish potato famine, is a threat to food security globally and an important pathogen in the US on tomato and
potato. Plant pathogens were collected over Florida up to 3500 m by a wing-mounted dust collection system called DART (Dust Atmospheric Recovery
Technology)
A SCHUERGER (1) B T
h (2) T E
(3) J P l i (4) In 2009, late blight epidemics in the eastern US were the worst in modern history due to widespread inoculum distribution from infected tomato
transplants and favorable weather. That year the US-22 lineage was identified as the dominant lineage. USABlight (www.usablight.org) was launched in
2011 to improve disease detection and communication between researchers, growers, the industry, and the public about late blight. A total of 1094 late
blight reports were recorded between 2011-2015. Of these, 64% were from tomato and a third primarily in the NE US. A shift in the dominant clonal
lineage from mefenoxam sensitive US-22 to US-23 occurred and 82% of genotyped strains were US-23. Disease outbreaks begin each year in Florida
winter tomatoes. Spread through movement of tomato fruit is suspected. We developed a loop-mediated isothermal amplification (LAMP) assay specific
for detection of P. infestans. The assay can be run in the field at 65C, needs no thermocycling, and can detect 100-10 pg/ul of pathogen DNA. A
prototype mobile reader developed by Mobile Assay has been used for in-field detection using a SYBR green stain and hand-held tablet. This mobile
reader and LAMP assay is being tested in both the US and East Africa to improve pathogen detection and will be used to develop an Afriblight tracking
database. LAMP lights the way: Early detection of airborne inoculum of Magnaporthe oryzae in turfgrass fields
F. PEDUTO HAND (1), F. Peduto Hand (1), C. Villari (1), W. Mahaffee (2), T. Mitchell (1)
(1) The Ohio State University, U.S.A.; (2) USDA-ARS, U.S.A. A host-specialized form of Magnaporthe oryzae (Lolium pathotype, MoL) is the causal agent of Grey Leaf Spot (GLS), a detrimental disease of
perennial ryegrass. Early diagnosis of this disease is crucial for making timely management decisions. A pathogen-specific quantitative loop-mediated
isothermal amplification (LAMP) assay, that is able to detect as low as 25 spores of the pathogen, was developed in our laboratory to monitor GLS
airborne inoculum. To assess the suitability of the method for field use, two perennial ryegrass plots were artificially inoculated with pathogen-infested
dried grass clippings at The Ohio State University Turfgrass Research Center in the summer of 2015, and five continuously running custom impaction
spore traps were placed in each plot. Sampling units were replaced daily and tested with the developed qLAMP assay while plots were monitored for
symptom development. Detection of the select agent Rathayibacter toxicus using recombinase polymerase amplification coupled with a lateral flow device
M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Stack (5) ct agent Rathayibacter toxicus using recombinase polymerase amplification coupled with a lateral flow device
ot (2), R. Mann (3), B. Rodoni (4), J. Stack (5) Detection of the select agent Rathayibacter toxicus using recombinase polymerase amplification coupled with a lateral flow device
M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Stack (5)
(1) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A.; (2) Department of Plant Pathology, Kansas State University,
Manhattan, KS, Australia; (3) Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Manhattan, KS, U.S.A.; (4)
Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Bundoora, Australia; (5) Department of Plant Pathology,
Kansas State University, Australia (1) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A.; (2) Department of Plant Pathology, Kansas State University,
Manhattan, KS, Australia; (3) Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Manhattan, KS, U.S.A.; (4)
Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Bundoora, Australia; (5) Department of Plant Pathology,
Kansas State University, Australia Rathayibacter toxicus is a gram-positive plant pathogen responsible for a lethal disease of livestock in Australia. An easy, sensitive in-field detection
method would enhance capabilities for port of entry inspections and biosecurity surveillance surveys of annual ryegrass (Lolium rigidum) hay and seed. Recombinase polymerase amplification (RPA) is a fast and sensitive isothermal DNA amplification and detection technology. Long forward and reverse
primers (32 bp) and a long probe (49 bp) labelled with FAM were designed using gene involved in toxin production. TwistDX kit was used to amplify
the target DNA (at ~37°C) and a lateral flow device used to visualize the amplified products. RPA primers and probes targeting the ITS region of the
host genomes were designed for use as internal controls, to enhance the reliability and accuracy of the assays. RPA assays were tested against inclusivity
and exclusivity panels for high specificity and accuracy. In-field validation in South Australia confirmed the efficiency and sensitivity of the RPA assays;
detected the R. toxicus from infected samples. The proposed RPA method will enhance diagnostics, surveillance, disease management, and in-field
biosecurity decisions. Development of a rapid AmplifyRP Acceler8 test for grapevine red blotch-associated virus in grapevines
R. LI (1), M. Fuchs (2), K. Perry (3), T. Mekuria (4), S. Detection of the select agent Rathayibacter toxicus using recombinase polymerase amplification coupled with a lateral flow device
M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Stack (5) Zhang (1)
(1) Agdia Inc., U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell University, U.S.A.; (4) Vintage Nurseries, U.S.A Grapevine red blotch-associated virus (GRBaV) is of unprecedented concern to the grape industry since its discovery in 2011. A rapid, reliable, sensitive,
and user-friendly test is needed to quickly identify GRBaV-infected grapevines and facilitate their timely removal from vineyards. An AmplifyRP
Acceler8 detection kit was developed for GRBaV for use both in laboratories and vineyards. The test is performed in a disposable detection chamber for
20 minutes using crude grapevine extracts. The test specifically detects up to 11 copies of GRBaV genomic DNA in a matrix of healthy crude extract. The test has no cross reactivity to host plant tissues and grapevine-infecting pathogens including arabis mosaic virus (ArMV), grapevine fanleaf virus
(GFLV), grapevine leafroll-associated virus 1 (GLRaV-1), grapevine leafroll-associated virus 2 (GLRaV-2), grapevine leafroll-associated virus 3
(GLRaV-3), grapevine leafroll-associated virus 4 strain 5 (GLRaV-4 strain 5), grapevine fleck virus (GFkV), tomato ringspot virus (ToRSV), tobacco
ringspot virus (TRSV), Xylella fastidiosa, and Botrytis cinerea. The pellets contain all the necessary reaction components and are stable for a long period
of storage even at 37°C. The test has been validated using both viral DNA and crude plant extracts as templates. An Integrated Microfluidic Device for Rapid Plum Pox Virus Enrichment and Detection
S. ZHENG (1), Y. Yeh (1), V. Mavrodieva (2), W. Zhang (1), Z. Liu (2)
(1) The Pennsylvania State University, U.S.A.; (2) USDA, APHIS, PPQ, CPHST-Beltsville Laboratory, U.S.A. Rapid and sensitive detection is highly desirable for plant viral pathogens. However, plant samples with low virus concentrations pose significant
challenges for early detection. We present a miniature disposable device, carbon nanotube size tunable enrichment microdevice (CNT-STEM), that is
capable of rapidly concentrating and purifying plum pox virus (PPV) from leaf tissues. This microdevice enriches PPV in the sample by employing
physical size-based exclusion. The device consists of patterned carbon nanotube (CNT) arrays and a microfluidics channel made of polydimethylsiloxane
(PDMS). The microdevice captures PPV from homogenized leaf samples inside the CNT nanostructure while most of the host contaminants are
removed. After elution, the PPV enriched sample is subjected to real-time RT-PCR. The procedure takes less than 2 hours, significantly faster than
standard immunocapture virus enrichment procedure. Detection of the select agent Rathayibacter toxicus using recombinase polymerase amplification coupled with a lateral flow device
M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Stack (5) The results showed that the microdevice increased analytical sensitivity of PPV real-time RT-PCR
by up to 100 fold compared with the current USDA standard immunocapture sample preparation method. The microdevice could enable early detection
of PPV by enriching virus particles directly from plant samples. The technology can also serve as a platform for enrichment of other plant viral
pathogens. Plant pathogens were collected over Florida up to 3500 m by a wing-mounted dust collection system called DART (Dust Atmospheric Recovery
Technology)
A SCHUERGER (1) B T
h (2) T E
(3) J P l i (4) Results confirmed that the qLAMP assay-trap system was able to detect the pathogen’s inoculum up to two weeks before
symptoms developed in the field. The implementation of this assay by practitioners has the potential to be a useful decision support tool to guide
initiation and timing of fungicide applications for GLS management. Aspergillus communities contaminating red chilies with aflatoxins
P. SINGH (1), P. Cotty (1)
(1) University of Arizona, U.S.A. Cotty (4)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Nampula, Mozambique; (3) International
Institute of Tropical Agriculture (IITA), Ibadan, Nigeria; (4) Agricultural Research Service, USDA and School of Plant Sciences, University of Arizona,
Tucson, AZ, U.S.A. ty of the Aspergillus section Flavi S morphotype in Mozam Diversity of the Aspergillus section Flavi S morphotype in Mozambique
L. ARONE (1), J. Augusto (2), R. Bandyopadhyay (3), P. Cotty (4)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Nampula, Mozambique; (3) International
Institute of Tropical Agriculture (IITA), Ibadan, Nigeria; (4) Agricultural Research Service, USDA and School of Plant Sciences, University of Arizona,
Tucson, AZ, U.S.A. Aflatoxins are potent mycotoxins that contaminate foods and feeds worldwide. These cancer causing toxins also impair development and suppress
immune systems. In Mozambique rejection of groundnuts from export markets and high prevalence of liver cancer are linked to aflatoxins. To improve
understanding of contamination in Mozambique, aflatoxin producers were compared with known causal agents from other regions. Since, Aspergillus
section Flavi isolates with S morphology are linked to severe contamination in North America and East Africa, relationships of S morphology aflatoxin
producers to previously described fungi were characterized. Partial sequences of aflatoxin transcription factor (aflR, 2.1 kb) and nitrate reductase (niaD,
2.1 kb) genes were compared among S isolates from Mozambique, Kenya, Benin, and USA. Phylogenetic analyses sorted 200 S isolates from
Mozambique into four clades. Isolates in the first clade produced only B aflatoxins and were closely related to fungi previously associated with lethal
aflatoxicosis in Kenya. The other three clades produce both B&G aflatoxins. One of these contained A. minisclerotigenes and another was sister to the
Kenya isolates. The third B&G clade is divergent from but most closely related to both the NRRL isolate A-11612 and fungi from West Africa belonging
to an unnamed taxon referred to as SBG. Fungi in all four clades produce high aflatoxin concentrations and are potentially important causes of crop
contamination. RNAseq analysis reveals oxidative stress responses of Aspergillus flavus are related to stress tolerance and aflatoxin production
J. FOUNTAIN (1), P. Bajaj (2), L. Yang (3), M. Pandey (2), S. Nayak (2), V. Kumar (2), A. Jayale (2), A. Chitikineni (2), S. Chen (4), R. Lee (3), B. Scully (5), R. Kemerait (3), R. Varshney (2), B. Exploration of biofilm formation and its potential link to virulence in the Goss’s wilt pathogen Clavibacter michiganensis subspecies
nebraskensis
M. BOTTI-MARINO (1), M. Botti-Marino (1), J. Jacobs (1), M. Chilvers (1), G. Sundin (1)
(1) Michigan State University, U.S.A. Aspergillus communities contaminating red chilies with aflatoxins
P. SINGH (1), P. Cotty (1)
(1) University of Arizona, U.S.A. Aspergillus communities contaminating red chilies with aflatoxins
P. SINGH (1), P. Cotty (1)
(1) University of Arizona, U.S.A. Aflatoxins are carcinogenic, immunosuppressive metabolites that cause health concerns across the globe. Several Aspergilli have been implicated in
aflatoxin contamination events with some aflatoxin-producers associated with specific crops. Red chilies (Capsicum spp.) are produced in warm regions
that favor aflatoxin producers. Aflatoxin in red chilies may result in market loss and even crop destruction. In order to gain insight into causal agents of
aflatoxin contamination of red chilies, naturally contaminated chilies from markets in Nigeria and the US were examined. The A. flavus L morphotype S4.23 was the most frequently isolated member of Aspergillus section Flavi (89%). Fungi with S strain morphology were also detected in chilies from both
countries (10%). Multi-gene phylogenetic analyses of partial gene sequences for nitrate reductase (niaD, 2.1 kb) and aflatoxin pathway transcription
factor (aflR, 1.8 kb) resolved S morphotype fungi into three distinct clades. Fungi that produced only B aflatoxins formed a single clade with reference A. flavus regardless of L or S morphology. All S morphotype fungi from chilies purchased in Nigeria produced both B and G aflatoxins and were assigned
to either A. minisclerotigenes or the previously described unnamed taxon SBG on the basis of phylogenetic affinities; over 60% of these fungi were
assigned to A. minisclerotigenes. The results suggest the etiology of aflatoxin contamination of chili is complex and may vary with region. was the most frequently isolated member of Aspergillus section Flavi (89%). Fungi with S strain morphology were also detected in chilies from both
countries (10%). Multi-gene phylogenetic analyses of partial gene sequences for nitrate reductase (niaD, 2.1 kb) and aflatoxin pathway transcription
factor (aflR, 1.8 kb) resolved S morphotype fungi into three distinct clades. Fungi that produced only B aflatoxins formed a single clade with reference A. flavus regardless of L or S morphology. All S morphotype fungi from chilies purchased in Nigeria produced both B and G aflatoxins and were assigned
to either A. minisclerotigenes or the previously described unnamed taxon SBG on the basis of phylogenetic affinities; over 60% of these fungi were
assigned to A. minisclerotigenes. The results suggest the etiology of aflatoxin contamination of chili is complex and may vary with region. Diversity of the Aspergillus section Flavi S morphotype in Mozambique
L. ARONE (1), J. Augusto (2), R. Bandyopadhyay (3), P. Aspergillus communities contaminating red chilies with aflatoxins
P. SINGH (1), P. Cotty (1)
(1) University of Arizona, U.S.A. Guo (5)
(1) University of Georgia, Tifton, GA, U.S.A.; (2) International Crop Research Institute for the Semi-Arid Tropics (ICRISAT), India; (3) University of
Georgia, U.S.A.; (4) University of Florida, U.S.A.; (5) USDA-ARS, U.S.A. Aflatoxin contamination by Aspergillus flavus is exacerbated by drought stress in the field. Given that reactive oxygen species (ROS) both accumulate in
plant tissues during drought and can stimulate aflatoxin production in vitro, we examined the responses of toxigenic isolates of A. flavus to oxidative
stress focusing on secondary metabolite production using whole transcriptome sequencing. We examined two high toxin producing isolates, Tox4 and
AF13, and one moderate producer, NRRL3357, in aflatoxin conducive yeast extract sucrose medium amended with various levels of H2O2. The high
producers exhibited fewer differentially expressed genes (DEGs) than the moderate producer in response to increasing stress. Altered aminobenzoate
degradation expression along with altered conidiation and growth also suggests reduced developmental rates in the isolates caused by oxidative stress. Aflatoxin genes were upregulated in response to increasing stress along with genes encoding aflatrem and kojic acid biosynthesis. Additional changes in
primary metabolic genes also indicates adaptations to increasing stress. Given that the number and diversity of DEGs observed correlated with
previously observed aflatoxin production and oxidative stress tolerance for each isolate, these data suggest that secondary metabolite production is
involved in A. flavus oxidative responses. Continuing proteomic analyses using gel and iTRAQ methods are underway to confirm the transcriptome
results. Hypoxia tolerance as a factor in Aspergillus flavus invasion and toxin contamination of developing maize seeds
S. Chalivendra (1), C. DeRobertis (2), K. Damann (1)
(1) Louisana State University, U.S.A.; (2) Louisiana State University, U.S.A. Hypoxia tolerance as a factor in Aspergillus flavus invasion and toxin contamination of developing maize seeds
S. Chalivendra (1), C. DeRobertis (2), K. Damann (1)
1) Louisana State University, U.S.A.; (2) Louisiana State University, U.S.A. Aspergillus flavus predominantly colonizes the embryo and peripheral tissues (e.g., pericarp and the aleurone layer) of maize seeds but shows limited or
late invasion of the endosperm. This pattern correlates with the O2 levels in seed tissues and is suggestive of a role for hypoxia tolerance in the successful
invasion of the fungus in seeds. This proposal was tested by comparing A. flavus isolate responses to O2 deprivation in vitro with those in field inoculated
seeds. Hypoxia (3 to 5% O2) allowed conidial germination but retarded radial growth and inhibited conidial and sclerotial development. Anoxia imposed
suspended animation in most isolates. Growth differences among isolates correlated with biomass differences in infected kernels. Gene expression
studies showed that canonical hypoxia genes (e.g., pdc1) were induced, while key development genes (e.g., brlA) were strongly suppressed by O2
deprivation. Aflatoxin (AF) levels were relatively high in inoculated kernels, although O2 deprivation in vitro decreased AF content in most isolates. Oleic acid addition to the growth medium enhanced toxin levels under hypoxia, consistent with high AF levels observed in seed. Isolate differences in
growth, sporulation, gene expression and AF accumulation patterns correlated with their responses during seed colonization, implicating hypoxia
tolerance as a key virulence factor in A. flavus. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f Management of the disease is difficult, and little is known about the interaction of the causal bacterium Clavibacter michiganensis subsp. nebraskensis (Cmn) with its host. Bacterial cells are known to form simple to complex aggregations, termed biofilms, on biotic and abiotic surfaces, and
biofilm formation contributes to the virulence of several plant pathogenic bacteria. We examined the occurrence of biofilm formation in Cmn, and the
potential linkage of this phenotype to virulence. A total of 19 Cmn strains were screened for biofilm formation using two in vitro methods, quantification
of biofilm formation on glass coverslips and scanning electron microscopy evaluation of biofilms produced on gold mesh grids. These strains were
screened for virulence using stab and cut inoculation techniques on Goss’s wilt-susceptible corn hybrids and rated for disease symptoms 10 dpi. Results
from these assays indicated variation in biofilm formation ability among strains. There did not appear to be a correlation between biofilm formation and
virulence of the pathogen, suggesting that biofilm formation may play other roles in Cmn ecology. The negative regulatory function of tepR for the virulence of Burkholderia glumae in rice is exerted via the quorum-sensing master regulator
gene qsmR
J. HAM (1), J. Peng (1)
(1) Louisiana State University Agricultural Center U S A The negative regulatory function of tepR for the virulence of Burkholderia glumae in rice is exerted via the quorum-se
gene qsmR The negative regulatory function of tepR for the virulence of Burkholderia glumae in rice is exerted via the quorum-sensing master regulator
gene qsmR
J HAM (1) J P
(1) ( )
g ( )
(1) Louisiana State University Agricultural Center, U.S.A. Burkholderia glumae causes bacterial panicle blight of rice, which is a globally emerging rice disease. The quorum-sensing system mediated by tofI and
tofR plays a key role in the regulation of major virulence factors, such as toxoflavin (a phytotoxin), lipase and flagella. tepR, a newly found regulatory
gene of B. glumae, negatively regulates multiple virulence factors including toxoflavin, lipase and exoprotease. In this study, a comparative RNA-seq
analysis and a series of genetic research were performed to characterize the global regulatory function of tepR in B. glumae. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f ship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
KU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4) Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Virginia Tech TAREC, U.S.A.; (2) Virginia Tech Tidewater AREC, U.S.A.; (3) University of Delaware, U.S.A., (4) University of Mary
Park, MD, U.S.A. (1) Virginia Tech TAREC, U.S.A.; (2) Virginia Tech Tidewater AREC, U.S.A.; (3) University of Delaware, U.S.A., (4) University of Maryland, College
Park, MD, U.S.A. Invasive brown marmorated stink bug (BMSB) feeding damages a variety of crops including field corn. In 2013, a survey of BMSB-infested corn fields
in VA indicated BMSB damage is correlated with fumonisin contamination. The objective of the current study was to quantify the relationship between
BMSB injury and fumonisin contamination in field corn. Field trials were conducted in DE, MD, and VA in 2015. Ears were covered with mesh bags at
tasseling to prevent insect damage. BMSB treatments were 0 or 4 adults applied to bagged ears, and Fusarium treatments were water or a spore
suspension of F. verticillioides applied to ears at the R3 growth stage. Treatments were arranged in a randomized complete block factorial design. At
maturity, ears were harvested and stink bug damage, Fusarium infection, and fumonisin concentrations were assessed. Stink bug damage and Fusarium
infection were significantly different among locations, but there was not a location by treatment interaction. Treatments with BMSB had more damaged
kernels compared to those without BMSB. Both BMSB and Fusarium treatments increased Fusarium infection of kernels. However, only the BMSB
treatment influenced fumonisin concentrations. Results suggest BMSB increases Fusarium infection and fumonisin contamination in field corn. Further
studies are needed to understand mechanisms by which BMSB increases fumonisins, and to develop management strategies to mitigate impacts of
BMSB on field corn in the region. Exploration of biofilm formation and its potential link to virulence in the Goss’s wilt path
nebraskensis
M. BOTTI-MARINO (1), M. Botti-Marino (1), J. Jacobs (1), M. Chilvers (1), G. Sundin (1)
(1) Michigan State University, U.S.A. S4.24 Goss’s wilt is a bacterial disease of corn that has re-emerged in the Corn Belt of the United States since 2006 and can cause up to 50% yield loss in
extreme cases. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f Rodoni (2), S. Liu (1), J. Stack (1)
(1) Department of Plant Pathology, Kansas State University, U.S.A.; (2) Department of Economic Development, Jobs, Transport and Resources, Latrobe
University, Australia Annual ryegrass toxicity (ARGT) is an often fatal disease of livestock caused by Rathayibacter toxicus, a toxin producing, nematode-vectored (Anguina
funesta) gram positive bacterium. R. toxicus is believed indigenous to Australia (mainly in Western Australia and South Australia) but is also present in
South Africa. Complete genome information increases our understanding of the biology of R. toxicus. A complete genome of R. toxicus isolate
WAC3373 (population RT-III from Western Australia) was obtained through de novo assembly (HGAP3 assembly pipeline: Hierarchical Genome
Assembly Process) using PacBio sequences. The finished assembly revealed one chromosome of 2,346,032 bp length (no plasmid) with a mean coverage
of 99X. The GC content was 61.5%. Annotation projected a total of 2277 genes, including 2221 coding sequences (CDS) of which 1601 genes were
assigned a putative function and 620 designated as hypothetical proteins. A total of 1331 genes were assigned to COG function categories. The total
number of RNA genes were 51 including, 45 tRNA CDS and 6 rRNA CDS (LSU rRNA, SSU rRNA and 5S rRNA were 3117-, 1486- and 121-bp in
length, respectively). Genome analyses will provide a better understanding of the genetic constitution of this high consequence bacterium. Unique
regions of the genomes were identified to develop effective diagnostic tools for plant biosecurity applications. Effect of biofertilizer applications on bacterial communities in the rhizosphere of citrus affected by huanglongbing
J. LI (1), Y. Zhang (2), L. Li (3), U. Handique (2), N. Wang (3)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) University of Florida, U.S.A. Biofertilizer is increasingly used to maintain the health and productivity of citrus trees affected by huanglongbing (HLB) in Florida. Although the
practice is of controversy regarding effectiveness, little is known about its non-target effects in the environment. We investigated the impact of soil
application of bacterial biofertilizer agents (BFA) on rhizosphere microbial communities of HLB diseased citrus trees. Soil samples were collected at one
week before applying BFA and 14 months after the first application respectively. Bacterial communities were profiled by high-throughput sequencing of
16S rDNA V3-V4 hypervariable region. Comparison of taxonomic communities only revealed marginal changes after application of BFA. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f The RNA-seq analysis
revealed that none of the known regulatory genes required for toxoflavin production (tofI, tofM, tofR, toxJ, and toxR) was differentially expressed
between the wild type (336gr-1) and its ΔtepR derivative (LSUPB401), while the structural genes for the toxoflavin biosynthesis and transport were more
highly expressed in the ΔtepR background. Similar results were also obtained from quantitative reverse transcription PCR experiments, which validated
the RNA-seq analysis. Likewise, expression of tepR was not affected by the tofI/tofR-mediated quorum sensing system. Interestingly, qsmR, a key
regulatory factor for flagellum biogenesis, was found to be upregulated in the ΔtepR strain and essential for both toxoflavin production and exoprotease
activity. These results suggest that tepR exerts its regulatory functions on toxoflavin and exoprotease through qsmR in this pathogen. Research on Bacterial Endophytes at the Institute for Advanced Learning and Research
C. MEI (1), R. Chretien (2), J. Carey (2), Y. He (2), S. Kadali (2), S. Lowman (2)
(1) Institute for Advanced Learning and Research, U.S.A.; (2) Institute for Advanced Learning and Research, U.S.A. Bacterial endophytes live inside plants and represent a largely unexplored resource for enhancing sustainable agricultural production. They are also
recognized as an untapped reservoir of novel natural products. We have demonstrated significant growth promotion of the bioenergy crop switchgrass by
bacterial endophytes (Burkholderia phytofirmans PsJN and Panteoa agglomerans PaKM) under in vitro, growth chamber and greenhouse, as well as
field conditions, particularly in low fertility soil. Currently, we have established a library of 225 bacterial endophytes isolated from various environments
and characterized their abilities in N fixation, P solubilization and auxin production, as well as ACC deaminase activities. Many endophytes exhibited
one or several of these plant beneficial traits. In the agricultural sector, researchers are exploring growth enhancement and disease resistance of crops
important to the region such as tobacco, grapevine and tall fescue and testing both individual microbes and consortia for possible applications. In the
environmental sector, scientists are using switchgrass and bacterial endophytes able to breakdown toxic organic compounds to remediate polychlorinated
biphenyls (PCBs) in a contaminated waste water overflow pond and also to reduce PCBs in storm water. In the natural product sector, researchers are
searching for unique natural products with wide-ranging applications as antibiotics, antivirals and anticancer agents. Genome analysis of Rathayibacter toxicus strain WAC3373 from Western Australia: Sequencing, assembly and annotation
M. ARIF (1), G. Busot (1), R. Mann (2), B. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f Thus, FT-antibody fusion protein can be expressed in citrus without
deleterious effects on plant development. However, the highest expressing line exhibited precocious flowering and fruit set, presumably due to the
bloom-inducing activity of the FT domain. This suggests that sufficiently high FT-scFv expression triggers flowering, which could be useful in
developing rapid-flowering citrus lines to expedite breeding. The HLB resistance status of the FT-scFv grapefruit lines is now being determined. mically defined medium XF-26 for in-vitro cultivation of Xylella fastidiosa and Xylella taiwanensis isolated in Taiwan
arma (1), S. Hsu (1), C. Su (2), C. Chang (3), Y. Tseng (1), F. Jan (1) Modification of chemically defined medium XF-26 for in-vitro cultivation of Xylella fastidiosa and Xylella taiwanensis isolated in Taiwan
W. DENG (1), N. Sharma (1), S. Hsu (1), C. Su (2), C. Chang (3), Y. Tseng (1), F. Jan (1)
(1) National Chung Hsing University, Taiwan; (2) Taiwan Agricultural Chemicals and Toxic Substances Research Institute, Taiwan; (3) University of
Georgia, U.S.A. Modification of chemically defined medium XF-26 for in-vitro cultivation of Xylella fastidiosa and Xylella taiwanensis isolated in Taiwan
W. DENG (1), N. Sharma (1), S. Hsu (1), C. Su (2), C. Chang (3), Y. Tseng (1), F. Jan (1)
(1) National Chung Hsing University, Taiwan; (2) Taiwan Agricultural Chemicals and Toxic Substances Research Institute, Taiwan; (3) University of
Georgia, U.S.A. ( ),
( ),
( ),
( ),
g ( ),
g ( ),
( )
(1) National Chung Hsing University, Taiwan; (2) Taiwan Agricultural Chemicals and Toxic Substances Research Institute, Taiwan; (3) University of
Georgia, U.S.A. (1) National Chung Hsing University, Taiwan; (2) Taiwan Agricultural Chemicals and Toxic Substances Research Institute, Taiwan; (3) University of
Georgia, U.S.A. Strains of Xylella fastidiosa (PD) and X. taiwanensis (PLS) are plant pathogenic bacteria that were respectively isolated from grapevine and pear tree in
Taiwan. The bacteria are nutritionally fastidious and require a complex nutrient for ex-planta growth. The Taiwan Xylella PD and PLS strains can grow
on PD2 but not on the chemically defined XF-26 medium that was developed for in-vitro cultivation of X. fastidiosa strains isolated in North America. To develop a defined medium that supports growth of the Taiwan Xylella strains, different medium formulations modified from the original XF-26 were
tested. A XF basal medium containing 20 amino acids resulted in good growth of Taiwan PD and PLS strains. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f The phyla
Proteobacteria, Bacteroidetes Firmicutes, Actinobacteria, and Acidobacteria were most abundant in all samples, representing 95.0 to 97.0% of all
assigned sequences. Analysis of the most prominent genera revealed that Pseudomonas, Chitinophaga, Bacillus, Pedobacter, Flavobacterium,
Bradyrhizobium, and Rhizobium represented between 5% and 25% of the microbial communities in all the samples that where either treated or not
treated. A general shift within the composition of the microbial communities that was independent of the application of BFA was observed after
application. The results indicate that BFA application has limited effect on citrus rhizosphere bacterial communities; however, its lasting effects need to
be determined. Impacts of abundance of Candidatus Liberibacter on the citrus phyto-microbiome
R. BLAUSTEIN (1), J. Meyer (1), A. Conesa (2), G. Lorca (2), M. Teplitski (1)
(1) Soil and Water Science Department University of Florida U S A ; (2) Microbiolog Understanding how the citrus microbiome is affected by (and impacts) Huanglongbing (HLB) may be critical to disease management. To test the
hypothesis that phyto-microbiome composition and diversity are related to the prevalence of Candidatus Liberibacter, the HLB-causative agent, leaves
were collected from HLB-infected Valencia trees that differed in the extent of disease symptoms and the leaf-associated microbial communities were S4.25 characterized by sequencing the V4 region of 16S rDNA. Approximately 1,900 OTUs were detected, representing 215 genera. The relative abundance of
Candidatus Liberibacter, which ranged from 0.7 - 71.3%, induced PCA clustering and negatively correlated with alpha diversity, as indicated by
Shannon (p<0.001) and Chao1 (p=0.001) indices. Positive interactions or co-occurence (p<0.05) of Candidatus Liberibacter with other genera were
detected only with Pseudomonas and an unclassified genus of Oxylobacteraceae. These two, in turn, had negative interactions (p<0.05) with 5 genera
that formed a complex network of positive interactions with 39 other genera, which likely represent the “healthy” phyto-microbiome. These interactions
suggest that (1) the impacts of Candidatus Liberibacter on the microbiome are likely mediated through its key interactions with pseudomonads and
oxylobacteria and/or (2) antagonistic effects of the bacteria from the core citrus microbiome on these two groups may lessen the pathogen titer and
mitigate disease progression. Quick genome sequencing of “Candidatus Liberibacter” strains by use of Enrichment-Enlargement-Next generation sequencing (EEN)
J. CHEN (1), Z. Zheng (2), F. Wu (3), X. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f Deng (3)
(1) USDA-ARS, U.S.A.; (2) South China Agricultural University, China; (3) South China Agricultural University, China Members of “Candidatus Liberibacter” are associated with several important plant diseases such as citrus Huanglongbing (HLB) and potato zebra chip
(ZC) disease. The inability to culture and the low titers in infected hosts of the bacteria have been major obstacles for research. Whole genome sequence
analysis could be an effective means to study the bacteria. Taking the advancement of Next Generation Sequencing (NGS) technology, a procedure,
called EEN (enrichment-enlargement-NGS), has been developed for quick genome sequencing of liberibacters. Enrichment includes increasing the DNA
ratio of liberibacter to its host using alternative hosts with higher titer capacity, removal of the highly methylated plant DNA and selection of low Ct
values samples; Enlargement includes increasing the enriched DNA quantity through whole DNA amplification to meet the requirement of a sequencing
platform; And the NGS step includes selection of sequencing platform and development of liberibacter-specific pipelines. With EEN, >10 G of sequence
data was generated from MiSeq, followed by collection of liberibacter reads using Perl scripts, de novo or/and referenced genome assembling, and
sequence annotation. Thus far, seven draft genome sequences have been generated, five HLB liberibacters (China, California, and Florida) and two ZC
liberibacters (California) from plant or psyllid hosts. The EEN procedure could also benefit genome research in other fastidious prokaryotes. Phenotypic effects of anti-Candidatus Liberibacter asiaticus antibody expression in grapefruit
T. MCNELLIS (1), T. Gottwald (2), J. Sinn (1), V. Orbovic (3)
(1) Penn State University, U.S.A.; (2) USDA ARS, U.S.A.; (3) CREC-University of Florida, U.S.A. Citrus greening, or huanglongbing (HLB), is a globally-important, fatal citrus disease caused by the gram-negative, phloem-limited bacterium
“Candidatus Liberibacter asiaticus” (CLas). HLB-resistant citrus germplasm is not available. This project aims to develop HLB-resistant grapefruit. Based on homology to Xylella fastidiosa and E. coli, the CLas NodT outer membrane transporter might export factors required for virulence. The goal of
this project is to block NodT-mediated virulence factor export, potentially disrupting CLas virulence. A single-chain antibody (scFv) directed at the
major predicted extracellular loop of CLas NodT was expressed in stably transformed ‘Duncan’ grapefruit. To promote protein expression, stability and
mobility in the phloem, the antibody was fused to the phloem-mobile Flowering Locus T (FT) protein. Full-length, stable FT-scFv protein was expressed
in multiple transgenic lines, most of which had no phenotypic abnormalities. Virulence traits and disease development by Xylella fastidiosa are impaired in a mutant on the outer membrane protein MopB
H. CHEN (1), P. Kandel (1), L. Cruz (1), L. De La Fuente (1)
(1) Auburn university, U.S.A. Virulence traits and disease development by Xylella fastidiosa are impaired in a mutant on the outer membrane protein MopB
H. CHEN (1), P. Kandel (1), L. Cruz (1), L. De La Fuente (1)
(1) Auburn university, U.S.A. Outer membrane (OM) proteins are key elements to maintain the integrity of the outer membrane, and play an important role in bacterial behavior. MopB is a major OM protein in the plant pathogen X. fastidiosa, which causes major losses on many economically important crops due to occlusion of
the xylem network in plants. Based on DNA sequence analysis of the gene encoding MopB, the C-terminal part is a homologue of the OmpA family, and
includes a conserved calcium binding motif. However the function of MopB protein in X. fastidiosa remains poorly understood. Here, MopB function
has been studied by site-directed mutagenesis. Taking advantage of the natural competence of X. fastidiosa, mopB mutants were obtained in two different
X. fastidiosa strains, the type strain ‘Temecula’ and the more aggressive ‘WM1-1’. mopB mutants in both background strains were impaired in surface
attachment, biofilm formation, twitching motility and natural competence. Further analysis of the bacterial surface showed that the mopB mutants were
impaired in pilus formation as observed by electron microscopy. Additionally, mopB mutants in both backgrounds showed reduced virulence as
compared to WT when tested on tobacco (Nicotiana tabacum) plants as a host under greenhouse condition. These results suggest that MopB has an effect
on pilus biogenesis and is important for the virulence of X. fastidiosa. Insights from comparative analyses between the genomes of two model strains of the cucurbit pathogenic bacterium Acidovorax citrulli
S. BURDMAN (1), N. Eckshtain-Levi (2), D. Shkedy (3), M. Gershovits (3), G. Mateus da Silva (4), D. Tamir-Ariel (1), R. Walcott (4), T. Pupko (3)
(1) The Hebrew University of Jerusalem, Rehovot, Israel; (2) The Hebrew University of Jerusalem, Rehovot, Israel; (3) Tel Aviv University, Tel Aviv,
Israel; (4) University of Georgia, Athens, GA, U.S.A. Insights from comparative analyses between the genomes of two model strains of the cucurbit pathogenic bacterium Acidovorax citrulli
S. BURDMAN (1), N. Eckshtain-Levi (2), D. Shkedy (3), M. Gershovits (3), G. Mateus da Silva (4), D. Tamir-Ariel (1), R. Walcott (4), T. Pupko (3)
(1) The Hebrew University of Jerusalem, Rehovot, Israel; (2) The Hebrew University of Jerusalem, Rehovot, Israel; (3) Tel Aviv University, Tel Aviv,
Israel; (4) University of Georgia, Athens, GA, U.S.A. Relationship between invasive brown marmorated stink bug and fumonisin contamination of field corn in the Mid-Atlantic
J. OPOKU (1), H. Mehl (2), N. Kleczewski (3), K. Hamby (4)
(1) Vi
i i T
h TAREC U S A (2) Vi
i i T
h Tid
t
AREC U S A (3) U i
it
f D l
U S A (4) U i
it
f By omitting amino acids one by one or in
combination from the basal medium, tyrosine was found to be an essential amino acid for cultivating Taiwan PD and PLS strains, and the bacteria can
grow in the XF-26 medium supplemented with tyrosine (XF-Tyr). Moreover, replacing asparagine with aspartic acid in the XF-Tyr medium also
supported bacterial growth of purified PD and PLS strains or the ones isolated from diseased tissues during primary cultivation. To simplify the
preparation of the chemically defined medium, the 17 amino acids in the XF-26 medium were substituted by 0.4% (w/v) casamino acids containing
tyrosine, aspartic acid, and 16 other amino acids, and the modified XF-26 (mXF-26) was demonstrated to support good growth of the Taiwan-isolated
Xylella strains. Evaluation of assembling methods on determination of whole genome sequence of Xylella fastidiosa blueberry bacterial leaf scorch strain
J. CHEN (1), C. Wallis (1), C. Chang (2)
(1) USDA-ARS, U.S.A.; (2) University of Georgia, U.S.A. Evaluation of assembling methods on determination of whole genome sequence of Xylella fastidiosa blueberry bacterial leaf scorch strain
J. CHEN (1), C. Wallis (1), C. Chang (2)
(1) USDA-ARS, U.S.A.; (2) University of Georgia, U.S.A. Blueberry bacterial leaf scorch (BBLS) disease, a threat to blueberry production in the Southern USA and elsewhere, is caused by Xylella fastidiosa. Efficient control of BBLS requires knowledge of the pathogen. Research is challenging because Xylella fastidiosa is difficult to culture. This study was
to study BBLS strain based on whole genome sequence analyses. A total of 13,739,924 sequence paired reads (mean = 251 bp) were generated from a
BBLS strain isolated from Georgia, USA. Draft whole genome sequences (minimum contig size = 1,000 bp) were generated by both de novo assembling
(DA) and referenced assembling (RA) using CLC Genomic Workbench. The DA draft genome was 2,537K (95 contigs). Sizes (bp) of RAs varied
depending on reference genome sequences: 2,449K (39 contigs) with NC_010513 (M12, subsp. multiplex), 2,461K (70 contigs) with NC_010577 (M23,
subsp. fastidiosa), 2,467K (96 contigs) with NC_004556 (Temecula1, subsp. fastidiosa), and 2,457K (180 contigs) with NC_002488 (9a5c, subsp. pauca). Percentage coverages were 99.0% (M12), 97.1% (M23), 97.1% (Temecula1) and 91.7% (9a5c). ANI (average nucleotide identity) values were
99.9 (M12), 97.5 (M23), 97.6 (Temecula1) and 96.2 (9a5c). These data suggest that 1) DA alone was promising yet contig number remained high; 2) For
RA, reference genome sequences had significant influence on the BBLS genome size; And 3) BBLS strain is a member of subsp. multiplex based on its
similarity to strain M12. pauca). Percentage coverages were 99.0% (M12), 97.1% (M23), 97.1% (Temecula1) and 91.7% (9a5c). ANI (average nucleotide identity) values were
99.9 (M12), 97.5 (M23), 97.6 (Temecula1) and 96.2 (9a5c). These data suggest that 1) DA alone was promising yet contig number remained high; 2) For
RA, reference genome sequences had significant influence on the BBLS genome size; And 3) BBLS strain is a member of subsp. multiplex based on its
similarity to strain M12. Bacterial Communities in Cultivated and Wild Cranberry Bogs
S. SOBY (1), G. Ebadzad (1), E. Batory (1)
(1) Midwestern University, U.S.A. Transitions in microbial population structure between fallow and cultivated soils may be an important early determinant of disease-suppression of the
cultivated soil. Evaluation of assembling methods on determination of whole genome sequence of Xylella fastidiosa blueberry bacterial leaf scorch strain
J. CHEN (1), C. Wallis (1), C. Chang (2)
(1) USDA-ARS, U.S.A.; (2) University of Georgia, U.S.A. Cranberry bogs are an ideal model system for comparing native and cultivated phytobiomes because of the genetic similarity between
wild and domesticated cranberry plants, and their location in the same geographic region of southeastern Massachusetts. Soil samples were collected
from wild and cultivated cranberry bogs over the course of several growing seasons to determine the composition of phytobiomes in native and
cultivated cranberry bogs. Population structures were determined by pyro-sequencing of the V4 region of 16S rRNA genes. Paired-end reads were
assembled using PANDAseq, and analyzed using the QIIME software package to call operational taxonomic units and to calculate richness and diversity
indices. Bacterial communities in both cultivated and wild bogs had different relative abundances, but were composed of five dominant phyla:
Proteobacteria, Acidobacteria, Bacteriodetes, Verrucomicrobia and Actinobacteria. Principal Components Analysis based on soil bacterial populations
among sampled sites indicate that sampling location or soil type are more important than cultivation effects in determining bacterial community
structure. These results suggest that a descriptive population structure is associated with each bog type, independent of cultivation status, season, or
sampling year. Host range potential of bacterial soft rot pathogens isolated from Phalaenopsis and Oncidium orchids
R. CATING (1), B. Robinson (1), A. Palmateer (2), K. Frost (3)
(1) Oregon State University, U.S.A.; (2) University of Florida, U.S.A.; (3) Oregon State University, U.S.A. Bacteria from the genera Pectobacterium and Dickeya (formerly Erwinia chrysanthemi) are known to cause soft rot disease in many plant species. Since
2008, bacterial soft rot caused by a Dickeya sp. has been reported on several orchid genera in South Florida. Ten isolates (5 from Phalaenopsis, 5 from
Oncidium) were identified as belonging to the Dickeya or Pectobacterium genera based on phenotypic and 16S sequence data and were cultured on
nutrient agar for 24 h at 28°C. Cultures were suspended in sterile water and adjusted to a concentration of 1 × 108. Carrots, onions, potatoes (R. Burbank), and Phalaenopsis orchids were inoculated by placing a 10 µL drop of bacterial suspension directly over a wound made with a sterile pipette
tip. Inoculated plant material was incubated at 28°C and evaluated for symptoms at 24, 48, 72, and 96 h. Bacteria were re-isolated from symptomatic
tissue and identified based on the 16S and Pel genes. Orchid isolates caused soft rot symptoms in onion, potato, carrot, and Phalaenopsis orchids. Recently, Dickeya spp. and a newly proposed species, D. Virulence traits and disease development by Xylella fastidiosa are impaired in a mutant on the outer membrane protein MopB
H. CHEN (1), P. Kandel (1), L. Cruz (1), L. De La Fuente (1)
(1) Auburn university, U.S.A. Bacterial fruit blotch (BFB) of cucurbits, caused by Acidovorax citrulli (Ac), has been responsible for serious economic losses in watermelon and melon
production worldwide. Ac strains are divided into two main groups based on genetic traits. While group I strains have been mainly isolated from melon,
most group II strains were isolated from watermelon. The genome sequence of the group II model strain AAC00-1 is available since 2007. We recently
sequenced the genome of the group I model strain M6. The M6 genome is 4.85 Mb in length, which is approximately 500 Kb shorter than that of S4.26 AAC00-1. Comparative analysis revealed this size difference is mainly explained by eight AAC00-1 genomic regions (FAs; for fragments of AAC00-1),
ranging from ~35 to 120 Kb and distributed throughout the AAC00-1 genome. The FAs are absent in the M6 genome. While AAC00-1 possesses over
500 open reading frames (ORFs) that are absent in M6, only about 120 M6 ORFs are absent in AAC00-1. Coverage analyses with draft genomes of other
strains support the notion that significant portions of the FAs are discriminatory between groups I and II. Moreover, GC content, effective number of
codon values’ and COG analyses support these FAs were introduced into group II strains by horizontal gene transfer. This study provides the first
comprehensive genome comparison between the two major groups of Ac. Further investigation is needed to sharpen the distinctive genetic markers of
the two groups. Bacteriophages: The over-looked component of the phyllosphere of Xanthomonas-diseased plants
D. RITCHIE (1), M. Munster (2), S. Butler (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University and Plant Disease & Ins Bacteriophages: The over-looked component of the phyllosphere of Xanthomonas-diseased plants
D. RITCHIE (1), M. Munster (2), S. Butler (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University and Plant Disease & In Bacteriophages: The over-looked component of the phyllosphere of Xanthomonas-diseased plants
D. RITCHIE (1), M. Munster (2), S. Butler (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University and Plant Disease & Insect Clinic, U.S.A. ( ),
( ),
( )
1) North Carolina State University, U.S.A.; (2) North Carolina State University and Plant Disease & Insect Clinic, U.S.A. Bacteriophages specifically infect and replicate within bacteria. Phages are the most numerous, diverse, and ubiquitous entities on earth, but little is
known about their existence in the phytobiome, particularly the phyllosphere. Bacteria in the genus Xanthomonas cause foliar diseases in many plants. Our objective was to determine occurrence of phages on plants infected with Xanthomonas. Foliar samples from diseased Brassica spp., crape myrtle,
Corylus sp., Nandina, pepper, poinsettia, Prunus spp., and Verbena were assayed. Diseased tissue was chopped/soaked in 1-3 ml sterile deionized water
(SDW). Non-enrichment phage extraction used either filtering (0.22 um) and/or treating with 10% chloroform. Indicator/host bacteria were isolated from
the same disease sample or bacteria that were isolated previously from similar samples. Bacteria isolated from samples were identified using Biolog, ITS
region, and elicitation of HR in a non-host plant. Bacteria lysed by phages represented 4 Xanthomonas spp. and 5 pathovars (pv). Phage titers greater
than 103 pfu/ml extraction SDW were detected representing all 8 plant genera. Plaque morphologies were hazy Xanthomonas-disease microbiota. Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass dis
ifi it Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass disease and the host
specificit Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass disease and the host
specificity Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass disease and the host
specificity Evaluation of assembling methods on determination of whole genome sequence of Xylella fastidiosa blueberry bacterial leaf scorch strain
J. CHEN (1), C. Wallis (1), C. Chang (2)
(1) USDA-ARS, U.S.A.; (2) University of Georgia, U.S.A. solani, have been reported to cause soft rot disease of potato tubers in other parts of the world,
and there is concern that new species will end up in the US. We are continuing work on the orchid strains to determine their appropriate species
designation. Further evidence for host preference among Acidovorax citrulli strains based on a detached melon fruit assay
L. YAN (1), R. Walcott (2), B. Hu (1) Further evidence for host preference among Acidovorax citrulli strains based on a detached melon fruit assay
L. YAN (1), R. Walcott (2), B. Hu (1) Further evidence for host preference among Acidovorax citrulli strains based on a detached melon fruit assay
L. YAN (1), R. Walcott (2), B. Hu (1) ( )
( )
( )
(1) Nanjing Agricultural University, China; (2) University of Georgia, U.S.A. Bacterial fruit blotch (BFB), caused by Acidovorax citrulli, is a serious threat to cucurbit crop production. A. citrulli strains can be divided into two
genetically distinct groups with group I strains being associated with a range of cucurbits and group II strains being associated with watermelon. Despite
this, seedling pathogenicity assays for A. citrulli lack the sensitivity to distinguish the groups. In this study, we developed an immature, detached melon
(cv. Joaquin Gold) fruit assay that clearly distinguished the two A. citrulli groups. We observed that four group I strains induced typical water-soaked
lesions on melon fruit rind tissue 7 to 10 days after pin-prick inoculation. In contrast, four group II strains did not induce symptoms on detached melon
fruits. Additionally, a type III secretion (T3S) system mutant of the group I strain, M6 (M6?hrcV), failed to induce watersoaking in the same assay. Based on these observations, we conclude that group I A. citrulli strains have the capacity to infect immature melon cv. Joaquin Gold fruit, while group
II strains do not. The difference in the ability of group I and group II A. citrulli strains to induce watersoaking on immature melon fruit is determined by
T3S effectors. Further investigation using this detached melon fruit assay will help to identify the A. citrulli T3S effectors responsible for this differential
pathogenicity phenotype. Characterization and Management of Ralstonia solanacearum Causing Bacterial Wilt of Tomato in Louisiana
A. JIMENEZ MADRID (1), A. Jimenez (1), M. Lewis Ivey (1)
(1) Louisiana State University, U.S.A. Ralstonia solanacearum (Rs), the causal agent of bacterial wilt of tomato can cause severe economic losses to tomato growers in Louisiana. Traditional
management tactics such as soil fumigation and crop rotation are ineffective. Resistant cultivars lack durability and have undesirable horticultural traits. For these reasons, many producers in Louisiana have abandoned their fields for tomato production. Although R. solanacearum is endemic in Louisiana,
pathogen populations have not been characterized. Tomato samples with bacterial wilt symptoms were collected from three parishes in 2015. Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass disease and the host p
y
Q. ZENG (1), J. Wang (2), P. Giordano (3), F. Bertels (4), M. Chilvers (5), J. Vargas (5), G. Sundin (5), N. Mitkowski (6)
(1) The Connecticut Agricultural Experiment Station, New Haven, CT, U.S.A.; (2) Michigan State Univ, U.S.A.; (3) Bayer Corporation, Canada; (4)
University of Basel, Switzerland; (5) Michigan State University, U.S.A.; (6) URI, U.S.A. Q. ZENG (1), J. Wang (2), P. Giordano (3), F. Bertels (4), M. Chilvers (5), J. Vargas (5), G. Sundin (5), N. Mitkowski (6)
(1) The Connecticut Agricultural Experiment Station, New Haven, CT, U.S.A.; (2) Michigan State Univ, U.S.A.; (3) Bayer Corporation, Canada; (4)
University of Basel, Switzerland; (5) Michigan State University, U.S.A.; (6) URI, U.S.A. Bacterial etiolation and decline (BED), caused by Acidovorax avenae subsp. avenae (Aaa), is an emerging disease of creeping bentgrass on golf course
putting greens. The causal agent of BED belongs to the genus Acidovorax, members of which can infect various hosts with strong host specificity. In this
research, we aim to understand the emergence of BED, and identify genes in turf Aaa that define its host specificity. Eighteen Acidovorax draft genomes
(14 turf, 3 maize, and 1 orchid pathogenic strains) were generated. Using whole genome SNP analysis, the 14 turf-pathogenic Aaa isolates were grouped
into three clades. High levels of single nucleotide polymorphisms, gene deletions, insertions, and inversions were detected within the turf-pathogenic
Aaa isolates, suggesting that the 2009-2011 BED outbreak was caused by a genetically diverse population. Population genomic analyses identified genes S4.27 whose sequences are conserved in turfgrass pathogenic Aaa in comparison to the closely related maize pathogenic Aaa isolates. Interestingly, many of
these genes identified are located within the type III secretion system pathogenicity island, an important virulence factor of phytopathogenic bacteria. We
identified homologous recombination as the potential cause of the gene conservation observed in the T3SS pathogenicity island. Our results suggested a
strong host selection during the evolution of the turf-pathogenic Aaa. Epiphytic survival of Pantoea ananatis on Florida Pusley (Richardia scabra L.)
B. DUTTA (1), R. Gitaitis (1), F. Anderson (1)
(1) The University of Georgia, U.S.A. Pantoea ananatis, the causal organism of center rot of onion (Allium cepa L.), can survive on different weeds, but in a previous survey it was most
commonly found on Florida pusley (Richardia scabra L.). The epiphytic survival of P. ananatis on Florida pusley under different temperature and
moisture regimes was investigated. Further evidence for host preference among Acidovorax citrulli strains based on a detached melon fruit assay
L. YAN (1), R. Walcott (2), B. Hu (1) Bacterial
wilt was confirmed using commercial Rs-specific immunostrips and the bacterial streaming test. Fifteen isolates were recovered from four fields and a
greenhouse and all belonged to phylotype II. Thirty-three percent of the strains were characterized as biovar 1 and 20% as biovar 3. The remaining
strains did not conform to a published biovar pattern. None of the isolates were Race 3 biovar 2 based on results from R3bv2-specific PCR. Grafting with
resistant rootstock varieties is being explored as a sustainable management strategy. Louisiana tomato growers were surveyed for their willingness to use
grafted plants with Rs resistance. Sixty-six percent of the growers indicated that they would be willing to use Rs-resistant grafted plants but ranked not
knowing how to graft and the cost of grafted plants as the top two factors that would hinder their adoption of this strategy. Development of green fluorescent protein-expressing Xanthomonas gardneri strains to study tomato infection processes
F. ROTONDO (1)
(1) The Ohio State University U S A (1) The Ohio State University, U.S.A. Bacterial leaf spot (BLS) is a serious disease of tomato, causing millions of dollars in losses worldwide. While BLS is associated with several species of
Xanthomonas, X. gardneri is the predominant species in Ohio where it causes severe damage to processing and fresh market tomatoes. To improve our
understanding of BLS disease development, two green fluorescent protein (GFP)-labeled X. gardneri strains were developed to study colonization in
planta. Wild-type X. gardneri strains SM605-2011 and SM775-2012 were isolated from tomatoes produced in Ohio. Each strain was transformed by
electroporation utilizing a GFP-expressing kanamycin/tetracycline-resistant plasmid, CGT46339. Overall, transformation efficiency for this system was
low, approaching 102 CFU/ug DNA. Two GFP-expressing transformants, SM605-2011gfp and SM775-2012gfp, were evaluated against their wild-type
counterparts for growth in vitro. No significant differences were observed based on optical density measurements (Permutation test, p>0.05), and both
reached the stationary phase at 1.8 OD600 and 109 CFU/ml. Stability of the GFP marker and virulence of the transformed strains will be determined. These strains will be used to study leaf, fruit and seed infection using confocal microscopy (Leica TCS SP5). The transformed strains will be a powerful
tool to visualize infection processes and provide critical information for disease management. Development of green fluorescent protein-expressing Xanthomonas gardneri strains to study tomato infection processes
F. ROTONDO (1) Development of green fluorescent protein-expressing Xanthomonas gardneri strains to study tomato infection process
F. ROTONDO (1) Development of green fluorescent protein-expressing Xanthomonas gardneri strains to study tomato infection processes
F ROTONDO (1) elopment of green fluorescent protein-expressing Xanthomonas gardneri strains to study tomato infection processes
OTONDO (1) Comparative genomic analyses of 15 Acidovorax pathogens provide insights into the emergence of a new turfgrass disease and the host Weed seedlings were spray-inoculated with 103 colony forming units (CFU)/ml of rifampicin-resistant strain Pan 97-
1rif and incubated in a growth chamber at 15.5° or 21.1°C at 65% RH for 96 h, which represented mean environmental conditions during mid-March to
mid-May in Vidalia, GA. P. ananatis survived for 96 h when incubated at 21.1°C with a mean population of 3.2 × 101 CFU/g of leaf tissue. In contrast,
no viable bacteria were detected after 96 h at 15.5°C. Survival of P. ananatis on Florida pusley was also monitored during alternating 12-h wet and dry
periods, or continuous wet or dry periods for 96 h at 15.5° or 21.1°C. Compared to initial or continuous dry periods, P. ananatis survived significantly
better with a 12/12-h wet/dry cycle or a continuous 24-h wet period at both 15.5° and 21.1°C. Unlike at 15.5 ?C, P. ananatis populations (1.8 × 101
CFU/g) survived for 96 hours post inoculation at 21.1 ?C under a 12-h of dry/12-h wet cycle. These results demonstrate that P. ananatis can survive on
Florida pusley leaves under conditions of 21.1°C and prolonged leaf wetness and may potentially serve as a source of inoculum to onion. Genetic mapping of pathogenesis in the northern corn leaf blight fungus However, the importance of Fusarium
associated with root disease of corn in South Dakota, is still unknown. In 2015, a survey of 50 corn fields from 23 counties in South Dakota, was
conducted to characterize the Fusarium spp. associated with root diseases of corn. A total of 250 samples (5 plants per field) were collected between V1
(first leaf) to V3 (third leaf) growth stages. Root pieces from each sample were surface sterilized and placed on potato dextrose agar (PDA) for 7 to 10
days at 25°C under 12 hour fluorescent light/dark conditions. Isolates of Fusarium were hyphal-tipped, cultured, and then identified microscopically
based on colony growth and spores produced on PDA. Representative Fusarium isolates were confirmed by sequencing of the translation elongation
factor (EF1-α) gene region. At least seven Fusarium spp. were identified. Fusarium graminearum and F. oxysporum were the most frequently recovered
(≥20%) Fusarium spp. from the corn roots. In the aggressiveness study to compare Fusarium isolates in the greenhouse, significant differences in
aggressiveness (P ≤ 0.05) was observed among the Fusarium spp. with the most aggressive isolates being F. graminearum (FG13) and F. acuminatum
(FA8). Results from this research will help us develop disease management strategies for corn farmers in South Dakota to maximize their yield. Understanding sexual fertility in Aspergillus flavus through analysis of F1 progeny
R. GELL (1), I. Carbone (1)
(1) C
f
d
l
h
h C
li
S
i
i
S A ( )
( )
(1) Center for Integrated Fungal Research, North Carolina State University, U.S.A. Aspergillus flavus produces aflatoxin, which is a constant threat and economic burden to corn and oil seed crops worldwide. In order to manage this
problem more cost effectively, a greater understanding of A. flavus biology and genetics is required. One important question is how genetic information
moves between strains. A. flavus, previously thought of as only asexual, has recently been found to undergo sexual reproduction both in laboratory
crosses and in the field. During the mating process, the sclerotium, a survival structure, of one strain acts as the female parent providing both the
mitochondria and a matrix for the ascocarps and progeny to grow, while a spore or propagule from a second strain fertilizes as the male. The fertility of
mating pairs is highly variable and influenced by the directionality of the cross. Genetic mapping of pathogenesis in the northern corn leaf blight fungus Genetic mapping of pathogenesis in the northern corn leaf blight fungus
S. MIDEROS (1), C. Chung (2), J. Poland (3), G. Turgeon (4), R. Nelson (4)
(1) University of Illinois at Urbana Champaign, U.S.A.; (2) National Taiwan University, Taiwan; (3) Kansas State University, U.S.A.; (4) Cornell
University, U.S.A. Genetic mapping of pathogenesis in the northern corn leaf blight fungus
S. MIDEROS (1), C. Chung (2), J. Poland (3), G. Turgeon (4), R. Nelson (4)
(1) University of Illinois at Urbana Champaign, U.S.A.; (2) National Taiwan University, Taiwan; (3) Kansas State University, U.S.A.; (4) Cornell
University, U.S.A. ( ),
g ( ),
( ),
g
( ),
( )
(1) University of Illinois at Urbana Champaign, U.S.A.; (2) National Taiwan University, Taiwan; (3) Kansas State University, U.S.A.; (4) Cornell
University, U.S.A. Setosphaeria turcica (=Exserohilum turcicum) causes northern leaf blight (NLB) of maize (Zea mays). Identification of genes associated with
pathogenesis/virulence suggests possible targets for control, generates molecular tools to characterize populations of the pathogen, and provides valuable
information to breeders and maize geneticists. In this study we used a forward genetics approach to i) identify fungal genes that determine race-specific
reactions with two maize resistance genes, and ii) determine the genetic regions for other virulence mechanisms in the pathogen. We generated a cross
between a race 1 and a race 23N strain and collected 220 single-ascosporic progeny. The ability of each progeny to cause disease on maize lines with or
without the Ht1 and Ht2 genes was evaluated in greenhouse experiments. Mycelial abundance, radial growth, sporulation and melanin content were
visually evaluated on artificial media. Genotyping-by-sequencing generated 2,078 single nucleotide polymorphic markers (SNPs). Using 310 high-
quality SNPs we calculated a genetic map composed of 22 linkage groups spanning 1981.1 cM. Genetic mapping pinpointed regions of interest for the
avrHt1, avrHt2, and the melanin biosynthetic locus, as well as quantitative trait loci for mycelial abundance, speed of growth, and sporulation. Molecular
markers for the identification of fungal strains capable of causing disease in maize plants with Ht1 and Ht2 genes are being validated. Characterizing Fusarium species infecting corn roots in South Dakota
A. ADHIKARI (1), P. Okello (1), B. Kontz (1), M. Dunbar (1), A. Varenhorst (2), F. Mathew (2)
(1) South Dakota State University, U.S.A.; (2) South Dakota State University, U.S.A. There are multiple Fusarium spp. that are associated with root diseases on corn, Zea mays, in the United States. Improvement of the environmental DNA extraction method for profiling the culturable microbiome of bacterial wilt-conducive and non-
conducive soils
R. GICANA (1), W. Deng (1), J. Wu (1) R. GICANA (1), W. Deng (1), J. Wu (1)
(1) National Chung Hsing University, Taiwan The culturable microbiome profile of the bacterial wilt-conducive and nonconducive soils were compared using the PCR-DGGE profile of the V4-V5
hypervariable region of the 16S rRNA, and using the high throughput sequencing (HTS) analysis of the V1-V3 region of the 16S rRNA. PCR-DGGE
results showed DNA fingerprints unique only to either the conducive or the nonconducive soils, which was confirmed by HTS analysis with 63
culturable taxa unique only to the nonconducive soil compared to 94 in the conducive soil. Exclusively cultured taxa in the nonconducive soil belong to
the Phylum Planctomycete, Nitrospirae and Gemmatimonadetes while those enriched in the conducive soil belong to the Phylum Verrucomicrobia,
Alphaproteobacteria and Gammaproteobacteria. While studying the culturable microbiome of the two soil types, we have improved a previous DNA
extraction method to generate high quality DNA used in this study. The modified method needs no further purification steps, yields more DNA which are
unsheared and with high molecular weight, with low humic acid content, and can extract DNA from bacteria of different cell wall compositions. The
microbiome was cultured using low nutrient medium and with an improved DNA isolation technique we were able to capture some taxa previously S4.28 reported uncultured or were recalcitrant to culturing under traditional laboratory methods such as Nitrospira calida, Planctomyces sp., and several genera
belonging to the classes Gemm-3 and Gemm-5. reported uncultured or were recalcitrant to culturing under traditional laboratory methods such as Nitrospira calida, Planctomyces sp., and several genera
belonging to the classes Gemm-3 and Gemm-5. Introduction and seed transmission of Fusarium proliferatum in the field
A. REYES GAIGE (1), W. Yue (2), C. Toomajian (2), J. Stack (2)
(1) Kansas State University, U.S.A.; (2) Kansas State University, U.S.A. Fusarium proliferatum (Fp) is a seed-borne fungus in maize seed. It has a broad host range with worldwide distribution, and it is a prolific producer of
mycotoxins. The introduction of this seed-borne organism into new environments can result in geographic range expansion of undesirable populations. The potential introduction of Fp via infected seed planted into a new environment and subsequent dispersal from that site via seed transmission was
studied. Genotyping-by-sequencing (GBS) was used to identify unique polymorphisms in Fusarium species isolated from two maize genotypes. Improvement of the environmental DNA extraction method for profiling the culturable microbiome of bacterial wilt-conducive and non-
conducive soils
R. GICANA (1), W. Deng (1), J. Wu (1) The
polymorphisms were used to design primer sets to accurately detect specific isolates of Fp by end-point PCR. Extensive exclusion panels were performed
to validate the accuracy of the primer sets and two Fp isolates with unique GBS loci from two maize hybrids were identified. In field experiments, 2 plots
each containing 6 subplots (3 of each hybrid) were established (completely randomized design). At harvest, 20 random maize ears were collected from
each subplot, and 6 ears/subplot were used. 50 kernels/ear were sampled, 1855 isolates collected, and DNA extracted; 817 isolates were identified as Fp
and 751 as F. verticillioides. 23 isolates were idenfitied as the unique GBS locus isolates thus indicating that transmission from the planted seed to the
next generation of seed occurred. AFLP fingerprinting wil confirm their identify as the original isolates that were characterized with GBS. Genetic mapping of pathogenesis in the northern corn leaf blight fungus We are examining crosses that exhibit high fertility with one direction,
but low fertility when male and female parents are reversed. Genome wide polymorphism screening using double digest Restriction Associated DNA
sequencing (ddRADseq) was performed for 36 progeny from each direction of two biased crosses. These data are being used to provide an understanding
of genetic inheritance and recombination in A. flavus and serve as genetic markers for mapping genomic regions that may bias fertility. By understanding
these aspects of A. flavus genetics, we create opportunities to utilize strain fertility in the selection of biological control agents. Progress on genomic analysis and taxonomy of the rice blast fungus (Pyricularia oryzae) and other Magnaporthales specie
N. ZHANG (1), G. Cai (2), D. Bhattacharya (3), J. Luo (3), H. Qiu (3)
(1) Rutgers University, U.S.A.; (2) USDA, ARS, U.S.A.; (3) Rutgers University, U.S.A. Progress on genomic analysis and taxonomy of the rice blast fungus (Pyricularia oryzae) and other Magnaporthales specie
N. ZHANG (1), G. Cai (2), D. Bhattacharya (3), J. Luo (3), H. Qiu (3)
(1) Rutgers University, U.S.A.; (2) USDA, ARS, U.S.A.; (3) Rutgers University, U.S.A. The order Magnaporthales includes the rice blast fungus Pyricularia oryzae (=Magnaporthe oryzae), the take-all pathogen Gaeumannomyces graminis,
and saprotrophs. Recent phylogenomic analyses strongly support the idea that the sexual genus Magnaporthe is polyphyletic and that the placement of
the rice blast fungus in this genus was based on an incorrect morphological identification in the 1970’s. The asexual genus Pyricularia is the older
(1880s) and correct name for the blast fungus, which corresponds well with pathogenicity, and ecological and evolutionary features. Following the new
“One Fungus One Name” nomenclature, we propose to use Pyricularia oryzae for the rice blast fungus, and treat Magnaporthe oryzae as a synonym that
can continue to be included in publications as Pyricularia oryzae (=Magnaporthe oryzae). This will help to bridge the literature and knowledge gap for
this important species. In January 2016, a workshop entitled “Comparative genomic approaches to understanding the evolution of Magnaporthales” was
held at Rutgers University. About 30 working group members are currently analyzing genome data from selected Magnaporthales lineages to understand
the evolution of pathogenicity and life-style adaptation. Specifically, the following research topics are being addressed: OrthoMCL analysis of gene
families, the secretome, positive selection acting on orthologous genes, MAT, secondary metabolism, and the molecular clock for Magnaporthales. S4.29 Anything But Barren: Fungal Diversity and Functions in the Pine Barrens
N. ZHANG (1), J. Luo (2), S. Miller (2), E. Walsh (2), S. Bonos (2), Z. Helsel (2)
(1) Rutgers University, U.S.A.; (2) Rutgers Univ, U.S.A. Pine barrens ecosystem has acidic and nutrient-poor soils, where switchgrass and other stress tolerant species are dominant understory plants. Our results
indicate that grass (Poaceae) roots in the pine barrens are one of the major reservoirs of novel fungi with 47% being undescribed species. Importantly, we
observed that Acidomelania panicicola (Leotiomycetes), a new genus and species we described from switchgrass in the New Jersey Pine Barrens
increases root hair growth of switchgrass and rice in low nutrient conditions. We also described another new genus Pseudophialophora (Magnaporthales,
Sordariomycetes) that contains several pathogenic species. Naming and description of a number of other new fungal taxa are in progress. We compared
the root fungal community between the wild switchgrass from the Pine Barrens and cultivated switchgrass in managed farms using both culture and
metagenomic methods. Ascospore biology of Parastagonospora nodorum under Norwegian field conditions
A. FICKE (1), B. Asalf (2), A. Ruud (3)
(1) Norwegian Institute for Bioeconomic Research, Norway; (2) Norwegian Institute of Bioeconomy Research, Norway; (3) Norwegian University of
Life Sciences, Norway Identity, characteristics, and fungicide sensitivity of isolates in the Diaporthe species complex associated with soybean stem disease in Minnesota
D. MALVICK (1), C. Floyd (2)
(1) University of Minnesota U S A ; (2) University of Minnesota U S A Identity, characteristics, and fungicide sensitivity of isolates in the Diaporthe species complex associated with soybean stem disease in Minnesota
D. MALVICK (1), C. Floyd (2)
(1) University of Minnesota U S A ; (2) University of Minnesota U S A Identity, characteristics, and fungicide sensitivity of isolates in the Diaporthe species complex associated with soybean stem disease in Minnesota
D. MALVICK (1), C. Floyd (2)
(1) University of Minnesota, U.S.A.; (2) University of Minnesota, U.S.A. Late season stem diseases of soybean with symptoms of browning, canker, and top dieback are common in Minnesota. Characteristics of causal agents
and factors that influence disease development are poorly understood. The objectives of this study were to: (i) assess the identity and relatedness among
isolates in the Diaporthe spp. complex associated with both symptoms and asymptomatic infection, (ii) compare virulence among the isolates, and (iii)
assess fungicide sensitivity. Isolates of D. longicolla (n=13) and D. phaseolorum var. caulivora (n=11) were obtained from symptomatic and
asymptomatic plants across MN. The ITS and beta-tubulin genes were sequenced for all isolates and a phylogenetic tree with four branches was formed. Seedling stems of three soybean cultivars were inoculated with the isolates, and lesion length was measured to reveal significant differences in virulence
among isolates. The groups in the consensus tree were associated with isolate species and virulence. No significant differences in sensitivity to the
fungicides Folicure® 3.6F and Headline® were detected among isolates in vitro, and the mean EC50 for all isolates was 0.37 to 0.38 ug/ml. These studies
reveal genotypic and virulence differences, but not differences in fungicide sensitivity, among isolates in the Diaporthe spp. complex from symptomatic
and asymptomatic soybean stems, and suggest explanations for inconsistent disease development and avenues for disease management. Progress on genomic analysis and taxonomy of the rice blast fungus (Pyricularia oryzae) and other Magnaporthales specie
N. ZHANG (1), G. Cai (2), D. Bhattacharya (3), J. Luo (3), H. Qiu (3)
(1) Rutgers University, U.S.A.; (2) USDA, ARS, U.S.A.; (3) Rutgers University, U.S.A. Virulence of Rhizoctonia solani anastomosis groups on cotton, corn, rice and soybean
K. URREA (1), C. Rothrock (1), S. Winters (1)
(1) University of Arkansas, U.S.A. Rhizoctonia solani is an important pathogen on numerous crops. Isolates of R. solani were recovered from major row crops in the southern United States
as part of a Rhizoctonia survey, and represented anastomosis groups (AG) 2, 4, 7, and 11. Virulence was evaluated for two isolates of each AG using
stand and hypocotyl/coleoptile ratings on soybean, corn, rice and cotton using colonized millet seed inoculum placed 1-cm from seed at the time of
planting (seed rot assay) or seedlings 7 days after planting (hypocotyl/coleoptile assay) in controlled environmental experiments at 25°C. Plant stands
and discoloration ratings were recorded 7 days after planting or hypocotyl/coleoptile inoculation. In the seed rot assay, isolates of AG2 caused significant
stand loss and brown-reddish discoloration of coleoptiles in corn. In cotton, the AG4 isolates were highly virulent causing significant stand loss
compared to other AGs. In soybean, there were not significant differences in stands among isolates. In the hypocotyl assay on cotton, AG4 isolates
caused significant damping-off. There were no significant differences in number of seedlings for corn, rice or soybeans. In all four crops, AG4 and AG11
isolates caused reddish brown lesions on hypocotyls or coleoptiles. This research supports the results of the soil and crop survey that crop increases the
recovery of AGs of R. solani that are virulent on that crop. Standardizing water potential of salt-amended growth media at different temperatures for microbiological studies
I. AUJLA (1), T. Paulitz (2)
(1) Department of Plant Pathology, Washington State University, U.S.A.; (2) USDA-ARS, Washington State University, U.S.A. Standardizing water potential of salt-amended growth media at different temperatures for microbiological studies
I. AUJLA (1), T. Paulitz (2)
(1) Department of Plant Pathology, Washington State University, U.S.A.; (2) USDA-ARS, Washington State University, U.S.A Progress on genomic analysis and taxonomy of the rice blast fungus (Pyricularia oryzae) and other Magnaporthales specie
N. ZHANG (1), G. Cai (2), D. Bhattacharya (3), J. Luo (3), H. Qiu (3)
(1) Rutgers University, U.S.A.; (2) USDA, ARS, U.S.A.; (3) Rutgers University, U.S.A. Both methods suggest that Leotiomycetes are dominant fungi in the switchgrass roots from pine barrens soils, while
Sordariomycetes are dominant in the roots growing in the rich farm soils. More experiments are being conducted to test our hypothesis that
Acidomelania and other Leotiomycetes play a role in increasing plant tolerance to abiotic stresses (e.g., low pH, low nutrients, drought) and contribute to
improved establishment in poor soils. Results from this work will facilitate ecological and evolutionary studies on root-associated fungi. Improved plant-based culture media for growth and sporulation of Cercospora janseana
S. UPPALA (1), B. Liu (2), M. Wu (2), L. Zhou (3), X. Zhou (4)
(1) Texas A & M AgriLife Research Center, U.S.A.; (2) Hunan Agricultural University, China; (3) Texas A&M AgriLife Research, U.S.A.; (4) Texas
A&M AgriLife Research Center, U.S.A. Cercospora janseana is the fungus causing narrow brown leaf spot, a disease that has increased its importance in recent years in the U. S. In vitro studies
are essential to better understand the biology of this pathogen and to develop effective strategies for management of this disease. However, the fungus
grows very slowly and produces sparse conidia in common agar media. An In vitro study was conducted to evaluate various plant-based agar media in
comparison with common agar media for their effects on radial growth and sporulation of C. janseana. Included in this study were extracts of dried rice
leaves, stems, straw, roots and hulls; fresh rice leaf extract, dried extracts of barnyard grass leaves and sorghum leaves, clarified V8, and potato dextrose
agar. All plant-based agar media were tested at four concentrations (25, 50, 100 and 200 g/L). Petri plates with various media were plated with a disc of
1-week-old actively growing fungus at the center and incubated at 28 ºC with the 12:12 h (light:dark) cycle. Radial growth was measured at weekly
intervals for 2 weeks and sporulation was measured at the end of 2 weeks. Radial growth and sporulation differed among various media and their
concentrations. Among the various media tested, dried rice leaf extract, dried barnyard grass, fresh rice leaf extract and V8 media consistently supported
highest radial growth of the fungus. V8 medium also supported the maximum production of conidia of this fungus. Virulence of Rhizoctonia solani anastomosis groups on cotton, corn, rice and soybean
K. URREA (1), C. Rothrock (1), S. Winters (1)
(1) University of Arkansas, U.S.A. Evaluation of chemotype, pathogenicity, and aggressiveness of Fusarium graminearum isolates of wheat and soybean
B. MUELLER (1), B. Mueller (1), C. Groves (1), D. Mueller (1)
(1) University of Wisconsin-Madison, U.S.A. Evaluation of chemotype, pathogenicity, and aggressiveness of Fusarium graminearum isolates of wheat and soybean
B. MUELLER (1), B. Mueller (1), C. Groves (1), D. Mueller (1)
(1) University of Wisconsin-Madison, U.S.A. Evaluation of chemotype, pathogenicity, and aggressiveness of Fusarium graminearum isolates of wheat and soybean
B. MUELLER (1), B. Mueller (1), C. Groves (1), D. Mueller (1)
(1) University of Wisconsin-Madison, U.S.A. Fusarium graminearum is the causal agent of head blight (FHB) of wheat and damping off disease of soybean. F. graminearum can be classified as one
of three chemotypes: 3-acetyldeoxynivalenol (3-ADON), 15-acetyldeoxynivalenol (15-ADON), and nivalenol (NIV). Besides causing yield loss, F. graminearum in wheat, reduces seed quality by contaminating grain with deoxynivalenol (DON) and NIV and can threaten animal and human health. Previously, 15-ADON was found to be the predominant F. graminearum chemotype in North America. Recently, however, the more aggressive 3-
ADON chemotype is increasing in prevalence in Canada and the United States. Twelve total isolates of F. graminearum were collected in Wisconsin,
Kansas, Iowa and Indiana from soybean and wheat between 2007 and 2015. Characterization of F. graminearum isolates were done using polymerase
chain reaction (PCR) chemotyping. Thus far, all 12 isolates are the 15-ADON chemotype. Additional isolates will be collected in Wisconsin and further
research will evaluate pathogenicity and aggressiveness on soybean and soft red winter wheat in Wisconsin. Results of this study will pave the way for
the development of improved management options for Wisconsin farmers. Pathogenicity and Virulence of Alternaria alternata on ‘Alamo’ Switchgrass
S. COLLINS (1), B. Ownley (1)
(1) University of Tennessee, U.S.A. Alternaria alternata causes foliar disease in switchgrass (Panicum virgatum), and was the most frequently isolated fungus from a survey of 30
commercial switchgrass seed lots. The aims of this study were to determine 1) pathogenicity and virulence of A. alternata isolates recovered from
commercial switchgrass seed, and 2) the impact of isolates on seed germination, plant health, and biomass. Tests were arranged in a completely
randomized design and data were analyzed with mixed model ANOVA and F-LSD (SAS 9.4). Six isolates were screened for pathogenicity with a
detached leaf assay using ‘Alamo’ switchgrass. All A. alternata isolates were pathogenic on detached leaves (P<0.05), with lesion areas ranging from
8.8% to 23.3%. Isolates of A. alternata were inoculated onto surface-sterilized ‘Alamo’ seed at 105 conidia/ml. Plant stand and health, and biomass yield
were measured. Standardizing water potential of salt amended growth media at different temperatures for microbiological studies
I. AUJLA (1), T. Paulitz (2)
(1) Department of Plant Pathology, Washington State University, U.S.A.; (2) USDA-ARS, Washington State University, U.S.A. ( ),
( )
(1) Department of Plant Pathology, Washington State University, U.S.A.; (2) USDA-ARS, Washington State University, U.S Temperature and moisture profoundly influence the activity of fungi. Water potential (a measure of available water) for optimal growth of a fungi may
differ with temperature. Depending on the habitat and life stage of the fungus, different components of the water potential (WP) become important. The
matric component of WP dominates in soil but following plant infection, osmotic effects are important. Nutrient media amended with NaCl or KCl and
polyethylene glycol (PEG) are used to study the response of fungi to osmotic and matric potentials, respectively. The advent of more precise WP
measuring devices such as WP4C (Decagon Devices, Pullman, WA), using the chilled-mirror dew point technique, allowed us to standardize salt-
amended potato dextrose broth with or without agar for a range of basal nutrient media from -0.2 to -9 MPa at 20°C, using NaCl and KCl for osmotic
potential and PEG-8000 for matric potential. The same salt and nutrient media combinations standardized at 20°C were also measured for WP at 15, 25,
30 and 35°C. WP was extrapolated for 4 and 10°C with linear/curvilinear regression due to the temperature range limits of the instrument between 15
and 40°C. These standardized tables are more accurate than previous literature due to technological advancements and will be useful for studying the
response of different life stages of fungi to osmotic and matric potential. ),
( )
or Bioeconomic Research, Norway; (2) Norwegian Institute of Bioeconomy Research, Norway; (3) Norwegian University o )
( )
( )
n Institute for Bioeconomic Research, Norway; (2) Norwegian Institute of Bioeconomy Research, Norway; (3) Norwegian
s, Norway S4.30 P. nodorum (syn. Stagonospora nodorum) is the dominant pathogen of the Norwegian leaf blotch disease complex on wheat and can cause substantial
yield losses. To improve the forecasting model for leaf blotch diseases, available at our web-based pest- and disease forecasting platform (vips-
landbruk.no), we studied ascospore biology of P. nodorum. Airborne ascospores were monitored with Burkard volumetric spore traps for three years in
southeastern Norway. In the laboratory, we conducted wind tunnel studies to examine the effect of simulated rain and light conditions on ascospore
discharge. We determined the mating types for 117 P. nodorum isolates (MAT1 and MAT2) using MAT-specific primers and inoculated wheat plants
with opposite mating types to follow ascocarp maturation under field conditions. Genetic characterization of the Colletotrichum gloeosporioides complex in apple orchards of North Carolina
B. HOGE (1), M. Cubeta (1), D. Ritchie (1)
(1) North Carolina State University, U.S.A. Genetic characterization of the Colletotrichum gloeosporioides complex in apple orchards of North Carolina
B. HOGE (1), M. Cubeta (1), D. Ritchie (1)
(1) North Carolina State University, U.S.A. Glomerella leaf spot caused by fungi in the Colletotrichum gloeosporioides (Cg) species complex is an important disease of apple (Malus domestica). It
is associated with leaf and fruit spots, resulting in yield loss and premature defoliation of trees. While several studies have characterized the genotypic
diversity of species complexes within Colletotrichum, little information is available on pathogen diversity on apple cultivars in North Carolina (NC). Development of sustainable management strategies requires consideration of both host and pathogen factors and information on their association with
disease incidence and severity. The primary objective of this study was to examine the genetic diversity of field populations of Cg sampled from infected
fruits and leaves of cultivars Gala, Golden Delicious, Pink Lady, Granny Smith, and Yellow Transparent in 15 orchards in NC. Genomic DNA was
extracted from a phenotypically diverse subsample (n=50) of 150 isolates and sequence analysis of four independent genetic loci was performed to
identify multi-locus haplotypes (MLHs). Eight distinct MLHs were detected, and three well-supported lineages corresponding to species in the Cg
complex were identified. Isolates identified as MLH1 belonged to the Cg clade and were sampled from three of five cultivars. MLH2 isolates were
identified as C. fructicola, and sampled from four of five cultivars with some overlap. The remaining MLHs were restricted to a single cultivar or isolate. Fitness ability and fungicide sensitivity of Lambertella corni-maris isolates from apple
A. AMIRI (1), A. Hawkins (2), K. Mulvaney (2)
(1) Washington State University, U.S.A.; (2) Washington State University, U.S.A. Lambertella corni-maris is a newly reported postharvest decay of apple. Additional knowledge is needed to understand disease ecophysiology and
develop adequate control strategies. In this study, we investigated fitness ability of three isolates in vitro i.e. growth on different media, sensitivity to pH
and osmotic stress and in vivo pathogenicity on nine apple cultivars. All three isolates grow significantly faster on apple juice agar compared to potato
dextrose agar whereas growth on V8 agar and malt extract agar was intermediate. Isolates grew equally at pH ranging from 3 to 7 and growth was
inhibited at pH ≥8. Significant sensitivity to osmotic stress was only observed at higher KCl concentrations (1M). L. Evaluation of chemotype, pathogenicity, and aggressiveness of Fusarium graminearum isolates of wheat and soybean
B. MUELLER (1), B. Mueller (1), C. Groves (1), D. Mueller (1)
(1) University of Wisconsin-Madison, U.S.A. Foliar disease ratings of plants from seed inoculated with all isolates was significantly greater than in untreated controls (P<0.0001). Isolates were inoculated (105 conidia/ml) on foliage of whole plants. All isolates caused greater foliar disease severity than untreated controls (P=0.10),
and two isolates significantly reduced shoot fresh weight (P=0.05). Although A. alternata can cause foliar disease, isolates did not reduce plant stand,
suggesting that this fungus may cause less economic losses than fungi that affect stand establishment, such as Bipolaris and Fusarium spp. Standardizing water potential of salt amended growth media at different temperatures for microbiological studies
I. AUJLA (1), T. Paulitz (2)
(1) Department of Plant Pathology, Washington State University, U.S.A.; (2) USDA-ARS, Washington State University, U.S.A. In the field, ascospore dispersal was not associated with rain events nor
any specific day/night periodicity, but with daily relative humidity above 70%. In the laboratory, over 95% of ascospores were released during simulated
rain events at 100% relative humidity, independent of light conditions. Mating type ratios of P. nodorum varied with location between 1:1 and 1:2
(M1:M2). Mature ascocarps formed 12 months after inoculation, corresponding to 551 degree-days (base 10°C) for the 2014/2015 season. We conclude
that ascocarp formation can take an extended period of time and that daily humidity above 70% is sufficient for ascospore release in the field. Genetic characterization of the Colletotrichum gloeosporioides complex in apple orchards of North Carolina
B. HOGE (1), M. Cubeta (1), D. Ritchie (1)
(1) North Carolina State University, U.S.A. corni-maris was pathogenic to all
nine test apple cultivars, however, Honey Crisp, Fuji, Pixata, and Gala were significantly more susceptible compared to Cameo, Braeburn and Red
Delicious. Furthermore, the sensitivity of 100 L. corni-maris isolates to fludioxonil, boscalid, pyraclostrobin, pyrimethanil and thiabendazole was
evaluated using a mycelial growth inhibition assay. Mean EC50 values were 0.07, 0.84, 1.32, 2.45 and 3.68 µg/ml, respectively. Fludioxonil and
pyrimethanil were highly effective in controlling the disease on detached fruit whereas thiabendazole was the least effective. Our results indicate that L. corni-maris may be able to survive extreme conditions and is better controlled by postharvest rather than preharvest fungicides. Host colonization and substrate utilization by wood-colonizing Ascomycete fungi in the grapevine trunk disease complex
E. GALARNEAU (1), C. Wallis (2), K. Baumgartner (2)
(1) University of California-Davis, U.S.A.; (2) USDA-Agricultural Research Service, U.S.A. Grapevine trunk diseases cause chronic wood infections (cankers) in mixed infections within the same vine. To determine the synergistic interactions of
trunk-pathogen communities and their impact on the host we are characterizing, on a pathogen-by-pathogen basis, fungal damage to woody cells and
tissues. Our focus is on two taxonomically unrelated Ascomycetes: Botryosphaeria dieback pathogen Neofusicoccum parvum and Eutypa dieback
pathogen Eutypa lata. After inoculating plants and identifying the host-defense compounds that accumulated in wood cankers, we tested their effects on
fungal growth in vitro. Both fungi significantly degraded and utilized rutin, epicatechin, and piceid, suggesting that these fungi tolerate and possibly
subvert the biochemical host-defense response. In contrast, fungal growth was significantly inhibited by lignin and gallic acid. Only E. lata discolored
solid media amended with gallic acid, signifying phenoloxidase activity, which is consistent with its status as a soft-rot fungus. Previous work showed E. lata colonizes the ray parenchyma, xylem vessels and fibers, which we verified are also proliferated by N. parvum. The ability of these fungi to degrade
wood was evaluated in planta by imaging the microscopic features of soft rot. As both fungi have similar gene families associated with cell-wall
degradation and secondary metabolism, it is not surprising that they may share similar strategies for colonization and substrate utilization. Virulence of Botrytis prunorum associated with blossom blight on Japanese plum in Chile
E. FERRADA (1), B. Latorre (1), J. Zoffoli (1), G. Diaz (2)
(1) Pontificia Universidad Católica de Chile, Chile; (2) Universidad de Talca, Chile Blossom Blight (BB) is an important disease that affects the productivity of stone fruits. Recently, B. prunorum was identified causing BB on Japanese
plum (Prunus salicina) in Chile. Symptoms consisted on a light brown necrosis of flowers. The objective of this study was to compare the virulence
exhibited by isolates B. prunorum and isolates of B. cinerea affecting plums. Virulence tests were conducted with seven isolates of B. prunorum on
detached plum flowers and mature fruits ‘Larry Ann’ inoculated with a conidial suspension (106 conidia/mL) and mycelial plugs (4 mm in diameter). Mature fruits of ‘Granny Smith’ apples and ‘Hayward’ kiwifruits were similarly inoculated. Flowers and fruits were incubated for at least 48 h at 20°C in
humid chambers. Seven B. cinerea isolates were included in all virulence tests. In addition, the virulence of B. prunorum and B. Host colonization and substrate utilization by wood-colonizing Ascomycete fungi in the grapevine trunk disease complex
E. GALARNEAU (1), C. Wallis (2), K. Baumgartner (2)
(1) University of California-Davis, U.S.A.; (2) USDA-Agricultural Research Service, U.S.A. cinerea was studied on
detached bean leaves that were inoculated with a mycelial plug (4 mm) incubated for 4 d at 20°C in humid chambers. All isolates of B. prunorum and B. cinerea were pathogenic on flowers and fruits of plums as well as on apple and kiwifruit and bean leaf. All isolates of B. prunorum were significantly
(P<0.001) less virulent than B. cinerea isolates. Differences in virulence between B. cinerea and B. prunorum can be attributed to differences in the
genetic expression of virulence factors. These results suggest that B. prunorum plays a secondary role in the epidemiology of BB of plums. Modelling potential inoculum availability of Mycosphaerella nawae in persimmon leaf litter using Bayesian growth curves
A. VICENT (1), J. Martínez-Minaya (2), A. López-Quílez (3), D. Conesa (3)
(1) Instituto Valenciano de Investigaciones Agrarias (IVIA). Moncada 46113, Valencia, Spain., Valencia, Spain; (2) Instituto Valenciano de
Investigaciones Agrarias (IVIA), Moncada 46113, Valencia, Spain., Valencia, Spain; (3) Departament d’Estadística i Investigació Operativa, Universitat
de València. Burjassot 46100, Valencia, Spain., Valencia, Spain (1) Instituto Valenciano de Investigaciones Agrarias (IVIA). Moncada 46113, Valencia, Spain., Valencia, Spain; (2) Instituto Valenciano de
Investigaciones Agrarias (IVIA), Moncada 46113, Valencia, Spain., Valencia, Spain; (3) Departament d’Estadística i Investigació Operativa, Universitat
de València. Burjassot 46100, Valencia, Spain., Valencia, Spain Circular leaf spot, caused by Mycosphaerella nawae, is a serious disease of persimmon (Diospyros kaki) inducing necrotic lesions on leaves, defoliation
and fruit drop. The disease was initially restricted to humid regions in Japan and South Korea and in 2008 it was detected in arid areas in Spain. The
fungus forms pseudothecia in leaf litter during winter and ascospores are released in spring infecting susceptible leaves. Persimmon growers are advised
to spray with fungicides during the period of inoculum availability, which was defined based on ascospore counts. In order to develop a model of
potential inoculum availability, samples of leaf litter were collected weekly in six affected orchards from 2010 to 2015. Leaves were soaked, placed in a
wind tunnel, and released ascospores were counted under the microscope. Hierarchical Bayesian methods were used to fit the dynamics of ascospore
production in the leaf litter to Gompertz and logistic growth curves, including temperature and rainfall as nonlinear effects. MCMC methods were used
to approximate the posterior distribution of the parameters. Results showed that accumulated degree days best described ascospore dynamics with both
Gompertz and logistic curves. Nutritional and environmental effects on conidial germination and appressorium formation of Phyllosticta citricarpa, the citrus black spot
pathogen These results provide a better
understanding of fungal biology and a robust and convenient system for further applications such as screening for efficacious fungicides. Host colonization and substrate utilization by wood-colonizing Ascomycete fungi in the grapevine trunk disease complex
E. GALARNEAU (1), C. Wallis (2), K. Baumgartner (2)
(1) University of California-Davis, U.S.A.; (2) USDA-Agricultural Research Service, U.S.A. Host colonization and substrate utilization by wood-colonizing Ascomycete fungi in the grapevine trunk disease complex
E. GALARNEAU (1), C. Wallis (2), K. Baumgartner (2)
(1) University of California-Davis, U.S.A.; (2) USDA-Agricultural Research Service, U.S.A. The predictive ability of the models was evaluated using ascospore data from two orchards not used in model
development. The resulting best model was implemented in a disease warning system to schedule fungicide sprays for the control of circular leaf spot. Factors affecting germination of pseudosclerotia of Monilinia vaccinii-corymbosi on lowbush blueberry
T CASE (1) S Annis (1) In the lowbush blueberry (Vaccinium angustifolium) industry of Maine, substantial yield loss can occur annually from the disease, mummy berry, caused
by Monilinia vaccinii-corymbosi, if left unmanaged. The primary objective of this study is to better understand the environmental conditions that favor
the germination of pseudosclerotia. We have conducted in vitro incubation experiments for the past two years, in which the germination of apothecia
from pseudosclerotia has been observed in response to chill-hours (time between 0-7°C). To further identify conditions affecting the germination of
pseudosclerotia, we have incubated pseudosclerotia over a wide range of chill-hours (800-2380 chill-hours), under three different soil saturations (50, 60
and 75%), as well as three different post-chill temperature regimes (10, 13 and 16°C). Germination of pseudosclerotia was greater under the highest
temperature we tested (16°C), and moderate soil moisture conditions (60%). The development of apothecia from pseudosclerotia was affected by chill-
hours, but varied substantially between treatments from different fields. Identifying the environmental conditions favoring the development of apothecia
in the lab assists in managing this pathogen in the field through the development of a predictive model for germination. We will use this model in
continuing our program for forecasting mummy berry, which gives growers an opportunity to effectively manage this disease. Nutritional and environmental effects on conidial germination and appressorium formation of Phyllosticta citricarpa, the citrus black spot
pathogen N. WANG (1), M. Dewdney (2) N. WANG (1), M. Dewdney (2)
(1) Department of Plant Patholog ( )
y ( )
(1) Department of Plant Pathology, Citrus Research and Education Center, University of Florida, U.S.A.; (2) mmdewdney@ufl.edu Department of Plant Pathology, Citrus Research and Educatio Citrus black spot caused by Phyllosticta citricarpa has been present in Florida since 2010 and can reduce fruit yield and marketability. Conidial
germination and appressorium formation (AF) are essential for successful infection by P. citricarpa, although the conditions required for this process are
poorly understood. In this study, the effects of citrus juices, concentration, pH, various carbon and nitrogen sources, and environmental conditions were
evaluated in vitro. All tested juices, especially Valencia (> 85%, P < 0.05), favored germination and AF, whereas sterile water rarely stimulated S4.31 germination (< 1%). Juice quality analysis using Pearson’s correlation test revealed a moderate relationship between the Brix/Acid ratio and germination
(r = 0.783, P < 0.05). The Valencia juice effect was concentration- and pH-dependent, and the maximum rate was reached in 1.5% juice with pH of 3.4. Most carbon, nitrogen, or complex sources did not favor germination or AF with exception of PDB, ammonium nitrate, and yeast extract. An incubation
period of 18 to 24 h at 24°C were required for peak germination and AF. Further analysis of critical juice components using synthetic juice revealed
sugars, salts, citric acid, and thiamine combined were most important for germination and AF (> 80%, P > 0.05). These results provide a better
understanding of fungal biology and a robust and convenient system for further applications such as screening for efficacious fungicides. germination (< 1%). Juice quality analysis using Pearson’s correlation test revealed a moderate relationship between the Brix/Acid ratio and germination
(r = 0.783, P < 0.05). The Valencia juice effect was concentration- and pH-dependent, and the maximum rate was reached in 1.5% juice with pH of 3.4. Most carbon, nitrogen, or complex sources did not favor germination or AF with exception of PDB, ammonium nitrate, and yeast extract. An incubation
period of 18 to 24 h at 24°C were required for peak germination and AF. Further analysis of critical juice components using synthetic juice revealed
sugars, salts, citric acid, and thiamine combined were most important for germination and AF (> 80%, P > 0.05). A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. Polymyxa betae is an obligate pathogen capable of vectoring several viruses of sugar beet that can cause large losses in production. In the past,
quantifying P. betae infection levels required time-consuming staining and visual examination using light microscopy. A new species-specific
quantitative real-time PCR assay that allows for rapid quantification of P. betae infection levels in sugar beet roots has been developed. The assay has
been designed to target the P. betae internal transcribed spacer (ITS) region of the genomic rDNA using sequence data from forty isolates. To achieve
species-specificity, the assay primers and probe were designed against nineteen Polymyxa graminis ITS sequences from GenBank. In practice, the assay
has demonstrated species-specificity in all fifteen P. betae isolates tested and has not amplified P. graminis isolates. Three internal plant controls, two
targeting single copy nuclear genes and one targeting the ITS region of the rDNA, have been multiplexed with the pathogen assay to standardize results
across samples. Further, the assay has also been optimized for digital droplet PCR, which allows for more precise quantification of minor differences in
infection levels than conventional real time PCR. These tools will allow for more efficient quantification of P. betae infection levels in experimentation
evaluating host resistance, variation in aggressiveness among isolates and virus transmission studies. Ray blight disease (Stagonosporopsis tanaceti) development in pyrethrum
M. BHUIYAN (1), T. Groom (2), M. Nicolas (3), P. Taylor (3)
(1) The University of Melbourne, Australia; (2) Botanical Resources Australia, A Ray blight disease (Stagonosporopsis tanaceti) development in pyrethrum
M. BHUIYAN (1), T. Groom (2), M. Nicolas (3), P. Taylor (3)
(1) The University of Melbourne, Australia; (2) Botanical Resources Australia, Australia; (3) The University of Melbour ersity of Melbourne, Australia; (2) Botanical Resources Australia, Australia; (3) The University of Melbourne, Australia Pyrethrum (Tanacetum cinerariifolium) is commercially cultivated in Australia for pyrethrins which are used as natural pesticides. Ray blight caused by
S. tanaceti is considered as the most devastating fungal disease and is recognized as one of the limiting factors of pyrethrum production. The pathogen is
known to infect the flowers and leaves however, little is known about the mechanism of infection and process of tissue colonisation. Relationship between genetic and morphological characters of Botrytis cinerea isolates obtained of blueberry fields in southern Chile
E. BRICEÑO (1), E. Briceño (1), S. Aguirre (2), A. Behn (2)
(1) Universidad Austral de Chile, Chile; (2) Univ austral Chile, Chile Relationship between genetic and morphological characters of Botrytis cinerea isolates obtained of blueberry fields in southern Chile
E. BRICEÑO (1), E. Briceño (1), S. Aguirre (2), A. Behn (2)
(1) Universidad Austral de Chile, Chile; (2) Univ austral Chile, Chile Botrytis cinerea is the most important pathogen in blueberry crops (Vaccinium spp.) in southern Chile. The climate conditions of the zone and the
presence of some populations fungicide resistant, increase its incidence. Due to the high morphological variability observed on Botrytis populations, the
aim of this work was to characterize isolates from eight locations (Lat. 39º06’S to 41º28’S), in order to establish some relationship between
morphological and genetic variability. For this, 39 monosporic cultures of B. cinerea obtained from mature blueberry fruits were morphologically
characterized about mycelia color, sporulation level, growth rate, conidia size and sclerotia production. On the other hand, genetic characterization was
done by PCR detection of transposons Boty and Flipper, to determinate their genotype. In addition, coding fragments for the MS457 gene were
sequenced and phylogenetic tree was built. The genetic studies revealed the presence of four genotypes, predominating Vacuma in the geographic region. S4.32 The results indicate that the presence of transposable elements does not affect the growth rate of the isolates. However, different sizes of conidia are
distinguished by genotype, possessing at least one of the transposons conidia size increases, then Transposa presented conidia larger while Vacuma the
smaller. On the other hand Boty produced the bigger sclerotia. Mining of abiotic and biotic factors for prediction of soybean sudden death syndrome (SDS) symptoms
Z. NOEL (1), M. Roth (1), J. Wang (1), E. Papenfuss (1), D. Kramer (1), M. Chilvers (1)
(1) Michigan State University, U.S.A. Fusarium virguliforme is the causal agent of soybean sudden death syndrome (SDS) in the U.S. The pathogen infects roots initially, but foliar chlorosis
and necrosis caused by a phytotoxin, do not usually appear until later in the growing season when it is too late to consider replanting. In this study,
parameters measured before planting were used as indicators of SDS development later in the season. Prior to planting, soil nutrients (pH, K, Ca, Mg,
Zn, Mn, Cu, Fe, and organic matter) soybean cyst nematode counts (eggs, juveniles, and adults), and F. virguliforme inoculum density were used to
determine which variables or combination of variables helped explain SDS development throughout the growing season. Identifying Diversity Within Corynespora cassiicola, Cause of Target Spot of Cotton, Tomato, and Soybean in the Southeastern U.S.
L. SUMABAT (1), M. Brewer (1), R. Kemerait (2)
(1) University of Georgia, U.S.A.; (2) University of Georgia, U.S.A. Preliminary results from Multilocus Sequence Typing of the soilborne fungal pathogen Sclerotium rolfsii
P. SORIA (1), M. Smith (1), N. Dufault (1)
(1) University of Florida, U.S.A. Preliminary results from Multilocus Sequence Typing of the soilborne fungal pathogen Sclerotium rolfsii
P. SORIA (1), M. Smith (1), N. Dufault (1)
(1) University of Florida, U.S.A. Sclerotium rolfsii is an important soilborne fungal pathogen of hundreds of plant species worldwide, including economically important crops such as
tomato and peanut in the southeastern US. Currently, molecular studies are scarce for this pathogen, leading to a lack of an experimental framework to
study the biology S. rolfsii using genetic methods. There is, however, evidence for significant phenotypic variation among S. rolfsii isolates in terms of
virulence, growth rate, sclerotial size, and temperature tolerance. Methods of measuring genetic variation are currently limited to ambiguous mycelial
compatibility groups, and few sequence analyses using the ITS (internal transcribed spacer) rDNA. To accurately characterize genetic diversity among
phenotypically variable S. rolfsii populations, a more elaborate and sequence-based experimental framework is required. Multilocus Sequence Typing
(MLST) was chosen as a sequence-based method for cryptic species recognition and for identifying genetic diversity of S. rolfsii in the Southeastern US. Several housekeeping genes (LSU, RPB1, RPB2, TEF, and MCM7) that are commonly used in MLST analyses were evaluated to choose the most
informative loci to characterize the population structure of S. rolfsii. The resulting MLST scheme will contribute to establishing a molecular framework
for this important soilborne pathogen and will increase the current understanding of the biology and epidemiology of S. rolfsii. Relationship between genetic and morphological characters of Botrytis cinerea isolates obtained of blueberry fields in southern Chile
E. BRICEÑO (1), E. Briceño (1), S. Aguirre (2), A. Behn (2)
(1) Universidad Austral de Chile, Chile; (2) Univ austral Chile, Chile Principle components analysis
allowed for dimensional reduction and indicated which variables were most important for disease prediction. Disease symptoms at R5 and R6 were
significantly correlated with soybean cyst nematode data and F. virguliforme inoculum density. Other multivariate techniques are currently being
performed to allow for a better understanding of the factors that contribute to the disease development of SDS. Effects of inoculum substrates on root rot of soybean caused by Fusarium oxysporum and Fusarium graminearum
D. CRUZ (1), D. Mayfield (2), Y. Meng (1), G. Munkvold (1), L. Leandro (1)
(1) Iowa State University, U.S.A.; (2) Iowas State University, U.S.A. Effects of inoculum substrates on root rot of soybean caused by Fusarium oxysporum and Fusarium graminearum
D. CRUZ (1), D. Mayfield (2), Y. Meng (1), G. Munkvold (1), L. Leandro (1)
1) Iowa State University, U.S.A.; (2) Iowas State University, U.S.A. Fusarium oxysporum (Fo) and F. graminearum (Fg) are associated with the Fusarium seedling disease and root rot complex in soybeans. Published soil
infestation methods have limitations in the expression of disease. Our objective was to compare the efficacy of infested substrates for generating root rot
caused by Fo and Fg and evaluate adverse effects of non-infested substrates on roots. Autoclaved millet and rice hulls infested with Fo and Fg were
added to soil at a rate of 5% (by vol.). Susceptible cultivars Jack and MN1805 were evaluated 2 weeks after planting for root length and root rot using the
WinRhizo image analysis software; root rot was also estimated visually on a percent scale. Cultivars did not differ in root length and root rot assessed by
image analysis, but visually-assessed root rot was greater in Jack (P=0.008). There was a significant interaction between substrate and Fusarium species
for root rot assessed by both methods (P<0.0001). Millet infested with Fg produced the greatest root rot severity (37%), followed by millet infested by
Fo (24%), whereas infested rice hulls resulted in low root rot (15 and 10% for Fo and Fg, respectively). Root rot for non-inoculated substrates was less
than 5%. Infested and non-infested millet reduced root length compared to rice hulls. Pathogen colonization was assessed using qPCR. Our study
suggests that millet is more effective for producing seedling root rot but can cause some adverse effects on root growth. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. The first detection of potato
wart in North America occurred in 1909 in Newfoundland. More recently in 2000, it was found in a field of Prince Edward Island. We sequenced and
assembled the genomes of two different genotypes: S. endobioticum MB42 from the Netherlands and S. endobioticum DAOM 229326 from Canada. The
genome size ranged from 20.6 to 23.5 Mb and between 8000 and 8800 genes were predicted for the respective strains. Carbohydrate degrading enzymes
and effectors are being analyzed to help the development of more robust genotyping and pathotyping assays and to understand better the evolution of this
early lineage of plant pathogens. Origin and consequence of myrtle rust (Puccinia psidii) in the New Caledonian biodiversity hotspot
S. JULIA (1), M. Laurent (2), C. Fabian (1) Origin and consequence of myrtle rust (Puccinia psidii) in the New Caledonian biodiversity hotspot
S. JULIA (1), M. Laurent (2), C. Fabian (1)
(1) Institut Agronomique Néo-Calédonien, New Caledonia; (2) CIRAD (Centre de coopération internationale en recherche agronomique pour le
développement), New Caledonia S. JULIA (1), M. Laurent (2), C. Fabian (1)
(1) Institut Agronomique Néo-Calédonien, New Caledonia; (2) CIRAD (Centre de coopération internationale en recherche agronomique pour le
développement), New Caledonia S. JULIA (1), M. Laurent (2), C. Fabian (1)
(1) Institut Agronomique Néo-Calédonien, New Caledonia; (2) CIRAD (Centre de coopération internationale en recherche agronomique pour le
développement), New Caledonia S. JULIA (1), M. Laurent (2), C. Fabian (1)
(1) Institut Agronomique Néo-Calédonien, New Caledonia; (2) CIRAD (Centre de coopération internationale en recherche agronomique pour le
dé
l
) N
C l d
i The myrtle rust disease, caused by the fungus Puccinia psidii, is considered as one of the main environmental threat to plants belonging to Myrtaceae
family worldwide. In New Caledonia, a biodiversity hotspot renowned for its extraordinary botanical richness and endemicity, the fungus was first
reported in 2013. The Myrtaceae, the principal target of P. psidii, holds a prominent position in the New Caledonian flora by being the most species-rich
family. Taking into account the ecological importance of Myrtaceae in many ecosystems, it was agreed to establish a disease management approach to
mitigate the spread and the potential long term impacts of the pathogen. In this perspective, it is essential to refine our understanding of the dynamics of
the host-pathogen-environment interactions. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. Hadziabdic (1)
(1) University of Tennessee, Knoxville, TN, U.S.A.; (2) United States Department of Agriculture, Agricultural Research Service, Charleston, SC,
U.S.A.; (3) University of Tennessee, U.S.A.; (4) University of Tennessee, Knoxville, U.S.A.; (5) Universtiy of Tennessee, Knoxville, TN, U.S.A.; (6)
Tennessee Valley Authority, Knoxville, TN, U.S.A.; (7) United States Department of Agriculture, Agricultural Research Service, Poplarville, MS,
U.S.A.; (8) United States Department of Agriculture, Forest Service, Cleveland, TN, U.S.A.; (9) United States Fish and Wildlife Service, Cookeville,
TN, U.S.A. Pityopsis ruthii is an endangered species endemic to the Hiwassee and Ocoee rivers in Tennessee. Due to limited information regarding biology and
genetics of P. ruthii, our research over the past six years have focused on conservation and recovery efforts. Using applied and molecular techniques, a
basic understanding of the biology, propagation, population genetics, and diseases of P. ruthii has been gained. Micropropagation protocols using leaf
and receptacle tissues have been developed. Clones from these experiments had a 73% survival rate one year after introduction to native habitats. Vegetative propagation of stems is highly successful. Seed germination for long-term stored seeds was low (<1%) and highly variable for freshly
collected seeds across different locations. A total of 814 individuals from both rivers were analyzed using chloroplast and nuclear microsatellites and
indicated higher genetic diversity than initially hypothesized. Analyses of chloroplast and nuclear microsatellites showed differences between the
respective data sets, indicating presence of gene flow and population structure. Two diseases were identified from greenhouse grown plants: aerial blight,
caused by Rhizoctonia solani, and powdery mildew, caused Golovinomyces cichorecearum. Understanding the biology and genetics of P. ruthii will
facilitate long-term conservation efforts and provide information on reintroduction and preservation of biodiversity for this endangered species. Genome sequencing of Synchytrium endobioticum offers insight into its carbohydrate degrading enzymes and effectors
H. NGUYEN (1), B. van de Vossenberg (2), T. van der Lee (2), D. Joly (3), D. Smith (4), M. van Gent-Pelzer (2), P. Bonants (2), C. Levesque (1)
(1) Agriculture and Agri-Food Canada, Ottawa, ON, Canada; (2) Wageningen University and Research Centre, Netherlands; (3) University of Moncton,
Moncton, NB, Canada; (4) Canadian Food Inspection Agency, Canada Synchytrium endobioticum is an obligate fungal parasite causing severe and persistent potato wart disease that render potato tubers unmarketable. Therefore, quarantine measures are enforced worldwide to prevent the spread of this economically important plant disease. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. Oxygen and an aerial state are independently required for asexual development of Aspergillus species
M CHI (1) K Craven (2) Oxygen and an aerial state are independently required for asexual development of Aspergillus species
M. CHI (1), K. Craven (2)
(1) The Samuel Roberts Noble Foundation, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A. M. CHI (1), K. Craven (2)
(1) The Samuel Roberts Noble Foundation, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A. Asexual sporulation is one of the primary means for aerial dissemination of many plant pathogenic fungi. The generation of asexual spores usually
involves dynamic changes in cellular polarity and morphogenesis (e.g. from filamentous hyphae to oval spores). While sporulation appears to be
suppressed in planta, it is seemingly de-repressed outside of plant tissues, where it encounters an aerial environment. In this study, we identify key
components that allow fungi to distinguish between in planta and aerial environments. We observed conidiophore development of several Aspergillus
species in an artificial environment that mimicked the in planta condition, but where we could enforce either high or low oxygen conditions. This
experimental design enabled us to reveal that not only oxygen but also the physical, aerial state are positive environmental factors inducing
conidiogenesis in most of the aspergilli tested in this study. Transcriptional analysis combined with direct observation of conidiation-defective mutants
revealed that expression of key regulatory genes for conidiophore development is indeed regulated by these environmental cues and that the production
of reactive oxygen species is required for polarized cell differentiation. Our findings provide not only novel insights into how fungi respond to an aerial
environment but also inform an improved model for the regulatory pathway controlling conidiophore development. Current Status and Ongoing Conservation Efforts for the Federally Endangered Species Pityopsis ruthii
T. EDWARDS (1), P. Wadl (2), R. Trigiano (3), E. Hatmaker (3), S. Boggess (3), P. Moore (1), M. Staton (5), W. Klingeman (1), E. Bernard (1), A. Dattilo (6), B. Ownley (1), T. Rinehart (7), M. Pistrang (8), J. Skinner (1), G. Call (9), A. Windham (1), D. Development of a multiplex PCR microsatellite marker set for Raffaelea lauricola, and its potential applications
T. DREADEN (1), M. Hughes (2), J. Smith (2)
(1) USDA FS, U.S.A.; (2) University of Florida, U.S.A. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. Therefore, this study
was undertaken to identify disease development within the whole plant using traditional culturing and histopathology, and elucidate the life cycle of S. tanaceti. Ray blight disease development in pyrethrum plants was the result of colonisation of the parenchyma cells in the hypodermis and cortex with no
infection of the vascular tissues. Pycnidia developed in severely infected tissues which developed a deep brown discolouration due to necrosis caused by
intra- or inter cellular colonization. Secondary infection of upper flower stems, flower buds and flower tissues most likely occurred from pycniospores
released from the pycnidia in the infected leaves and petioles and being disseminated through wind, rain or water-splash. The pathogen did not infect
roots of plants with infected crown tissue. This process of infection and colonisation of pyrethrum plants provides a better understanding of the complete
life/disease cycle which will lead to improved control measures through the strategic use of fungicides. S4.33 Target spot, caused by the fungus Corynespora cassiicola, is a disease that is emerging on crops in the southeastern U.S., including cotton. Previous
studies suggest that populations from cotton, tomato, and soybean in the U.S. are host specific and genetically differentiated based on host of origin. Although variation in aggressiveness to cotton was observed, no genetic variation was detected within populations sampled from cotton. The aim of this
study was to develop markers to detect genetic variation in C. cassiicola. Variable microsatellite motifs with conserved flanking regions were identified
in draft genomes of two isolates from cotton, an isolate from tomato, and an isolate from soybean. Thirty-one sets of primers were designed, and then
tested for amplification of these four isolates. The nineteen loci that amplified well were evaluated on a panel of 15 isolates from diverse hosts of origin
and geographic regions. Fourteen of the markers were robust and informative. Preliminary results showed diverse genotypes among C. cassiicola
populations from different hosts, yet there was no genotypic variation detected within tomato or cotton isolates sampled from different cultivars, states,
and years, suggesting that populations from these hosts represent distinct clonal genotypes. Determining levels of variation among isolates of C. cassiicola from cotton is critical for screening for cultivar resistance and identifying fungicides for management of target spot. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. applantum complex and related species, G. curtisii, G. meredithae, G. sessile, G. tsugae, G. tuberculosum, G. weberianum-subamboinens species complex, G. zonatum, and Tomophagus colossus (syn. G. colossus). Wood block decay assays are underway to
quantify decay ability of select species. Future studies will investigate differences in decay rates and pathogenicity, host specialization and
phylogeography of the most commonly observed Ganoderma taxa collected in the Southeastern United States. Progress of severity of brown rust and orange rust during two sugarcane crop seasons in Florida
S. SANJEL (1), M. Hincapie (1), B. Chaulagain (1), J. Comstock (2), R. Raid (1), P. Rott (1)
(1) University of Florida, U.S.A.; (2) USDA-ARS, U.S.A. Brown rust (caused by Puccinia melanocephala) and orange rust (caused by Puccinia kuehnii) are currently the two most damaging fungal diseases of
sugarcane in Florida. To determine progress of these two diseases during the crop season, brown rust susceptible cultivar CL90-4725 and orange rust
susceptible cultivar CL85-1040 were planted in field experiments at Belle Glade in November 2013 and in November 2014. Intensity of pathogen
sporulation and percent rust affected area were assessed on the top visible dewlap leaf (TVD) and the fourth leaf below TVD every two weeks. Brown
rust symptoms were mainly observed from mid-March to mid-July in 2014 and from mid-April to mid-August in 2015. Sporulation intensity and leaf
damage was highest in May-June 2014 but this period shifted to June-July in 2015. In contrast, orange rust symptoms were observed all year round, but
sporulation and percent diseased leaf area peaked from mid-May to early August. Later on, disease severity decreased until October when another
significant increase of orange rust occurred until the end of the year. This pattern of orange rust progress was similar during the 2015 and 2016 crop
seasons. Overall, disease severity was higher for orange rust than for brown rust and orange rust impacted sugarcane growth for a longer period of time
during the crop season. Conducive environmental conditions for disease progress remain to be determined but appear to be broader for orange rust than
for brown rust. Host specificity of Colletotrichum sp. on tree tomato (Solanum betaceum) and mango (Mangifera indica) crops
S. RESTREPO (1), L. Cabrera-Villamizar (1), C. pardo (1), S. Rojas (1), P. Rojas (1), G. Danies (1), P. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. In order to reach this goal, we have conducted field-based assessments of the host range and disease
monitoring on several species in a semi-controlled environment during two years. A genotyping survey of the rust showed that a unique genotype has
been established throughout the whole territory. To date, P. psidii was reported on at least 40 host species. The results showed a wide variation in
responses to the disease within Myrtaceae and across different habitats, as previously showed in other locations where the rust occurs. Intraspecific
variability was also observed among a range of susceptible species. S4.34 Laurel wilt is an emerging disease of trees in the family Lauraceae characterized by systemic wilt and rapid mortality. It is caused by the fungus
Raffaelea lauricola and its vector, the redbay ambrosia beetle (Xyleborus glabratus) that was likely introduced to the southeastern United States from
Asia. The origin of the US introduction and the population genetics of this devastating pathogen have not yet been characterized. To help facilitate this
we developed a panel of microsatellite markers that can be multiplexed, amplify two or more loci in a single reaction, into eight PCRs. The marker set
can be used to screen 11 R. lauricola isolates per 96 well PCR plate, eliminating the need to combine samples post amplification. The marker set reduces
cost by using conventional hot start Taq, 15ul reaction volumes, multiplexing PCRs and fluorescein-12-dUTP to label PCR amplicons instead of
fluorescently labeled primers. Future work will utilize the microsatellite marker set to investigate the genetic structure of R. lauricola within both the US
and Asian populations and generate information regarding the number of introductions, possible origins of the introductions into the US and potential for
development of new strains. Genome and transcriptome analysis of Phellinus noxius, a wood decay fungus
H. LEE (1), C. Chen (2), I. Tsai (3), R. Liou (2), C. Chung (2)
(1) National Taiwan University, Taiwan; (2) National Taiwan University, Taiwan; (3) Genome and transcriptome analysis of Phellinus noxius, a wood decay fungus
H. LEE (1), C. Chen (2), I. Tsai (3), R. Liou (2), C. Chung (2)
(1) National Taiwan University, Taiwan; (2) National Taiwan University, Taiwan; (3) Academia Sinica, Taiwan Phellinus noxius, which causes brown root rot disease in more than 200 tree species, has recently gained much attention in East Asia. However, little is
known about the genome of P. noxius. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. In this study, four mate-pair libraries of a P. noxius basidiospore isolate A42 were sequenced by using Illumina
platform. Genome assembly and ab intio gene prediction resulted in a draft genome of ~32 Mb (N50 = 1.55 Mb) which includes 11,025 coding sequences. Both A and B mating type loci were identified. Sequence alignment of A42 and a Japanese isolate showed high similarity in B locus and one of the two
HD1-HD2 pairs in A locus. Sequence analysis of the B locus of 12 basidiospore isolates from a single basidiocarp showed no polymorphism, which
suggests a bipolar mating system. To facilitate gene annotation and to better understand the expression profiles of genes involved in stress responses,
transcriptomes under various stress conditions were examined, encompassing temperature shift and nutrient deficiency (minimal medium, carbon
deficiency, nitrogen deficiency). Genes involved in nutrient metabolism, secondary metabolites biosynthesis, hydrophobin production, and stress
responses were induced. A particularly up-regulated pattern was found in the glyoxylate metabolism pathway which produces oxalate, an organic acid
known to facilitate the activity of cell-wall degrading enzymes, as a byproduct. Investigations of the stress-related genes in disease development are
underway. Ganoderma Species Associated with Declining or Dead Trees in the Southeastern United States
A. LOYD (1), J. Smith (2), R. Blanchette (3), B. Held (3), C. Barnes (4), M. Schink (5)
(1) Bartlett Tree Experts/University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) University of Minnesota, U.S.A.; (4) Departamento
Nacional de Proteccion Vegetal, INAP, Ecuador; (5) Self, Port Crane, NY, U.S.A. Ganoderma is a large and diverse genus of wood decay fungi that can cause a white rot of the lower bole or roots of hardwood, conifer and palm trees. The pathogenicity and decay ability within the genus is understudied. Some, such as G. zonatum are aggressive pathogens, and have been associated with
tree failure and mortality of mature palms, while others, such as G. applanatum s.l., are often saprophytic causing decay in old, weakened tress, but can
also be facultative pathogens. Ganoderma species identification tools are needed to assist arborists with predicting tree failure when fruiting bodies of
Ganoderma are present. Based on a preliminary survey of Ganoderma species found in Southeastern United States, over 100 isolates representing
different taxa were collected from living tree species and dead wood across 4 states: Florida, Georgia, South Carolina and North Carolina. Taxa
investigated in the survey were the G. A real-time PCR and digital droplet PCR assay for quantification of Polymyxa betae in sugar beet roots
B. SMITH (1), F. Martin (1)
(1) USDA-ARS, U.S.A. Jiménez (2)
(1) Universidad de los Andes, Colombia; (2) Universidad Militar Nueva Granada, Colombia Colletotrichum species are one of the main problems in crop production in Colombia. Several research efforts have been devoted to characterize the
populations of this fungus. However, the phylogenetic relationships among species within this genus are still uncertain. Colletotrichum species have been
traditionally classified using morphological traits and based on their host, despite the fact that the host range of these species is still unclear. In Colombia,
the phylogenetic relationships of Colletotrichum species have been determined using molecular markers as well as morphological and physiological
characteristics. Preliminary results have suggested host specificity among the species assessed. However, this assays were conducted by directly
damaging the plant tissue. The aim of this study was to investigate host-pathogen interactions among isolates collected from tree tomato and mango from
the pre-penetrating up to the colonization stages of the pathogen. Isolates were thoroughly characterized molecularly and microscopically and were
subsequently inoculated onto both hosts. Strains of C. gloeosporioides, C. asianum, C. theobromicola, and C. tamarilloi were inoculated on whole-plants
and detached-leaves. Pathogenicity, latent period, aggressiveness, and sporulation were recorded to evaluate the fitness of each species on the different
hosts. Preliminary results indicate the presence of host preferences among the different species of Colletotrichum assessed. Arbuscular mycorrhizal fungal communities associated with organic and conventional onion crops in the Columbia Basin of Washington
L. DU TOIT (1), A. Knerr (2), D. Wheeler (2), D. Schlatter (3)
(1) W
hi
S
U i
i
U S A (2) W
hi
S
U i
i
U S A (3) USDA ARS U S A Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
(1) University of Florida, U.S.A. Fusarium wilt, caused by Fusarium oxysporum f. sp. niveum, is a major soil borne disease of watermelon with limited host resistance available. Understanding isolate aggressiveness is important for variety selection and other management strategies. Pathogenicity tests of 72 isolates collected from
10 Florida counties were conducted to examine their aggressiveness on the variety Black Diamond under greenhouse settings. Seedlings were inoculated
with a conidial suspension using a root dip method. Aggressiveness was measured by the percentage of wilted plants and AUDPC for incidence, over a 4
week period after inoculation. Significant (P<0.05) differences between isolates were found using ANOVA. Based on wilted plants, isolates were
characterized into 4 aggressiveness levels; not aggressive, weak, medium and severe (0%, 1-32%, 33-67% and 68-100% wilt respectively). It was
observed that 33.3% of the isolates were not aggressive, 15.3% weak, 25.0% medium, and 26.4% severe. Quantitative diversity indices (Simpson’s =
0.27 and Shannon entropy H’ = 1.35) indicate that these aggressiveness levels are highly diverse in Florida, and that no single level was dominant. Characterizing the aggressiveness is a necessary step for race determination, as well as the assessment of various integrated management strategies. Further research is presently being conducted that evaluates the efficacy of current integrated management strategies on isolates with a severe
aggressiveness rating. Characterization of fungi associated with tomato leaf mold in the United States
L. GARBER (1), N. LeBlanc (2), A. Orshinsky (1), C. Smart (3)
(1) University of Minnesota, U.S.A.; (2) University of Minnesota, U.S.A.; (3) Cornell Tomato leaf mold is one of the most prevalent diseases affecting high tunnel-grown tomatoes in the USA. Disease symptoms include chlorotic to
necrotic lesions, defoliation and decreased yields. Previous studies focused on the fungus, Passalora fulva (syn: Cladosporium fulvum, Fulvia fulva) as
the causal pathogen of leaf mold. Our initial preliminary data suggests that sporulation on lesions is associated with a number of Cladosporium spp.,
primarily C. cladosporioides and C. pseudocladosporioides. Leaf mold-associated fungi were collected from MN and NY by surface sterilization of
symptomatic tissue and by direct plating of spores from lesions. Single spore isolates were generated and PCR amplification of internal transcribed
spacer regions and alpha-actin were performed. Amplicons were sequenced and aligned with available reference species sequences obtained from
GenBank using Seaview. A majority of leaf mold isolates collected fell within the C. cladosporioides complex. Representative isolates from each
Cladosporium spp. did not appear to be pathogenic. Fungicide resistance and host susceptibility of Colletotrichum orbiculare infecting cucurbit crops in North Carolina
N NOËL (1) L Quesada-Ocampo (1) Fungicide resistance and host susceptibility of Colletotrichum orbiculare infecting cucurbit crops in North Carolina
N. NOËL (1), L. Quesada-Ocampo (1)
(1) NCSU, U.S.A. Fungicide resistance and host susceptibility of Colletotrichum orbiculare infecting cucurbit crops in North Carolina
Ë Cucurbit anthracnose, caused by the ascomycete Colletotrichum orbiculare syn. lagenarium, is a widespread fruit and foliar disease that results in yield
losses across the United States. In North Carolina, favorable environmental conditions, host availability, and long growing seasons offer ample
opportunity for disease development, resulting in significant economic losses. Application of effective fungicides and planting of resistant cultivars,
along with appropriate cultural practices, have proven effective in reducing anthracnose. However, the appearance of new races of the pathogen and
development of fungicide resistance has limited the efficacy of these control strategies. The objective of this study is to characterize C. orbiculare
populations infecting cucurbit crops in North Carolina, determine their sensitivity to fungicides, and their virulence in watermelon cultivars. Isolates
obtained from cucurbit fields in North Carolina and elsewhere for comparison, where evaluated for fungicide sensitivity in vitro with several fungicides
and various concentrations. Local isolates of different races were used to evaluate host susceptibility of 24 popular cultivars of watermelon (Citrullus
lanatus) in field and greenhouse trials. Results indicate that an integrated disease management strategy that combines effective fungicides and host
tolerance will be required to control cucurbit anthracnose in North Carolina. Arbuscular mycorrhizal fungal communities associated with organic and conventional onion crops in the Columbia Basin of Washington
L. DU TOIT (1), A. Knerr (2), D. Wheeler (2), D. Schlatter (3)
(1) W
hi
S
U i
i
U S A (2) W
hi
S
U i
i
U S A (3) USDA ARS U S A Arbuscular mycorrhizal fungal communities associated with organic and conventional onion crops in the Columbia Basin of Washington
L. DU TOIT (1), A. Knerr (2), D. Wheeler (2), D. Schlatter (3)
(1) Washington State University, U.S.A.; (2) Washington State University, U.S.A.; (3) USDA ARS, U.S.A. Arbuscular mycorrhizal fungal communities associated with organic and conventional onion crops in the Columbia B
L. DU TOIT (1), A. Knerr (2), D. Wheeler (2), D. Schlatter (3) ( )
( )
( )
( )
(1) Washington State University, U.S.A.; (2) Washington State University, U.S.A.; (3) USDA ARS, U.S.A. Onion mycorrhizal associations were assessed in conventional vs. organic fields in the Columbia Basin of the Pacific Northwest USA in 2014. Soil was
sampled from five sites in each of four conventional and five organic fields prior to planting in March. Arbuscular mycorrhizal fungi (AMF) were baited
from each soil by planting seed of the onion cv. Tamara. Plants also were sampled from each field at bulb initiation (mid-June). Onion roots were stained S4.35 to quantify mycorrhizal colonization, and DNA was extracted for 454 pyrosequencing of AMF communities using 18S rDNA and Glomerales-specific
primers. AMF were prevalent in all fields, with no significant differences in colonization of baited roots in soil samples from organic vs. conventional
fields (mean ± SE of 77 ± 4 vs. 75 ± 4%, respectively). Baited AMF communities from spring soil samples differed in community structure in
conventional vs. organic fields (PERMANOVA Pseudo-F = 4.08, P = 0.02), though AMF richness and evenness did not differ significantly (t-tests and
Welch-Satterthwaite t-test P ≥ 0.2). AMF communities in mid-summer root samples also differed in community structure (PERMANOVA Pseudo-F =
7.92, P = 0.0005), with greater richness (Welch-Satterthwaite t-test P = 0.02) but similar evenness in organic vs. conventional fields. Differences in AMF
communities between organic and conventional fields were attributed mostly to differences in relative abundance of Glomus and Claroideoglomus spp. to quantify mycorrhizal colonization, and DNA was extracted for 454 pyrosequencing of AMF communities using 18S rDNA and Glomerales-specific
primers. AMF were prevalent in all fields, with no significant differences in colonization of baited roots in soil samples from organic vs. conventional
fields (mean ± SE of 77 ± 4 vs. 75 ± 4%, respectively). Baited AMF communities from spring soil samples differed in community structure in
conventional vs. Arbuscular mycorrhizal fungal communities associated with organic and conventional onion crops in the Columbia Basin of Washington
L. DU TOIT (1), A. Knerr (2), D. Wheeler (2), D. Schlatter (3)
(1) W
hi
S
U i
i
U S A (2) W
hi
S
U i
i
U S A (3) USDA ARS U S A organic fields (PERMANOVA Pseudo-F = 4.08, P = 0.02), though AMF richness and evenness did not differ significantly (t-tests and
Welch-Satterthwaite t-test P ≥ 0.2). AMF communities in mid-summer root samples also differed in community structure (PERMANOVA Pseudo-F =
7.92, P = 0.0005), with greater richness (Welch-Satterthwaite t-test P = 0.02) but similar evenness in organic vs. conventional fields. Differences in AMF
communities between organic and conventional fields were attributed mostly to differences in relative abundance of Glomus and Claroideoglomus spp. Determining infection courts for Fusarium oxysporum f. sp. niveum leading to watermelon seed infestation
A. PETKAR (1), P. Ji (1)
(1) University of Georgia, U.S.A. Determining infection courts for Fusarium oxysporum f. sp. niveum leading to watermelon seed infestation
A PETKAR (1) P Ji (1) Determining infection courts for Fusarium oxysporum f. sp. niveum leading to watermelon seed infestation
A. PETKAR (1), P. Ji (1) Determining infection courts for Fusarium oxysporum f. sp. niveum leading to watermelon seed infestation
A. PETKAR (1), P. Ji (1)
(1) University of Georgia, U.S.A. Fusarium wilt of watermelon caused by Fusarium oxysporum f. sp. niveum (FON) is a seedborne and seed transmitted disease. Seeds latently infected by
the pathogen serve as a significant inoculum source and may result in serious disease in the field. It is unknown how watermelon seeds can get infected
by the pathogen. To determine potential infection courts leading to watermelon seed infestation, experiments were conducted in 2013 to 2015 using
different methods to inoculate watermelon plants with FON. Watermelon seeds were harvested when mature and seed infestation by FON was
determined by isolation on peptone PCNB agar and real-time polymerase chain reaction (PCR) analysis. Swab-inoculation of immature fruit resulted in
infestation of 18 to 54% of the seedlots under field conditions and 0.5 to 13% under greenhouse conditions when seeds were not surface sterilized before
isolation. Seed infestation was detected on 0 to 15% of the seedlots when seeds were surface sterilized before isolation. Inoculation of stigma of female
flowers resulted in infestation of 0 to 14% of the seedlots. Inoculation of peduncle also resulted in infestation of 0 to 10% of the seedlots in the field
experiments when seeds were not surface sterilized before isolation. The results suggest that watermelon tissues including immature fruit, flowers and
peduncle could be potential infection courts of FON leading to seed infestation by the pathogen. Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
1) University of Florida U S A Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
(1) University of Florida, U.S.A. Willis (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Greenhouse Evaluation of Dosage Responses of the Tomato I3 Gene to Fusarium oxysporum f. sp. lycopersici race 3
C. LAND (1), C. Land (2), G. Vallad (2), S. Hutton (2), R. Willis (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Fusarium oxysporum f. sp. lycopersici (FOL) causes an aggressive vascular wilt disease on tomato. The goal of this study was to evaluate increasing soil
levels of FOL on tomato plants with and without the I3 gene conferring resistance to race 3 FOL isolates. Soil inoculum of a race 3 FOL isolate was
produced in a corn meal:sand medium and diluted with a pasteurized field soil to levels of 104 to 101 cfu/g soil. Tomato seedlings with and without the I3
gene were transplanted to pots filled with 6 levels of infested soil, including a non-infested soil, and periodically evaluated for plant height and disease
severity over 2 months. Afterwards, plants were uprooted, shoot fresh weights were measured, and roots and hypocotyls were plated onto Komada’s
medium. A significant difference in total biomass was observed between I3 homozygous and heterozygous plants, with I3 homozygous plants exhibiting
20% greater growth compared to susceptible plants regardless of the initial level of soil inoculum. Plants grown in non-infested soils were symptomless,
exhibiting either undetectable or very low levels of FOL recovery from the hypocotyls. Heterozygous I3 plants grown in 10 cfu/g of FOL infested soil
exhibited 70% hypocotyl infection, which was the highest rate of vascular infection of all treatments. Fusarium oxysporum f.sp. lycopersici: Small Chromosomes Define Friend vs Foe
K. FENSTERMACHER (1)
(1) Penn State University, U.S.A. Fusarium oxysporum f.sp. lycopersici: Small Chromosomes Define Friend vs Foe
K. FENSTERMACHER (1) Fusarium is a genus of filamentous fungi well-known for causing persistent wilt diseases on almost all cultivated crops. The Fusarium oxysporum
Species Complex has no known sexual stage, yet is diverse and contains over 120 formae speciales that cause disease on different plant hosts. In 2010,
Ma et al. sequenced F. oxysporum f.sp. lycopersici (Fol) to find virulence loci of differing GC content throughout the genome, including small,
conditionally dispensable chromosomes (CDCs) that do not match known Fusarium sequences, contain genes with no known homologs, can convey
pathogenicity when transferred from a pathogenic strain to a non-pathogenic relative—making them functionally similar to virulence plasmids in
bacteria. Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
(1) University of Florida, U.S.A. CDCs could explain the high level of diversity observed in a microbe with no sexual recombination, and the inconsistent number and sizes of
chromosomes consistently found in these plant pathogens. This project sampled over 40 sites, with and without known cases of Fol, to examine 1) the
prevalence of CDCs where Fol is found, 2) the variation among CDCs and pathogen phenotypes, and 3) the variation within genetic backgrounds
harboring different CDCs. This data will help determine the roles of CDCs in the context of the populations and growing systems in which they are
found, to analyze the potential of previous or future horizontal chromosome transfer events under various conditions, and analyze the risk factors and
effects on agricultural systems. Root knot nematode effects on metabolic profiles of susceptible and resistant grapevine rootstocks
C. Wallis (1)
(1) USDA-ARS Root knot nematodes (Meloidogyne spp.) can negatively impact newly planted and stressed vineyards. Nematode infestations also may increase
grapevine susceptibility to other stresses such as water deficit or various diseases. However, little is known about direct or indirect effects of nematode
feeding on grapevine physiology, or potential underlying mechanisms that impart resistance to certain rootstock cultivars. Therefore, this study assessed
metabolite profiles in Cabernet Sauvignon grapevines grafted to either susceptible (O39-16) or resistant (Freedom) rootstocks established in root knot
nematode-infested soil or steam-sterilized soil. Grapevines of both cultivars grown in soil infested with nematodes had reduced fructose and glucose
levels compared to control grapevines grown in non-infested soil. Phenolic profiles in resistant grapevines did not differ due to exposure to nematodes,
and only a few phenolic compounds increased in susceptible grapevines due to nematode feeding. Regardless of the presence of nematodes, root
phenolic profiles between resistant and susceptible rootstocks were dissimilar, with different individual compounds more prevalent in one cultivar than
the other. Taken together, these results demonstrated that nematode infestations altered root physiology, and that resistant grapevines expressed phenolic
profiles different from susceptible grapevines. Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
(1) University of Florida, U.S.A. Saparrat (3)
(1) Facultad de Ciencias Agrarias y Forestales, La Plata, Argentina; (2) Centro de Investigaciones de Fitopatopatologia Facultad de Ciencias Agrarias y
Forestales UNLP, La Plata, Argentina; (3) Catedra de Microbiologia -INFIVE Facultad de Ciencias Agrarias y Forestales UNLP, La Plata, Argentina In silico screening of genes coding for secondary metabolites in the phytopathogenic fungus Stemphylium lycopersici
P. BALATTI (1), E. Franco (2), S. Lpez (2), M. Saparrat (3)
(1) Facultad de Ciencias Agrarias y Forestales, La Plata, Argentina; (2) Centro de Investigaciones de Fitopatopatologia Facultad de Ciencias Agrarias y
Forestales UNLP, La Plata, Argentina; (3) Catedra de Microbiologia -INFIVE Facultad de Ciencias Agrarias y Forestales UNLP, La Plata, Argentina ( ),
( ),
p
( ),
p
( )
(1) Facultad de Ciencias Agrarias y Forestales, La Plata, Argentina; (2) Centro de Investigaciones de Fitopatopatologia Facultad de Ciencias Agrarias y
Forestales UNLP, La Plata, Argentina; (3) Catedra de Microbiologia -INFIVE Facultad de Ciencias Agrarias y Forestales UNLP, La Plata, Argentina Secondary metabolites (SMs) are a highly diverse set of low molecular weight bioactive compounds that play different biological roles. They are
dispensable when microorganism are cultivated in vitro, but usually play a key role in nature, providing organisms with adaptive advantages in different
niches. Among them, toxins produced by phytopathogenic fungi play crucial roles in virulence and host nutrition. We hypothesized that the genome of
Stemphylium lycopersici strain CIDEFI-216, an etiological agent of tomato gray leaf spot, contains several gene clusters that code for the synthesis of
SMs, such as those involved in the biosynthesis of virulence factors. We searched by means of the bioinformatic tools Secondary Metabolite Unknown
Region Finder (SMURF) and Antibiotics and Secondary Metabolite Analysis Shell (antiSMASH) enabling the ClusterFinder algorithm for potential SMs
gene clusters within the draft genome sequence of the fungus. This lead to the prediction of 32, 33 and 64 additional SMs gene clusters by SMURF,
antiSMASH and ClusterFinder, respectively. They included polyketides synthase (PKS), non-ribosomal peptide synthase (NRPS), terpene synthase,
dimethylallyl tryptophan synthase, hybrid PKS-NRPS, lanthipeptide synthase, fatty acid synthase and others gene clusters of unknown nature. This
knowledge provides critical information to understand the biological bases of the tomato-S. lycopersici interaction. Greenhouse Evaluation of Dosage Responses of the Tomato I3 Gene to Fusarium oxysporum f. sp. lycopersici race 3
C. LAND (1), C. Land (2), G. Vallad (2), S. Hutton (2), R. Evaluating isolate aggressiveness of Fusarium oxysporum f.sp. niveum in Florida
T. SANCHEZ (1)
(1) University of Florida, U.S.A. The frequency with which C. cladosporioides and C. pseudocladosporioides are associated with leaf
mold lesions suggests that they may be important in the epidemiology and etiology of the disease. Studies regarding the association between C. cladosporioides, C. pseudocladosporiodes and leaf mold of tomatoes are ongoing and may lead to the development of unique disease management
strategies in high-tunnel tomatoes. Mitochondrial and nuclear gene sequences to infer the phylogeny of Pezizomycotina (Ascomycota)
E. Franco (1), S. Lopez (1), M. Saparrat (2), P. BALATTI (1)
(1) Facultad de Ciencias Agrarias y Forestales, Argentina; (2) Faculad de Ciencias Agrarias y Forestales, Argentina Mitochondrial and nuclear gene sequences to infer the phylogeny of Pezizomycotina (Ascomycota)
E. Franco (1), S. Lopez (1), M. Saparrat (2), P. BALATTI (1) Pezizomycotina is the largest subphylum of Ascomycota. It includes filamentous species widespread in nature, where they live as saprotrophs, mutualists
and/or parasites of animal, plants and fungi. We evaluated the phylogeny of such an important subphylum not only by analyzing the sequence of nuclear
genes but also of the core mitochondrial ones, since this organelle may provide additional information. Hence, we compared the phylogenetic
reconstitution provided by the concatenated nucleotide sequences of 12 core mitochondrial genes (atp6, cob, cox1-3, nad1-6 and nad4L) and the
individual and concatenated nucleotide sequences of 5 widely used nuclear genes (β-tub, tef-1α, gpd, rpb1 and rpb2) of 28 Pezizomycotina species. Alignments were generated with ClustalW and automatically curated with Gblocks 0.91b. Best-fit model of evolution was selected with jModelTest S4.36 2.1.7 and data matrices were analyzed under maximum likelihood and bayesian criteria in PhyML 3.0 and MrBayes 3.2, respectively. We found that only
rpb2 and the concatenated nuclear and mitochondrial datasets clustered species in accordance with the current systematic of this subphylum, although
incongruences were observed in some internal nodes. Discrepancies between the remaining datasets are indicative of the complex evolutionary histories
and confirmed that the genes for an accurate phylogenetic estimation should be chosen with special care. In silico screening of genes coding for secondary metabolites in the phytopathogenic fungus Stemphylium lycopersici
P. BALATTI (1), E. Franco (2), S. Lpez (2), M. Influence of root exudates and soil on attachment of Pasteuria penetrans to Meloidogyne arenaria
C. LIU (1), P. Timper (2) Chen (2)
(1) Department of Plant Biology, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University of M Comparison of ITS1 versus ITS2 regions for characterizing fungal communities colonizing soybean cyst nematode
W. HU (1), K. Bushley (1), S. Chen (2) Comparison of ITS1 versus ITS2 regions for characterizing fungal communities colonizing soybean cyst nematode
W. HU (1), K. Bushley (1), S. Chen (2)
(1) Department of Plant Biology, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University of Minnesota, U.S.A. W. HU (1), K. Bushley (1), S. Chen (2)
(1) Department of Plant Biology, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University of Minnesota, U.S.A. . Chen (2)
ogy, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University of Minnesota, U.S.A. y ( ),
( )
nt of Plant Biology, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University of Minnesota ( ),
y ( ),
( )
1) Department of Plant Biology, University of Minnesota, U.S.A.; (2) Southern Research and Outreach Center, University o The development of next generation sequencing has enabled investigation of microbial communities from a wide range of environmental samples. We
examined fungal communities associated with cysts of soybean cyst nematode (SCN) to understand the effects of different crop rotation practices. The
primers most frequently used for fungal communities on the Illumina Miseq platform target either the rRNA internal transcribed spacer 1 region (ITS1)
or the ITS2 region. In order to assess which primers are better for amplifying fungal communities in SCN cysts, we performed 300 bp paired-end
sequencing on two Miseq runs using fungal ITS1f/ITS2r and 5.8SR/ITS4 primers. Cysts of the SCN were collected from a soybean-corn rotation field in
Waseca, MN, and washed with 0.2% Tween™ 20. The DNA was extracted from 50 cysts using the CTAB method, and normalized for PCR reactions. After quality control, 361224 (ITS1) and 230404 (ITS2) reads were used for OTU picking in QIIME. OTUs were blasted against the UNITE database
with the default setting in QIIME. About 99% of the ITS1 region sequences were classified as fungal sequences, however, 99% of the ITS2 region
sequences were not fungal sequences. In addition, significant changes in the relative abundance of some taxa was observed between rotation treatments
for only the ITS1 sequences. Influence of root exudates and soil on attachment of Pasteuria penetrans to Meloidogyne arenaria
C. LIU (1), P. Timper (2) Pasteuria penetrans is a widely distributed endospore-forming bacterium which is a hyperparasite of Meloidogyne spp. Previous research showed that
root exudates can reduce attachment of P. penetrans to Meloidogyne arenaria. The objective of this study was to determine if soil microorganisms
modify the effect of root exudates on attachment of P. penetrans spores to M. arenaria. The following treatments were set up in both sand and clay soil:
natural soil with a plant, sterilized soil with a plant, and natural soil without plant. For treatments with a plant, 1-month-old eggplant seedlings were used. All treatments were incubated in greenhouse for 3 days, and soil solutions were obtained by vacuum filtering saturated soil. Controls included phosphate-
buffered saline (PBS) as well as root exudates in water. Second stage juveniles (J2) were incubated in 5 ml of different solutions for 6 h, rinsed and
incubated in PBS for another 6 h with 105 P. penetrans spores. Compared to J2 incubated in PBS, attachment was significantly reduced when root
exudates were present, with root exudates having a greater effect on attachment in sand than in clay. Spore attachment was always higher in clay than in S4.37 sand solutions. Root exudates reduced spore attachment more in sterilized soil than in natural soil. The presence of microorganism and chemical
composition of different soils may interact with root exudates to affect endospore attachment. sand solutions. Root exudates reduced spore attachment more in sterilized soil than in natural soil. The presence of microorganism and chemical
composition of different soils may interact with root exudates to affect endospore attachment. Soybean Cyst Nematodes of Ohio: Deciphering mechanisms of virulence
E. WALSH (1), T. Miller (2), A. Grenell (3), B. Cassone (4), C. Taylor (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A.; (3) The College of Wooster, U.S.A.; (4) Brandon University, Canada rsity, U.S.A.; (2) The Ohio State University, U.S.A.; (3) The College of Wooster, U.S.A.; (4) Brandon University, Canada Soybean cyst nematodes (SCN; Heterodera glycines) are the most yield-reducing pest of soybean in North America. Resistant soybean cultivars are
widely utilized for management purposes, however SCN populations are quickly adapting to overused sources of resistance. Counties across Ohio were
surveyed for SCN populations and their virulence against the available sources of resistance was tested with HG Type assays. Influence of root exudates and soil on attachment of Pasteuria penetrans to Meloidogyne arenaria
C. LIU (1), P. Timper (2) We conclude that primers targeting the fungal ITS1 region rather than ITS2 region are more suitable for characterizing
fungal communities in SCN cysts. Gossypium arboreum accessions resistant to Rotylenchulus reniformis identified
S. STETINA (1), J. Erpelding (1)
(1) USDA, Agricultural Research Service, U.S.A. Reniform nematode (Rotylenchulus reniformis) is a serious pest of upland cotton (Gossypium hirsutum) in the southeastern United States. Resistance
does not exist naturally in G. hirsutum and no resistant cultivars are available. To identify sources of reniform nematode resistance, 225 G. arboreum
accessions were evaluated in repeated growth chamber experiments. Root infection was measured on 3 plants 4 weeks after inoculation with 1,000
nematodes. The 16 accessions supporting the fewest infections were evaluated again in confirmation tests lasting 8 weeks. The numbers of nematodes
extracted from soil and eggs extracted from roots of 5 plants were combined and totals were analyzed (ANOVA and differences of least squares means,
P ≤ 0.05). Susceptible controls G. hirsutum cv Deltapine 16 and G. arboreum A2-101 had 85,999 and 46,902 reniform nematodes, respectively; the
resistant control G. arboreum A2-190 had 1,665 reniform nematodes, and only 136 reniform nematodes remained in fallow pots. All 16 accessions tested
supported smaller reniform nematode populations than the susceptible controls, ranging from 10,883 to 707 individuals. Nine accessions (A2-254, A2-
272B, A2-294, A2-362, A2-456, A2-497, A2-514, A2-558, and A2-665) supported reniform nematode populations comparable to the resistant control, and
accession A2-354 had fewer reniform nematodes than the resistant control. Movement of Fluopyram in Sandy Soil to Affect Meloidogyne incognita Motility
T. FASKE (1), K. Hurd (2)
(1) University of Arkansas, Cooperative Extension Service, U.S.A.; (2) University of Arkansas, Cooperative Extension Service, U.S.A. Influence of root exudates and soil on attachment of Pasteuria penetrans to Meloidogyne arenaria
C. LIU (1), P. Timper (2) Of the populations tested
to date, 96% are infective on PI88788, the most prevalent source of resistance in commercial varieties. The objective of this study was to determine how
SCN populations have overcome this source of resistance. Nine SCN populations from across Ohio were selected, which vary in their HG Type and/or
level of virulence. These populations were grown on both PI88788 and a susceptible cultivar, Lee 74. Female SCN were harvested 15 days after
inoculation with juvenile worms, total RNA was extracted, and submitted for sequencing on the Illumina Hi-Seq 2500. Interesting expression patterns
were found common among virulent populations such as putative effectors and genes related to digestion, the immune response, and detoxification. Also,
populations avirulent on PI88788 share the expression of an effector not present in virulent populations, indicating that the loss of this effector may play
a role in virulence to this resistance source. Further work includes cloning identified candidate genes to determine their role in this interaction. Soybean cyst nematode (SCN; Heterodera glycines) has a significant impact on the soybean industry, costing $90 million dollars annually. SCN has been
managed mostly through the use of resistant cultivars and non-host crop rotations. Recently, resistance-breaking populations of SCN have made the use
of SCN-resistant cultivars far less effective in controlling this nematode. Reliance on crop rotation has now become significantly more important for
SCN control. However, little is known about how widely used non-host crops can impact SCN populations. Previous reports suggest that SCN numbers
can be reduced during rotations with maize but the mode of action in this interaction is unknown. This study aimed to identify parental lines from the
maize Nested Association Mapping population that are most effective at decreasing SCN populations through the production of allelopathic chemicals in
root exudates. Field experiments were established using a simulated crop rotation scheme with maize and soybean. When exposed to developing maize
seedlings, nematodes showed altered infection rates on soybean. A controlled experiment to complement field data collected showed significant
differences in cyst production after pretreatment with maize lines. Soybean growers will ultimately directly benefit from this research by gaining
knowledge on biochemical characteristics that can improve non-host selection and aid in further reducing SCN nematode populations in infested fields. Comparison of ITS1 versus ITS2 regions for characterizing fungal communities colonizing soybean cyst nematode
W. HU (1), K. Bushley (1), S. Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by
viruses
C RUARK (1) S Koenning (2) M Mitchum (3) E Davis (2) C Opperman (2) S Lommel (2) T Sit (2) Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by
viruses Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by
viruses
C. RUARK (1), S. Koenning (2), M. Mitchum (3), E. Davis (2), C. Opperman (2), S. Lommel (2), T. Sit (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) University of Missouri, U.S.A. C. RUARK (1), S. Koenning (2), M. Mitchum (3), E. Davis (2), C. Opperman (2), S. Lommel (2), T. Sit (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) University of Missou C. RUARK (1), S. Koenning (2), M. Mitchum (3), E. Davis (2), C. Opperman (2), S. Lommel (2), T. Sit (2)
(1) North Carolina State University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) University of Mis Five viruses were previously discovered within Illinois greenhouse cultures of soybean cyst nematode (SCN; Heterodera glycines). In this study, the five
viruses have been identified in SCN greenhouse and field populations from North Carolina (NC) and Missouri (MO). The prevalence and titers of viruses
in SCN were examined using qRT-PCR in 47 greenhouse cultures and 25 field populations [20 from NC and 5 from MO]. Viral titers within SCN
greenhouse cultures were similar throughout juvenile development, and the presence of viral anti-genomic RNAs within egg, second-stage juvenile (J2),
and pooled J3 and J4 stages suggests active viral replication within the nematode. Overall, viruses were detected more frequently and at higher titers
within greenhouse cultures versus field populations. Five greenhouse cultures harbored all five known viruses whereas in most populations a mix of
viruses was detected. In contrast, three greenhouse cultures of similar descent to one another did not possess any detectable viruses and primarily differed
in location of the cultures (NC versus MO). Furthermore, several of these SCN viruses were also present in the related nematodes species Heterodera
trifolii (clover cyst) and Heterodera schachtii (beet cyst). Movement of Fluopyram in Sandy Soil to Affect Meloidogyne incognita Motility
T FASKE (1) K Hurd (2) ), K. Hurd (2)
y of Arkansas, Cooperative Extension Service, U.S.A.; (2) University of Arkansas, Cooperative Extension Service, U.S.A. Fluopyram is nematicidal to Meloidogyne incognita. It has limited xylem movement, thus direct contact is important for nematode suppression; however,
the effective movement of fluopyram in sandy soil is unknown. The objective of this study was to determine the movement of fluopyram from treated
seed and a water dilution in sandy soil. Treatments consisted of 0.15 mg abamectin, 0.25 mg fluopyram, and 0.75 mg thiodicarb + imidacloprid treated
cotton seed, while water dilutions of 25 µg abamectin and 25 µg fluopyram were used in the second experiment. Each treatment was placed on the
surface of the soil column and flushed with 500 µl of water. The soil was removed after 24 h from three, 5-cm long segments and mixed with an equal
volume of water. A portion of the supernatant was placed into a well, which contained 30-40 J2 in 500 µl of water. In the first experiment, a higher
percentage of immotile J2 were observed from fluopyram collected in the 0-5 and 5-10 cm segments than abamectin. No nematode immotility was
observed with thiodicarb or water control. In the second experiment, a higher percentage of immotile J2 were observed in the 5-10 cm segment from the
water dilution of abamectin and fluopyram compared to the treated seed. No nematode immotility was observed past the 10-cm depth for either
nematicide. The effective movement of fluopyram in sandy soil within 24 h was limited to the upper 10-cm of soil, which was similar to that of
abamectin. S4.38 Root Knot Nematode (Meloidogyne incognita) populations on eggplant could be reduced using Marigold extracts
A. HAMEED (1), N. Liaqat (2), K. Riaz (2), M. Alam (2), S. Sarfraz (2), S. Jameel (2)
(1) University of Agriculture, Faisalabad, Pakistan; (2) University of Agriculture Faisalabad, 38040-Pakistan, Pakistan Root knot nematode diseases are gaining importance in vegetables in Pakistan. Chemical pesticides are often hazardous and are discouraged due to their
non-targeted effects. Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by Baas (2), B. Werling (3), H. Melakeberhan (1)
(1) Michigan State University Department of Horticulture, East Lansing, MI, U.S.A.; (2) Michigan State University Extension-St. Joseph County,
Centreville, MI, U.S.A.; (3) Michigan State University Extension-Oceana County, Hart, MI, U.S.A. Cover crops are often used for reducing soil erosion, retaining soil nutrients, and building organic matter. Free-living nematodes (nematodes that do not
feed on plants) are well-established bioindicators and may respond to changes in soil ecology due to cover cropping. Some cover crop cultivars are also
marketed for managing plant-parasitic nematodes. This study assessed the impact of common Michigan cover crops on plant-parasitic and free-living
nematodes in carrot production systems. Research was conducted at 4 sites in Michigan where cover crops were grown in the fall preceding summer
carrot production. Oats, ‘Defender’ radish, dwarf essex rape, a mixture of oats and ‘Defender’ radish, and a fallow control were treatments at each site. Black oats and ‘Graza’ radish were also grown at sites 3 and 4 while ‘Image’ radish was grown only at site 4. Lesion nematode (Pratylenchus sp.) was
present at all four sites. At sites 1, 3, and 4, lesion nematode densities were relatively small (less than 20 nematodes/100 cm3 soil) and not significantly
(P > 0.05) affected by cover crops. At site 2, during carrot production, lesion nematode density was significantly (P < 0.05) greater following ‘Defender’
radish than fallow or other cover crop treatments. Similarly, at site 2 during carrot production, free-living nematode densities were greater following
‘Defender’ radish or oats than fallow, but were not significantly affected by cover crops at the other sites. Mode of action studies on the nematicide fluensulfone
P. NAVIA GINE (1)
(1) 1973, Wellington, FL, U.S.A. Fluensulfone has proven efficacy in the field against a range of nematode species. The mode of action of fluensulfone is however currently unknown. Fluensulfone was found to have nematicidal activity against C. elegans but at concentrations ≥100-fold greater than those reported to be effective against
the PPN Meloidogyne javanica. Fluensulfone affected a number of C. elegans behaviours, including locomotion, pharyngeal pumping, egg laying and
development. The pharyngeal effects suggested that fluensulfone might influence feeding behaviour in PPNs. In PPNs, the behaviour of the stylet mouth
spear is critical in feeding and host invasion. The action of fluensulfone on the stylet of the PPN Globodera pallida was therefore investigated, to validate
observations made with C. elegans. Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by The pharmacology of the stylet was also investigated, using knowledge of the C. elegans pharynx as a guide. Fluensulfone stimulated stylet activity and blocked 5-HT-stimulated activity. If metabolic impairment is identified as the causative agent of fluensulfone
nematicidal activity this must be further studied through metabolomics and other techniques. Movement of Fluopyram in Sandy Soil to Affect Meloidogyne incognita Motility
T FASKE (1) K Hurd (2) In this study, amongst the several powder plant extracts (5 gram equivalent) of selected indigenous plants such as Marigold
(Tagetes erecta), Akk (Calotropis procera), Kanair (Nerium oleander) and Neem (Azadirachta indica), the marigold extracts not only decreased the root
galling index (55.1%) and number of knots per plant on root system (47.4%) in the susceptible eggplant variety (cluster king) but also increased the
germination (28%) and plant vigor (32%) as compared to control plants harvested. Kanair (42.09 & 32.8%), Neem (37.56 & 28.5%) and Akk (31.51 &
21.69%) were also effective. These extracts were applied as seed treatment followed by drenching at an interval of ten days post emergence upto one
month. Data was collected after two months and correlated scientifically. Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high in Soybean cyst nematode culture collections and field populations from North Carolina and Missouri reveal high incidences of infection by If nematode infection with viruses is truly more common than first considered, the potential
influence on nematode biology, pathogenicity, ecology, and control warrants continued investigation. Potential of trap cropping for managing root-knot nematode
B WESTERDAHL (1) Potential of trap cropping for managing root-knot nematode
B. WESTERDAHL (1) Potential of trap cropping for managing root-knot nematode
B. WESTERDAHL (1)
(1) University of California Entomology & Nematology Department, U.S.A. ( )
(1) University of California Entomology & Nematology Department, U.S.A. ( )
(1) University of California Entomology & Nematology Department, U.S.A. Trap cropping is a nematode management technique that has been tested periodically since the late 1800’s. A susceptible host is planted and larvae of a
sedentary parasitic nematode such as root-knot are induced to enter and establish a feeding site. Once this has occurred, and the female begins to mature,
she is unable to leave the root. The plants are then destroyed before the life cycle of the nematode can be completed, trapping nematodes within the root. By itself, trap cropping is not likely to provide the same level of control as a fumigant nematicide, because not all nematodes are induced to enter the
roots. However, the potential for loss of registration of fumigants for various environmental reasons is great enough that an IPM approach using two or
more techniques in combination that will each provide partial control of the nematode population is warranted. Several years of field testing of trap crops
with and without a biological nematicide for management of root-knot nematode on carrots demonstrated that trap cropping resulted in statistically
significant increases in weight and number of marketable carrots. A wet fallow treatment, in which a trap crop was not planted, but the weeds that
germinated following irrigation served to trap nematodes within the roots, followed by tillage two weeks later, also produced a statistically greater yield
of marketable carrots than the untreated. Cover cropping affects plant-parasitic and free-living nematodes in Michigan carrot production
Z. GRABAU (1), Z. Maung (1), D. Noyes (1), D. Brainard (1), D. Baas (2), B. Werling (3), H. Melakeberhan (1)
(1) Michigan State University Department of Horticulture, East Lansing, MI, U.S.A.; (2) Michigan State University Extension-St. Joseph County,
Centreville, MI, U.S.A.; (3) Michigan State University Extension-Oceana County, Hart, MI, U.S.A. Cover cropping affects plant-parasitic and free-living nematodes in Michigan carrot production
Z. GRABAU (1), Z. Maung (1), D. Noyes (1), D. Brainard (1), D. Breadth of resistance of Phytophthora fruit rot resistant watermelon germplasm to Phytophthora capsici isolates from across United States of
America Breadth of resistance of Phytophthora fruit rot resistant watermelon germplasm to Phytophthora capsici isolates from
America C. KOUSIK (1), J. Ikerd (1), M. Mandal (2)
(1) U.S. Department of Agriculture, Agricultural Research Service, U.S. Vegetable Laboratory, U.S.A.; (2) ORISE Participant, U.S. Vegetable
Laboratory, USDA, ARS., U.S.A. Phytophthora fruit rot of watermelon caused by Phytophthora capsici is particularly severe in southeastern U.S where optimal conditions for disease
development are prevalent. We have developed Phytophthora fruit rot resistant (PFR) germplasm lines (USVL020-PFR, USVL203-PFR, USVL489-PFR
and USVL782-PFR) for use in breeding programs. The breadth of resistance of these lines to 20 P. capsici isolates collected from various states and
different crops was evaluated. Mature fruit of PFR lines or susceptible checks ‘Mickylee’ and ‘Sugar Baby’ were collected from plants grown in a field. Fruit were inoculated by placing a 7-mm agar plug from a 4-day-old colony of a given P. capsici isolate. Inoculated fruit were kept in a walk-in-humid
chamber (>95% RH, temperature 26±2 ºC) for 5 days. Ratings on lesion diameter and visible pathogen growth were then recorded. Variability in
aggressiveness among the 20 isolates on checks and some PFR lines was observed. Check cultivars were susceptible to all isolates whereas PFR lines
were significantly more resistant. However, PFR lines were not immune to all isolates. Significant differences in lesion size on PFR lines for some
isolates was observed. In most cases very small lesions (0.8mm) formed on PFR lines under the agar plug and on the fruit surface. Our results suggest
that watermelon cultivars developed using these PFR lines as resistant sources will be able to provide resistance against Phytophthora fruit rot across
many states. The Effect of Increased Soil Fertility on Seedling Disease Development of Soybean in Ohio
M. EYRE (1), S. Culman (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Low or high soil fertility levels have been shown to have potential secondary impacts on root pathogens, some of which decrease yield. Fertility
recommendations for soybean in Ohio are over 20 years old and one proposed scenario is that more phosphorus and potassium may be required to
support the increase in yields over the past 2 decades. Therefore, the objective of this study was to evaluate the impact of higher rates of P, K, and P + K
on seedling diseases caused by oomycetes in both field and greenhouse trials. Temporal analysis of oomycete communities associated with soybean and corn
M. CHILVERS (1), J. Rojas (1)
(1) Michigan State University, U.S.A. Corn and soybean rotation is typically practiced in field crop production, with the purported benefit of reducing pathogen inoculum density. This
management practice has been studied before with concentration on a single pathogen species. There is limited information on how the associated
oomycete community is modulated by using different crops in the rotation. We hypothesized that the genetic background of the hosts and their different
growth stages could have an effect on the associated oomycete community. In 2013-14, field trials including two soybean cultivars (cv. Sloan and S4.39 Archer) and two corn cultivars (cv. DK5261 and P0255AMXT) were planted in in a randomized block design with non- and inoculated treatments. The
inoculated treatment consisted of a mixed inoculum of equal parts of Pythium irregulare, Py. sylvaticum, Py. ultimum, Py. heterothallicum, Py. oopapillum and Phytophthora sojae colonized rice. Soil and root samples were collected at different growth stages and subjected to DNA extraction. Samples were sequenced for ITS 1 amplicons. The results showed a variability in community composition between the two crops, however cultivars did
not significantly vary in community composition despite different genetic backgrounds. Host could play an important role in filtering the associated
oomycete community, however it did not effectively change the composition, suggesting this specific rotation system might not be conducive to
pathogen inoculum reduction. Survey data reveals potential interactions between soil-borne fungi and oomycetes isolated in the midwest
E. LERCH (1), A. Fakhoury (2), M Chilvers (3), A Robertson (1)
(1) Iowa State University, IA, U.S.A., (2) Sourthern Illinois University, IL, U.S.A., (3) Michigan State University, Survey data reveals potential interactions between soil-borne fungi and oomycetes isolated in the midwest
E. LERCH (1), A. Fakhoury (2), M Chilvers (3), A Robertson (1)
(1) Iowa State University, IA, U.S.A., (2) Sourthern Illinois University, IL, U.S.A., (3) Michigan State University, Root rot pathogens, such as Fusarium and Pythium species are frequently isolated together from damped-off soybean seedlings. Consequently, they are
hypothesized to form a multi-species complex that infects soybean, however the interaction has not been extensively studied and is not well understood. The objective of this research was to identify potential interactions between fungi and oomycetes. Data from 2012 Midwest survey funded by the USDA-
NIFA and USB/NCSRP was used. Data comprised species recovered from seedlings collected by soybean pathologists from fields with seedling disease
or a history of disease. Breadth of resistance of Phytophthora fruit rot resistant watermelon germplasm to Phytophthora capsici isolates from across United States of
America Field trials were carried out at two locations in 2014 and three locations in
2015 at fields each with a known history of seedling disease. Stand counts, percent emergence, and yield were not significantly different between
treatments at any of the locations. However, a greater number of Pythium spp. were recovered from plants with the addition of K. In greenhouse assays
using soil collected from the same infested fields, final stand and root weights were significantly (P<0.05) higher in pots without fertility treatments for
one of the two locations. Further monitoring of the influence of higher rates of K at the time of planting on disease development of soil borne diseases
caused by oomycetes is warranted. Cold stress at planting increase susceptibility to damping-off caused by Pythium sylvaticum
M. SERRANO (1), A. Robertson (1)
(1) Iowa State University, U.S.A. Pythium sylvaticum is an Oomycete that causes damping-off of soybeans in Iowa, particularly when cool weather occurs at planting. Seed treatments are
applied to over 90 percent of soybean seed in Iowa to protect germinating seedlings and consequently plant stand. The objectives of this experiment were
to (i) evaluate the effect cold stress at different times after planting, and (ii) the effect of seed treatments on damping off. Soybean seed was treated with
Intego Suite, Intego Suite + mandestrobin or left untreated and planted into 8 oz cups inoculated with P. sylvaticum or non-inoculated. The cups were
placed in growth chamber and subjected to 96h of cold stress (4°C) at 0h or 24h after planting. A significant three-way interaction was detected between
cold stress, inoculation and seed treatment (P<0.0001). In general, emergence of untreated seeds was reduced more than 70% when subjected to periods
of cold stress (P<0.05). Emergence was improved with seed treatments (P<0.0001). These data indicate that periods of cold stress at planting increases
the susceptibility of soybean to damping-off caused by P. sylvaticum and that seed treatments reduce damping-off under these adverse conditions. Pathogenicity and Virulence of Oomycete Species on Common Bean
D. ROSSMAN (1), M. Chilvers (1), A. Rojas (2), J. Jacobs (2)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A. Common bean is often affected by soilborne oomycetes that cause seed and seedling rot. A study was conducted to determine the pathogenicity and
virulence of 24 Pythium spp. and Phytopythium aff. Temporal analysis of oomycete communities associated with soybean and corn
M. CHILVERS (1), J. Rojas (1)
(1) Michigan State University, U.S.A. Hierarchical clustering was used to identify groups of isolates frequently recovered together from the same field. When data were
analyzed including all fungi and oomycetes, regardless of pathogenicity, six distinct clusters were identified. Within each cluster were fungal and
oomycete pathogens and non-pathogens. When data were reanalyzed with only pathogenic species, four distinct clusters were present. Cluster 3
contained only Fusarium species, while cluster 2 contained several Pythium species as well as Phytophthora sojae, Phytophthora sansomeanea and F. verticillioides. The remaining two clusters contained Fusarium and Pythium species. These data should allow soybean pathologists to identify potential
interactions between specific species of soil-borne fungi and oomycetes that can be explored and used to enhance our understanding of root rot on
soybean. Identification and characterization of potential oomycete pathogens from the University Agricultural Laboratory in Fresno, California
M. ELLIS (1), H. Deniston-Sheets (1), D. Sieperda (2), J. Bushoven (1)
(1) Plant Science Department, California State University, Fresno, U.S.A.; (2) California State University, Fresno, U.S.A. Identification and characterization of potential oomycete pathogens from the University Agricultural Laboratory in Fresno, California
M. ELLIS (1), H. Deniston-Sheets (1), D. Sieperda (2), J. Bushoven (1)
(1) Plant Science Department, California State University, Fresno, U.S.A.; (2) California State University, Fresno, U.S.A. The University Agricultural Laboratory (UAL) at California State University, Fresno is a 1000-acre farm that grows a wide range of fruit, nut, vegetable,
and field crops. Many of the crops grown on the UAL are negatively impacted by oomycetes; however, identification of pathogenic species has not been
determined. Therefore, the goal of this research was to identify and characterize potential sources of oomycete pathogens from soil and irrigation
reservoirs on the UAL. Oomycetes were baited over a 5-day period using pears or cucumbers as bait. Symptomatic fruit tissue was excised and plated on
the oomycete selective medium PARP. Isolates were then characterized using morphology and DNA sequencing of the internal transcribed spacer
region. Forty-four isolates of Pythium spp., 6 isolates of Phytophthora spp., 4 isolates of Phytopythium spp., and 1 isolate of a Pythiogeton sp. were
identified. Pythium spp. (86%), Phytophthora spp. (11%), and Phytopythium spp. (3%) were identified from the irrigation reservoir. The most common
species isolated from irrigation water were Pythium oopapillum (54%) and Pythium dissotocum (25%). Of the isolates baited from soil 75% were
Pythium spp., while 13%, 8%, and 4% were Phytopythium spp., Phytophthora spp., and a Pythiogeton sp. respectively. These results suggest that the
UAL has a diverse number of potential oomycete pathogens and that irrigation reservoirs may act as a source for potential inoculum in farming
operations. Development of a split-root technique for canola (Brassica napus L.)
G. BRUCE (1), J. Robson (2), M. McDonald (2) (1) Agriculture and Agri-Food Canada, Canada; (2) University of Guelph, Canada Canola (Brassica napus) is an important oilseed crop in Canada. A split-root system was developed for studies of host-pathogen interaction with root
pathogens. Canola seed was germinated on moistened filter paper within pouches. After 7 days, the root tip of each seedling was clipped back to
stimulate secondary branching. Each seedling was then carefully planted into soilless mix and allowed to grow for 18 days. When uprooted, each
seedling had a pair of secondary roots. One root of each pair was then potted into each side of a specially modified plant pot for subsequent growth and
assessment. Estimates of viable resting spores of Plasmodiophora brassicae using propidium monoazide and qPCR
B. GOSSEN (1), F. Al-Daoud (2), M. McDonald (2)
(1) Agriculture and Agri-Food Canada Canada; (2) University of Guelph Canada Estimates of viable resting spores of Plasmodiophora brassicae using propidium monoazide and qPCR
B. GOSSEN (1), F. Al-Daoud (2), M. McDonald (2)
(1) Agriculture and Agri-Food Canada, Canada; (2) University of Guelph, Canada Estimates of viable resting spores of Plasmodiophora brassicae using propidium monoazide and qPCR
B. GOSSEN (1), F. Al-Daoud (2), M. McDonald (2) (1) Agriculture and Agri-Food Canada, Canada; (2) University of Guelph, Canada Plasmodiophora brassicae [clubroot of Brassica spp.] persists in soil as long-lived resting spores. Quantitative polymerase chain reaction (qPCR)
estimates of spore concentration do not distinguish between viable and non-viable spores. Propidium monoazide (PMA) penetrates non-viable cells and
binds to DNA when exposed to high-intensity light, and so inhibits amplification with qPCR. The impact of pre-treating resting spores with PMA and
light prior to qPCR (PMA-PCR) was assessed. Spore suspensions from 6-wk-old (immature) and 9-wk-old (mature) clubs were heat-treated, and
concentrations of spores were estimated using qPCR and PMA-PCR. Spore viability was assessed using bioassays on canola seedlings. Prior to heat
treatment, comparison of estimates from qPCR and PMA-PCR indicated that all mature resting spores were viable, but ≥ 74% of immature spores were
not viable. This was consistent with substantially higher clubroot severity in plants inoculated with mature resting spores than immature spores. Heat
treatment produced little or no change in estimates of mature spores with qPCR, but substantially reduced both estimates of spore concentration from
PMA-PCR and clubroot severity in bioassays. For immature spores, PMA-PCR did not consistently demonstrate a heat treatment effect. We conclude
that PMA allows for estimation of viable resting spores using qPCR. Phenotypic variation between two clades of Phytophthora cinnamomi isolated from avocado fields in California
R. BELISLE (1), B. McKee (2), W. Hao (2), P. Manosalva (2)
(1) University of California, Riverside, U.S.A.; (2) University of California Riverside, U.S.A. Identification and characterization of potential oomycete pathogens from the University Agricultural Laboratory in Fresno, California
M. ELLIS (1), H. Deniston-Sheets (1), D. Sieperda (2), J. Bushoven (1)
(1) Plant Science Department, California State University, Fresno, U.S.A.; (2) California State University, Fresno, U.S.A. The modified pots were created by placing two small plastic bags filled with potting mix into a square pot to create two equal but
independent sections of soil per pot. A bamboo support was inserted between the bags. The roots were placed into each bag and covered with soil. The
young seedling was loosely tied to the support, then sand was added to cover the soil and support the seedling. This resulted in almost 100% survival of
the treated seedlings. As an initial proof of concept, seedling roots on one side of each pot were inoculated with resting spores of Plasmodiophora
brassicae 7 days after potting and visually assessed for clubroot symptoms at 42 days after inoculation. Clubroot symptoms developed on the inoculated
side but not on the control. Breadth of resistance of Phytophthora fruit rot resistant watermelon germplasm to Phytophthora capsici isolates from across United States of
America vexans on two common bean (Phaseolus vulgaris) cultivars, ‘Red Hawk’ kidney bean and ‘Zorro’
black bean from Andean and Meso-American gene pools, respectively. A seedling assay was conducted at 20°C in a growth chamber. Oomycete inocula
were added to the root zone at the time of planting, and seedlings were harvested after 12 days. Root length, root area, root dry weight, and emergence
were quantified. Seedling assay results indicated that 12 species caused significant root length and root area reductions from the control. Similarly, 11 of
the same oomycete species caused significant reductions in root dry weight. Four Pythium spp. and Phytopythium aff. vexans caused significantly lower
emergence than the control and were considered to be seed rot pathogens. An in vitro seed assay was conducted at 20°C and 26°C, in which disease S4.40 ratings were assessed. In this assay, 13 species caused disease severity that was significantly higher than the control. Moreover, it was observed that the
virulence of certain oomycete species varied depending temperature and host gene pool. Findings help elucidate the oomycete species that are most
aggressive and identify factors that may influence oomycete species virulence on common bean. ratings were assessed. In this assay, 13 species caused disease severity that was significantly higher than the control. Moreover, it was observed that the
virulence of certain oomycete species varied depending temperature and host gene pool. Findings help elucidate the oomycete species that are most
aggressive and identify factors that may influence oomycete species virulence on common bean. Putative sucrose esters from Petunia x hybrida may contribute to this host’s reduced susceptibility to Phytophthora infestans
M. BECKTELL (1)
(1) Colorado Mesa University U S A Putative sucrose esters from Petunia x hybrida may contribute to this host’s reduced susceptibility to Phytophthora infestans
M. BECKTELL (1)
(1) Colorado Mesa University, U.S.A. Petunias have been established as a less susceptible host of P. infestans, but the reasons for this have not been elucidated. We have reported that petunia
leaf extracts contain a potent zoosporicide. Previous biochemical analyses of crude leaf extracts suggested the presence of sucrose esters, a class of
compounds known to be produced by the trichomes of Petunia and Nicotiana species. Subsequent experiments with commercially available sucrose
esters have revealed that sucrose monolaurate (SM), an amphiphilic sucrose monoester known to interact with cell membranes, exhibits zoospore lysing
activity. The goal of our current work is to confirm the presence of and identify the chemical structure of the putative sucrose esters present in petunia
leaf extracts. Samples were purified using hydrophilic-lipophilic balanced cartridges and an established protocol for the purification of sucrose esters
from Nicotiana tabacum. The purified samples were analyzed, along with SM as a control, via LCMS-ELSD, 1H and 13C NMR, and TLC. The data
shows a lack of monoesters, excluding SM as the bioactive component, but supports the presence of several known sucrose di- and polyesters. Analyses
are ongoing to deduce the specific chemical structures of these sucrose esters. Results from this work will bring us one step closer to understanding an
aspect of the petunia-late blight interaction that has received little attention. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. We assessed WCM immigration onto trap
plants and the influence of alternative hosts such as downy brome (Bromus tectorum L), and volunteer wheat on WCM infestation and WSMV infection
of wheat. Wheat trap plants were monitored weekly in the fall over three years to assess the relationship among patterns of WCM infestation and WSMV
infection with cumulative growing degrees days (GDD) of spring wheat, daily mean temperature with respect to alternative hosts. The relationship
among GDD on WCM infestation and WSMV infection across alternative hosts was non-linear. Mite infestation and virus infection was positively
correlated with daily mean temperature (P < 0.001) in the fall. The risk of WCM infestation and WSMV infection on trap plants from downy brome and
volunteer wheat plots was higher during the late fall when compared to the bare ground control plots (P < 0.05). Overall, daily mean temperature is a
better predictor of WSMV risk and the Wheat streak mosaic infection on emerging crop increases with the presence of downy brome and volunteer
wheat species during the fall. A full genome cDNA clone of Cherry rusty mottle associated virus induces disease in sweet cherry
D. VILLAMOR (1), S. Pillai (1), K. Eastwell (1)
(1) Washington State University, U.S.A. Cherry rusty mottle-associated virus (CRMaV), a member of the family Betaflexiviridae, is associated with cherry rusty mottle disease (CRMD). To
date, fulfillment of Koch’s postulates for this virus has yet to be demonstrated. A full genome of CRMaV isolate 98CI194 was cloned into a modified
pORE-E4 Agrobacterium binary vector between the ENTCUP2 promoter and the Nos-t terminator. Leaf agroinfiltration with the binary vector carrying
ENTCUP2-CRMaV failed to infect Nicotiana benthamiana, N. occidentalis 37B, and N. glutinosa whereas agro-inoculation using either the bark flap
technique or root dipping resulted in the induction of CRMD symptoms in Krymsk 6 virus-tested cherry rootstock. Further confirmation of infection was
verified by RT-PCR detection of CRMaV amplicon and by positive reaction of symptomatic leaves in ELISA and Western blotting using an antibody
against the coat protein of CRMaV 98CI194. Finally, bark patch inoculation using lignified wood from one of the CRMaV positive, agroinoculated, Krymsk
6 trees resulted in CRMD symptoms on virus-tested sweet cherry seedling rootstock Prunus avium ‘Mazzard’. These results provide conclusive evidence
of the etiology of CRMD to be caused by CRMaV. This infectious clone provides a tool for future studies of genome expression and pathogenesis of
CRMaV. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. Barley yellow dwarf (BYD) is a complex aphid-transmitted virus disease that can be caused by multiple yellow dwarf virus (YDV) species classified in
the family Luteoviridae. Previous research revealed that Barley yellow dwarf virus-PAS (PAS) is prevalent in KS. However, currently available multiplex
RT-PCR detection assays designed for a subset of YDVs do not include PAS, and primers we designed to the reference sequence of PAS (NC_002160)
did not detect all KS isolates. The objectives of this study were to i) sequence two KS field isolates of PAS and one of PAV to enable primer design, and
ii) to modify and optimize a multiplex RT-PCR assay to detect six YDV species, including divergent isolates of KS PAS. To test the new assay, 101
archived single-plant leaf samples obtained from a wheat virus survey were tested to determine YDV species composition. We found that PAS was the
predominant isolate detected with 59% incidence followed by PAV with 57%; mixed infections of PAS and PAV (30%) were common. Single infections
for PAS and PAV (23% each) were also found. The other YDVs were only detected in mixed infections of PAS and/or PAV in 12%, or less, of the
samples. These include Cereal yellow dwarf virus-RPV, BYDV-SGV, BYDV-MAV, and a variant of Maize yellow dwarf virus-RMV first identified in
MT. This new protocol will provide a tool for examining the association between BYD disease development and YDV species composition in Kansas
wheat fields. Impact of downy brome (Bromus tectorum) and volunteer wheat on risk of winter wheat infection by Wheat streak mosaic virus
N. RANABHAT (1), Z. Miller (1), E. Lehnhoff (2), F. Menalled (1), T. Seipel (1), M. Burrows (1)
(1) Montana State University, U.S.A.; (2) New Mexico State University, U.S.A. Wheat streak mosaic is caused by Wheat streak mosaic virus (WSMV) which is vectored by the wheat curl mite (WCM, Aceria tosichella Keifer). The
mite and virus can survive on multiple grass species that act as reservoirs for WSMV. Understanding the effect of alternative hosts on risk of WCM
infestation and WSMV infection in newly emerged winter wheat crops is crucial for disease management. Phenotypic variation between two clades of Phytophthora cinnamomi isolated from avocado fields in California
R. BELISLE (1), B. McKee (2), W. Hao (2), P. Manosalva (2)
(1) University of California, Riverside, U.S.A.; (2) University of California Riverside, U.S.A. Phytophthora cinnamomi (Pc) is the causal agent of Phytophthora root rot (PRR), the most serious disease of avocado worldwide. Pagliaccia et al. (2013) first assessed the genetic diversity of this pathogen in California and identified 16 genotypes corresponding to two distinct clades of A2 mating
type isolates. Additionally, differences in virulence were observed between these two clades after infecting avocado rootstocks with different levels of
tolerance to Pc. To reveal additional phenotypic differences in these specific genotypes, three representative isolates from clade I and clade II were
characterized for: i) mycelial growth rate at different temperatures, ii) zoospore production, iii) zoospore germination, and iv) fungicide sensitivity. More
virulent Pc isolates of clade II showed slower growth but an earlier release of zoospores. The molecular interaction between these Pc isolates and their
hosts are being studied using lupin and avocado plants. Pc nuclear and mitochondrial genes will be used to study the genetic relationship among isolates
from these two clades. Our data suggests that the isolates representing clade II differ in most of the phenotypic traits assessed. Fungicide efficacy among
these isolates is being tested under greenhouse conditions using avocado seedlings. This work represents an integrated approach to study the molecular
interaction of P. cinnamomi with its host and provide practical solutions to manage this pathogen in the field. S4.41 Phylogenetic relationships among Philippine isolates of Peronosclerospora based on sequence analysis of multiple mitochondrial loci
F. DELA CUEVA (1), M. Samaco (1), M. Ramon (2), F. Martin (2)
(1) Institute of Plant Breeding, University of the Philippines Los Baños, Philippines; (2) USDA ARS, U.S.A. Phylogenetic relationships among Philippine isolates of Peronosclerospora based on sequence analysis of multiple mitochondrial loci
F. DELA CUEVA (1), M. Samaco (1), M. Ramon (2), F. Martin (2)
(1) Institute of Plant Breeding University of the Philippines Los Baños Philippines; (2) USDA ARS U S A Downy mildews cause substantial yield losses of sugarcane and corn in the Philippines with several species of Peronosclerospora (P. sacchari, P. spontanea, P. miscanthi, and P. philippinensis) commonly reported. Due to the obligate nature of the pathogen only spore morphology and host genus
have been used as the bases of species identification. However, these parameters are highly effected by environmental conditions. Therefore, molecular
tools are needed for investigating pathogen diversity and taxonomy. Comparative analyses of world-wide cucumber green mottle mosaic virus (CGMMV) isolates
T. PITMAN (1), B. Falk (1)
(1) UC Davis, U.S.A. Phenotypic variation between two clades of Phytophthora cinnamomi isolated from avocado fields in California
R. BELISLE (1), B. McKee (2), W. Hao (2), P. Manosalva (2)
(1) University of California, Riverside, U.S.A.; (2) University of California Riverside, U.S.A. Primers have been developed for amplification of three mitochondrial loci from
fifty-four isolates of Peronosclerospora recovered primarily from sugarcane representing geographically diverse regions in the Philippines. Limited
sequence divergence of the mitochondrial loci was observed among these isolates. Additional isolates recovered from corn are being sequenced and
added to the analysis to evaluate the taxonomy and phylogenetic relationships among corn and sugarcane downy mildews. Studies involving a broad
sampling of the pathogen from other grasses in the Philippines and neighboring Asian countries are being conducted to assess the diversity and identify
species of tropical graminicolous downy mildews. To facilitate rapid pathogen identification, species-specific molecular diagnostic assays targeting
mitochondrial loci are under development. This is especially important for detection of the USDA-APHIS Select Agent P. philippinensis. Identification of conserved transcriptome responses to propagative plant viruses in insect vectors
K. MARTIN (1), K. Barandoc-Alviar (1), D. Rotenberg (1), A. Whitfield (1)
(1) Kansas State University, U.S.A. The plant Nucleorhabdovirus, Maize mosaic virus (MMV), is vectored by the corn planthopper, Peregrinus maidis. Previously, we conducted an RNA-
Seq project to identify differentially expressed (DE) transcripts in adults during infection with MMV. We identified a total of 144 transcripts, with 77
genes upregulated and 67 genes downregulated. To identify conserved transcriptome responses in vectors to propagative viruses, we compared the DE
transcripts in our system to two other systems: white backed planthoppers, Sogatella furcifera, exposed to Southern rice black-streaked dwarf virus
(SRBSDV, Fijivirus), and the black-faced leafhopper, Graminella nigrifrons, infected with Maize fine streak virus (MFSV, Nucleorhabdovirus). In a
tblastx analysis with a cut-off value of 10-3, we identified DE transcripts that are shared between systems. Twenty three transcripts were shared between
all three systems. Two transcripts were unique to P. maidis and G. nigrifrons and 38 transcripts were unique to P. maidis and S. furcifera. Protein
binding was the largest category of the 144 P. maidis transcripts (19), 10 were shared in all three systems. Functional characterization is underway on
transcripts potentially involved in viral replication, intercellular movement and defense. The responsive genes identified in these vectors of propagative
viruses may represent a conserved anti-viral strategy and could be targets for resistance against a diverse range of viruses. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. Our results
are consistent with previous research indicating that mycoviruses are commonly found in isolates of R. solani. More than 20 new viruses, belonging to at
least three different virus families have been discovered. Future experiments will determine the effects of mycovirus presence on growth and virulence of
the fungus, and to determine rates of horizontal transmission. Spatial analysis will determine whether interactions exist between Rhizoctonia spp., AG,
and mycovirus distribution in fields, as well as crop and soil properties. Studies on Groundnut rosette disease and implications of the newly reported Groundnut ringspot virus for groundnut production in Ghana
A. APPIAH (1), R. Tegg (2), S. Offei (3), C. Wilson (2)
(1) Tasmanian Institute of Agriculture, School of Land and Food, University of Tasmania, Australia, Hobart, Australia; (2) Tasmanian Institute of
Agriculture, School of Land and Food, University of Tasmania, Australia, New Town, Australia; (3) School of Agriculture and Consumer Sciences,
University of Ghana, Legon, Accra, Ghana, Accra, Ghana Studies on Groundnut rosette disease and implications of the newly reported Groundnut ringspot virus for groundnut production in Ghana
A. APPIAH (1), R. Tegg (2), S. Offei (3), C. Wilson (2)
(1) Tasmanian Institute of Agriculture, School of Land and Food, University of Tasmania, Australia, Hobart, Australia; (2) Tasmanian Institute of
Agriculture, School of Land and Food, University of Tasmania, Australia, New Town, Australia; (3) School of Agriculture and Consumer Sciences,
University of Ghana, Legon, Accra, Ghana, Accra, Ghana Groundnut rosette is a devastating disease of groundnut (peanut) and presents a major constraint to crop production. Twelve cultivars of groundnut were
screened in field trials for resistance to Groundnut rosette disease (GRD), caused by infection with Groundnut rosette assistor virus (GRAV), Groundnut
rosette virus (GRV) and its satellite RNA. GRAV infection rates were higher in the wet (13.9–100%) than the dry (11.8–61.8%) season. Four local
varieties were rated as resistant along with three of six improved varieties previously regarded as possessing resistance to GRD. These resistant cultivars
could be used in the interim management of the disease in the field and further exploited in breeding programmes for the development of virus-
resistance. Groundnut ringspot virus (GRSV)-like symptoms were observed within these trials. The identity of the virus was confirmed by ELISA, RT-
PCR and amplicon sequencing, and represents a first record of GRSV for Ghana. GRSV was found in most cases in mixed infection with the GRD
agents. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. Moreover, the construction of this infectious clone opens a path forward to pursue etiological studies of other stone fruit virus-like diseases. S4.42 CGMMV is a +ssRNA Tobamovirus that infects curcurbit crops. It is capable of contaminating seeds inside the seed coat, making it a problem with the
increased globalization of seed trade. 2013 was the first report of this virus in North America, which prompted federal and state responses and quarantine
procedures where it was detected. Subsequent finds in 2014 and 2015 occurred in California, suggesting this is a recurring problem with global seed
movement. Our efforts focus on better detection methods in seed. Currently, industry standard for detection is ELISA, which relies on antibody
recognition of coat protein. Industry participants have described isolates that are not detected with available ELISA kits, but are identified with molecular
assays. We are working to improve detection methods for CGMMV by serological and molecular methods. To support those efforts we need a better
understanding of the diversity of CGMMV isolates. We previously sequenced two California isolates and found them to share 90% sequence homology. GenBank has 197 accessions for CGMMV, of which 42 are full genome sequences. Of these, the majority are Asian in origin. Given that CGMMV was
originally described in England and is endemic to Europe and the Middle East, we worked with collaborators to amass a collection of 35 isolates from
regions where CGMMV is endemic. We used enriched virion samples for next generation sequencing, and bioinformatics to analyze the sequence
information. The virosome of Rhizoctonia solani and its effect in fungal pathogenicity
T. STETINA (1), C. Rothrock (1), T. Spurlock (2), I. Tzanetakis (1)
(1) University of Arkansas, U.S.A.; (2) University of Arkansas, U.S.A. Rhizoctonia solani consists of at least 14 genetically distinct anastomosis groups (AG). Mycoviruses have been shown to play an important in fungal
epidemiology and pathogenicity. The goals of this research are to understand mycovirus epidemiology in Rhizoctonia solani on important row crops in
Arkansas and their potential to influence pathogenicity. Mycoviruses have been extracted from 190 geotagged isolates from five different fields using
cellulose affinity chromatography. The cDNA from double-stranded RNA enriched material was sequenced and sequences analyzed to determine
whether they belong to known or undescribed viruses. Detection primers were designed for each virus and then used in all geotagged isolates. Discovery of various dsRNA mycoviruses in Trichoderma spp. causing green mold disease of shiitake Lentinula edides
D KIM (1) ( )
(1) Chonbuk National University, South Korea A total of 315 fungal isolates causing green mold disease were collected from contaminated artificial logs and sawdust bags used for cultivating shiitake
mushroom Lentinula edodes in Korea and were analyzed for the presence of dsRNA. dsRNA, which was purified using dsRNA-specific chromatography
and verified by dsRNA-specific RNaseIII digestion, was detected in 32 isolates. The molecular taxonomy of dsRNA-infected isolates based on the ITS
region of the rDNA indicated that all isolates belonged to the Trichoderma spp. The number and size of dsRNAs varied among isolates and the band
patterns could be categorized into 15 groups. The most common dsRNA group, groupVI, occurred in 10 isolates encompassing three species of
Trichoderma. Partial cDNA clones were obtained from two selected dsRNA groups and the sequence comparison of the cloned fragments of these
dsRNAs revealed a high degree of similarity to sequences of a hypothetical protein and polyprotein genes of other mycoviruses, indicating the existence
of mycoviruses in Trichoderma spp. Northern blot analysis using cloned cDNA showed specific hybridizing patterns in the dsRNA bands for isolates
from which the clones were obtained, suggesting that many different mycoviruses, which have not been identified yet, exist in Trichoderma spp. An optimized multiplex detection protocol captures divergent isolates of yellow dwarf virus species in Kansas wheat
A. LANEY (1), R. Acosta-Leal (1), A. Whitfield (1), D. Rotenberg (1)
(1) Kansas State University, U.S.A. The identification of GRSV in groundnut fields in Ghana highlights the need for its inclusion in future groundnut-breeding programs. Genetic
diversity analysis of the coat protein gene of GRAV revealed more than 97% nucleotide and amino acid identity among the Ghanaian, Nigerian and
Malawian isolates, providing a good opportunity for the development of pathogen-derived resistance to combat the disease. Detection, Distribution and Effect of Hop stunt viroid on different hop cultivars
M. KAPPAGANTU (1), J. Bullock (1), S. Kenny (2), K. Eastwell (2)
(1) Washington State University, U.S.A.; (2) IAREC-Washington State University, U.S.A Hop stunt disease caused by Hop stunt viroid (HSVd) is a growing threat to hop cultivation globally. It severely impacts growth and yield of certain hop
cultivars. In 2004, HSVd was first detected in hop yards of Washington State, the major hop growing area in the United States. RT-PCR has been the
major technique used for HSVd diagnosis; however, it is costly and sample handling is technically challenging. A more robust Reverse Transcription-
Recombinant Polymerase Assay (RT-RPA) was developed to facilitate larger sample numbers. To understand the current distribution of HSVd in
Washington, a survey was conducted and it revealed that 17% of hops grown in this region are infected with HSVd. Symptom expression is highly
variable among different hop cultivars infected with HSVd. To understand the effect of HSVd, a 5 year study was conducted of six cultivars of hop to
determine the impact on yield. Over the study period, the average cone yield of infected cultivars Glacier, Cascade and Willamette was reduced by 62%,
14% and 34%, respectively, compared to non-inoculated healthy plants. No significant yield reduction was observed in cultivars Nugget, Columbus and
Galena cultivars. In the final year 2013, horticultural parameters of Willamette and Nugget were also measured. Complete genome sequence of a Watermelon mosaic virus isolate from watermelon after 50 years of its detection in the United States of America
A. ALI (1), N. Rajbanshi (1)
(1) The University of Tulsa, Tulsa, OK, U.S.A. Complete genome sequence of a Watermelon mosaic virus isolate from watermelon after 50 years of its detection in the United States of America
A. ALI (1), N. Rajbanshi (1)
(1) The University of Tulsa, Tulsa, OK, U.S.A. Watermelon mosaic virus (WMV) belong to one of the important plant virus genus Potyvirus. This virus has been detected for the first time in 1965 in
the Rio Grande Valley of Texas but so far no complete genome of WMV is available from cucurbits in the United States (US). WMV isolate (TX29) was
collected from Rio Grande Valley of Texas during a survey in 2010 which showed severe mosaic in a watermelon plant. The complete genome of
WMV-TX29 isolate was found to be 10,049 nucleotides excluding the poly-A tail. Nucleotide sequence comparison of TX29 isolate showed more
sequence similarities with a WMV-French isolate. This is the first report of the complete genomic sequence of a WMV isolated from cucurbits in the US. Interactions between Bell pepper endornavirus and acute viruses
C. ESCALANTE (1), R. Valverde (1)
(1) Louisiana State University Agricultural Center, U.S.A. ( )
( )
(1) Louisiana State University Agricultural Center, U.S.A. Persistent plant viruses do not cause detectable symptoms in their plant hosts. In contrast, acute viruses cause symptoms, and in most cases, disease. Most bell pepper (Capsicum annuum) cultivars are infected with the persistent virus Bell pepper endornavirus (BPEV). To study possible interactions
between endornaviruses and acute viruses, we developed two near-isogenic lines of the bell pepper cultivar Marengo; one BPEV-infected and the other
BPEV-free. The two lines were mechanically inoculated individually, with a mild (M) and a severe (S) isolate of the acute virus Pepper mild mottle virus
(PMMoV). Symptoms were recorded and relative amounts of PMMoV determined by ELISA. When the two lines were inoculated with PMMoV-M, all
plants reacted with mosaic symptoms. In contrast, when PMMoV-S was inoculated, BPEV-free plants reacted with systemic necrosis and mosaic while
BPEV-infected plants reacted only with mosaic. Results of the ELISA test showed that plants of the BPEV-infected line yielded consistently less
PMMoV than plants of the BPEV-free line; however, the differences were not statistically significant. The two bell pepper lines were also inoculated
with Tomato spotted wilt virus, Potato virus Y, Cucumber mosaic virus, and Tobacco mosaic virus, and in all cases, plants reacted with similar
symptoms. Complete genome sequence of a Watermelon mosaic virus isolate from watermelon after 50 years of its detection in the United States of America
A. ALI (1), N. Rajbanshi (1)
(1) The University of Tulsa, Tulsa, OK, U.S.A. Results obtained in this investigation suggest that BPEV inhibit the systemic necrotic reaction of Marengo bell pepper caused by PMMoV-S. Characterization of recombinant Potato virus YNTN (PVYNTN) isolates from Sulawesi, Indonesia
A. KARASEV (1), M. Chikh-Ali (1), N. Bosqui-Perez (1), D. Vander Pol (1), D. Sembel (2)
(1) University of Idaho, U.S.A., (2) Universitas Sam Ratulangi, Manado In the last three decades, Granola, a potato cultivar originally from Germany, has become the most common cultivar for fresh consumption in Indonesia. In August 2014, a survey was conducted in Sulawesi, where potato fields cultivated with Granola and its selection, cultivar Super John were surveyed for
Potato virus Y (PVY) presence using visual symptoms and serology. PVY was found in Sulawesi for the first time. Samples determined to be positive
for PVY were subsequently typed to strain using RT-PCR assays. All PVY isolates sampled were identified as PVYNTN recombinants, with three
recombination junctions in P3, VPg, and CP regions of the genome. Three local PVY isolates were subjected to whole genome sequencing and
subsequent sequence analysis. The whole genomes of the Indonesian PVYNTN isolates I-6, I-16 and I-17, were found to be closely related to the European
PVYNTNa. This recombinant type was shown previously to cause potato tuber necrotic ringspot disease (PTNRD) in susceptible potato cultivars. The
dependence of potato farmers on mostly a single cultivar, Granola, may have given a competitive advantage to PVYNTN over other PVY strains resulting
in the predominance of the PVYNTN recombinant. The dominance of PVYNTN in Sulawesi, and possibly in Indonesia as a whole, represents a potential
risk to any newly introduced potato cultivar to the country, especially cultivars susceptible to PTNRD. Variation in aphid abundance and Potato Virus Y incidence in Oregon potato
S. BAG (1), K. Frost (1), S. Rondon (1), B. Charlton (2), D. Walenta (3)
(1) HAREC, OSU, U.S.A.; (2) Klamath Basin Research and Extension Center, OSU Variation in aphid abundance and Potato Virus Y incidence in Oregon potato
S. BAG (1), K. Frost (1), S. Rondon (1), B. Charlton (2), D. Walenta (3)
(1) HAREC, OSU, U.S.A.; (2) Klamath Basin Research and Extension Center, OSU, U.S.A.; (3) OSU Extension Servic U, U.S.A.; (2) Klamath Basin Research and Extension Center, OSU, U.S.A.; (3) OSU Extension Service, U.S.A. Potato virus Y (PVY) is an economically important potato pathogen that can induce potato tuber necrotic ringspot disease. Complete genome sequence of a Watermelon mosaic virus isolate from watermelon after 50 years of its detection in the United States of America
A. ALI (1), N. Rajbanshi (1)
(1) The University of Tulsa, Tulsa, OK, U.S.A. More than 25 aphids species
are reported to vector PVY in a non-persistent manner. Green peach aphid (GPA, Myzus persicae) and bird cherry-oat aphid (Rhopalosiphum padi L.)
are considered to be the primary PVY vectors. In 2015, aphid abundance and PVY incidence were measured in nine commercial potato fields in Oregon. Aphids were collected weekly, counted and identified based on morphological characteristics. Potato leaf tissue was sampled from each location
biweekly and assayed for PVY using ELISA. PVY strain composition of ELISA positive samples was determined using an RT-PCR-based strain-typing
methodology. Potato aphid (Macrosiphum euphorbiae) and GPA were less abundant than all the other unidentified aphids combined. PVY incidence was
highest in Klamath (8.4%), followed by Umatilla (3.3%), Union (1.75%), and Morrow (0%) counties. Strain typing of the ELISA positive samples
revealed the PVYN:O strain to be most prevalent (56%) followed by PVYO (10.34%), PVYNTN (5.74%) and a mixed infection of PVYNTN and PVYNO
(1.14%). Potato fields with border crops as sudan grass had lower PVY incidence and fewer aphids captured when compared to fields without border
crops. Also, traps placed in fields adjacent to hay crops captured more aphids and had higher PVY incidence when compared to traps placed in fields
adjacent to maize, mint, sunflower or wheat. Isolation and characterization of FRs551, a bacteriophage associated with the phytobacterium Ralstonia solanacearum strain UW551
M. STULBERG (1), J. Mershon (2), A. Ahmad (3), D. Mollov (4), Q. Huang (2)
(1) FNPRU, USDA/ARS & ORISE, Beltsville, MD, U.S.A.; (2) FNPRU, USDA/ARS, U.S.A.; (3) FNPRU, USDA/ARS & Department of Plant
Pathology, Faculty of Agriculture, Minia University, El-minia 61519, Egypt, U.S.A.; (4) NGRL, USDA/ARS, Beltsville, MD, U.S.A.; (5) FNPRU,
USDA/ARS, Beltsville, MD, U.S.A. Ralstonia solanacearum species complex members are soil-borne, plant pathogenic bacteria that cause devastating diseases in a wide range of
economically important crops around the world, with global losses in potato alone exceeding $950 million annually. The race 3 biovar 2 strains of R. solanacearum causing potato brown rot are listed as select agent pathogens due to their potential threat to U.S. agriculture. Genome analysis of the select
agent strain UW551 revealed the presence of a putative intact prophage sequence with high homology to the family Inoviridae. Active virions of this
phage, designated ΦRs551, were isolated from the supernatant of UW551 cells grown under normal culture conditions and were found to infect other R. solanacearum strains. Mixed Infection of Two Economically Important Tospoviruses in Nicotiana benthamiana
K. ZHAO (1), C. Rosa (1) Mixed Infection of Two Economically Important Tospoviruses in Nicotiana benthamiana
K. ZHAO (1), C. Rosa (1)
(1) The Pennsylvania State University, U.S.A. Mixed Infection of Two Economically Important Tospoviruses in Nicotiana benthamiana
K. ZHAO (1), C. Rosa (1)
(1) The Pennsylvania State University, U.S.A. ( )
( )
(1) The Pennsylvania State University, U.S.A. ( )
( )
(1) The Pennsylvania State University, U.S.A. Tomato spotted wilt virus (TSWV) and Impatiens necrotic spot virus (INSV) are two economically important tospoviruses. Mixed infection of TSWV
and INSV was first reported on tomato plants from Italy in 2000; and mixed infection has also been found in tobacco in many states in the US for more
than two years. Sialer and Gallitelli suggested that mixed infection in tomato could represent progressive adaption of INSV to vegetable crops. To test
this hypothesis, healthy Nicotiana benthamiana plants were mechanically inoculated with different ratios of TSWV/INSV and examined for how mixed S4.43 infections influence disease development. After two weeks, systemically infected leaves were collected to measure the viral titer by ELISA. Results
show that TSWV is a poor competitor compared to INSV, since INSV could establish infection and reach high titer even when inoculated with equal
amount of TSWV inoculum, but TSWV was not able to infect N. benthamiana efficiently in the presence of INSV. Mixed infections of tospoviruses are
commonly found in nature, but the interaction between these two economically important tospoviruses and how mixed infections affect viral host range
have not been studied yet. Our results provide insights into the interaction between TSWV and INSV in N. benthamiana and basic knowledge for future
tospovirus mixed infection studies. infections influence disease development. After two weeks, systemically infected leaves were collected to measure the viral titer by ELISA. Results
show that TSWV is a poor competitor compared to INSV, since INSV could establish infection and reach high titer even when inoculated with equal
amount of TSWV inoculum, but TSWV was not able to infect N. benthamiana efficiently in the presence of INSV. Mixed infections of tospoviruses are
commonly found in nature, but the interaction between these two economically important tospoviruses and how mixed infections affect viral host range
have not been studied yet. Our results provide insights into the interaction between TSWV and INSV in N. benthamiana and basic knowledge for future
tospovirus mixed infection studies. Genetic diversity, host range and disease resistance to the emerging Tomato mottle mosaic virus on tomato
X. SUI (1), R. Li (1), C. Padmanabhan (1), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Genetic diversity, host range and disease resistance to the emerging Tomato mottle mosaic virus on tomato
X. SUI (1), R. Li (1), C. Padmanabhan (1), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Since its first discovery in 2013 in Mexico, Tomato mottle mosaic virus (ToMMV), a new tomato-infecting tobamovirus is now present in a number of
countries (i.e., Brazil, China, and Israel) and several states in the U.S. There is little information available on the molecular and biological properties of
this emerging virus. With approximately 80-85% nucleotide sequence identity to two other common tobamoviruses, Tomato mosaic virus (ToMV) and
Tobacco mosaic virus (TMV), there is a need to understand the genetic diversity and serological and biological properties of this emerging virus in order
to develop a species-specific detection method, and to assess disease resistance durability in tomato cultivars. Comparative host range evaluation showed
similarity in host species infected by three tobamoviruses. However, ToMMV was more aggressive on host plants than that of TMV and ToMV. To
evaluate whether the emerging ToMMV could break the disease resistance, three commercial tomato cultivars were screened along with control
Moneymaker tomato through mechanical inoculation. We observed different responses in tomato cultivars to the three tomato-infecting tobamoviruses. ToMMV exhibited aggressiveness and broke the resistance in a tomato cultivar that had demonstrated full resistance to both TMV and ToMV. This
resistance breaking in tomato by the emerging ToMMV presents a serious concern for tomato growers. The mechanism of such resistance breaking will
be discussed. Diversity of aflatoxin-producing fungi in non-agriculture soils of Zambia
P. KACHAPULULULA (1), J. Akello (2), R. Bandyopadhyay (3), P. Cotty (4)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Lusaka, Zambia; (3) International Institute of
Tropical Agriculture (IITA), Ibadan, Nigeria; (4) USDA-ARS/University of Arizona, Tucson, AZ, U.S.A. Diversity of aflatoxin-producing fungi in non-agriculture soils of Zambia
( )
k ll ( )
d
dh
( )
( ) Aflatoxins are cancer-causing, immunosuppressive toxins that contaminate maize and groundnut, important staples in Zambia. Aspergillus flavus, A. parasiticus and two unnamed taxa are frequently implicated as causal agents of contamination in Africa. Most of Zambia’s arable land is uncultivated. Aspergillus communities in crops may have originated in uncultivated regions and soils in these areas may serve as reservoirs of toxin-producers. Understanding fungal communities in cultivated and uncultivated areas may facilitate aflatoxin management. Identification of conserved sequences within tospovirus genomes for broad-spectrum resistance using RNA interference (RNAi)
J. OLIVER (1), D. Rotenberg (1), A. Whitfield (1)
(1) Kansas State University, U.S.A. Identification of conserved sequences within tospovirus genomes for broad-spectrum resistance using RNA interference (RNAi)
J. OLIVER (1), D. Rotenberg (1), A. Whitfield (1)
(1) Kansas State University, U.S.A. Tomato spotted wilt virus (TSWV) and other tospoviruses cause significant yield losses in numerous crop species worldwide. Genetic resistance is the
most effective management tool for tospovirus diseases in tomato; however, resistance breaking isolates of TSWV have emerged which are capable of
overcoming the currently deployed resistance genes. An alternative to traditional resistance genes is transgenic resistance through the process of RNA
interference (RNAi). Though effective against tospoviruses, the sequence-specific nature of RNAi means that resistance can break down if host plants
are challenged with genetically diverse populations of tospoviruses. To examine viral sequence diversity, we used publically available viral sequences of
TSWV and other tospoviruses. Our approach focused on identifying short, highly conserved regions among 2679 TSWV sequences and across 589
additional sequences from seven tospovirus species. This analysis allowed us to locate sequence conservation within each of the five tospovirus genes. The identified sequences corresponded to motifs of known biological importance. Based upon their high conservation at the nucleotide level,
correspondence with known biological functions, and low potential for off-target effects in tomato, these sequences have been incorporated into anti-
viral RNAi constructs for tomato transformation. functions, and low potential for off-target effects in tomato, these sequences have been incorporated into anti-
formation. Correlation of endogenous pararetrovirus with symptoms of citrus blight disease
A. ROY (1), J. Hartung (2), A. Stone (1), J. Sharo (2), R. Brlansky (3), W. Schneider (1)
(1) USDA-ARS-FDWSRU, U.S.A.; (2) USDA-ARS-MPPL, U.S.A.; (3) University of Florida, CREC, U.S.A. Citrus blight (CB) is a major economic problem in citrus groves in Florida. Even though the disease was first described in Florida in 1894 the causal
agent of CB is still unknown. A number of biotic and abiotic agents have been postulated as potential causes of CB. CB occurs in a wide variety of
locations with diverse environments and is root graft transmissible, suggesting that the disease is caused by a systemic infectious biotic agent. Recently,
we documented a population of endogenous pararetrovirus (EPRV) sequences in a root stock susceptible to CB, carrizo citrange. Genetic diversity, host range and disease resistance to the emerging Tomato mottle mosaic virus on tomato
X. SUI (1), R. Li (1), C. Padmanabhan (1), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Soils from fields cropped to maize and
groundnut (161) and from uncultivated land (53) were assayed for Aspergillus section Flavi from 2012 to 2016. Communities in both wild and cultivated
soils were dominated by A. parasiticus (90% and 50%, respectively) and the A. flavus L morphotype (5% and 31%, respectively). Phylogenetic analyses
with partial gene sequences for nitrate reductase (niaD, 1.8 kb) and the aflatoxin pathway transcription factor (aflR, 2.1 kb) resolved 20 A. parasiticus
isolates from cultivated soils into 4 well supported lineages. Relationships among the 4 lineages and A. parasiticus from other regions were evaluated. Impacts of fungi present prior to introduction of crops may cause differences in the etiology of aflatoxin contamination among regions. Characterization
of fungi from non-cultivated soils may provide insight on which fungi are best adapted to the region and allow for improved aflatoxin management. Differential effects of DON and 15-ADON on maize seedling growth
Y. MENG (1), J. Li (2), G. Munkvold (3), C. Liang (2), L. Luo (2)
(1) China Agricultural University; Iowa State University; Hexi University, China; (2) China Agricultural University, China; (3) Iowa State University,
U.S.A. Differential effects of DON and 15-ADON on maize seedling growth
Y. MENG (1), J. Li (2), G. Munkvold (3), C. Liang (2), L. Luo (2)
(1) China Agricultural University; Iowa State University; Hexi University, China; (2) China Agricultural University, China; (3) Iowa State University,
U.S.A. niversity; Iowa State University; Hexi University, China; (2) China Agricultural University, China; (3) Iowa State University Fusarium graminearum (Fg) is a common pathogen causing maize seedling blight in China. Trichothecene mycotoxins produced by Fg have been
implicated as pathogenicity factors in seedling blight, but little is known about the effects of specific toxins, such as DON and 15-ADON. In order to
study the effect of both mycotoxins on seed germination, maize seeds were soaked in 20 μg ml–1 of DON or 15-ADON for 12h and germinated by rolled
paper method; seed germination was counted daily and root length and seedling weight were measured after 7 days. The results showed both mycotoxins
decreased seed germination significantly compared to the control, but there was no significant difference between DON and 15A-DON treatments. However, 15 A-DON displayed significantly reduced root length and lateral root numbers compared to DON. We speculated that 15-ADON production
by F. Diversity of aflatoxin producing fungi in Malawi
C. CHING’ANDA (1), J. Atehnkeng (2), R. Bandyopadhyay (3), P. Cotty (4)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) International Institute of Tropical Agriculture (IITA), Lilongwe, Malawi; (3) International Institute of
Tropical Agriculture (IITA), Ibadan, Nigeria; (4) USDA-ARS, The University of Arizona, School of Plant Sciences, Tucson, U.S.A. Genetic diversity, host range and disease resistance to the emerging Tomato mottle mosaic virus on tomato
X. SUI (1), R. Li (1), C. Padmanabhan (1), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. graminearum in early stages of infection plays an important role in the poor development of roots, which is a typical symptom of maize seedling
blight in the field. Complete genome sequence of a Watermelon mosaic virus isolate from watermelon after 50 years of its detection in the United States of America
A. ALI (1), N. Rajbanshi (1)
(1) The University of Tulsa, Tulsa, OK, U.S.A. Electron microscopy showed that ΦRs551 is a filamentous-type phage approximately 1200 nm long and 7 nm wide. ΦRs551 has a
circular DNA genome that is 7929 nt in length, with 100% identity to the putative prophage sequence in the UW551 genome. It is most closely related to
ΦRS603, another filamentous phage of Ralstonia isolated from soil. Our draft ΦRs551 genome contains open reading frames (ORFs) similar to those
found in other Inoviridae members, but has a unique overall ORF makeup not found in any other phage relative. S4.44 Identification of conserved sequences within tospovirus genomes for broad-spectrum resistance using RNA interference (RNAi)
J. OLIVER (1), D. Rotenberg (1), A. Whitfield (1)
(1) Kansas State University, U.S.A. Five EPRV sequences
were obtained from healthy, huanglongbing (HLB)-infected and blight-affected carrizo citrange, but only one pararetrovirus sequence, termed Citrus
blight associated pararetrovirus (CBaPRV), was found as RNA in all CB affected plants but not in any of the HLB diseased or healthy plants. To assess
the correlation between active CBaPRV RNA and CB, samples from 8 healthy trees and 42 citrus trees diagnosed as blighted using the syringe injection
technique were collected from four locations in Florida. Reverse transcription-PCR with primers specific to CBaPRV amplified the active RNA from CB
affected roots, leaves, bark and flowers, but not from any healthy or HLB infected tissues. While there is no direct evidence that CBaPRV is the causal
agent of blight, the presence of viral RNA is tightly correlated with CB symptoms. Genetic diversity, host range and disease resistance to the emerging Tomato mottle mosaic virus on tomato
X. SUI (1), R. Li (1), C. Padmanabhan (1), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. in fields under continuous maize and groundnut cultivation and aflatoxin contamination along the crop value chains J. AUGUSTO (1), J. Atehnkeng (2), J. Akello (3), P. Cotty (4), R. Bandyopadhyay (5)
(1) Intl Inst of Tropical Agriculture, Nampula, Mozambique; (2) International Institute of Tropical Agriculture, Lilongwe, Malawi; (3) International
Institute of Tropical Agriculture, Lusaka, Zambia; (4) University of Arizona, Tucson, AZ, U.S.A.; (5) International Institute of Tropical Agriculture,
Ibadan, Nigeria (1) Intl Inst of Tropical Agriculture, Nampula, Mozambique; (2) International Institute of Tropical Agriculture, Lilongwe, Malawi; (3) International
Institute of Tropical Agriculture, Lusaka, Zambia; (4) University of Arizona, Tucson, AZ, U.S.A.; (5) International Institute of Tropical Agriculture,
Ibadan, Nigeria Aflatoxins are routinely reported in maize and groundnut in Mozambique, but the profile of aflatoxigenic fungal isolates in the fields continuously
cultivated with maize or groundnut and the extent of aflatoxin accumulation along the maize and groundnut value chains are unknown. Georeferenced
soil samples were taken from 250 farmers’ fields at harvest in 2013 and 2014 in different agro-ecological zones (AEZ) to determine Aspergilli profile. The fields had been under continuous maize or groundnut cultivation from two to five years. Also, aflatoxin content was measured in 300 maize and
groundnut samples collected along the crops’ value chains. Inoculum density of Aspergilli was high (>2,000 CFU/g) in fields under extended (³3 years)
continuous cultivation, and low-medium (0-2,000 CFU/g) either in fields with <3 years of consecutive cultivation, or at high altitude AEZ (>1,000m),
irrespective of crop. Aspergillus flavus S (34%) and L (31%) morphotypes were most frequently isolated from fields under intensive cultivation (³3
years), but L morphotype was predominant (>50%) in fields with <3 years of continuous cultivation, irrespective of crop or AEZ. Aflatoxin content was
high in groundnut leftovers used for human consumption after sorting (max. 3,874 ppb), groundnut from storage (max. 1,777 ppb) and groundnut sold at
marketplaces (max. 720 ppb). These results suggest that targeted aflatoxin management practices may be required along the crop value chains in
Mozambique. Influence of corn GMO traits for insect control on aflatoxin and fumonisin contamination in Texas
T. ISAKEIT (1), T. Isakeit (1), S. Murray (2), J. Pekar (2)
(1) Texas A&M University, U.S.A.; (2) Texas A&M University, U.S.A. Contamination of corn with aflatoxin and fumonisin is a chronic problem throughout most of Texas. Insect damage to ears can be a predisposition factor,
so controlling insects using GMO traits could be a management tool. Diversity of aflatoxin producing fungi in Malawi S4.45 Aflatoxins are toxic fungal metabolites that often contaminate Malawi’s food and feed. These toxins cause immune suppression, stunting, and cancer. Aspergillus flavus and A. parasiticus are the most frequently reported causes of contamination. Aflatoxin producers vary widely in genetic diversity,
aflatoxin production, and agro-ecological preference. Little is known about the diversity of fungi causing aflatoxin contamination in Malawi. The current
study examined DNA variability among aflatoxin producers in Malawi. Maize and groundnuts were sampled across the five agro-ecological zones of
Malawi and fungi infecting crops and belonging to Aspergillus section Flavi were identified. The A. flavus L morphotype comprised 44% of the infecting
fungi. Fungi with S morphology composed 40% and A. parasiticus made up 15%. Use of molecular phylogenetics to assign S morphology fungi to
species is underway. Fungi that did not produce aflatoxins (793) and belonged to the A. flavus L morphotype were characterized at 17 microsatellite loci
in order to identify fungi of potential value as biocontrol agents for the aflatoxin prevention. 350 microsatellite haplotypes were detected. Knowledge of
variability among the aflatoxin producers may also provide opportunity to improve aflatoxin management. Effects of nutrients and microorganisms on aflatoxin production by Aspergillus flavus during successive generations of subculturing
O. OMOLEHIN (1), Y. Ruarang (2), R. Brown (3), Z. Chen (2)
(1) Louisiana State University, U.S.A.; (2) Department of Plant Pathology and Crop Physiology, Louisiana State University, U.S.A.; (3) Southern
Regional Research Center, USDA-ARS., U.S.A. Aspergillus flavus infects major agricultural crops, and produces aflatoxin which has been linked to increased liver cancer in humans. Factors such as
nutrition, pH and temperature are known to influence A. flavus growth and subsequent aflatoxin production. However, the long-term effects of various
media and the presence of other microorganisms on aflatoxin production have not been well studied. In the present study, A. flavus AF13 strain was
grown on media containing different levels of nutrients, such as V8, Potato Dextrose Agar (PDA) and Luria Broth (LB), and subcultured for 56
generations. The highest aflatoxin production was observed with A. flavus grown on PDA, which was about 100 times higher than on LB or V8. Aflatoxin production appears to increase with successive transfers of A. flavus on the PDA medium. On the other hand, aflatoxin production seems to
decrease slowly with subsequent transfer when A. flavus is grown on V8 or LB medium. Diversity of aflatoxin producing fungi in Malawi At the 39th generation on LB medium, aflatoxin production
decreased to a level that was undetectable with HPLC. A. flavus that produced no detectable aflatoxins on LB medium regained the ability to produce
high levels of aflatoxin when transferred from LB to PDA medium. These results confirmed earlier studies which have demonstrated that nutrients,
especially the carbohydrates in PDA, play a key role in aflatoxin production over time. The impact of microorganisms on aflatoxin production in LB and
V8 media will be discussed. Mycotoxins contamination on hybrids and landraces of stored maize grain in México
L. VASQUEZ-SILLER (1), K. Ordóñez-Morales (2), J. Soria-Ruíz (3)
(1) Universidad Autónoma Agraria Antonio Narro, Mexico; (2) Semillas Berestain, Mexico; (3) Instituto nacional de Investigaciones Forestales
Agricolas y Pecuarias (INIFAP), Mexico Mycotoxins contamination is a human and animal health problem because the exposure to such substances present on grains infected by several fungi
can cause diseases; thus this work explored mycotoxins contamination levels on maize grain in México. A survey was conducted in six locations forming
three sets of samples including hybrids and landraces collected by UAAAN, a seed enterprise and cooperating farmers. 31 samples were tested for
moisture content (MC) by constant temperature oven method; phytopathogenic fungi detected and counted by freeze blotter test, and aflatoxins B1, total
fumonisins and deoxynivalenol contamination levels determined with inverted ELISA test (Enzyme-Linked-Immune-Sorbent-Assay) (Romer Labs®). General mean of MC was 11.63%. Potentially toxigenic phytopathogenic fungi detected were Fusarium verticillioides 7.6%, Fusarium graminearum 2%,
Aspergillus spp. 9.2% and Penicillium spp. 1.1%. Mycotoxins levels were 0.106-2.665 ppm of total fumonisins, 0.64-2.67 ppm of deoxynivalenol and 0
ppb of aflatoxins B1. Mycotoxins levels detected on maize grain were safe for consumption according to Food and Drug Administration (FDA)
recommendations, which are: 2-4 ppm of total fumonisins, 5-10 ppm of deoxynivalenol and 20 ppb of aflatoxins B1. Some mycotoxins detection levels
were near the FDA risk values, indicating the need to regulate also other mycotoxins than total aflatoxins, which currently is the only one regulated by
the Government of México. Profile of Aspergilli in fields under continuous maize and groundnut cultivation and aflatoxin contamination along th
Mozambique in fields under continuous maize and groundnut cultivation and aflatoxin contamination along the crop value chains The objective of our field experiments was to evaluate the impact of three different
GMO traits in one parent hybrid (N78S) on mycotoxin contamination. Hybrids were planted in two-row, 22 ft-long plots in a randomized, complete
block design near College Station in 2014 and 2015 and were inoculated with either Aspergillus flavus or Fusarium verticillioides or both. Overall, in
2014, the Viptera-trait hybrid expressing Cry1Ab and Vip3Aa20 Bt proteins accumulated less aflatoxin (28 parts per billion (ppb) average, range 1-84
ppb) than hybrids that expressed only Cry1Ab (161 ppb, range 38-340 ppb), or no Bt proteins (175 ppb, range 54-410 ppb). Fumonisin was significantly
(P=0.05) reduced in the Viptera-trait hybrid (0.3 parts per million, ppm) compared with the other hybrids (5.5 ppm and 7.5 ppm). In 2015, there was
greater drought stress at flowering, which increased overall aflatoxin levels. The Viptera hybrid had the lowest average aflatoxin, 147 ppb, compared
with the other hybrids (346 ppb and 274 ppb). The average fumonisin was 3 ppm with the Viptera hybrid, compared with the other hybrids (9.5 ppm and
12 ppm). These results show that in some years, the insect-control traits in some GMO hybrids will not be sufficient to reduce aflatoxin. S4.46 Conidial versus sclerotial production: Implications for corn and soil niche specialization in Aspergillus flavus
R. SWEANY (1), C. DeRobertis (1), K. Damann (1) Conidial versus sclerotial production: Implications for corn and soil niche specialization in Aspergillus flavus
R. SWEANY (1), C. DeRobertis (1), K. Damann (1)
(1) Louisiana State University Agricultural Center, U.S.A. Aspergillus flavus contaminates corn and other oil-seed crops with carcinogenic aflatoxin. The populations of A. flavus differ between soils and crops. In
Louisiana, native A. flavus isolated from soil and corn in 11 fields revealed only 6 of 16 vegetative compatibility groups (VCG) infected corn. During
inoculum production for an infectivity titration experiment to verify niche specialization, two predominant VCGs in corn produced approximately 15
times more conidia than the most widespread soil VCG. Instead of producing conidia, the widespread soil VCG produced copious sclerotia. To test the
hypotheses that corn infecting strains produce more conidia and soil inhabiting strains more sclerotia, three isolates from each of 16 VCGs were grown
on Czapek Dox and Wickerham solid media and assessed for conidial or sclerotial production respectively. cing Aspergillus flavus community structures in fields treated with the atoxigenic biocontrol A. flavus AF36
Cott (2) ( ),
y ( )
1) University of Arizona, U.S.A.; (2) USDA-ARS, University of Arizona, U.S.A. ( ),
y ( )
1) University of Arizona, U.S.A.; (2) USDA-ARS, University of Arizona, U.S.A. Aflatoxins, toxic and carcinogenic metabolites produced by several fungi in Aspergillus section Flavi, are perennial contaminants of cottonseed in
Arizona and impact crop value. Atoxigenic strains of A. flavus have been used to displace aflatoxin producers and manage aflatoxins in cottonseed in
Arizona for over two decades. Previous work indicated applications benefit both treated and subsequent crops and that atoxigenic strains in treated soils
decrease over time to reach equilibrium with the native A. flavus community. Crop rotation has been implicated as a factor influencing atoxigenic strain
retention. The present study sought to determine factors influencing both retention of the biocontrol AF36 and reestablishment of the S strain. Weather,
soil type and geography were all found to influence the community structure of A. flavus with hot temperatures, heavy soils, and low elevations favoring
the S strain. Regression analyses indicated significant differences among regions in rate of change of the populations of both AF36 and the S strain as a
function of time after application. Populations of A. flavus in soils are highest immediately after harvest. Steep declines occur during the few months
following harvest. Both the S strain and AF36 followed similar patterns, fitting an exponential decay model. However, quantities of S strain propagules
decline slower than AF36, suggesting the S strain may be adapted to resist soil factors that reduce A. flavus viability. Correlation between the disease incidence of Fusarium head blight and the mycotoxin content of winter cereal crops in Korea
H. SHIM (1), H. Shim (2), I. Kang (2), D. Shin (2), J. Roh (2), S. Heu (2)
(1) National Institute of Crop Science, South Korea; (2) National Insitute of Crop Science, South Korea In 2015, diseased grain rates of Fusarium Head Blight of winter cereal crops in southern region of Korea were 9.5% at an average and the incidence is
slightly higher than compared to the previous year’s. Diseased grain rates of Fusarium Head Blight on barley were 18.8% in Jeollanamdo province and
that was the highest in Boseonggun with 26.4%. Diseased grain rates of Fusarium Head Blight on wheat was 19.2% in Jeollanamdo province and 12.9%
in Jeollabukdo province. It showed the higher incidence in Haenamgun, Goseonggun especially with 35%. cing Aspergillus flavus community structures in fields treated with the atoxigenic biocontrol A. flavus AF36
Cott (2) Mycotoxin content was investigated from the
seed samples which have been collected by each region. Deoxynivalenol was 13.3 mg/kg in Sacheon city and 16.3 mg/kg in Goseonggun which was the
higher disease incidence than the other regions. Zearalenone contents of the seed samples which have been collected in Sacheon city, Buangun, and
Gangjingun as the highest incidence region were 1.15 mg/kg, 1.11 mg/kg, 1.62 mg/kg respectively. Fumonisin contents of the seed samples which have
been collected in Sacheon city, Boseonggun, and Haenamgun were 2.54 mg/kg, 2.19 mg/kg, 2.64 mg/kg respectively. Correlation coefficient between
the diseased grain rate of Fusarium Head Blight and the Zearalenone content was 0.81. in fields under continuous maize and groundnut cultivation and aflatoxin contamination along the crop value chains Generally corn VCGs produced more
conidia; two VCGs comprising 91% of corn isolates produced significantly more conidia (3-60X) than 9 of 10 strictly soil VCGs. Conversely, those two
corn VCGs produced very limited sclerotia, whereas all strictly soil VCGs produced significantly more sclerotia (10-100X). High conidial production
appears to correlate with corn infection, whereas production of resting bodies appears to correlate with survival in the soil. Suppression of conidial
production toward sclerotial production may reduce corn infection and limit outbreaks of aflatoxin contamination in corn. Seasonal population dynamics of mycotoxigenic Aspergillus section Nigri species on grapes and in vineyard soil using ddPCR
J. PALUMBO (1), T. O’Keeffe (1), M. Fidelibus (2)
(1) USDA ARS, U.S.A.; (2) University of California, U.S.A. Several species of Aspergillus section Nigri (black Aspergilli), including mycotoxin producers, are common residents of grape vineyards, but measuring
relative population sizes of individual species using traditional isolation and identification methods is impractical. We developed species-specific primers
and probes for quantitative droplet digital PCR (ddPCR) to simultaneously detect and quantify A. niger, A. carbonarius, A. welwitschiae and A. tubingensis populations from grape and soil samples. Samples were collected at berry set, veraison, harvest and raisin stages from two vineyards over
two consecutive years. Plate counts showed that total fungal counts were 102-105 cfu/g on berries and 104-105 cfu/g in soil. Plate counts of black
Aspergilli in soil were between 102 and 104 cfu/g, independent of sampling time, while counts of black Aspergilli on berries increased from <101 cfu/g at
berry set to >103 cfu/g on raisins. Distribution of Aspergillus species using ddPCR showed that in soil, relative abundance of each species varied widely
among samples, but A. niger was the most abundant species in 52 of 60 samples. On grapes, relative abundance of A. carbonarius was higher on mature
grapes and raisins, and correlated with ochratoxin levels in those samples. This ddPCR method is a useful tool to describe fungal population dynamics in
the environment and to monitor mycotoxigenic Aspergillus species during grape and raisin production. Factors influencing Aspergillus flavus community structures in fields treated with the atoxigenic biocontrol A. flavus AF36
R. JAIME (1), P. Cotty (2) Mycotoxins are a chemically diverse group of toxic secondary metabolites produced by fungi. In order to cope with these mycotoxins, plants have the
potential to modify the chemical structures as part of their defense mechanism. The resulting metabolic products are neither routinely screened at grain Evaluation of sorghum germplasm for resistance to grain mold and mycotoxin contamination in the Mid-Atlantic
B. ACHARYA (1), N. McMaster (2), M. Balota (1), D. Schmale (2), H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A.; (2) Virginia Tech, U.S.A. Evaluation of sorghum germplasm for resistance to grain mold and mycotoxin contamination in the Mid-Atlantic
B. ACHARYA (1), N. McMaster (2), M. Balota (1), D. Schmale (2), H. Mehl (1)
(1) Virginia Tech Tidewater AREC, U.S.A.; (2) Virginia Tech, U.S.A. Grain sorghum production is increasing in the Mid-Atlantic region due to demand for locally sourced animal feed. Grain mold, caused by a complex of
fungal species, infects grains, deteriorates quality, and reduces yield 30-100%. Some grain mold fungi produce mycotoxins that are toxic to both humans
and animals, but little is known about the fungi and mycotoxins associated with sorghum grain in the Mid-Atlantic. The objective of this study was to
evaluate sorghum germplasm for susceptibility to grain mold and mycotoxin contamination. Under natural field conditions, 375 genetically diverse
sorghum accessions from more than 25 countries were evaluated for agronomic traits (panicle type and grain color), grain mold severity, and
deoxynivalenol (DON) contamination. Mold severity ranged from 0-90%, and DON ranged from undetectable to10 ppm. Grain mold severity and DON
concentrations varied among panicle types and grain colors (P<0.001). Overall, open panicles with dark colored grains had lower mold severity and
DON concentrations than compact panicles with light colored grains. Given the potential for grain mold and DON contamination in sorghum grown in
the Mid-Atlantic, future work will focus on characterization of the causal agents of grain mold and their associated mycotoxins and identification of
sorghum germplasm and agronomic traits associated with reduced susceptibility to mold and mycotoxin contamination. Seasonal population dynamics of mycotoxigenic Aspergillus section Nigri species on grapes and in vineyard soil using ddPCR
J. PALUMBO (1), T. O’Keeffe (1), M. Fidelibus (2)
(1) USDA ARS, U.S.A.; (2) University of California, U.S.A. Factors influencing Aspergillus flavus community structures in fields treated with the atoxigenic biocontrol A. flavus AF36
R. JAIME (1), P. Cotty (2) Factors influencing Aspergillus flavus community structures in fields treated with the atoxigenic biocontr
R. JAIME (1), P. Cotty (2)
(1) University of Arizona, U.S.A.; (2) USDA-ARS, University of Arizona, U.S.A. Analysis of deoxynivalenol and deoxynivalenol-3-glucoside in Canadian spring wheat varieties inoculated with Fusarium graminearum
D. FERNANDO (1), C. Amarasinghe (1), S. Simsek (2) Analysis of deoxynivalenol and deoxynivalenol-3-glucoside in Canadian spring wheat varieties inoculated with Fusarium graminearum
D. FERNANDO (1), C. Amarasinghe (1), S. Simsek (2)
(1) University of Manitoba, Winnipeg, MB, Canada; (2) North Dakota State University, Fargo, ND, U.S.A. Analysis of deoxynivalenol and deoxynivalenol-3-glucoside in Canadian spring wheat varieties inoculated with Fusar
D. FERNANDO (1), C. Amarasinghe (1), S. Simsek (2) Mycotoxins are a chemically diverse group of toxic secondary metabolites produced by fungi. In order to cope with these mycotoxins, plants have the
potential to modify the chemical structures as part of their defense mechanism. The resulting metabolic products are neither routinely screened at grai S4.47 elevators nor regulated by proper legislations. The objective of this study is to analyse the deoxynivalenol (DON) and deoxynivalenol-3-glucoside (D3G)
content in Canadian spring wheat varieties grown in two locations, inoculated with different chemotypes of Fusarium graminearum. According to the
analysis of variance, significant differences were observed among the varieties for fusarium head blight (FHB) disease index, fusarium damaged kernel
percentage (%FDK), DON and D3G content. When considered the effect of chemotype, significant differences were observed for FHB disease index,
%FDK and DON content. The D3G content and D3G/DON ratio were not significantly different between the chemotypes. Correlation analysis showed a
strong positive correlation between DON and D3G. The highest D3G/DON ratio was observed in moderately resistant varieties. The susceptible varieties
showed lower D3G/DON ratio compared to the moderately resistant varieties. The current study indicated that Canadian spring varieties produce D3G
upon Fusarium infection and testing for D3G in food and feed safety assessments in Canada should be considered. Seed Quality of Maize Cultivars Infected With Pantoea agglomerans
H. SILVA-ROJAS (1), G. Morales-Valenzuela (1), L. Cordova-Tellez (1), D. Ochoa Martínez (1), A. Carballo-Carballo (1)
(1) Colegio de Postgraduados, Mexico Seed Quality of Maize Cultivars Infected With Pantoea agglomerans
H. SILVA-ROJAS (1), G. Morales-Valenzuela (1), L. Cordova-Tellez (1), D. Ochoa Martínez (1), A. Carballo-Carballo (1)
(1) Colegio de Postgraduados, Mexico Pantoea agglomerans is a important seed borne pathogen of maize. There are reports about transmission rates, however, information concerning the
quality seed is weak. The aim of this study was to evaluate the quality of seed produced in infected plants with Pantoea agglomerans. Dent corn hybrids
Triunfo (comercial) and 9Bx52 (experimental) were sown in Experimental Station of Colegio de Postgraduados, Montecillo, Mexico. Disease
assessments were made once a week during crops cycle. Analysis of deoxynivalenol and deoxynivalenol-3-glucoside in Canadian spring wheat varieties inoculated with Fusarium graminearum
D. FERNANDO (1), C. Amarasinghe (1), S. Simsek (2) Seeds were harvested and separed acording severity of mother plant (healthy, non-systemic and
systemic). Seed quality was evaluated with standard test germination in laboratory and vigour in greenhouse. Disease incidences of sistemic infection
were 3.6% for Triunfo and 2.8% for 9Bx52. The results show that 1000-seed weight was lower in systemically infected plants. All variables in laboratory
and greenhouse were significantly lower in seed plants with systemic infection. These results indicate that the severity of infection from the mother plant
affects the quality of the seed. Rapid detection of preexisting internal Leuconostoc spp. spoilage populations in fresh-cut carrots during storage
K. BRITT (1), T. Suslow (1)
1) UC Davis, U.S.A. Rapid detection of preexisting internal Leuconostoc spp. spoilage populations in fresh-cut carrots during storage
K. BRITT (1), T. Suslow (1)
(1) UC Davis, U.S.A. During an extended period of abnormally short quality retention in mixed component packaged salads, due primarily to rapid decay, a root-cause
investigation was undertaken. From an initial investigative assessment, this study focused on identification of the primary underlying microbiological
cause and suggested the need for a rapid detection screening of raw material. Analysis of several lots of unprocessed product, approx. 6 cm abrasively
peeled carrot plugs, revealed the accumulation of an aqueous slime in the shipping bag void space and around the extremely softened plug surfaces. This
premature diagnostic sign of lactic acid bacteria (LAB) spoilage, specifically Leuconostoc spp., developed in cold storage (2.5°C) after two weeks. Efforts were undertaken to determine whether the Leuconostoc was internalized in raw material or primarily environmental contamination with a
proliferating reservoir of LAB in the primary processing and packaging environment. Polymerase chain reaction (PCR) primers specific for the
amplification of a sequenced region of the Leuconostoc 16S ribosomal RNA gene confirmed the taxonomic identity. Total initial LAB and Leuconostoc
bacterial populations isolated from symptomatic carrots ranged from log?? 7.5–8.5 and log?? 3.5–4.0 CFU/g carrot tissue weight respectively, and
increased log?? 2 CFU/g log?? and 3.5 CFU/g respectively in population density on asymptomatic and symptomatic raw carrot material during two week
refrigerated storage. Controlling bacterial soft rot in tomato fruit that have been inoculated through lenticels located around the stem attachment
J. BARTZ (1), D. Spiceland (1), M. Elkahky (3), J. Brecht (4)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) Faculty of Agriculture, Mansoura University, Egypt; (4) Horticultural Sci.;
University of Florida, U.S.A. Assessment of hermetic storage of maize under different environmental conditions
B. LANE (1), C. Woloshuk (1)
(1) Purdue University, U.S.A. Assessment of hermetic storage of maize under different environmental conditions
B. LANE (1), C. Woloshuk (1)
(1) Purdue University, U.S.A. Storage of maize is a significant challenge for farmers in developing countries. Fungal growth and mycotoxin accumulation are some of the leading
causes of postharvest losses, which are estimated to be $4 billion annually in the Sub-Sahara. One of the largest postharvest threats is the growth of
Aspergillus flavus and the accumulation of aflatoxin. As maize production in Africa continues to grow, so does the need for storage methods that will
help mitigate postharvest losses. This study investigated the use of Purdue Improved Crop Storage (PICS) bags, a three-layer hermetic-storage system,
for the prevention of grain rewetting in humid environments in order to mitigate fungal growth and aflatoxin accumulation. Maize (14% grain moisture)
was stored in PICS and woven polypropylene bags in Indiana and Arkansas, two environments contrasting in temperature and relative humidity. After 3
months of summer storage, moisture in the woven bags increased significantly in both environments (as high as 15.9%). Populations of storage insects
and fungi also increased in the woven bags, with the greatest change under the Arkansas environment. In contrast, grain in the PICS bags was not
affected by the two environments; grain moisture remained unchanged, there were no storage insects, and fungal populations increased only slightly. These results provide evidence that PICS bags can be used for the safe storage of maize in the highly-variable environment of Sub-Saharan Africa. Bitter rot on apple: Comparative epidemiology of Colletotrichum species and growth temperature
R. MOREIRA (1), E. Zielinski (2), A. Filho (3), L. May De Mio (2)
(1) Federal University of Parana, Brazil; (2) Federal University of Parana, Brazil; (3) University of Sao P Bitter rot on apple: Comparative epidemiology of Colletotrichum species and growth temperature
R. MOREIRA (1), E. Zielinski (2), A. Filho (3), L. May De Mio (2)
(1) Federal University of Parana, Brazil; (2) Federal University of Parana, Brazil; (3) University of Sao Paulo, Brazil pp
p
p
gy
p
g
p
R. MOREIRA (1), E. Zielinski (2), A. Filho (3), L. May De Mio (2)
(1) Federal University of Parana, Brazil; (2) Federal University of Parana, Brazil; (3) University of Sao Paulo, Brazil The Colletotrichum genus was reclassified, and based on this new classification were described five species causing Bitter Rot on apple belonging to two
complex, C. acutatum complex (CaC: C. Analysis of deoxynivalenol and deoxynivalenol-3-glucoside in Canadian spring wheat varieties inoculated with Fusarium graminearum
D. FERNANDO (1), C. Amarasinghe (1), S. Simsek (2) Tomato fruit harvested from wet plants or exposed to rainfall prior to packing have a high potential for postharvest decays. In laboratory tests, bacterial
soft rot (Pectobacterium carotovorum) development during storage of fruit inoculated in the stem depression was delayed by air-drying, wiping dry, or
chlorine washes with efficacy linked with the interval between inoculation and treatment as well as type of treatment. Fruit that were exposed to water
alone did not develop decay during storage. Incidence of bacterial soft rot was rare (0 to 13%) among inoculated fruit that were washed with chlorinated
water, or wiped dry within 10 sec after dip inoculation, whereas lesions developed among > 50% of fruit washed or wiped dry at 60 min post inoculation. Incidence among non-treated controls was 100% within the 5-day storage. In three separate experiments, bacterial soft rot was reduced by an average of
52, 60, and 20% when fruit were air-dried (30 min) at 1, 4 or 18 h after inoculation, respectively. Corresponding values for washing in chlorinated water
(200 ppm, pH 6.5) for 1 min averaged 48, 40 and 2%, respectively. Although evidence does not indicate that the pathogen is introduced into stem scar
infection courts by contact such as occurs with wound inoculation, interventions must be initiated within an hour or less after stem scar exposure to
inoculum in order to minimize the decay potential. Use of induced resistance for the management of postharvest decay of fruit
G. ROMANAZZI (1)
(1) Marche Polytechnic University, Italy Up to 25-30% of fruit harvested nowadays is lost, and decay causing fungi are among the main causes of such losses. Harvested produce has high
economic impact, covering the costs of production, harvesting, transport, eventual cold storage, exposure on the shelf of stores (so called shelf life) and
final life at the home of consumer. During this period, the fruit can be exposed to a list of fungi able to take profit of storage conditions, with high
humidity, low temperatures, and senescence, that make weaker the fruit reaction to the infection. The main postharvest pathogen is Botrytis cinerea, but
considerable losses of fruit are caused, according to the species, by Penicillia, Colletotrichum spp., Moniliniae, Rhizpous spp., Mucor spp., Alternaria
spp., Cladosporium spp. and some other decay causing fungi. Nowadays the most frequent way to prevent postharvest decay relies in the use of synthetic
fungicides, but considering their limitations, alternatives based on the use of biocontrol agents, physical means, decontaminating agents, and natural
compounds are deeply studies and often used in the field and/or in packinghouses. Most of these alternative treatments have direct antimicrobial activity
and at the same time they elicit the host defenses. The different ways to apply the induced resistance, with negative and positive aspects, mechanisms
involved and tools useful to track the physiological changes occurring in the host tissues will be discussed. Susceptibility of sweetpotato (Ipomoea batatas) cultivars to fungal and bacterial diseases
E. PALENCIA (1), L. Quesada-Ocampo (1)
(1) North Carolina State University, U.S.A. Sweetpotato [Ipomoea batatas], is the number one vegetable crop in the state of North Carolina. This crop is a high-nutrient content food and a great
source of pro-vitamin A, vitamin C, calcium, and iron. Field and post-harvest diseases cause yield and economical losses during sweetpotato production. Rhizopus soft rot, caused by the ubiquitous R. stolonifer, Fusarium root rot, associated with F. solani and F. oxysporum f. sp. batatas infections, and
Streptomyces soil rot, caused by Streptomyces ipomoeae, are among the most detrimental diseases of sweetpotato in North Carolina. Management of
sweetpotato diseases through application of antimicrobial chemical compounds is limited since few products are labeled for use in sweetpotato and due
to residue restrictions for export markets. Development of cultivars with genetic resistance is the most desirable and economical means of managing
plant diseases. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain GRAS (generally regarded as safe) salts were preliminary selected in in vitro tests against Botrytis cinerea, the causal agent of tomato postharvest gray
mold, and added at 2% wet basis (wb) to emulsion matrixes prepared with hydroxypropyl methylcellulose (HPMC) and glycerol (ratio 3:1 dry basis, db),
beeswax (BW) and oleic acid (ratio 5:1 db), and tween 80 (1.5% wb). The final emulsion solid concentration was modified to 7-10% wb in order to
obtain formulations with a viscosity range of 100-150 cp. Selected stable coatings were tested in vivo against gray mold on cherry tomatoes cv. Josefina
artificially inoculated with B. cinerea 24 h before coating (curative activity) and incubated at 20ºC for up to 15 days. Among these edible coatings, the
most effective were those containing sodium propionate (SP), potassium carbonate (PC), ammonium phosphate (APh), and ammonium carbonate (AC),
and they were further tested in vivo with fruit subjected to cold storage. Gray mold incidence and severity were determined on cherry tomatoes
inoculated with B. cinerea, coated 24 h later, and stored at 5ºC for 7 and 14 days followed by a shelf life period of 7 days at 20ºC. The antifungal activity
of the coatings was fungistatic rather than fungicidal. Although the HPMC-BW coatings formulated with SP were the most effective in reducing gray
mold on cold-stored cherry tomatoes, coatings containing AC were selected due to their better performance for overall fruit quality preservation. Analysis of IAA and ABA in HLB diseased citrus trees
Z. PANG (1), H. Wang (1), N. Wang (1)
(1) Citrus Research and Educational Center, U.S.A. ( )
g ( )
g ( )
(1) Citrus Research and Educational Center, U.S.A. HLB, caused by Candidatus Liberibacter asiaticus (Las), is a disastrous disease resulting in defoliation, twig dieback, root decline and fruit drop. Among
these symptoms, preharvest fruit drop directly poses a disastrous threat to the citrus industry by decreasing yield. At early developmental stage of fruit,
dropping always occur at AZ-A zone which is between branch and peduncle. Assessment of hermetic storage of maize under different environmental conditions
B. LANE (1), C. Woloshuk (1)
(1) Purdue University, U.S.A. nymphae, C. paranaense, C. melonis) and C. gloeosporioides complex (CgC: C. fructicola, C. siamense). However, are unknown the optimum conditions for the development and the impact of each species in the disease progress. Therefore, the aim of this
study was to determine, for each species, the optimum temperature and evaluate the infection and colonization in fruits of the cultivar Gala. The optimum
temperature for the development of the colonies was 22-24° C for CaC, and 25-26°C for CgC. The progress of the disease was significantly higher in
fruit inoculated with CaC than in fruit inoculated with CgC. The incubation period was 2 to 3 days for all isolates in wounded fruit, while in unwounded S4.48 the period was 18-25 days. The latency period was 7 days to C. paranaense and 6 days to C. nymphae with fruit wounded but in unwounded fruit, only
C. paranaense spolulates with higher latency period (33 days). the period was 18-25 days. The latency period was 7 days to C. paranaense and 6 days to C. nymphae with fruit wounded but in unwounded fruit, only
C. paranaense spolulates with higher latency period (33 days). Bioactive effect of triterpene extracts in mix with Pseudomonas to control Gaeumannomyces graminis var. tritici on wheat plants
E. MOYA ELIZONDO (1), J. González (2), T. Quezada (2), G. Silva (2)
(1) Departamento de Producción Vegetal, Universidad de Concepción, Chile; (2) Universidad de Concepción, Chile Use of induced resistance for the management of postharvest decay of fruit
G. ROMANAZZI (1)
(1) Marche Polytechnic University, Italy The present work was conducted to evaluate sweetpotato genotypes for resistance to economically relevant post-harvest diseases in
sweetpotato production. For this purpose, replicated greenhouse and growth chamber experiments were performed to screen for resistance and
susceptibility of 16 sweetpotato varieties to 8 microbial isolates. The results suggested that sweetpotato genotypes differed in resistance to the tested
phytopathogenic isolates. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Here, different hormones level at peduncle area were dynamically
monitored both in healthy and HLB infected trees during the fruit maturation to find if hormone imbalance in HLB infected peduncles caused preharvest
fruit drop. Indole-3-acetic acid (IAA) level was lower in HLB infected trees at the early stage of fruit ripening compared to healthy trees. Level of
abscisic acid (ABA), which promote fruit mature and abscission, was higher in Las infected trees. Expression analysis of hormone related genes also
matched the hormone detection. We will also report our results in preventing preharvest fruit drop using different hormones. Seasonal variation in the antibacterial activity of latex-like resin from Sciadopitys verticillata
K. GWINN (1), D. Yates (1), B. Ownley (1), N. Labbe’ (1)
(1) University of Tennessee, U.S.A. Japanese umbrella pine, Sciadopitys verticillata, produces a latex-like resin with antibacterial activity. To determine seasonal antibacterial activity, resin
was collected in summer and winter of 2015, stored at -20°C, autoclaved twice, and suspended in sterile deionized water. Resin was tested within two
months of collection. Bacterial suspensions (100 µl) from nutrient broth (NB) overnight cultures were mixed with NB (100 µl), treated with resin
suspension, and incubated overnight at 26°C with shaking. Treatments were: 0 (control), 25, 50, and 100 µl resin suspension diluted in water (total
volume 100 µl). Colony-forming units were determined with dilution plating. Separate tests were conducted with winter and summer-collected resins,
and bacterial species were evaluated individually. Data (number of treatment colonies relative to control colonies) were analyzed with mixed models
ANOVA. Differences were significant at P=0.05. Exposure to resin collected in winter reduced numbers of colonies of Bacillus cereus, Erwinia
amylovora, Agrobacterium tumefaciens, and Escherichia coli, and increased numbers of Xanthomonas campestris, Pseudomonas fluorescens (Pf), and
Pseudomonas syringae. Exposure to resin collected in summer affected population growth of two bacterial species; colony counts of E. amylovora
decreased and those of P. fluorescens increased. Future research will address the role of chemical composition and resin concentration on antibacterial
activity. Bioactive effect of triterpene extracts in mix with Pseudomonas to control Gaeumannomyces graminis var. tritici on wheat plants
E. MOYA ELIZONDO (1), J. González (2), T. Quezada (2), G. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Silva (2)
(1) Departamento de Producción Vegetal, Universidad de Concepción, Chile; (2) Universidad de Concepción, Chile S4.49 Extracts rich in saponins from quillay (Quillaja saponaria Mol.), an endemic Chilean native tree, and rhizobacteria of the genus Pseudomonas, which
produce antimicrobial compounds such as 2,4-Diacetylphloroglucinol (2,4-DAPG), have been associated with reduction of the fungus Gaeumannomyces
graminis var. tritici (Ggt), causal agent of take-all disease of wheat. However, reports about bioactivity between these bacteria and this natural
triterpenoids are not available. Through in vitro and in vivo tests the interaction between both new sources of take-all disease control were assessed. Results showed that quillay extracts Vet SAP® (>90% of saponins) and QL1000® (~8% of saponins) controlled Ggt in vitro and had a differential effect
according to their purity on populations of 2,4-DAPG-producing P. protegens, with Vet SAP® not affecting the bacterial growth at 800 ppm of quillay
saponins. On wheat seedlings, Vet SAP® did not affect the bacterial populations of the three bacterial strains assessed, although, quillay saponins at
concentration of 7,360 ppm reduced bacterial biofilm formation on the rhizosphere. Strains of P. protegens had a variable antagonistic activity on wheat
seedling roots and kept their disease control ability when were combined with different concentrations of Vet SAP®. These results suggest that mixtures
of the antagonistic bacteria and plant extract to control G. graminis var. tritici could be useful in developing a biopesticide. Protection of wheat against Zymoseptoria tritici using sugar beet extract-based resistance inducers g
y
p
g
g
A. SIAH (1), S. Mejri (2), A. Ghinet (3), B. Rigo (3), C. Abuhaie (3), M. Magnin-Robert (4), B. Randoux (4), P. Reignault (4), P. Halama (2)
(1) Institut Charles Viollette (EA 7394), Institut Supérieur d’Agriculture, Lille, France; (2) Institut Charles Viollette (EA 7394), Institut Supérieur
d’Agriculture, France; (3) Laboratoire de Pharmacochimie (INSERM U995-LIRIC unit), Hautes études d’ingénieur, France; (4) Unité de Chimie
Environnementale et Interactions sur le Vivant (EA 4492), Université du Littoral Côte d’Opale, France In the current context of sustainable agriculture, the use of resistance inducers (RIs) is a promising approach to control crop diseases. A total of 73
putative RIs, including sugar beet (SB) extract-based products, phytohormones, vitamins, and amino acid-based RIs, such as GABA and BABA, were
assessed for their efficacy on wheat against Zymoseptoria tritici, a major pathogen on this crop. The experiments were performed in the greenhouse using
third-leaf stage plants of the susceptible cv. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Quantitative assessment of the efficacy of ZnO nanoparticles against selected fruit fungal contaminants
D. SARDELLA (1), R. Gatt (2), S. Decelis (3), V. Valdramidis (4)
(1) University of Malta, Malta; (2) University of Malta, Metamaterials Unit, Malta; (3) Ministry for Health, Malta; (4) University of Malta, Faculty of
Health Sciences, Malta Quantitative assessment of the efficacy of ZnO nanoparticles against selected fruit fungal contaminants
D. SARDELLA (1), R. Gatt (2), S. Decelis (3), V. Valdramidis (4)
(1) University of Malta, Malta; (2) University of Malta, Metamaterials Unit, Malta; (3) Ministry for Health, Malta; (4) University of Malta, Faculty of
Health Sciences, Malta The use of traditional antifungals to control postharvest diseases has been reviewed or banned during the past years. Nanoparticles represent an
alternative for postharvest disease management, either as coating agents or embedded into warehouses’ filters. The efficacy of zinc oxide (ZnO) was
assessed following the identification of the optimal growth temperature of Penicillium expansum, Alternaria alternata, Botrytis cinerea and Rhizopus
stolonifer. Fungi were inoculated (105-106 spores/mL) onto SDA plates and incubated at temperatures from 5°C to 35°C under constant aw. Mycelium
diameters were measured and then fitted to a linear model to estimate the growth rate (μ) and the apparent lag time (λ). The properties of ZnO (3 to 15
mM) were evaluated for the previously identified optimal growth temperature by mycelium diameter and optical density (OD) measurements recorded
every 20 min for up to 6 days with a 96-well microtitre reader at 600 nm. P. expansum and B. cinerea could grow even at 5°C while R. stolonifer had the
highest μ = 0.383 ± 0.002 (cm/h) at 25°C and the shortest λ = 17.703 ± 0.228 (h) at 18°C. The antifungal tests showed R. stolonifer and P. expansum as
the most sensitive to ZnO being completely inhibited even at 3 mM. A. alternata and B. cinerea were inhibited at 12-15 mM. These results were
confirmed by the OD assay. ZnO nanoparticles thus appear as an effective antifungal and their efficacy can be assessed by quantitative mycological
studies. Recommendation of Clove oil to minimize Penicillium based postharvest losses in pomegranates (Punica granatum L)
M. ALAM (1), M. Alam (2), A. Rehman (3), M. Amin (4), K. Riaz (3) Recommendation of Clove oil to minimize Penicillium based postharvest losses in pomegranates (Punica granatum L)
M. ALAM (1), M. Alam (2), A. Rehman (3), M. Amin (4), K. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Alixan treated with each putative RI using foliar application two days before inoculation with the pathogenic
strain T02596. Disease symptom scoring three weeks post-inoculation revealed significant reductions of leaf chlorosis and necrosis as well as sporulation
(pycnidial density) in plants treated with saccharine, salicylic acid, abscisic acid, GABA, BABA, vitamins C and BX, probenazole and 33 SB extract-
based RIs, such as RI2474, which was the most efficient molecule (up to 71% disease reduction). Among the 73 tested molecules, 25 displayed an in
vitro inhibiting effect on Z. tritici growth. The three most efficient SB extract-based RIs without biocide effect, including RI2474, were selected in order
to improve their efficacy by optimizing the dose, the formulation and application conditions. In addition, cytological, biochemical and molecular
approaches will be set up to identify the plant defense mechanisms involved in the protection conferred by the three selected RIs. Switchgrass Extractives Inhibit Plant Pathogenic Fungi
A. BRUCE (1), B. Ownley (1), J. Tao (1), N. Labbe (1), K. Gwinn (1), D. D’Souza (1), N. Moustaid-Moussa (2)
(1) University of Tennessee, U.S.A.; (2) Texas Tech University, U.S.A. Switchgrass is a leading contender for biofuel production. Cellulosic ethanol yield is reduced by a phenolic-rich, nonstructural portion of switchgrass,
called extractives. Switchgrass extractives hinder enzyme activity and microorganism growth utilized during the biofuel conversion process. Switchgrass
would be a more cost-effective feedstock if the extractives portion was developed for use as a biopesticide. The aim of this study was to assess different
concentrations of switchgrass extracts for inhibition of Fusarium oxysporum, Fusarium graminearum, Alternaria alternata, Botrytis cinerea, and
Bipolaris oryzae. Crude ethanol extracts were evaluated for inhibition of fungal plant pathogens with disk diffusion and spore germination assays. Colony growth was measured in disk diffusion assays on water agar; treatments were disks treated with 60X and 75X concentrations of extracts, and a
‘no extracts’ control. Inhibition of mycelial growth was greatest in disk diffusion assays with A. alternata and F. graminearum at 75X, and F. oxysporum
at 60X. Spore germination was tested by incubating spores in a water control, or in extracts concentrated at 10X and 15X for 24 h, followed by repeated
sampling over a 4-hour period. Germ tube growth was observed microscopically. Spore germination of all fungi was significantly inhibited by both
extracts concentrations at all time points. Results indicate that switchgrass extracts have biopesticide potential. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Results show that in average seed treatments with Heads Up alone or Heads Up plus other compound improved soybean yields 2.08
bushels per acre over untreated control. Seed treatments effectively reduced or suppressed the occurrence of SDS and white mold in soybean. Compared
with control, the probabilities of yield response to a treatment were 63.5%, 7%, 29.5% for increase, no change, and decrease, respectively. Compared
with synthetic chemicals, there is a slightly larger number of low responsive trials for Heads Up, which is often seen in field trials with biological control
products. However, the low cost (<$2 per acre) and its biological nature makes Heads Up a good candidate for soybean disease management. To improve
consistency, factors leading to low responsiveness are investigated and addressed. sudden death syndrome and white mold. Eleven-year Iowa data together with some data from other mid-west soybean productions states were pooled
and analyzed. Results show that in average seed treatments with Heads Up alone or Heads Up plus other compound improved soybean yields 2.08
bushels per acre over untreated control. Seed treatments effectively reduced or suppressed the occurrence of SDS and white mold in soybean. Compared
with control, the probabilities of yield response to a treatment were 63.5%, 7%, 29.5% for increase, no change, and decrease, respectively. Compared
with synthetic chemicals, there is a slightly larger number of low responsive trials for Heads Up, which is often seen in field trials with biological control
products. However, the low cost (<$2 per acre) and its biological nature makes Heads Up a good candidate for soybean disease management. To improve
consistency, factors leading to low responsiveness are investigated and addressed. Efficacy of synthetic and biorational products against powdery mildew of flowering dogwood
P. LIYANAPATHIRANAGE (1), T. Simmons (1), M. Kabir (1), K. Addesso (1), F. Baysal-Gurel (1)
(1) Tennessee State University, U.S.A. Flowering dogwood (Cornus florida L.) is a popular ornamental plant in home gardens and commercial settings. Powdery mildew, caused by Erysiphe
pulchra, may cause cosmetic damage on flowering dogwood by attacking tender shoots and leaf surfaces that cause for dead patches and premature
defoliation or kill seedlings. Various products are available or in development that have the potential to contribute to the management of powdery
mildew of dogwood. In this study the effect of biorational products (Triact 70-neem oil, thymol and cedar oil) and fungicide (Cleary’s 3336F) on
dogwood powdery mildew severity was evaluated. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Treatments were applied using hand-held sprayer every 7 days for a total of five applications. The
experiments were done twice, each with three replicates per treatment. The severity of powdery mildew on foliage and phytotoxicity were evaluated
using a scale of 0-100% foliage affected. In both experiments, the severity of powdery mildew was low to moderate (~15 and 30% foliage affected-non-
treated control). Triact 70, thymol and Cleary’s 3336F provided significant control of powdery mildew compared to the non-treated control in both
experiments. Powdery mildew disease progress was lower in dogwood plants treated with Triact 70, thymol, Cleary’s 3336F and the high rate of cedar
oil than in those non-treated control and the low rate of cedar oil. However, thymol and the high rate of cedar oil were slightly phytotoxic on dogwood
foliage. Antifungal effect of nano sized zero valent iron (nZVI) to special fungal pathogens in paprika and tomato crop
M. PARK (1), J. Kim (1), Y. Lee (2), S. Kim (2)
(1) Cheorwon Plasma Research Institute, South Korea; (2) Department of Applied Plant Sciences College of Agriculture and Life Sciences/Gangwon
National Univ., South Korea Zero-valent iron (ZVI) has been utilized in environmental remediation including the removal of pollution or contaminants such as heavy metals,
phosphate as an ingredient of fertilizers and pesticides in groundwater, soil and/or sediment. Recently, many studies have shown that the nano-sized ZVI
(nZVI) have antibacterial and antifungal activity by oxidative reaction of the nZVI. Here, we are trying to apply the ZVI or nZVI as antifungal agent
instead biocidal chemical compound (fungicide) for Collectorichum acutatum, Fusarium oxysporum f. sp. Lycopersici, Sclerotinia minor, S. sclerotiorum, and Rhizoctonia solina, the causal agent of major fungal disease of paprika and tomato crop in Korea. The result of antifungal activity tests
showed that ZVI and nZVI were the most efficient antifungal agent to all five fungal pathogens. Especially, nZVI was more efficient to inhibit the
hyphal growth than ZVI in five fungal pathogens. Natural products reduce grey mold of tomato caused by Botrytis cinerea
F. AHMED (1), A. Alvarez (1), B. Sipes (1)
(1) University of Hawaii at Manoa, U.S.A. Grey mold is the most important postharvest disease of tomatoes in Hawaii. Treatments with edible, natural products are needed to reduce losses and
contribute to food sustainability. Identification of volatiles with nematicidal activities from Sphingobacterium nematocida ZY-71-1 and control efficiency to Meloidogyne incognita
J. CHANG (1), W. Mu (2), J. Xi (2), J. Song (2)
(1) Sanmenxia Tobacco Company Lushixian Branch, China; (2) Zhengzhou Tobacco Research Institute of CNTC, China Identification of volatiles with nematicidal activities from Sphingobacterium nematocida ZY-71-1 and control efficiency to Meloidogyne incognita
J. CHANG (1), W. Mu (2), J. Xi (2), J. Song (2)
(1) Sanmenxia Tobacco Company Lushixian Branch, China; (2) Zhengzhou Tobacco Research Institute of CNTC, China Chemical pesticide is an effective way in controlling tobacco disease, but it caused some problems such as environment pollution, ecological balance
destruction and chemical residues. So biology control of tobacco disease attracts more and more attention. The usage of micro-organisms or microbial
metabolites is an important approach in controlling nematodes. Sphingobacterium nematocida ZY-71-1?a bacterial endophyte, was isolated from tobacco
leaves, which producing volatiles with nematicidal activities. The biocontrol effect of the bacterium towards Meloidogyne incognita was evaluated under
Petri dish test and greenhouse assay. The mortality rate to the nematode caused by S. nematocida ZY-71-1 was 100% and the inhibition rate to the hatch
of the eggs of the nematode was also 100%. Additionally, nematicidal bioactivity materials produced by S. nematocida ZY-71-1 were determined. By
GC/MS analysis and pure chemicals confirmation, 5 volatiles with nematicidal activities against juveniles and eggs of M. incognita were identified from
S. nematocida ZY-71-1, including benzeneacetaldehyde, 2-nonanone, decanal, 2-undecanone and dimethyl disulfide. This study provided an effective
way for biological control of nematode and established foundation on controlling the nematode. The Role of the Citrus Microbiome in Tree Health and Tolerance to Pathogens
N. GINNAN (1), T. Dang (2), P. Ruegger (2), J. Borneman (2), P. Rolshausen (2), G. Vidalakis (2), S. Bodaghi (2), M. Roper (2)
(1) University of California Riverside - Department of Plant Pathology and Microbiology, Riverside, CA, U.S.A.; (2) University of California Riverside,
U.S.A. N. GINNAN (1), T. Dang (2), P. Ruegger (2), J. Borneman (2), P. Rolshausen (2), G. Vidalakis (2), S. Bodaghi (2), M. Roper (2)
(1) University of California Riverside - Department of Plant Pathology and Microbiology, Riverside, CA, U.S.A.; (2) University of California Riverside,
U.S.A. There is compelling evidence that the health of an animal or plant is linked to the structure and activities of its associated microbiome. The goal of this
project is to identify naturally occurring microbes or consortia of microbes that either directly or indirectly protect citrus trees from plant pathogens. We
have, thus far, isolated and identified the culturable microbes of the roots, leaves, and budwood of citrus trees collected from California and Florida. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Riaz (3)
(1) Department of Plant Pathology, University of Agriculture, Faisalabad, Pakistan, Faisalabad, Pakistan; (2) Department of Plant Pathology, University
of Agriculture Faisalabad, 38040-Pakistan, Faisalabad, Pakistan; (3) Department of Plant Pathology, University of Agriculture Faisalabad, 38040-
Pakistan, Faisalabad, Pakistan; (4) Institute of Horticultural Sciences, University of Agriculture Faisalabad, 38040-Pakistan, Faisalabad, Pakistan ( )
( )
( )
( )
( )
(1) Department of Plant Pathology, University of Agriculture, Faisalabad, Pakistan, Faisalabad, Pakistan; (2) Department of Plant Pathology, University
of Agriculture Faisalabad, 38040-Pakistan, Faisalabad, Pakistan; (3) Department of Plant Pathology, University of Agriculture Faisalabad, 38040-
Pakistan, Faisalabad, Pakistan; (4) Institute of Horticultural Sciences, University of Agriculture Faisalabad, 38040-Pakistan, Faisalabad, Pakistan Plant essential oils are important alternate to synthetic fungicides for the management of postharvest diseases in fruits. In the present study, among the
tested clove (Syzygium aromaticum), coriander (Coriandrum sativum) and oregano (Oreganum vulgare) essential oils, clove oil not only inhibited the
mycelial growth of Penicillium expansum and Penicillium implicatum at the tested concentrations (25, 50, 100 and 250 µl/L, performing maximum at
250 µl/L giving 100% fungal growth inhibition), but also showed 64 and 45% disease reduction against P. expansum and P. implicatum respectively,
when applied as curative treatment to the artificially inoculated fruits (1 × 106 spores/mL). In addition, Clove oil treatment also reduced weight loss and
maintained soluble solid contents, titratable acidity and ascorbic acid contents of pomegranate fruits for about 4 weeks at ambient temperature (25°C). Hence, it is concluded that clove oil can be used for postharvest disease management, preservation and extension of shelf life of pomegranate fruits. Summary of 11-year field trials of using Heads Up® - a Saponin plant protectant to manage soybean diseases
S. Navi (1), X. Yang (1)
(1) Iowa State University, U.S.A. Summary of 11-year field trials of using Heads Up® - a Saponin plant protectant to manage soybean diseases
S. Navi (1), X. Yang (1)
(1) Iowa State University, U.S.A. Heads Up® is a plant protectant that induces systemic acquired resistance of plants when applied as seed treatments or foliar sprays. Since 2005, field
trials have been established in multi-locations of Iowa State University Research Farms to determine effectiveness of seed treatment to manage soybean S4.50 sudden death syndrome and white mold. Eleven-year Iowa data together with some data from other mid-west soybean productions states were pooled
and analyzed. Development of edible composite coatings with antifungal GRAS salts for reduction of postharvest gray mold of cherry tomato fruit
L. PALOU (1), C. Fagundes (2), A. Monteiro (2), M. Pérez-Gago (3)
(1) Institut Valencià d’Investigacions Agràries (IVIA), Spain; (2) Universidade Federal de Santa Catarina, Brazil; (3) IVIA, Spain Based on the hypothesis that inhibition of Botrytis spore germination will significantly reduce postharvest losses,
botanicals were tested for their effects on conidia. Ten Botrytis isolates from rotting tomato fruit were identified morphologically and confirmed by DNA
sequence analysis. Leaves of candidate plants were frozen at -20C° and plant fluids were sterilized by passing through a 0.22 µm millipore. Extracts
were evaluated by adding Botrytis spores (106/ ml) with sterilized malt extract broth to multi-well microplates. Changes in optical density measured at 6,
12, and 24 hours after inoculation were analyzed with Gen5 software. Capsicum chinense cultivars Datil and C. annuum Carnival completely inhibited
fungal germination in preparations containing 30 and 40% leaf extract at all evaluation times. These extracts were superior to all other extracts tested. Extracts of Waltheria indica and C. frutescens had intermediate antifungal activity. Aloe vera, Tagetes patula and Capsicum annuum cultivars Red
pepper, Criolla de cocina, New Mexico, showed no measurable antifungal activity. Extracts from the two most promising pepper cultivars, Datil and
Carnival, are being evaluated as pre-harvest sprays in the greenhouse and as edible coatings on tomato fruit postharvest to reduce grey mold. Identification of volatiles with nematicidal activities from Sphingobacterium nematocida ZY-71-1 and control efficiency to Meloidogyne incognita
J. CHANG (1), W. Mu (2), J. Xi (2), J. Song (2)
(1) Sanmenxia Tobacco Company Lushixian Branch, China; (2) Zhengzhou Tobacco Research Institute of CNTC, China We
isolated both fungi and bacteria, and sequenced the amplified 16S rRNA gene from bacteria and the ITS region of the ribosomal operon from fungi for
microbial identification. A culture-independent analysis of the citrus microbiome using an Illumina MiSeq platform has also allowed us to reveal a more
comprehensive view of the microbial communities that inhabit citrus. We hypothesize that the citrus microbiome and their associated metabolomes can
be used to reduce or prevent colonization of citrus pathogens, such as Candidatus Liberibacter asiaticus (CLas). We are currently screening compounds
produced by these isolated citrus microbes for inhibitory properties against CLas. We envision the discovery of bactericide producing microbes that S4.51 could be directly transferred and established on trees, or the naturally produced bactericide could be purified and applied to combat Clas and/or other
pathogens. could be directly transferred and established on trees, or the naturally produced bactericide could be purified and applied to combat Clas and/or other
pathogens. Fungal antagonism of bacteria isolated from Cultivated and Wild Cranberry Bogs
S. SOBY (1), G. Ebadzad (1), E. Batory (1)
(1) Midwestern University, U.S.A. Natural environments are characterized by a relative equilibrium that can be brought into disequilibrium by the introduction of agricultural plants. Both
natural and agronomic systems should thus contain microbes that contribute to system equilibria by suppressing parasitic organisms. However, few
biological niches have been systematically explored for biological control agents. Cranberry bogs in southeastern Massachusetts are a good model
system for these studies because of the genetic similarity between wild and domesticated cranberry plants, and their location in the same geographic
region. Soil and plant samples were collected from wild and cultivated bogs over several growing seasons to determine the microbial composition of
cranberry bogs. 68 bacterial isolates were assessed for in vitro inhibition of the pathogenic fungi, Phomopsis sp., Colletotrichum sp., and Coleophoma sp. isolated from cranberry, as well as Trichoderma sp. Individual isolates varied in antifungal ability within and between fungi. Bacillus spp. were most
antagonistic to these fungi, but several other bacterial genera were active against one or more of the fungi as well. In a preliminary assessment, 82% of
the chosen bacterial isolates had activity against Phomopsis, 44% against Colletotrichum, 63% against Coleophoma, and 19% against Trichoderma. These results suggest that bog soils and plants harbor a large number of candidates for development as biological control agents in agriculture. Integration between 2,4-DAPG-producing Pseudomonas and fluquinconazole to control take-all disease of wheat in Chile
E. MOYA ELIZONDO (1), C. Vera (1), R. Madariaga Burrows (2)
(1) Universidad de Concepción, Chile; (2) Instituto de Investigaciones Agropecuarias, INIA Quilamapu, Chile Take-all disease of wheat, caused by the fungus Gaeumannomyces graminis var. tritici (Ggt) could be controlled by integrating fungicide seed treatments
with 2,4-Diacetylphloroglucinol-producing Pseudomonas spp. (2,4-DAPG). This research assessed the effect on yield parameters and disease damage
associated with the integrated use of seed treatments with two Chilean 2,4-DAPG-producing Pseudomonas spp. (106 ufc/g grain seeds) and the triazole
fungicide fluquinconazole (1.8 mL/g grain seeds). A field experiment was established in Chillán, Chile, during crop season 2015. Experimental field
plots of 2.4 m2 with winter wheat cv. Maxwell were seeded to assess combinations with or without the mentioned seed treatments, plus two untreated
control (infested or non-infested with Ggt) on a randomized block design. Seed treatments where both strains of Pseudomonas were mixed with the
fungicide reduced plant and root rot disease severity damage (50 and 49%, respectively) and white heads (32%), while increased yield (34%) and grain
quality (2.1%) with respect to the Ggt infested control (P≤0.05). Single use of bacterial seed treatments without the fungicide was not different from this
control (P≥0.05). Fluquinconazole alone had a lower grain yield (13%) and wheat test weight (1.4%) than when it was mixed with the two bacterial
strains. Results suggest that integration of 2,4-DAPG-producing Pseudomonas with fungicides could reduce take-all disease and increase yield in wheat
crops. Identification of volatiles with nematicidal activities from Sphingobacterium nematocida ZY-71-1 and control efficiency to Meloidogyne incognita
J. CHANG (1), W. Mu (2), J. Xi (2), J. Song (2)
(1) Sanmenxia Tobacco Company Lushixian Branch, China; (2) Zhengzhou Tobacco Research Institute of CNTC, China Heu (2)
(1) National Institute of Crop Science, South Korea; (2) National Institue of Crop Science, South Korea Incidence of soybean frogeye leaf spot in Korea and selection for antagonistic bacteria controlling Cercospora sojina Hara
I. KANG (1), I. Kang (1), H. Shim (2), D. Shin (2), J. Roh (2), S. Heu (2)
(1) National Institute of Crop Science South Korea; (2) National Institue of Crop Science South Korea Soybean frogeye leaf spot caused by the fungus Cercospora sojina Hara, has been seen a steady increase in the incidence and prevalence on soybean in
Korea. The nationwide survey of the occurrence of frogeye leaf spot showed that 11 out of 28 regions in 2015 had been infected with Cercospora sojina
Hara. To control the disease, an isolate which showed strong inhibitory effect on the mycelial growth and conidial germination of Cercospora sojina
Hara was selected among the antagonistic bacterial isolates collected from soybean grown soil and the bacterial isolate was identified as Paenibacillus
polymyxa using 16S rRNA sequence analysis. Bacillus subtilis QST713(Serenade) was also inhibitory effect on the mycelial growth and conidial
germination. The inhibition rates of these antagonistic bacteria were 53%, 75%, respectively. They could be effectively used for controlling soybean
frogeye leaf spot. Integration between 2,4-DAPG-producing Pseudomonas and fluquinconazole to control take-all disease of wheat in Chile
E. MOYA ELIZONDO (1), C. Vera (1), R. Madariaga Burrows (2)
(1) Universidad de Concepción, Chile; (2) Instituto de Investigaciones Agropecuarias, INIA Quilamapu, Chile Identification of volatiles with nematicidal activities from Sphingobacterium nematocida ZY-71-1 and control efficiency to Meloidogyne incognita
J. CHANG (1), W. Mu (2), J. Xi (2), J. Song (2)
(1) Sanmenxia Tobacco Company Lushixian Branch, China; (2) Zhengzhou Tobacco Research Institute of CNTC, China Relative efficacy of Zambian atoxigenic Aspergillus flavus strains against aflatoxin-producing Aspergillus species
J. AKELLO (1), T. Dubois (2), J. Atehnkeng (3), M. Mukanga (4), H. Njapau (5), J. Augusto (6), P. Cotty (7), R. Bandyopadhyay (3)
(1) International Institute of Tropical Agriculture (IITA-Zambia), Zambia; (2) The World Vegetable Center (AVRDC) Eastern and Southern Africa,
Arusha, Tanzania; (3) International Institute of Tropical Agriculture (IITA-Nigeria), Ibadan, Nigeria; (4) Zambia Agricultural Research Institute, Mount
Makulu Central Research Station, Lusaka, Zambia; (5) National Institute for Scientific and Industrial Research (NISIR), Lusaka, Zambia; (6)
International Institute of Tropical Agriculture (IITA-Mozambique), Nampula, Mozambique; (7) USDA-ARS, School of Plant Sciences, University of
Arizona, Tucson, U.S.A. In Zambia, fields cropped to maize and groundnuts are predominantly colonized by aflatoxin producing Aspergillus flavus S-morphotypes and A. parasiticus. Consequently, Zambian staple foods are often contaminated with high aflatoxin levels (>20 ppb) while in the field and during storage. This
study aimed at identifying the best atoxigenic A. flavus L-strains for use as biocontrol agents. In vitro, the most toxigenic L (25) and SBG (10) strains
were selected out of the entire isolate library based on qualitative and quantitative TLC assessment. Competition assays were performed by co-
inoculating 14 atoxigenic candidate strains and the 35 selected toxigenic ones on sterile maize grains in sterile vials. All the 14 atoxigenic strains
outcompeted the toxigenic ones and reduced aflatoxin production by >96% in vitro. Eight of the 14 atoxigenic strains were selected and formulated into
two mixes, with each mix comprising of 4 strains. Each mix was applied to maize and groundnut fields between 2012 and 2015 at a rate of 10 kg/ ha, 2-3
weeks before flowering. Treating fields with the two mixes altered Aspergillus soil community structure and significantly reduced aflatoxin levels in
maize and groundnuts by 89.6% compared to untreated ones. Thus, the 8 atoxigenic strains hold promise for fighting aflatoxin burden in maize and
groundnut. Adopting such strains to address aflatoxin could improve grain nutritional quality and safety for better health of the Zambian populace. Incidence of soybean frogeye leaf spot in Korea and selection for antagonistic bacteria controlling Cercospora sojina Hara
I. KANG (1), I. Kang (1), H. Shim (2), D. Shin (2), J. Roh (2), S. Stopping the cereal killer: Exploring biological control to mitigate Fusarium head blight of wheat
A. BEHARI (1), G. Kuldau (1)
(1) Pennsylvania State University, U.S.A. Fusarium head blight (FHB) is a devastating fungal disease impacting wheat and other cereal production globally. Exacerbating the impact of disease is
the in planta production of the toxic fungal secondary metabolite and virulence factor, deoxynivalenol (DON). DON is an inhibitor of the eukaryotic
ribosome thereby blocking protein translation, and in toxicological studies has been found to affect the gastrointestinal, immune, and endocrine systems
of humans and animals. Preventing DON accumulation in grain ultimately begins with preventing infection by FHB causing Fusarium species. Current
mitigation strategies to combat FHB include the use of moderately resistant varieties of wheat, crop rotations with non-hosts, and fungicides, but even in
conjunction these strategies provide only minimal to moderate control when environmental conditions are conducive to disease. This research aims to
identify and characterize biological control agents to mitigate FHB through media based screening of samples from different production systems and
geographic locations for Fusarium graminearum inhibiting and DON degrading microbes. Exploring multiple sources including various soils, plant
material, silage, and haylage will allow for a diverse range of microbes exhibiting the aforementioned capabilities to be studied for their specific
mechanisms, potential common genetic basis, and potential use in microbial consortia for disease control. S4.52 Characterization and distribution of natural populations of Cryptococus flavescens across the United States
F. ROTONDO (1), B. McSpadden Gardner (2), P. Paul (1)
(1) The Ohio State University, Wooster, OH, U.S.A.; (2) The Ohio State University, Wooster, U.S.A. Fusarium head blight (FHB) is an important disease of small grains caused primarily by Fusarium graminearum. This disease causes grain yield and
quality losses under conducive conditions. The yeast Cryptococcus flavescens is an effective biological control agent of FHB on wheat. In this study, the
biogeography and genetic diversity of natural populations of C. flavescens across the United States were characterized. Wheat spikes samples were
collected at flowering and at harvest and assayed for C. flavescens using specific PCR primers designed on the heat shock protein hps70KDa. This assay
is 1,000 times more selective for C. flavescens than other Cryptococcus spp. Samples with > 106 cells/g of wheat tissue were subjected to microbial
isolation, and colonies with C. flavescens-like morphology were selected and characterized using amplified ribosomal DNA restriction analysis
(ARDRA) profiling and multilocus genotyping. The results showed that C. flavescens was widespread across the country, albeit at low incidence
(approximately 10%, n = 320). Inhibition of Penicillium expansum growth on Golden Delicious apples by wild yeasts from various plant materials
V. TOURNAS (1), E. Katsoudas (2) Inhibition of Penicillium expansum growth on Golden Delicious apples by wild yeasts from various plant materials
V. TOURNAS (1), E. Katsoudas (2) Inhibition of Penicillium expansum growth on Golden Delicious apples by wild yeasts from various plant ma
V. TOURNAS (1), E. Katsoudas (2)
(1) Center for Food Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/ORA/FDA, U.S.A. ( ),
( )
(1) Center for Food Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/ORA/FDA, U.S.A. ( ),
( )
(1) Center for Food Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/ORA/FDA, U.S.A. Wild yeast strains previously isolated from various fruits were tested for their ability to inhibit Penicillium expansum in vivo (on Golden Delicious
apples) in an effort to determine their potential as biocontrol agents (BCAs). Tests were performed at room temperature (~21°C) for up to 2 weeks and at
refrigeration (3°C) for up to 2 months. Candida oleophila was used as positive BCA control. All strains tested showed some degree of biocontrol activity
against P. expansum. At room temperature, activity (lesion size reduction) ranged between 37 and 50% during the first week. After 14 days of
incubation, decays on yeast-treated apples were slightly smaller (16-19%) than those on apples treated with P. expansum alone. At refrigeration, lesion
reduction ranged between 54 and 76% in the first month of storage and between 60 and 76% after 2 months of incubation. Decay incidence was 100% in
apples stored at room temperature and 25-62% in those kept under refrigeration. The inhibitory activities of the wild yeasts were similar to those
exhibited by C. oleophila. These strains showed potential as BCAs against P. expansum on stored apples. Evaluation of potential biocontrol agents against fungal plant pathogens affecting strawberry
R. BITTER (1), G. Holmes (2) Stopping the cereal killer: Exploring biological control to mitigate Fusarium head blight of wheat
A. BEHARI (1), G. Kuldau (1)
(1) Pennsylvania State University, U.S.A. Kwak (2) Selection and characterization of probiotics for rye silage
C JEON (1) H Kim (1) J Kim (1) Y Kwak (2) p
y
g
C. JEON (1), H. Kim (1), J. Kim (1), Y. Kwak (2)
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea ( ),
( ),
( ),
( )
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea Silage is feed of livestock. Forage crops are at risk from infection by mycotoxins producing fungi. Rye has considerate as a highly quality of forage. After heading stage, the biomass of rye increased up to 30%. However, lignification caused low fermentation efficiency and coefficient digestibility. This
study was performed to develop probiotics which improve quality of silage in nutrient aspect. During the fermentation period of the rye silage, dominant
microorganisms were selected. Those were confirmed antimicrobial activities against fungi and were tested acidification ability. The isolates confirmed
ability of fibrinolysis through the four enzyme (cellulase, xylanase, esterase, chitinase). The final selected strains were added to the rye silage and then
confirmed the effect by real-time PCR in antifungal activity. Total 180 isolates were isolated from the rye silages during various fermentation period. Among 180, 8 isolates showed antimicrobial activities against Fusarium moniliforme. two isolates among antimicrobial activities isolates showed strong
acidification ability. Also a single isolate was selected that was effective all four enzymes. In real-time PCR results, the mycotoxin gene was detected
significantly low in the rye silage, which added antimicrobial activity isolate. In case developed microorganism product was applied at other stock feed
as well as rye silage, production of high quality forage will expand. Inhibition of Penicillium expansum growth on Golden Delicious apples by wild yeasts from various plant materials
V. TOURNAS (1), E. Katsoudas (2) Stopping the cereal killer: Exploring biological control to mitigate Fusarium head blight of wheat
A. BEHARI (1), G. Kuldau (1)
(1) Pennsylvania State University, U.S.A. Spikes were the preferred tissue of colonization. When present, populations of C. flavescens ranged from 105-107 cells/g
of tissue. Plant growth stage influenced C. flavescens colonization. This work confirms that C. flavescens is found across a broad geographical area in
close association with wheat. Further, it demonstrates that C. flavescens is a non-invasive biological control option for FHB in the regions sampled. Biocontrol of Fusarium head blight with Bacillus spp. K. BOWEN (1), J. Anderson (1), K. Liu (1)
(1) Auburn University, U.S.A. Fusarium head blight, caused by Fusarium graminearium, has become a cause of concern in many portions of Alabama. This disease was severe in
Southern AL, due to frequent rainfall during flowering in 2015. Infection of F. graminearium reduces quantity and quality of yield by infecting the
kernels of many grain crops; it also produces the mycotoxin, deoxynivalenol (DON). Wheat grain was collected from fungicide treated plots and found to
be infested with Fusarium spp. Cultures were established from single spores and species were determined from morphology of spores and color of the
fungus when mature. Biocontrol potential of selected Bacillus strains against F. graminearum was assayed using a dual culture method. Based on
inhibition of fungal growth and spore production, strains were selected that were most suppressive against F. graminearum. In order to test the
effectiveness of these strains in the field, five Bacillus strains will be applied to wheat heads during flower, and disease intensity will be rated 3 weeks
later. Results of the field study will be reported. Any reduction in Fusarium head blight by a biological agent might contribute to overall management of
this disease. Selection and characterization of probiotics for rye silage
C. JEON (1), H. Kim (1), J. Kim (1), Y. Kwak (2)
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea Selection and characterization of probiotics for rye silage
C. JEON (1), H. Kim (1), J. Kim (1), Y. Kwak (2)
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea Selection and characterization of probiotics for rye silage
C. JEON (1), H. Kim (1), J. Kim (1), Y. Evaluation of potential biocontrol agents against fungal plant pathogens affecting strawberry
R. BITTER (1), G. Holmes (2)
(1) California Polytechnic State University, U.S.A.; (2) Cal Poly Strawberry Center, U.S.A. Evaluation of potential biocontrol agents against fungal plant pathogens affecting strawberry
R. BITTER (1), G. Holmes (2)
(1) California Polytechnic State University, U.S.A.; (2) Cal Poly Strawberry Center, U.S.A. ( ),
( )
(1) California Polytechnic State University, U.S.A.; (2) Cal Poly Strawberry Center, U.S.A. Botrytis cinerea, Fusarium oxysporum f. sp. fragariae and Macrophomina phaseolina are important pathogens that limit commercial strawberry
production in California. The objective of this study was to evaluate eight species of bacteria (19 strains) for their ability to inhibit mycelial growth of all
three pathogens in vitro. Percent inhibition of fungal growth due to the presence of each bacterium was determined relative to growth in the absence of
each bacterium. Three strains of Bacillus amyloliquefaciens provided the greatest inhibition of B. cinerea, F. oxysporum f. sp. fragariae and M. phaseolina by an average of 43.7%, 47.8%, 42.7%, respectively, between replications. Significant differences in fungal inhibition were observed
between strains of the same bacterial species, suggesting inhibition is strain-dependent. Growth inhibition caused by five B. subtilis strains varied from
39.5% to 0.6% for B. cinerea, 43.1% to 0.6% for F. oxysporum f. sp. fragariae, and 39.8% to 5.8% for M. phaseolina. Four B. licheniformis strains also
displayed similar levels of strain-dependent inhibition. Bacterial antagonists that limit the growth of these soilborne and foliar pathogens could provide
an alternative to the use of chemical fumigants and fungicides, or could be utilized to enhance the effectiveness of conventional or organic disease
control treatments such as anaerobic soil disinfestation. Effects of Clonostachys species on charcoal rot disease caused by Macrophomina phaseolina in soybean
A. ADESEMOYE (1), H. Wei (1)
(1) University of Nebraska Lincoln, U.S.A. Curvularia prsadii as a biological control agent for barnyard grass (Echinochloa crus-galli) in rice fields
Y. SHABANA (1), A. Abu Tabl (1)
(1) Mansoura University, Egypt Curvularia prsadii as a biological control agent for barnyard grass (Echinochloa crus-galli) in rice fields
Y. SHABANA (1), A. Abu Tabl (1)
(1) Mansoura University, Egypt Echinochloa crus-galli is one of the most important damaging weeds of rice paddies. Three isolates of Curvularia prasadii (CP01, CP02, and CP0 3)
were isolated from the rice weed, E. crus-galli in three governorates (Dakahlia, Kafr El-Sheik, and El-Garbeia) in Egypt in three consecutive growing
seasons (from 2012 to 2014). The biocontrol activity of these fungal isolates was determined on the weed seedlings in the greenhouse using spore
suspension of 106 conidia/ml. All of the three isolates tested produced 40-60% disease severity on the weed seedlings with no significant differences
among them. Host range studies were conducted to determine the host specificity and safety of the three isolates of the bio agent, C. prsadii against 23
non-target plant species and cultivars of economic importance grown in Egypt. No disease symptoms appeared on any of the non-target plants tested. The optimum nutritional and physical conditions for the production of the biocontol agents were determined and will be discussed. Biocontrol of Tubakia leaf blight by Paenibacillus peoriae(HB774)
H. YUN (1), Y. Kim (1)
(1) Seoul National University, South Korea South Korea has shown decreasing proportion of coniferous plants and increasing proportion of deciduous plants due to the effect of global warming. With the growing significance of deciduous forests, the national forest damage by ongoing Tubakia leaf blight of the oak is more severe than before. In
response to the current critical forest situation of Korea, this study aims to develop the efficient biocontrol agent of the Tubakia leaf blight. Among 30
bacteria isolated from soil and plants, HB774 showed the highest inhibition rate (85.8%) of the fungal mycelial growth, which was selected as a
potentially effective biocontrol agent. As a result of the 16S ribosomal DNA sequence analysis, a gram-positive bacterial isolate was identified as
Paenibacillus peoriae and deposited as a patent strain in Rural Development Administration of Korea. This isolate inhibited the mycelial growth by
69.7% and 75.6% at the bacterial concentrations of 1 × 106 CFU/ml and 1 × 108 CFU/ml, respectively, of which the inhibitory rates were identical to or
significantly higher than those of the fungicides, propiconazole and iminonctadine-triacetate. Effects of Clonostachys species on charcoal rot disease caused by Macrophomina phaseolina in soybean
A. ADESEMOYE (1), H. Wei (1)
(1) University of Nebraska Lincoln, U.S.A. ( ),
g ( )
(1) Hampton Roads Agricultural Research and Extension Center, Virginia Tech, U.S.A.; (2) Hampton Roads Agricultural Research and Extension
Center, Virginia Tech, U.S.A. Calonectria pseudonaviculata (Cps) is the causal agent of boxwood blight. This disease first observed in USA in 2011 has significantly impacted the
nursery and landscape industries. The objective of this study was to develop biologically-based, long-term solutions to managing this emerging disease at
production facilities and in the landscapes. Over 1000 bacterial strains recovered from irrigation water in Virginia, USA were screened for their potential
as biological control agents against microsclerotia of Cps. Microsclerotia were harvested from potato dextrose agar cultures and plated on nutrient agar in
48-well plates. Two days later, fresh bacterial cultures grown in nutrient broth were added to the culture of Cps. Three replicate wells per bacterial strain
were used. Sterile nutrient broth was added to three wells per plate as controls. Microsclerotia germination and resultant mycelial growth was measured
based on a 0-to-5 rating scale at five and ten days after adding bacterial cultures. It was found that approximately 30% of screened bacterial strains
greatly suppressed microsclerotial germination and mycelial growth with average ratings of one or less. These bacteria are promising biological control
agents (BCAs) for boxwood blight and warrant further evaluation using detached leaf assay, greenhouse and field in-vivo tests. Characterization and distribution of natural populations of Cryptococus flavescens across the United States
K. PARK (1), J. Shin (1), K. Myeong (1), S. Lee (1), S. Lee (1), M. Kim (1), K. Kim (1)
(1) National Institute of Horticultural and Herbal Science, South Korea Fusarium head blight (FHB) is an important disease of small grains caused primarily by Fusarium graminearum. This disease causes grain yield and
quality losses under conducive conditions. The yeast Cryptococcus flavescens is an effective biological control agent of FHB on wheat. In this study, the
biogeography and genetic diversity of natural populations of C. flavescens across the United States were characterized. Wheat spikes samples were
collected at flowering and at harvest and assayed for C. flavescens using specific PCR primers designed on the heat shock protein hps70KDa. This assay
is 1,000 times more selective for C. flavescens than other Cryptococcus spp. Samples with > 106 cells/g of wheat tissue were subjected to microbial
isolation, and colonies with C. Effects of Clonostachys species on charcoal rot disease caused by Macrophomina phaseolina in soybean
A. ADESEMOYE (1), H. Wei (1)
(1) University of Nebraska Lincoln, U.S.A. Charcoal rot disease caused by Macrophomina phaseolina in soybean greatly disrupt stand establishment and cause high yield losses. The pathogen was
estimated to cause yield losses of over 270,000 bushels in Nebraska (NE) in 2011. Chemicals are used against many diseases but not consistently
effective in the management of soilborne diseases such as charcoal rot. In 2014 and 2015, surveys were conducted in soybean fields in NE. Infected S4.53 samples were collected, plated onto potato dextrose agar amended with 0.01% tetracycline (PDA-tet) and incubated in the dark for 4 days at 25°C. Morphology was examined and genomic DNA was extracted from isolates using MoBio microbial isolation kits. Two genes of interest, ITS and β-
tubulin, were PCR-amplified. Amplicons were sequenced at the University of California Riverside Gencore. The pathogen M. phaseolina was identified
but different species of Clonostachys (anamorph: Bionectria spp.), including isolates identical to C. rhizophaga, C. byssicola, and C. rosea were also
recovered from the samples. It appeared from the field samples that Clonostachys spp. had negative impacts on the population of M. phaseolina. In
repeated in vitro assay as well as in vivo co-inoculation through Rolled Towel Assays indicated suppression of M. phaseolina by Clonostachys spp. There is need for further studies to better understand the biocontrol efficacy of each Clonostachys sp. as well as the mechanisms involved. samples were collected, plated onto potato dextrose agar amended with 0.01% tetracycline (PDA-tet) and incubated in the dark for 4 days at 25°C. Morphology was examined and genomic DNA was extracted from isolates using MoBio microbial isolation kits. Two genes of interest, ITS and β-
tubulin, were PCR-amplified. Amplicons were sequenced at the University of California Riverside Gencore. The pathogen M. phaseolina was identified
but different species of Clonostachys (anamorph: Bionectria spp.), including isolates identical to C. rhizophaga, C. byssicola, and C. rosea were also
recovered from the samples. It appeared from the field samples that Clonostachys spp. had negative impacts on the population of M. phaseolina. In
repeated in vitro assay as well as in vivo co-inoculation through Rolled Towel Assays indicated suppression of M. phaseolina by Clonostachys spp. There is need for further studies to better understand the biocontrol efficacy of each Clonostachys sp. as well as the mechanisms involved. Trichoderma asperellum survival and parasitism of Sclerotinia sclerotiorum sclerotia in different soil types
M. LOBO (1), A. Geraldine (2), F. Yoshida (3), E. Civardi (3), E. Effects of Clonostachys species on charcoal rot disease caused by Macrophomina phaseolina in soybean
A. ADESEMOYE (1), H. Wei (1)
(1) University of Nebraska Lincoln, U.S.A. Barbosa (1)
(1) Embrapa (Brazilian Agricultural Research Corporation), National Center for Rice and Beans Research, Santo Antônio de Goiás, Brazil; (2) Instituto
Federal Goiano, Rio Verde, Brazil; (3) Universidade Federal de Goiás, Goiânia, Brazil Trichoderma asperellum survival and parasitism of Sclerotinia sclerotiorum sclerotia in different soil types
M. LOBO (1), A. Geraldine (2), F. Yoshida (3), E. Civardi (3), E. Barbosa (1)
(1) Embrapa (Brazilian Agricultural Research Corporation), National Center for Rice and Beans Research, Santo A
Federal Goiano, Rio Verde, Brazil; (3) Universidade Federal de Goiás, Goiânia, Brazil Effectiveness of bioagent Trichoderma asperellum is influenced by physical, chemical, biological and environmental factors, but there is no clear idea of
how such variables affect antagonist endurance. This study assessed the survival of T. asperellum and the parasitism of Sclerotinia sclerotiorum sclerotia
in different Brazilian soils. The test was carried out in a completely randomized design, arranged in a 4 × 6 factorial schedule with five repetitions. Experimental factors comprised six soils of distinct texture and fertility profiles, and four biocontrol treatments with three T. asperellum isolates and a
water control. Plots consisted of 12cm x 22cm x 3cm transparent plastic containers, with sclerotia distributed over 300g of soil. After spraying with 2.0 ×
1012 T. asperellum conidia ha–1 and soil moisture adjusted to 100% field capacity, treatments were incubated at 20ºC with 12h photoperiod for 28 days. Weakly assessments considered sclerotia parasitism, area under antagonist survival curve (AUASC), culturable fungi and bacteria, and bacterial diversity
estimated with Biolog Ecoplates. Principal component analysis showed that parasitism of S. sclerotiorum sclerotia was proportional to T. asperellum
AUASC. In contrast, antagonist survival was negatively affected by soil pH, bacterial density and diversity, organic matter, Ca, Mg and K contents. Biocontrol efficiency varied according to soil source. In-vitro control of Calonectria pseudonaviculata by bacteria recovered from irrigation water
X. YANG (1), C. Hong (2) In-vitro control of Calonectria pseudonaviculata by bacteria recovered from irrigation water
X. YANG (1), C. Hong (2)
(1) Hampton Roads Agricultural Research and Extension Center, Virginia Tech, U.S.A.; (2) Hampton Roads Agricultural Research and Extension
Center, Virginia Tech, U.S.A. X. YANG (1), C. Hong (2)
(1) Hampton Roads Agricultural Research and Extension Center, Virginia Tech, U.S.A.; (2) Hampton Roads Agricultural Research and Extension
Center, Virginia Tech, U.S.A. Effects of Clonostachys species on charcoal rot disease caused by Macrophomina phaseolina in soybean
A. ADESEMOYE (1), H. Wei (1)
(1) University of Nebraska Lincoln, U.S.A. flavescens-like morphology were selected and characterized using amplified ribosomal DNA restriction analysis
(ARDRA) profiling and multilocus genotyping. The results showed that C. flavescens was widespread across the country, albeit at low incidence
(approximately 10%, n = 320). Spikes were the preferred tissue of colonization. When present, populations of C. flavescens ranged from 105-107 cells/g
of tissue. Plant growth stage influenced C. flavescens colonization. This work confirms that C. flavescens is found across a broad geographical area in
close association with wheat. Further, it demonstrates that C. flavescens is a non-invasive biological control option for FHB in the regions sampled. The potential use of a Cladosporium sp. as a biological control agent for white mold caused by Sclerotinia sclerotiorum
B. ROBINSON (1), R. Cating (2), K. Frost (2)
(1) Oregon State University; Hermiston High School, U.S.A.; (2) Oregon State University, U.S.A. The potential use of a Cladosporium sp. as a biological control agent for white mold caused by Scler
B. ROBINSON (1), R. Cating (2), K. Frost (2)
(1) Oregon State University; Hermiston High School, U.S.A.; (2) Oregon State University, U.S.A. The potential use of a Cladosporium sp. as a biological control agent for white mold caused by Sclerotinia sclerotiorum
B. ROBINSON (1), R. Cating (2), K. Frost (2)
1) O
S
U i
i
H
i
Hi h S h
l U S A (2) O
S
U i
i
U S A Sclerotinia scelortiorum (Lib.) de Bary is a pathogenic ascomycete known to cause disease in more than 400 plant species, including white mold in
potato. In this study, a fungal contaminant found associated with S. sclerotiorum that appeared to inhibit S. scelortiorum growth was isolated, sub-
cultured, and identified. Morphological characteristics and sequence data from internal transcribed spacers 1 and 2, 5.8s rDNA, and Actin and
Calmodulin genes were consistent with the unknown fungus belonging to the Cladisporium genus. A bioassay was used to examine inhibition of S. sclerotiorum growth by the Cladisporium isolate. A 5mm plug of the Cladisporium isolate was plated on potato dextrose agar and left to grow for 72
hours before a 5mm plug of S. sclerotiorum was plated 50mm from the Cladisporium plug. Isolates of S. sclerotiorum and Cladisporium were plated
alone as controls. The plates (n=10 per treatment) were incubated for 4 days at room temperature with a 12:12 photoperiod. Radial growth of S. sclerotiorum mycelia was measured and the experiment was repeated in entirety one time. Averaging over both experiments, the radii of S. sclerotiorum
plated with the unknown isolate was reduced by 34.1 mm (Paired t-test: t = 27.4, df = 19, p < 0.001) when compared to the radii of the S. sclerotiorum
plated alone. These data indicate that the Cladisporium isolate has potential use as a bio-control agent against S. sclerotiorum and should be further
evaluated in vivo. Infection duration of entomopathogenic fungi Aspergillus spp. and Fusarium spp. against Bemisia tabaci
W. Anwar (1), H. Mushtaq (1), M. Haider (1), A. Shahid (1), U. Hameed (1), M. Ur-Rehman (1)
(1) Institute of Agricultural Sciences, University of the Punjab, Lahore, Pakistan, 54590, Pakistan Entomopathogenic fungi are emerging as biocontrol of insects and new fungi are isolated from different insects with passage of time. Curvularia prsadii as a biological control agent for barnyard grass (Echinochloa crus-galli) in rice fields
Y. SHABANA (1), A. Abu Tabl (1)
(1) Mansoura University, Egypt In the simultaneous treatment and pre-treatment of HB774,
its control efficacies were high with 80-90%, showing no significant differences from those of propiconazole and iminonctadine-triacetate. This suggests
P. peoriae HB774 has a high potential to be developed as an efficient biocontrol agent against the Tubakia leaf blight on oaks. S4.54 Acaromyces ingoldii inhibits the laurel wilt pathogen, Raffaelea lauricola in vitro
R. OLATINWO (1), S. Fraedrich (2)
(1) USDA Forest Service, Southern Research Station, U.S.A.; (2) USDA Forest Service Acaromyces ingoldii inhibits the laurel wilt pathogen, Raffaelea lauricola in vitro
R. OLATINWO (1), S. Fraedrich (2) (1) USDA Forest Service, Southern Research Station, U.S.A.; (2) USDA Forest Service, Southern Research Station, U.S Laurel Wilt is a destructive disease of redbay (Persea borbonia and other species in the laurel family (Lauraceae) in the southeastern United States
(US)). The disease is caused by Raffaelea lauricola, a fungal symbiont of the redbay ambrosia beetle (Xyleborus glabratus. The beetle and the fungus
were introduced into the US probably with wood packing materials. This investigation was prompted by antifungal activities demonstrated by an
Acaromyces species isolated from a loblolly pine bolt in Louisiana during routine laboratory microbial isolations Our objective was to evaluate the
inhibitory property of the Acaromyces species against R. lauricola. We obtained isolates of R. lauricola from fresh laurel wilt infected tissues collected
from sassafras trees in Louisiana and Texas, and evaluated the competitive ability of the Acaromyces and the fungistatic activities of secondary
metabolites produced by the fungus against R. lauricola in vitro. Results showed a strong inhibition of R. lauricola mycelia growth by the Acaromyces
species. Growth inhibition was significant as pigmented secondary metabolites produced by Acaromyces diffuses through the media. Only minimal direct
competition was observed between the two fungi. R. lauricola isolates inoculated 7-day after Acaromyces, showed no growth and no spore germination. Future experiments will examine the identity, efficacy, and potential benefits of secondary metabolite(s) produced by the Acaromyces species. Applications of Bacillus amyloliquefaciens PMB01 for managing Fusarium wilt of cucumber Applications of Bacillus amyloliquefaciens PMB01 for managing Fusarium wilt of cucumber
W. DENG (1), H. Chou (2), I. Yang (3), Y. Lin (4), H. Wang (2), S. Chuang (2), T. The potential use of a Cladosporium sp. as a biological control agent for white mold caused by Sclerotinia sclerotiorum
B. ROBINSON (1), R. Cating (2), K. Frost (2)
(1) Oregon State University; Hermiston High School, U.S.A.; (2) Oregon State University, U.S.A. The aim of present
study was to observe the steps of infection of different Aspergillus and Fusarium species and their duration of infection against Bemisia tabaci. To
observe the infection duration, spore suspension of different species of Aspergillus and Fusarium already isolated from insects were used on nymphal
stage of whitefly and data regarding duration of spore germination, penetration, colonization and infection was determined under control conditions. It
was observed that spores of Aspergillus species germinate quickly as compare to Fusarium species. There was no significant difference in spore
germination on species level. Penetration time of Aspergillus and Fusarium species vary and colonization and infection duration of Aspergillus species
was less as compared to Fusarium species against nymphal stage of whitefly. In this study, it was observed that Aspergillus is more aggressive as
compare to Fusarium species and also dependent on isolates of insect associated fungi. Further studies required on genetic level that makes
entomopathogenic fungi more aggressive on different stages of infection process. Curvularia prsadii as a biological control agent for barnyard grass (Echinochloa crus-galli) in rice fields
Y. SHABANA (1), A. Abu Tabl (1)
(1) Mansoura University, Egypt Huang (2)
(1) National Chung Hsing University, Taichung, Taiwan; (2) Kaohsiung District Agricultural Research and Extension Station, Pingtung, Taiwan; (3)
Taiwan Agricultural Mechanization Research and Development Center, Taipei, Taiwan; (4) National Pingtung University of Science and Technology,
Pingtung, Taiwan ( ),
( ),
g ( ),
( ),
g ( ),
g ( ),
g ( )
(1) National Chung Hsing University, Taichung, Taiwan; (2) Kaohsiung District Agricultural Research and Extension Station, Pingtung, Taiwan; (3)
Taiwan Agricultural Mechanization Research and Development Center, Taipei, Taiwan; (4) National Pingtung University of Science and Technology,
Pingtung, Taiwan Cucumber Fusarium wilt, caused by Fusarium oxysporum f. sp. cucumerinum (Foc), is the most devastating disease on cucumber. Currently, no effective
chemicals are available for disease control; however, prior studies showed that antagonistic rhizobacteria can reduce the disease severity, suggesting that
biocontrol agents might be potential solutions for the management of Fusarium wilt disease. In this study, soil bacteria with inhibitory activity on in-vitro
Foc growth were isolated. Among them, Bacillus amyloliquefaciens PMB01 showed the best antagonistic activity against Foc in confrontation assays. The efficacy of PMB01 on controlling Fusarium wilt disease of cucumber (FWC) was evaluated in field experiments, and the results showed that
applications of the formulated PMB01 reduced the disease severity of FWC down to less than 15%. Prior research also revealed that the formulated
PMB01 effectively controlled bacterial wilt disease of tomato (BWT), caused by Ralstonia solanacearum, in field trials. Whole genome shotgun
sequencing showed that PMB01 harbors genes involved in the biosynthesis of cyclic lipopeptides, bacillibactin, and bacilysin, which might collectively
contribute to its biocontrol activity. Toxicology testing demonstrated that PMB01 was non-toxic to mammals. In 2016, the biopesticide Saviour®
containing B. amyloliquefaciens PMB01 as the active ingredient was developed and commercialized in Taiwan for integrated management of BWT and
FWC. Field Performance of Endophytic Actinomycetes in Relation to Plant Growth Promotion and Biological Control of Fusarium oxysporum a
Pathogen of Tomato
K EL TARABILY (1) A Alkh j h (1) Field Performance of Endophytic Actinomycetes in Relation to Plant Growth Promotion and Biological Control of Fusarium oxysporum a
Pathogen of Tomato
K. EL-TARABILY (1), A. Alkhajeh (1)
(1) United Arab Emirates University, Uae Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. SDS frequently appears in circular to oblong patches in a soybean field and are often found unevenly distributed across the same field,
while conditions in the rest of the field may appear to be naturally suppressive to the disease. In the SDS-suppressive areas, soybean plants may be less
affected by the pathogen because of the activity of other soil microbes. There is a lack of comprehensive studies that investigate the role of soil
inhabiting bacteria and fungi in affecting the development of the SDS. By coupling metabarcoding with paired-end Illumina MiSeq sequencing, we
identified key microbial taxa involved in the suppression or promotion of the SDS pathogen. Statistical analyses revealed significant differences in
fungal and bacterial community composition between suppressive and conducive soils. A microbial consortia involving members of Actinobacteria,
Fusarium oxysporum, Trichoderma, Penicillium, Metacordycpes, and Purpureocillium were found consistently associated with SDS suppression. In
contrast, members of the Fusarium solani sp. complex were frequently present in conducive soils. Isolation of endophytic bacteria associated with roots from citrus infected with Phytophthora nicotianae
A. OLIVARES (1), J. Hernandez-Mendoza (1), S. Nelson (2), V. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A.; (2) Texas A&M Kingsville Citrus Center, U.S.A. Isolation of endophytic bacteria associated with roots from citrus infected with Phytophthora nicotianae
A. OLIVARES (1), J. Hernandez-Mendoza (1), S. Nelson (2), V. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A.; (2) Texas A&M Kingsville Citrus Center, U.S.A. Citrus orchards in Texas are greatly affected by Phytophthora foot and root rot. Because the presence of antagonistic bacteria associated with plant roots
may play a crucial role in root health and disease development we decided to study the effect of Phytophthora infection on endophytic bacterial
communities associated with citrus roots. Roots from three Phytophthora infected and three uninfected grapefruit trees were randomly selected to isolate
culturable bacteria. Roots were collected from soil samples taken from each tree at four quadrants, 1 meter away from the trunk at a depth of 15
centimeters. Serial dilutions of macerated root tissues were plated onto nutrient agar, tryptone yeast, King’s B and actinomycetes isolation mediums and
incubated at three different temperatures. A significantly higher number of cultivable bacteria were present in roots from infected trees versus uninfected
trees. In addition, a total of 140 and 119 morphologically distinct bacterial colonies were recovered and isolated from Phytophthora infected and
uninfected trees respectively. Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. Microbiome networks: A systems framework for identifying candidate microbial assemblages for disease management
R. POUDEL (1), A. Jumpponen (2), D. Schlatter (3), T. Paulitz (3), B. McSpadden Gardener (4), L. Kinkel (5), K. Garrett (1)
(1) Plant Pathology Department, Institute for Sustainable Food Systems, and Emerging Pathogens Institute, University of Florida, Gainesville, FL,
U.S.A.; (2) Division of Biology and Ecological Genomics Institute, Kansas State University, Manhattan, KS, U.S.A.; (3) USDA-ARS, Wheat Health,
Genetics, and Quality Research Unit, Washington State University, Pullman, WA, U.S.A.; (4) Department of Plant Pathology, The Ohio State
University, Wooster, OH, U.S.A.; (5) Department of Plant Pathology, University of Minnesota, St. Paul, MN, U.S.A. Network models of soil and plant microbiomes present new opportunities for enhancing disease management, but also challenges for interpretation. We
present a framework for interpreting microbiome networks, illustrating how the observed structure of networks can be used to generate testable
hypotheses about candidate microbes affecting plant health. The framework includes four types of network analyses. “General network analysis”
identifies candidate taxa for maintaining an existing microbial community. “Host-focused analysis” includes a node representing a plant response such as
yield, identifying taxa with direct or indirect links to that node, interpreted as either beneficial or detrimental to plant health. “Pathogen-focused analysis”
identifies taxa with direct or indirect links to taxon nodes known a priori to represent pathogens, which can be interpreted as agonists and antagonists,
respectively. “Disease-focused analysis” identifies key nodes for both plant and pathogen responses. We illustrate the interpretation of network structure
with analyses of two microbiomes: the oak phyllosphere and soil associated with the presence or absence of infection by Rhizoctonia solani. Such
network analyses can be used to further characterize microbial communities and associated conditions involved in the suppression of plant pathogens, the
biofertilization of crop plants, and/or the expression of host resistance in crop plants. Linking microbial taxa in SDS-suppressive soils of Soybean fields ( ),
y ( ),
( ),
( ),
( )
(1) Southern Illinois University, U.S.A.; (2) Southern Illinois University, U.S.A.; (3) Iowa state University, U.S.A.; (4) Univesrity of Minnesota, U.S.A. Sudden Death Syndrome (SDS) is one of the most important diseases of soybean in the Midwest. SDS is caused by the soilborne fungus Fusarium
virguliforme. Field Performance of Endophytic Actinomycetes in Relation to Plant Growth Promotion and Biological Control of Fusarium oxysporum a
Pathogen of Tomato
K. EL-TARABILY (1), A. Alkhajeh (1)
(1) United Arab Emirates University Uae Four endophytic actinomycete strains identified as Actinoplanes missouriensis, Streptomyces olivaceiscleroticus, S. globosus and Dactylosporangium
aurantiacum were obtained in a previous study from surface-disinfested tomato roots. The performance of these four strains was evaluated under field
conditions to determine their potential to promote plant growth and to reduce the incidence of wilt disease of tomato caused by Fusarium oxysporum f.sp. lycopersici. When applied individually or in combination to tomato seedlings, the four strains significantly promoted growth and reduced the incidence
of the disease. Individually the performance level of A. missouriensis was relatively the best followed by S. olivaceiscleroticus, then by S. globosus and
then by D. aurantiacum. The combination of the four strains resulted in significantly better suppression of the disease and growth promotion, compared
to individual strains. The ACC deaminase-producing isolates (ACC+) (A. missouriensis and S. olivaceiscleroticus) were significantly more effective in
reducing the incidence of the disease compared to ACC deaminase-non-producing (ACC–) isolates (S. globosus and D. aurantiacum). The overall
performance of the endophytic strains is promising and could replace the fungicides currently in use for the control of Fusarium diseases. The results
also showed the potential to enhance the biocontrol agent’s performance by including the ACC deaminase ability into the biocontrol strains. S4.55 Assessment of three Trichoderma species to protect cabbage from Clubroot
A. BOTERO (1), A. Cotes (2), C. García (3)
(1) Universidad Nacional de Colombia, Colombia; (2) CORPOICA, Colombia; (3) Universidad Nacional deColombia, Colombia Assessment of three Trichoderma species to protect cabbage from Clubroot
A. BOTERO (1), A. Cotes (2), C. García (3)
(1) Universidad Nacional de Colombia, Colombia; (2) CORPOICA, Colombia; (3) Universidad Nacional Assessment of three Trichoderma species to protect cabbage from Clubroot
A. BOTERO (1), A. Cotes (2), C. García (3) Assessment of three Trichoderma species to protect cabbage from Clubroot
A. BOTERO (1), A. Cotes (2), C. García (3)
(1) Universidad Nacional de Colombia, Colombia; (2) CORPOICA, Colombia; (3) Universidad Nacional deColombia, C Universidad Nacional de Colombia, Colombia; (2) CORPOICA, Colombia; (3) Universidad Nacional deColombia, Colombia Following reports that biocontrol agents are potential management tools for clubroot of crucifers, caused by Plasmodiophora brassicae, this research
aimed at assessing one strain of each of three Trichoderma species: T. asperellum Th034, T. brevicompactum Th201 and T. koningiopsis Th003 with
different number of applications in terms of disease reduction on ‘Delus’ cabbage. Experiments were conducted in growth chambers and infested fields. Seasonal dynamics of fungal communities in pistachio and almond in California: Implications for aflatoxin biocontrol management
A. ORTEGA-BELTRAN (1), R. Puckett (2), T. Michailides (3), D. Morgan (4), J. Moral (3)
(1) UC Davis, U.S.A.; (2) UC Davis -KARE, U.S.A.; (3) UC Davis, U.S.A.; (4) UC Davis -KARE, U.S.A. Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. Pythium spp., causing root rot and damping off, affects 300+ hosts including several ornamental plants, and has developed resistance to two widely used
fungicides, mefanoxam and propamocarb. This poses a real threat to greenhouse growers’ efficiency in cultivating healthy plants. Ohio State researchers
have identified several Pseudomonas strains that exhibit biological control potential for disease suppression in many crops, including corn and tomato. One strain of each of the species P. putida, P. brassicacearum, P. fluorescens, P. poae and P. protegens was tested for the ability to suppress the activity
of different Pythium species in petunia plugs. Since the production of bacterial metabolites is higher in the transition between logarithmic and stationary
phases, our first step included building growth curves of the five strains to identify the appropriate time needed for incubation of the bacterial inoculum
prior to application to petunia plugs. Cultures were prepared in LB medium and the OD600 values were recorded using a spectrophotometer every two
hours for up to 18 hours. Serial dilution plating at each time point provided correspondent CFUs. ‘Carpet White’ Petunia seeds were sown in 128-plug
trays and immediately treated with a 107 CFU/mL concentration of each Pseudomonas strain. After 14 days, plugs were inoculated with the different
Pythium species. Responses of disease incidence and severity were evaluated until plugs became shipment-ready. Pythium spp., causing root rot and damping off, affects 300+ hosts including several ornamental plants, and has developed resistance to two widely used
fungicides, mefanoxam and propamocarb. This poses a real threat to greenhouse growers’ efficiency in cultivating healthy plants. Ohio State researchers
have identified several Pseudomonas strains that exhibit biological control potential for disease suppression in many crops, including corn and tomato. Microbiome networks: A systems framework for identifying candidate microbial assemblages for disease management
R. POUDEL (1), A. Jumpponen (2), D. Schlatter (3), T. Paulitz (3), B. McSpadden Gardener (4), L. Kinkel (5), K. Garrett (1)
(1) Plant Pathology Department, Institute for Sustainable Food Systems, and Emerging Pathogens Institute, University of Florida, Gainesville, FL,
U.S.A.; (2) Division of Biology and Ecological Genomics Institute, Kansas State University, Manhattan, KS, U.S.A.; (3) USDA-ARS, Wheat Health,
Genetics, and Quality Research Unit, Washington State University, Pullman, WA, U.S.A.; (4) Department of Plant Pathology, The Ohio State
University, Wooster, OH, U.S.A.; (5) Department of Plant Pathology, University of Minnesota, St. Paul, MN, U.S.A. Field Performance of Endophytic Actinomycetes in Relation to Plant Growth Promotion and Biological Control of Fusarium oxysporum a
Pathogen of Tomato
K. EL-TARABILY (1), A. Alkhajeh (1)
(1) United Arab Emirates University Uae For growth chambers, two concentrations of the pathogen were used, and Trichoderma was applied once or twice; disease was measured 60 days after
planting. For field experiments Trichoderma was applied once, seven or 15 times during the cycle, and evaluations were done quarterly. In growth
chambers, disease reduction was observed only for the low pathogen concentration; the highest reduction was observed when T. koningiopsis and T. brevicompactum were applied once. Disease reduction by T. asperellum was proportional to the number of applications. Field results were not as clear
cut as those from growth chambers; however, disease reduction was observed with T. asperellum, and again this reduction was proportional to the
number of applications. In conclusion, T. asperellum shows potential for clubroot control when applied frequently, whereas one application of either T. brevicompactum or T. koningiopsis can be useful in disease management in low pathogen concentrations. Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. Reduction of soybean sudden death syndrome (Fusarium virguliforme) by seed treatment with Bradyrhizobium japonicum
T. HUYNH (1), T. Huynh (1), X. Yang (1), S. Navi (1), X. Li (1)
(1) Iowa State University, U.S.A. Soybean sudden death syndrome (SDS), caused by Fusarium virguliforme, is a major soil-borne disease in soybean production in America. In North
America, epidemics of the disease occurred in years when soybeans were planted early in growing seasons. Previous study by Scherm and Yang (1996)
showed that F. virguliforme infected soybean in cool soil temperatures. Because infection of symbiont Bradyrhizobium japonicum requires minimum
temperature of 17.5°C, higher than the minimum for F. virguliforme infection, we hypothesize that infections of F. virguliforme prior to establishment of
B. japonicum in soybean affects SDS occurrence in early planting. From 2013 to 2015, experiments were conducted in a greenhouse and fields to
determine the effects of seed treatments with B. japonicum on the occurrence of soybean sudden death syndrome. Results of greenhouse and field studies
showed that seed treatments with B. japonicum inoculum reduced SDS foliar symptom expression by 50% and 20% in greenhouse and field,
respectively. Increase in soybean nodulation and increase in yield in field experiment were also observed. Our results suggest that seed treatment with B. japonicum can reduce SDS foliar symptoms. The mechanisms of the suppressive effects on F. virguliforme by B. japonicum are under investigation to
improve the potential of using this measure for disease control. The use of fungal biological control agents to manage SDS, charcoal rot, and damping off in soybean
A. WARNER (1), E. Arnao (2), A. Fakhoury (2)
(1) Southern Illinois University Carbondale, U.S.A.; (2) Southern Illinois University Carbondale, U.S.A. The use of fungal biological control agents to manage SDS, charcoal rot, and damping off in soybean
A. WARNER (1), E. Arnao (2), A. Fakhoury (2)
(1) S
th
Illi
i U i
it C b
d l
U S A
(2) S
th
Illi
i U i
it C b
d l
U S A Sudden death syndrome (Fusarium virguliforme), damping off (Rhizoctonia solani), and charcoal rot (Macrophomina phaseolina) are three important
and detrimental diseases of soybean in soybean growing areas. There is a need for more options to control these pathogens; many of the available
management options are costly or limited in their effectiveness. Additionally, many of the current control practices may not be sustainable given their
unfavorable impact on the environment. The use of biological control agents (BCAs) provides a more natural alternative for controlling various plant
diseases. We have evaluated the effectiveness of multiple BCAs against F. virguliforme, R. solani, and M. Reduction of soybean sudden death syndrome (Fusarium virguliforme) by seed treatment with Bradyrhizobium japonicum
T. HUYNH (1), T. Huynh (1), X. Yang (1), S. Navi (1), X. Li (1)
(1) Iowa State University, U.S.A. phaseolina. We have also investigated the
mechanisms the BCAs use to control these pathogens. This was determined through the use of microscopy and the monitoring of the expression of a
panel of eight mycoparasitism-induced genes. Biological control of soilborne diseases in organic potato production using hypovirulent strains of Rhizoctonia solani
R. LARKIN (1)
(1) USDA-ARS, U.S.A. Soilborne diseases are persistent problems in potato production and alternative management practices are needed, particularly in organic production,
where control options are limited. Selected biocontrol organisms, including two naturally-occurring hypovirulent strains of Rhizoctonia solani (Rhs1a1
and Bs69) and a commercially available Bacillus subtilis (GB03), were evaluated, both individually and in combination, for control of soilborne diseases
of potato under organic production practices over three field seasons in Maine. Overall, multiple biocontrol treatments resulted in modest but significant
reductions in all three soilborne diseases observed (black scurf, common scab, and silver scurf), reducing incidence and severity of each by 10-32%. All
biocontrol treatments reduced black scurf (by 15-32%), whereas only specific treatments reduced common scab and silver scurf (by 10-25%). Combinations including both a hypovirulent strain and GB03 tended to be the most effective treatments, although generally not significantly better than
individual strains. Tuber yield varied somewhat by year, but Rhs1a1 and GB03 treatments, as well as combinations, increased yield by 10 to 24%
overall. These results indicate that hypovirulent Rhizoctonia, along with other biocontrol organisms, may be useful for reducing certain soilborne
diseases and enhancing yield in organic potato production. Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. These initial results indicate that citrus trees infected with Phytophthora spp. are more prone to develop bacteria-root
associations. Characterization of the bacterial species associated with Phytophthora infection will lead to the identification of beneficial or antagonistic
bacteria against Phytophthora spp. Seasonal dynamics of fungal communities in pistachio and almond in California: Implications for aflatoxin biocontrol management
A. ORTEGA-BELTRAN (1), R. Puckett (2), T. Michailides (3), D. Morgan (4), J. Moral (3)
(1) UC Davis, U.S.A.; (2) UC Davis -KARE, U.S.A.; (3) UC Davis, U.S.A.; (4) UC Davis -KARE, U.S.A. S4.56 Interactions between pathogenic and nonpathogenic fungal species in the tree canopy are complex and can determine if disease will manifest in the plant
and in other organisms such as honey bees. Seasonal dynamics of fungi were studied in almond and pistachio in California. In an almond orchard,
experimental release of the atoxigenic biopesticide Aspergillus flavus AF36 to displace toxigenic strains has been conducted for five years. Because A. flavus is a pathogen of honey bees, our emphasis was on the presence of A. flavus in the flowers and the honey bees that attend them. Fungal species
most commonly recovered from developing pistachio fruits were: Cladosporium herbarum, Alternaria alternata, Penicillium spp., Botrytis cinerea,
Aspergillus niger, A. flavus, and yeasts. The main seasonal changes were detected in P. expansum and A. niger, which markedly increased from April to
September. Conversely, the B. cinerea population significantly decreased during this period. In the almond, the dominant genera were: Cladosporium,
Aureobasidium, Alternaria, Aspergillus, and Fusarium. Surprisingly, the diversity index was greater in the summer for both crops. The incidence of
almond flowers with A. flavus ranged from 0 to 4.5%, depending on the year of study, and the incidence of honey bees carrying A. flavus ranged from 6.5
to 10%. This study helps the understanding of seasonal dynamics of pathogenic and nonpathogenic fungi and the impact of AF36 to pollinator honey
bees. Interactions between pathogenic and nonpathogenic fungal species in the tree canopy are complex and can determine if disease will manifest in the plant
and in other organisms such as honey bees. Seasonal dynamics of fungi were studied in almond and pistachio in California. In an almond orchard,
experimental release of the atoxigenic biopesticide Aspergillus flavus AF36 to displace toxigenic strains has been conducted for five years. Because A. flavus is a pathogen of honey bees, our emphasis was on the presence of A. Clonostachys rosea reduce the populations of Botrytis cinerea and changes the metabolic profiles of strawberry plant
ges (2), W. Araujo (1) Leaf applications of Clonostachys rosea reduce the populations of Botrytis cinerea and changes the metabolic profiles of strawberry plants
L. Maffia (1), A. Borges (2), W. Araujo (1)
(1) Universidade Federal de Vicosa, Brazil; (2) Universidade Federal de Vicosa, Brazil Clonostachys rosea is an efficient antagonist of Botrytis cinerea. In a research program aiming at the biocontrol of gray mold of strawbwerry, we studied
the effect of C. rosea application on both antagonist and B. cinerea leaf populations, as well as on plant metabolism at a commercial strawberry field
production. The antagonist was applied at 7, 14, or 28-day intervals, B. cinerea was naturally inoculated, and the colonization of leaves by both fungi
was assessed. The antagonist reduced B. cinerea colonization; most significant effects were found with week applications. The reduction in B. cinerea
colonization was negatively correlated with the increase in C. rosea’s at all intervals. The metabolic profiles of treated strawberry plants were also most
changed with week applications, and there was a significant increase of compounds related to the Krebs cycle, growth promotion and the activation of
plant defense system. In conclusion, with week applications of C. rosea, there was a significant reduction on the population of B. cinerea in symptomless
tissues and a change in the metabolic profile of strawberry plants. Sponsored by CNPq and FAPEMIG. Reduction of soybean sudden death syndrome (Fusarium virguliforme) by seed treatment with Bradyrhizobium japonicum
T. HUYNH (1), T. Huynh (1), X. Yang (1), S. Navi (1), X. Li (1)
(1) Iowa State University, U.S.A. Evaluation of the biocontrol potential of different Pseudomonas species in suppressing Pythium root rot in petunia plugs
D. MARTIN (1), M. Jones (2), C. Taylor (2), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. flavus in the flowers and the honey bees that attend them. Fungal species
most commonly recovered from developing pistachio fruits were: Cladosporium herbarum, Alternaria alternata, Penicillium spp., Botrytis cinerea,
Aspergillus niger, A. flavus, and yeasts. The main seasonal changes were detected in P. expansum and A. niger, which markedly increased from April to
September. Conversely, the B. cinerea population significantly decreased during this period. In the almond, the dominant genera were: Cladosporium,
Aureobasidium, Alternaria, Aspergillus, and Fusarium. Surprisingly, the diversity index was greater in the summer for both crops. The incidence of
almond flowers with A. flavus ranged from 0 to 4.5%, depending on the year of study, and the incidence of honey bees carrying A. flavus ranged from 6.5
to 10%. This study helps the understanding of seasonal dynamics of pathogenic and nonpathogenic fungi and the impact of AF36 to pollinator honey
bees. Evaluation of Management Practices on the Efficacy of Pasteuria nishizawae As a Biocontrol Agent of Soybean Cyst Nematode
M. LUND (1), S. Conley (1), J. Ané (1)
(1) University of Wisconsin-Madison U S A Evaluation of Management Practices on the Efficacy of Pasteuria nishizawae As a Biocontrol Agent of Soybean Cyst Nematode
M. LUND (1), S. Conley (1), J. Ané (1)
(1) University of Wisconsin-Madison, U.S.A. Soybean Cyst Nematode (Heterodera glycines) is the most economically significant pathogen on soybean (Glycine max), causing over $1.5 billion
dollars in damages annually. Pasteuria nishizawae, an endospore-forming soil bacterium, is an obligate parasite of soybean cyst nematodes (SCN). P. nishizawae has the potential to provide season-long control of SCN in the form of a seed treatment called Clariva®Complete. In this study, we evaluated
the efficacy of the active ingredient, P. nishizawae, for the management of SCN on soybean. The field design was a split-plot, randomized complete
block design with sub-sampling for the 2014 and 2015 growing seasons. Each split-plot was randomly assigned a row spacing of 30-inch or 15-inch
spacing. Each subplot within the split-plot was randomly assigned one of three seeding rates (75K seeds/acre, 150Kseeds/acre and 225K seeds/acre) and
one of two seed treatments (Clariva®Complete and CruiserMaxx®/Vibrance®). Results showed no significant interaction between seed treatment and
yield, but did show significant interactions between both seeding rate and row spacing with yield. No significant interaction was observed between the S4.57 SCN count and the yield. Because the soybean variety used had PI88788 resistance, the Hg-type of the SCN population may not have been able to
develop on soybeans with this source of resistance. This may have masked the effects of the seed treatment and prevented accurate evaluation of its
efficacy. SCN count and the yield. Because the soybean variety used had PI88788 resistance, the Hg-type of the SCN population may not have been able to
develop on soybeans with this source of resistance. This may have masked the effects of the seed treatment and prevented accurate evaluation of its
efficacy. Effect of biopestisides on Phytophthora Root Rot Disease of Oakleaf Hydrangea
M. KABIR (1), P. Liyanapathiranage (1), T. Simmons (1), F. Baysal-Gurel (1)
(1) Tennessee State University, U.S.A. Phytophthora root rot, caused by Phytophthora nicotianae, has been reported to infect almost all hydrangeas especially container-grown oakleaf
hydrangea (Hydrangea quercifolia). The pathogen can be introduced into the nursery via Phytophthora-contaminated container stock or cuttings. Experiments were performed in a greenhouse to determine the efficacy of biopesticides and fungicide against Phytophthora root rot in oak leaf
hydrangea cvs. Queen of Hearts and Munchkin. Evaluation of Management Practices on the Efficacy of Pasteuria nishizawae As a Biocontrol Agent of Soybean Cyst Nematode
M. LUND (1), S. Conley (1), J. Ané (1)
(1) University of Wisconsin-Madison U S A Treatments applied were the biopesticides RootShield WP (Trichoderma harzianum Rifai strain KRL-
AG2) and RootShield Plus (T. harzianum Rifai strain T-22 and T. virens strain G-41) and fungicide Subdue Maxx (Mefenoxam). All the treatments
reduced root rot disease severity compared to the inoculated, non-treated controls in both cultivars. There were no significant differences between the
treatments. Root rot disease severity was significantly higher in the cultivar Queen of Hearts than cultivar Munchkin. There was no significant effect of
treatment and cultivar on root biomass. This study shows that biopesticides, RootShield WP and RootShield Plus, should be considered to reduce the risk
of Phytophthora root rot on container-grown oakleaf hydrangeas in the nursery. Putative biocontrol mechanisms of rice bacterial blight by Bacillus subtilis TKS1-1
T. HUANG (1), Y. Chen (1), Y. Jan (1), Y. Yeh (1), D. Tzeng (1)
(1) Department of Plant Pathology, National Chung Hsing University, Taiwan Bacterial blight of rice caused by Xanthomonas oryzae pv. oryzae is one of the devastating diseases of rice plant. The main objectives of the research are
to investigate the potential of using Bacillus subtilis TKS1-1 as a control agent of rice bacterial blight and the possible mechanisms involved in disease
control. B. subtilis TKS1-1 showed antagonistic activity against X. oryzae WF6. Application of B. subtilis TKS1-1 at the time of or prior to inoculation
with X. oryzae WF6 was found to suppress rice bacterial blight. Additionally, the lesion length of leaf blight was less by drenching application with B. subtilis TKS1-1 compared to the water control. Spray-application of B. subtilis TKS1-1 was shown to increase the expression of several plant defense-
related genes including PR1a, PAL, NPR1, and WRKY45 at 16 hours post application compared to the water control. Furthermore, drenching application
of strain TKS1-1 7 days prior to inoculation of the pathogen was found to increase the activity of phenylalanine ammonia lyase, peroxidase and
polyphenol oxidase at 48 hours post-inoculation in comparison with the water treatment. Application of B. subtilis TKS1-1 on rice cultivar TNG67
showed significant promotion of plant growth. The findings suggested that B. subtilis TKS1-1 exhibited efficacy in suppression of rice bacterial blight
and in growth promotion. The biocontrol potential is partly attributed to the induction of plant defense response by B. subtilis TKS1-1. Amino acids influence antibiotic production by Pantoea vagans strain C9-1
J. KLEIN (1), V. Stockwell (2), J. Evaluation of Management Practices on the Efficacy of Pasteuria nishizawae As a Biocontrol Agent of Soybean Cyst Nematode
M. LUND (1), S. Conley (1), J. Ané (1)
(1) University of Wisconsin-Madison U S A Loper (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, Horticultural Crops Research Unit, U.S.A. Pantoea vagans strain C9-1 is an effective biological control agent for fire blight caused by Erwinia amylovora. C9-1 is thought to suppress E. amylovora on stigmas via resource competition and production of the antibiotics pantocin A (formerly herbicolin O) and herbicolin I. We used a green
fluorescent protein reporter construct in C9-1 to monitor the regulation of the promoter of the pantocin A operon (paaPABC) on solidified media and in
broth culture with a Tecan Infinite M200PRO. In assays on solidified media, inhibition of E. amylovora by C9-1 and expression of the gfp reporter for
pantocin A operon was detected on Neidhardt’s modified medium, but not on Luria Bertani (LB) medium. Addition of yeast extract or tryptone
(components of LB) to Neidhardt’s broth medium suppressed the expression of the pantocin A promoter. We tested the effect of various amino acids
(100 mM) added to Neidhardt’s broth medium on expression of the paaPABC promoter in C9-1. We found that arginine, histidine, or tryptophan reduced
expression of the pantocin A promoter compared to expression in non-amended Neidhardt’s broth medium, whereas asparagine, aspartic acid, or proline
upregulated expression. Asparagine and proline are two major amino acids reported on apple and pear flower stigmas. These results indicate that the
chemical environment of stigmas likely would support expression of the paaPABC operon and pantocin A biosynthesis by the biological control agent
C9-1. Microscopic analysis of parasitism mode of action by bacterial biological control agents on Cornus florida powdery mildew
M. MMBAGA (1)
(1) Tennessee State University U S A Microscopic analysis of parasitism mode of action by bacterial biological control agents on Cornus florida powdery mildew
M. MMBAGA (1)
(1) Tennessee State University, U.S.A. Three bacterial isolates, Baccillus( sp., Stenotrophomonassp. Serratia( sp. were previously identified as naturally occurring biological control agents
(BCA) for powdery mildew in Cornus florida. The interaction between these BCA’s and powdery mildew fungus was studied using scanning electron
microscopy (SEM) and detached leaf technique. Four replicates of similar leaves were infected with powdery mildew, sprayed with BCA’s, incubated
for 3h, 6h, 15h, 48h and 5 days, then fixed overnight using formalin acetic acid alcohol and stored at 4°C untill SEM imaging was done. The SEM
micrographs showed the three BCA’s colonizing powdery mildew spores and hyphae. The BCA’s displayed the ability to enter and lyse powdery mildew
spores and hyphae; the (Baccillus( sp. lysed and destroyed mycelial structures completely within 48h; others took longer. The BCA’s multiplied on the
leaf surface and inside powdery mildew spores and hyphae. The three BCA’s did not interfere with other microbes on the leaf surface; this displayed
potential specificity to powdery mildew and potential preservation of other naturally occuring microflora. The collapsed conidia and lysed hyphae
suggested antifungal compounds that caused structural damage may be involved. These observations confirm that the three naturally occuring BCA’s
may provide a buffering effect against powdery mildew and a resource for powdery mildew management and reducing conventional fungicides usage. Investigation of antifungal and herbicide volatile terpenes in Streptomyces spp. G. CHO (1), H. Kim (1), J. Kim (2), J. Kim (1), Y. Kwak (2)
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea Investigation of antifungal and herbicide volatile terpenes in Streptomyces spp. G. CHO (1), H. Kim (1), J. Kim (2), J. Kim (1), Y. Kwak (2)
(1) Division of Applied Life Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea; (2) Institute of Agriculture & Life
Science, Gyeongsang National University, Jinju 52828, Republic of Korea, South Korea Study on Colonization of Strain ZY-9-13 labeled with Green Fluorescent Protein(GFP) Gene within Roots of tobacco and its Biocontrol Effect
J. XI (1), J. Song (1), M. Mo (2), C. Xue (1), W. Mou (1), Q. Yin (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China; (2) Yunnan University, China Study on Colonization of Strain ZY-9-13 labeled with Green Fluorescent Protein(GFP) Gene within Roots of tobacco and its Biocontrol Effect
J. XI (1), J. Song (1), M. Mo (2), C. Xue (1), W. Mou (1), Q. Yin (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China; (2) Yunnan University, China Strain ZY-9-13 was isolated from fresh leaves of tobacco, which had considerably antagonism to Phytophthora parasiticavar. nicotianae. The stability of
the control effect mainly depends on whether antagonistic microbes could effectively colonize in plant. The purpose of the study was to explore the
colonization of stain ZY-9-13 in roots of tobacco and control effect to tobacco black shank. The pattern of colonization of the tobacco was observed with
fluorescent confocal microscopy and control effect was calculated after the tobacco seedling being inoculated the GFP tagged stain on tobacco black
shank. The results showed that there was no obvious difference between original strain ZY-9-13 and tagged strain in antibacterial activities testing. Fluorescence microscope observation indicated that the strain ZY-9-13 propagated in the zone of root cap, elongation, maturation, and the junctions of
primary roots and lateral roots. The quantities of the stain in different parts were root cap> elongation > maturation > the junctions. The pot experiment
data showed that application of ZY-9-13 significantly reduced the disease incidence of black shank on tobacco. Five doses of the strain ZY-9-13 (1 × 106
cfu·g−1?1 × 107 cfu·g−1?1 × 108 cfu·g−1?1 × 109 cfu·g−1?1 × 1010 cfu·g−1) showed different control effect on tobacco black shank, which was
42.43%, 54.70%, 68.80%, 73.03% and 77.60% respectively. Results provided scientific basis for the strain ZY-9-13 on controlling tobacco black shank. Developing a quantitative polymerase chain reaction protocol to quantitate root colonization by Bacillus amyloliquefaciens and Bacillus firmus
H. MENDIS (1), L. De La Fuente (1), P. Schwientek (2), R. Salamzade (2), V. Thomas (2), J. Kloepper (3)
(1) Auburn University, U.S.A.; (2) Bayer CropScience LP, U.S.A.; (3) Auburn University, U.S.A. Developing a quantitative polymerase chain reaction protocol to quantitate root colonization by Bacillus amyloliquefaciens and Bacillus firmus
H. MENDIS (1), L. De La Fuente (1), P. Schwientek (2), R. Salamzade (2), V. Thomas (2), J. Kloepper (3)
(1) Auburn University, U.S.A.; (2) Bayer CropScience LP, U.S.A.; (3) Auburn University, U.S.A. Bacillus amyloliquefaciens QST713 and B. Investigation of antifungal and herbicide volatile terpenes in Streptomyces spp. Functional analyses of the ribosomal and non-ribosomal processed antimicrobial peptides produced by biocontrol bacterium Bacillus pumilus
PMB102
W. DENG (1), J. Wu (1), J. Huang (1) Functional analyses of the ribosomal and non-ribosomal processed antimicrobial peptides produced by biocontrol ba
PMB102 W. DENG (1), J. Wu (1), J. Huang (1) (1) National Chung Hsing University, Taiwan Many Bacillus spp. are beneficial bacteria with potential applications in the integrated management of plant diseases, and the efficacy of biocontrol is
mainly determined by the production of secondary metabolites, e. g. the ribosomal processed lantipeptides and non-ribosomal processed cyclic
lipopeptides (CLPs). In this study, the biocontrol agent B. pumilus PMB102 was shown to reduce tomato Fusarium wilt disease in hydroponic seedling
assays. Annotation of the draft genome identified one lantipeptide and two CLPs, surfactin and plipastatin (fengycin family), biosynthetic gene clusters. Partially purified proteins from the lantipeptide-containing culture filtrate were resolved by electrophoresis and assayed for antibacterial activity by
overlay assays, and one small polypeptide was identified to inhibit the growth of B. cereus and B. mycoides. The culture filtrates containing CLPs were
extracted by n-butanol and fractionated by C18 SPE column. The eluted fractions were resolved by TLC and assayed for antifungal activity by the
overlay assays to show that the compounds sharing the same Rf value of fengycin could inhibit the mycelial growth of Alternaria brassicicola. The
chemical compositions of the abovementioned antimicrobial compounds will be further verified by mass spectrometry. The expression of defense-
associated genes will also be monitored to determine if the plant defense responses against fungal pathogens are modulated by the biocontrol bacterium
PMB102. Investigation of antifungal and herbicide volatile terpenes in Streptomyces spp. Streptomyces spp. produce various secondary metabolites for interaction with environment. Some of these secondary metabolites have been reported as
antibiotics or volatile compounds. In addition, Streptomyces spp. have been highly expectation for discovering new secondary metabolites. We observed
that mycelia of various fungi were inhibited growth when these fungi were exposed to headspace of Streptomyces spp. Furthermore, germination and
growth of Arabidopsis thaliana Col-2 were inhibited significantly by these headspaces. In these headspaces, three volatile terpenes that geosmin,
caryolan-1-ol and unknown terpene were discovered in common. To confirm the bioactivity, we extracted mixtures from headspace of Streptomyces
griseus S4-7. Mixture included geosmin didn’t inhibit mycelia growth of Botrytis cinera. A mixture included caryolan-1-ol and unknown terpene
inhibited these mycelia. Furthermore, synthetic caryolan-1-ol caused dose-dependent inhibition of these mycelia and Saccharomyces cerevisiae growth. In addition, we found three terpene cyclase gene in S. griseus S4-7 genome. Geosmin and caryolan-1-ol synthases already had been reported but the
other terpene synthase was unknown. Our present results show that caryolan-1-ol was discovered new bioactivity function. S4.58 Characterization and Expression of the Potent Antimicrobial Peptide LsGRP1C Originated from Lilium
C. CHEN (1), C. Lin (1), Y. Pan (2), M. Chang (2), F. Liu (2)
(1) National Taiwan University, Taiwan; (2) National Taiwan University, Taiwan LsGRP1 is a plant defense-related gene increasingly expressed in lily leaves exhibiting salicylic acid-induced systemic resistance against pathogenic
fungus Botrytis elliptica. In vitro antimicrobial assay applied with synthetic peptides revealed that the 38-a.a. cysteine-rich C-terminal portion
(LsGRP1C) of LsGRP1 inhibited kinds of bacterial and fungal species via the mechanisms of alteration of microbial membrane permeability and
induction of fungal programmed cell death (PCD) as investigated by SYTOX Green staining and 4′,6′-diamidino-2-phenylindole staining/terminal
deoxynucleotidyl transferase dUTP nick end labeling assays. Then the expression system for recombinant LsGRP1C production was established using an
optimized Escherichia coli strain and an N-terminal fusion partner of small ubiquitin-like modifier protein (SUMO) Smt3 originated from yeast,
conducting a high yield of SUMO-LsGRP1C fusion protein. According to the half inhibitory concentrations for spore germination and PCD occurrence of
the assayed fungal species, SUMO-LsGRP1C was proven to exhibit higher antifungal activity and identical fungal PCD-inducibility as compared with
synthetic LsGRP1C. Thus, we proposed that LsGRP1C would play a role in antimicrobial function of LsGRP1; moreover, efficient and effective E. coli
expression strategy would enable the convenient production of antimicrobial LsGRP1C for practical use. Study on Colonization of Strain ZY-9-13 labeled with Green Fluorescent Protein(GFP) Gene within Roots of tobacco and its Biocontrol Effect
J. XI (1), J. Song (1), M. Mo (2), C. Xue (1), W. Mou (1), Q. Yin (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China; (2) Yunnan University, China firmus I-1582 are 2 key bacterial strains which are active ingredients in commercially-available biological
products that colonize plant roots promoting plant growth and offering protection against pathogens. This study was carried out to develop a qPCR
protocol to understand the dynamics of root colonization by these strains. Primers and TaqMan probes were designed based on genome comparisons of
the 2 strains with other publicly available bacterial genomes. The specificity of the primers was tested in vitro and in growth chambers focusing on corn
rhizosphere. An optimized qPCR protocol was developed to quantify the number of bacteria in batch cultures and in root samples using standard curves. Corn seeds were treated with 103, 105 and 107 spores of the 2 strains separately and planted in sterile sand. Whole root samples were taken at 2 and 3
weeks after germination and bacterial populations were assessed. QST713 and I-1582 primers did not amplify DNA extracted from untreated corn grown
soil confirming that the primers are specific. The results also show that as low as 3.5 × 103 bacteria cells associated with 1g of corn roots can be detected
using the current qPCR protocol. Furthermore, the number of bacteria cells associated with corn roots was quantified up to 3 weeks after germination. Our results show that the developed qPCR protocol can be used to understant dynamics of root colonization by plant growth promoting bacteria. The effects of seed coating “inert ingredients” in the virulence of Fusarium graminearum in soybean
K. NAVARRO (1)
(1) The Ohio State University, U.S.A. Effects of seed coating “inert ingredients” in the pathogenicity of Fusarium graminearum in soybean
K. Navarro (1)
(1) The Ohio State University U S A Fusarium graminearum, known to infect wheat, barley, corn, and other cereal crops has also been reported to cause seedling rot, root rot and pre- post
emergence, damping off of soybean. Application of fungicides and other bioactive molecules are often combined with an “inert” ingredient such as sugar
polymer dextrans as a seed coat to control seedling pathogens. Our study aims to investigate the effects of maltodextrin seed coating on the virulence of
F. graminearum in soybean. Five soybean cultivars with different levels of resistance were coated with maltodextrin and inoculated with a microconidia
suspension in a roll—towel assay. Our study demonstrates that maltodextrin coated soybean seeds had increase susceptibility to F. graminearum. Treated
seedlings grew less vigorously in soil than non-treated seedlings. To address if fungal growth rates increased in the presence of maltodextrin, water agar
plates amended with maltodextrin were prepared. Fungi grew faster in the presence of maltodextrin and exhibited a change in color as compared to non-
amended water agar plates. Further experiments testing to address whether maltodextrin and other related sugar polymers used in seed coatings can affect
fungal growth and toxin production are underway. Our study provides information about the potential for unintended adverse effects of specific “inert”
ingredient in the formulation of seed coatings. The effects of seed coating “inert ingredients” in the virulence of Fusarium graminearum in soybean
K. NAVARRO (1) d coating “inert ingredients” in the virulence of Fusarium The effects of seed coating “inert ingredients” in the virulence of Fusarium graminearum in soybean
K. NAVARRO (1)
(1) The Ohio State University, U.S.A. S4.59 Fusarium graminearum, known to infect wheat, barley, corn, and other cereal crops has also been reported to cause seedling rot, root rot and pre- post
emergence, damping off of soybean. Application of fungicides and other bioactive molecules are often combined with an “inert” ingredient such as sugar
polymer dextrans as a seed coat to control seedling pathogens. Our study aims to investigate the effects of maltodextrin seed coating on the virulence of
F. graminearum in soybean. Five soybean cultivars with different levels of resistance were coated with maltodextrin and inoculated with a microconidia
suspension in a roll—towel assay. Our study demonstrates that maltodextrin coated soybean seeds had increase susceptibility to F. graminearum. Treated
seedlings grew less vigorously in soil than non-treated seedlings. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. ( )
(1) Center for Regulatory Research, LLC, U.S.A. The mycoparasites, Coniothyrium minitans and Trichoderma viride, of the plant pathogens, Sclerotinia sclerotiorum and Sclerotinia minor, offer a model
system for the development of an approach for predicting their geographic distribution based on the physiological responses to the environmental
variables of temperature and soil moisture. A biome analysis was performed to validate presence-absence data followed by a species response to
environmental parameters using CLIMEX, a climate modeling and mapping software. Biome analysis identified the % of biome types capable of
supporting Coniothyrium minitans (21.4%), Trichoderma viride (14.3%), Sclerotinia minor (28.6%) and Sclerotinia sclerotiorum (21.4%). Geographic
distribution of Sclerotinia species was based on carpogenic germination of sclerotia in response to temperature and soil moisture parameters. Mycoparasite geographic distribution was determined by conidia germination with respect to the parameters. CLIMEX model analysis reports the US
locations that are very favorable for establishment for Sclerotinia sclerotiorum (47%), Sclerotinia minor (27%), Coniothyrium minitans (53%) and
Trichoderma viride (20%). Areas deemed very favorable for establishment of Coniothyrium minitans (53%) were larger than for Trichoderma viride
(20%). Only 3% of the areas were classified as unsuitable for Coniothyrium minitans as compared to 17% for Trichoderma viride. Differential Colonization of Tomato Cultivars by the Biocontrol Agent Beauveria bassiana
S. YERUKALA (1), M. Dee (1), B. Ownley (1)
(1) University of Tennessee, U.S.A. Entomopathogenic Beauveria bassiana (Bb1198) is endophytic in tomato. Biocontrol of disease with Bb1198 is correlated with endophytic colonization. The aim of this study was to determine if colonization by Bb1198 is affected by tomato cultivar. Colonization of ‘Rutgers’ and ‘Mountain Spring’ by
Bb1198 was tested in a gnotobiotic assay. Seed were treated with Bb1198 in 1% methylcellulose at 1.6 × 106 viable CFU/seed. Control seeds received
methylcellulose. Replicated tests were factorials, in a CRD. Seed germination, BB1198 colonization, and plant growth were determined 17-21 days after
treatment. Bb1198 was recovered from sections of root, stem, and leaf plated on semi-selective medium. Data were analyzed with mixed models
ANOVA, and F-LSD (P<0.05). Germination was higher for ‘Mountain Spring’ seed treated with Bb1198 than control seed (94 vs 65%), germination of
‘Rutgers’ treated and control seed did not differ. Bb11-98 was not recovered from plants from control seed. For treated seed, colonization of ‘Rutgers’
was greater than ‘Mountain Spring’ (64 vs 29%). Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. For both cultivars from treated seed, colonization of leaf (50%) and stem sections (67%) was greater
than roots (23%). Leaf number was greatest in ‘Rutgers’ from seed treated with Bb1198, followed by control plants for both cultivars, and least in
‘Mountain Spring’ treated with Bb1198. Understanding factors that affect colonization, i.e., cultivar, could increase consistency of biocontrol by B. bassiana. Effect of seedborne Xanthomonas translucens on wheat seed germination
C. PEREZ (1), E. Juanicotena (2), O. Bentancur (2), C. Palladino (2)
(1) EEMAC, Universidad de la Republica, Uruguay; (2) EEMAC, Universidad de la Repu Effect of seedborne Xanthomonas translucens on wheat seed germination
C. PEREZ (1), E. Juanicotena (2), O. Bentancur (2), C. Palladino (2)
(1) EEMAC, Universidad de la Republica, Uruguay; (2) EEMAC, Universidad de la Republica, Uruguay Bacterial leaf streak (BLS) has become an important disease on wheat production in Uruguay. However, very little is known about the epidemiology of
this diseases. Seedborne pathogens may play an important role as primary source of inoculum but can reduce seed germination as well. The aim of this
study was to investigate the effect of X. translucens on wheat seed germination. Seeds were collected from nine different commercial plots harvested in
2013, including different cultivars. Seeds lots were taken to the laboratory to test four seed treatments: i) check control (without treatment), ii)
disinfectant (didecyldimethyl-ammonium chloride), iii) fungicide (iprodione + TMTD + carbendazim), vi) disinfectant + fungicide. Bacterial density was
estimated by seed washing and dilution plating technique on Wilbrink´s agar. Seed germination was performed on paper towel. Significant differences on
bacterial density were found among seed lots. Seed treatment significantly reduced the number of cfu.g–1 of seed, being disinfectant the most effective
reducing bacterial population. However only the fungicide showed a significant effect on seed germination, indicating that germination was not affected
by the bacterial population present at the seed surface. Based on this preliminary result, seedborne X. translucens might play an important role as source
of inoculum but did not affect germination. Characterization and Application of Oil-In-Water Nanoemulsion for Controlling Citrus Huanglongbing
M. ZHANG (1), C. Yang (2), C. Powell (1), Y. Duan (3), R. Shatters (3)
(1) IRREC-IFAS, University of Florida, U.S.A.; (2) Guangxi University, China; (3) USHRL-USDA-ARS, U.S.A Candidatus Liberibacter asiaticus (Las), which can cause destructive citrus huanglongbing (HLB), resides in citrus phloem. Effects of seed coating “inert ingredients” in the pathogenicity of Fusarium graminearum in soybean
K. Navarro (1)
(1) The Ohio State University U S A To address if fungal growth rates increased in the presence of maltodextrin, water agar
plates amended with maltodextrin were prepared. Fungi grew faster in the presence of maltodextrin and exhibited a change in color as compared to non-
amended water agar plates. Further experiments testing to address whether maltodextrin and other related sugar polymers used in seed coatings can affect
fungal growth and toxin production are underway. Our study provides information about the potential for unintended adverse effects of specific “inert”
ingredient in the formulation of seed coatings. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. This study investigated the effects of Zinkicide™ in vitro on growth and
biofilm formation of Las surrogate Liberibacter crescens and Xac in batch cultures and under flow conditions using microfluidic chambers. Xac was
grown in 96-well plates in Nutrient Broth and treated with serial dilutions of Zinkicide™ to test inhibition of growth and biofilm formation. Xac was also
introduced to microfluidic chambers under constant media flow, and inhibitory action of Zinkicide™ on biofilm formation was recorded using time-lapse
video imaging microscopy. The Zinkicide™ formulation had better antimicrobial properties compared to similar formulations with the same active
ingredients, and the minimum inhibitory concentration of Zinkicide™ for Xac was calculated at 10ppm. Time-lapse video imaging showed that untreated
Xac grown in microfluidic chambers formed biofilm whereas Xac treated with Zinkicide™ did not form any biofilm. In vitro results confirmed that
Zinkicide™ is effective against citrus bacterial pathogens and inhibits bacterial growth and biofilm formation under flow conditions. Progress towards a novel chemical control for common scab disease of potato
R. TEGG (1), H. Thompson (2), C. Wilson (1)
(1) Tasmanian Institute of Agriculture, University of Tasmania, Australia; (2) Department of Agriculture, Australia Common scab is a globally important potato disease caused by pathogenic Streptomyces spp. with no one effective control strategy. Essential for disease
induction is the production by the pathogen of the toxin, thaxtomin A. This study sought to develop disease control options targeting the interaction of
thaxtomin A with the host, using novel chemical applications. Trials identified two compounds, 2,4-dichlorophenoxyacetic acid (2,4-D) and 2,5-
dibromobenzoic acid (2,5-DBB) that when applied to the foliage of newly emerged plants prior to tuber initiation, could significantly reduce common
scab tuber disease incidence and severity by over 85%, compared to the untreated control. Seed tuber treatments with 2,4-D prior to planting were also
effective at reducing disease although the level of control was not as great as from foliar treatments. Disease resistance was correlated with decreased
sensitivity of the tuber material from treated plants to thaxtomin A. High application rates (>200mg/L) of 2,4-D were associated with negative traits
including twisted foliage, tuber deformation and yield loss. Further trials demonstrated that greatly reduced 2,4-D application rates down to 1.7-25mg/L
retained effective disease control but avoided detrimental phytotoxicity effects. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Bacterial populations in petioles and root-rhizospheres initially increased after penicillin injections, possibly
due to release of nutrients from dead bacteria, and then returned to control levels after one week. Penicillin resistance was common in penicillin-injected
and control trees (30 to 94%). A few isolates (0 to 2%) were only resistant to glyphosate, while more isolates (29 to 30%) were only resistant to
penicillin. Most isolates (54 to 71%) were resistant to both glyphosate and penicillin. Considering the widespread penicillin resistance in control soil,
potential side effects of penicillin injection in citrus are small. grapefruit trees in field and greenhouse experiments. Trees were injected with penicillin G, using application rates of 0, 1000, or 6000 µg/ml. Bacteria
were isolated on a low carbon medium from roots plus rhizosphere and surface-sterilized petioles at various times after penicillin injection. Selected
isolates were tested for penicillin resistance (20 µg/ml) and glyphosate resistance (7000 µg/ml), because glyphosate is widely used and cross-resistance
against antibiotics had been documented. Bacterial populations in petioles and root-rhizospheres initially increased after penicillin injections, possibly
due to release of nutrients from dead bacteria, and then returned to control levels after one week. Penicillin resistance was common in penicillin-injected
and control trees (30 to 94%). A few isolates (0 to 2%) were only resistant to glyphosate, while more isolates (29 to 30%) were only resistant to
penicillin. Most isolates (54 to 71%) were resistant to both glyphosate and penicillin. Considering the widespread penicillin resistance in control soil,
potential side effects of penicillin injection in citrus are small. Evaluation of a novel antimicrobial compound to control growth and biofilm formation in vitro of citrus bacterial pathogens
H. MENDIS (1), E. Naranjo (1), S. Santra (2), M. Young (2), E. Johnson (3), P. Rajasekaran (2), L. De La Fuente (1)
(1) Auburn University, Auburn, AL, U.S.A.; (2) University of Central Florida, Orlando, FL, U.S.A.; (3) Citrus Research and Education Center,
University of Florida, Lake Alfred, FL, U.S.A. Zinkicide™ is a novel plant nutrient-based antimicrobial formulation developed for treating citrus bacterial pathogens including ‘Candidatus
Liberibacter asiaticus’ (Las) and Xanthomonas citri subsp. citri (Xac). As per the design, Zinkicide™ is expected to enter phloem tissues of citrus plants
when sprayed onto leaves for control of phloem-limited pathogens such as Las. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Field trials within Australia, China and USA testing foliar and seed
treatments are on-going, with initial results indicating useful field efficacy of these chemical treatments for disease control. Antibacterial potential of Magnesium oxide nanomaterial against Xanthomonas perforans causing bacterial spot of tomato
Y. LIAO (1), A. Strayer (1), . White (2), A. Mukherjee (2), W. Elmer (3), L. Ritchie (4), D. Clark (4), J. Freeman (4), J. Jones (1), M. Paret (4)
(1) Department of Plant Pathology, University of Florida, Gainesville, FL, U.S.A.; (2) Department of Analytical Chemistry, The Connecticut
Agricultural Experiment Station, New Haven, CT, U.S.A.; (3) Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment
Station, New Haven, CT, U.S.A.; (4) North Florida Research and Education Center, University of Florida, Quincy, FL, U.S.A. Bacterial spot caused by Xanthomonas perforans can cause high disease severity on tomatoes in Florida. Due to the presence of copper (Cu)-tolerant X. perforans strains, copper-bactericides are of limited use; thus, there is a critical need for finding effective alternatives. In this study the antibacterial
activity of magnesium oxide (MgO) and other metal oxide nanomaterials were evaluated against Cu-tolerant and sensitive X. perforans strains. In vitro
assays demonstrated that MgO had high antibacterial ability compared to the equivalent concentration of a Cu-based bactericide against both strains. A
greenhouse experiment demonstrated that disease severity was significantly reduced by MgO at 200 ppm compared to copper-mancozeb, the grower
standard and the untreated control (p = 0.05). A field experiment demonstrated that the same treatment significantly reduced disease severity compared
to the untreated control (p = 0.05). There was no significant difference in the yield between the treatments. Inductively Coupled Plasma Mass
Spectrometry analysis of the fruits showed that MgO treatments did not lead to significant accumulation of Mg, Cu, Ca, K, Mn, P and S compared to the
untreated. However, copper-mancozeb treatment led to significant accumulation of Cu and P compared to the untreated control (p = 0.05). This study
shows the antibacterial potential of MgO nanomaterials against X. perforans and its potential use against bacterial spot of tomato. Adepidyn™: A new fungicide active ingredient for control of foliar diseases
K. BUXTON (1), T. Harp (1), A. Tally (1), H. Mclean (1)
(1) Syngenta Crop Protection, U.S.A. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Based on various
physiochemical characteristics of oils, surfactants, and organic solvents, oil-in-water (O/W) nanoemulsion was optimized to prepare the antimicrobial
nano-formulation. The nanoemulsion was produced using a spontaneous emulsification method for the efficient delivery of antimicrobials into citrus
phloem by bark application. The nanoemulsion prepared from cremophor® EL (viscous oil), acetone (water miscibility organic solvent), and Span
80/Tween 80 (surfactant) exhibited a small droplet size (17.33±0.52 nm). It also had an improved absorption rate, including 2-day peak concentration
(tmax), 71.86±35.38 ng/g maximum concentration (Cmax), and 267.25%±44.1% relative bioavailability (RBA) of ampicillin in HLB-affected citrus
compared to the Amp solution alone (tmax = 6 days, Cmax = 56.44±32.59 ng/g and RBA = 100%). The same nanoemulsion was used to deliver five
antimicrobials to control citrus HLB by bark application. We found that droplet size of antimicrobial formulation prepared in nanoemulsion was
significantly reduced. And the nanoemulsion also enhanced the efficacy against Las of validoxylamien A, combination of actidone and validoxylamine
A, and sulfadimoethoxine sodium against Las. Therefore, this study provides an efficient self-nanoemulsifying delivery system for controlling citrus
HLB. Effects of Penicillin Injection for Citrus HLB Control on Culturable Bacteria in Petioles and Rhizosphere, and Penicillin Resistance
K. SHIN (1), M. Ascunce (1), H. Narouei-Khandan (1), X. Sun (2), D. Jones (2), E. Goss (1), A. van Bruggen (1)
(1) University of Florida, U.S.A.; (2) Division of Plant Industry, U.S.A. Trunk injection with penicillin has been tested to control citrus huanglongbing (HLB), but environmental safety must be assured before approval of
penicillin injection in groves. We investigated potential effects of penicillin injection on rhizospheric and endophytic bacterial populations using Trunk injection with penicillin has been tested to control citrus huanglongbing (HLB), but environmental safety must be assured before approval of
penicillin injection in groves. We investigated potential effects of penicillin injection on rhizospheric and endophytic bacterial populations using S4.60 grapefruit trees in field and greenhouse experiments. Trees were injected with penicillin G, using application rates of 0, 1000, or 6000 µg/ml. Bacteria
were isolated on a low carbon medium from roots plus rhizosphere and surface-sterilized petioles at various times after penicillin injection. Selected
isolates were tested for penicillin resistance (20 µg/ml) and glyphosate resistance (7000 µg/ml), because glyphosate is widely used and cross-resistance
against antibiotics had been documented. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Adepidyn™ fungicide is a new active ingredient in the carboxamide chemical class (FRAC group 7) from Syngenta that provides excellent, long lasting
control of powdery mildews, leaf spots, and other fungal pathogens on vegetables as well as row crops. The first wave crops to be registered include
fruiting and leafy vegetables, cereals, peanut, grapes, potatoes, soybeans, and corn. Some of the key strengths of ADEPIDYN™ include early and late
leaf spot on peanut, Alternaria spp., and powdery mildews. Field trials have shown the unparalleled residual control of ADEPIDYN™ fungicide, at low
rates in comparison to commercial standards, providing more than three to four weeks control of A. solani on potato, Cercospora spp. on peanut, and
powdery mildew on cucurbits. The high intrinsic activity and long-lasting duration of control of ADEPIDYN™ fungicide on these diseases, in rotation
and in mixtures with other fungicides, will provide growers another tool for effectively managing leaf spot and powdery mildew diseases. Adepidyn™: A new fungicide active ingredient for control of Fusarium head blight on wheat
T. HARP (1), K. Anaka (2), A. Tally (1)
(1) Syngenta Crop Protection, U.S.A.; (2) Syngenta Crop Protection, Canada Adepidyn™ Fungicide is a new active ingredient in the carboxamide chemical class (Frac group 7) from Syngenta that provides broad spectrum disease
control across many crops, including cereals. In addition to strong performance on various cereal leaf spots and powdery mildew, Adepidyn™ has also
demonstrated efficacy on Fusarium head blight (FHB), a disease that is difficult to control and with limited management solutions. Adepidyn™
represents the only carboxamide that demonstrates good activity for control of FHB, offering growers a new tool for Fusarium control as well as
providing an expanded window for application. In field trials, Adepidyn™ applied solo between BBCH 55 and BBCH 65 (Feekes 10.3 -10.52) at rates
between 150 and 200 gai/ha, or at 125 to 150 gai/ha in mixture with propiconazole, provided superior efficacy to the current triazole solutions. Adepidyn™ provides excellent control of FHB and is a new mode of action for effective management for FHB in cereals. S4.61 Quantification of the mortality of conidia of Botrytis cinerea and Penicillium digitatum in peracetic acid
J. Smilanick (1), L. Grant (2) Quantification of the mortality of conidia of Botrytis cinerea and Penicillium digitatum in peracetic acid
J. Smilanick (1), L. Grant (2)
(1) consultant, U.S.A.; (2) Jet Harvest Solutions, U.S.A. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. In both years, isolate populations collected from fungicide-treated fruit and from untreated control fruit
were not statistically different in haploid gene diversity (p > 0.45 for 2013), (p > 0.46 for 2014), allele number (p = 0.88 for 2013), (p = 0.41 for 2014),
and effective allele number (p > 0.88 for 2013), (p > 0.81 for 2014). Isolates from blossoms and corresponding cankers of fungicide treatments had no
changes in simple sequence repeat size or evidence for induced transposon translocation. No emergence of reduced sensitivity to azoxystrobin,
propiconazole, iprodione, and cyprodinil that would indirectly indicate increased genetic diversity was detected. Our results indicate that fungicide-
induced, genetic changes may not occur as readily in field populations as they do in populations exposed continuously to sublethal doses in vitro. Citrus Canker as a bioassay for systemic bactericidal activity of Zinc nanoparticles
S. COMMERFORD (1), K. Gerberich (1), P. Rajasekaran (2), M. Young (3), S. Das (3), J. Graham (4), S. Santra (3), E. Johnson (1)
(1) Citrus Research Education Center, University of Florida, Lake Alfred, FL, U.S.A.; (2) University of Central Florida, Orlando, FL, U.S.A.; (3)
University of Central Florida, U.S.A.; (4) Citrus Research Education Center, University of Florida, U.S.A. Huanglongbing (HLB) is caused by the phloem-limited bacterium, Candidatus Liberibacter asiaticus (Las), transmitted by the Asian citrus psyllid. Since
August 2005, when HLB was first discovered in South Florida, citrus production has declined by more than 60%. HLB symptoms include vein
yellowing, blotchy mottle, zinc deficiency, tree decline and fruit drop. Like most systemic diseases, HLB is difficult to control because foliar applied
materials cannot enter the vascular tissue due to the leaf cuticle and selective permeability of cell membranes. Zinkicide™ is a plant nutrient-based
nanoparticle with bactericidal activity that is designed to be translocated systemically. Prior to HLB, citrus canker was the most serious disease threat to
Florida citrus. The causal agent, Xanthomonas citri subsp. citri (Xcc), incites leaf and fruit lesions within 2-3 weeks after infection. The goal was to
investigate systemic movement of Zinkicide™ via soil drench using canker as a model for bactericidal activity because of the short evaluation time
compared to HLB. In replicate greenhouse trials, soil drench and spray applications of Zinkicide™ were applied prior to leaf infiltration with 104 cfu ml–1
of Xcc. Two weeks post inoculation lesions per leaf were counted. Zinkicide™ spray and drench applications significantly reduced lesion number. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Peracetic acid (PAA) is common sanitizer, but information about its fungal toxicity is sparse. PAA toxicity was assessed to conidia of Botrytis cinerea
and Penicillium digitatum, causes of gray mold and citrus green mold, respectively. They were immersed in PAA, entrapped on a glass fiber filter, rinsed
with dH2O, and placed on PDA to observe germination, then the time (LT95) or concentration (LD95) when 95% mortality occurred were estimated by
probit analysis. Two 100 mg/l (= ppm) solutions were used, one from 4.9% PAA + 26.5% H2O2 and the other from 15.0% PAA + 22.0% H2O2. Mortality
was similar in both therefore due to PAA with little or no H2O2 contribution. ET95 of B. cinerea and P. digitatum conidia in 100 mg/l PAA was 5.4 and
2.4 minutes, respectively. ET95 of B. cinerea and P. digitatum conidia in 500 mg/l PAA was 17.2 and 9.8 seconds, respectively. LD95 of B. cinerea and P. digitatum conidia during a 24-hour PAA exposure was 24.7 and 3.3 mg/l, respectively. LD95 of P. digitatum conidia during 10 or 30-minute PAA
exposure was 50 and 41 mg/l, respectively. Although PAA resistance was markedly higher in B. cinerea than P. digitatum, label rates of PAA are
adequate to control conidia of both pathogens. PAA can be mixed with fungicides, label rates are relatively high (650 mg/l preharvest and 85-100 mg/l
postharvest), is USDA Organic Program organic rules, and its disinfection by-products are of minimal concern. Effect of fungicide applications on Monilinia fructicola population diversity and transposon movement Effect of fungicide applications on Monilinia fructicola population diversity and transposon movement
M. DOWLING (1), H. Boatwright (1), G. Schnabel (1), P. Bryson (1), J. Wilson (1), Z. Fan (1), S. Everhart (3), P. Brannen (4)
(1) Clemson University, U.S.A.; (2) Clemson University, Clemson, SC, U.S.A.; (3) University of Nebraska, Lincoln, U.S.A.; (4) University of Georgia,
U.S.A. In this study we investigated whether previously reported, fungicide-induced mutagenesis observed in vitro in M. fructicola can also accelerate genetic
changes in field populations. Azoxystrobin and propiconazole were applied at half label rate to nectarine trees for two consecutive years in weekly
intervals for three months between bloom and harvest. Single spore isolates were obtained from blighted blossoms, corresponding cankers, and from fruit
to investigate phenotypic and genotypic changes. Evaluation of conventional and biological pesticides for managing tomato bacterial spot during transplant production
P. ABRAHAMIAN (1), J. Jones (2), G. Vallad (1)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Predicting the geographic establishment of introduced mycoparasites
S. COHEN (1)
(1) Center for Regulatory Research, LLC, U.S.A. Reduction of lesions by the drench treatment indicates that systemic activity of Zinkicide™ will be useful for further evaluation against HLB. Evaluation of the Spatiotemporal Dynamics of Oxytetracycline and Its Control Effect against Citrus Huanglongbing via Trunk Injection
J. HU (1), J. Hu (2)
(1) University of Florida/IFAS-CREC, U.S.A.; (2) University of Florida, U.S.A. Evaluation of the Spatiotemporal Dynamics of Oxytetracycline and Its Control Effect against Citrus Huanglongbing via Trunk Injection
J. HU (1), J. Hu (2)
(1) University of Florida/IFAS-CREC, U.S.A.; (2) University of Florida, U.S.A. Citrus Huanglongbing (HLB) or greening is a devastating bacterial disease that has destroyed millions of trees and is associated with phloem-residing
‘Candidatus Liberibacter asiaticus’ (Las) in Florida. In this study, we evaluated the spatiotemporal dynamics of oxytetracycline in planta and its control
effect against HLB via trunk injection. Las-infected ‘Hamlin’ sweet orange trees on ‘Swingle’ citrumelo rootstock at the early stage of decline were
treated with oxytetracycline hydrochloride (OTC) using trunk injection with varying number of injection ports. Spatiotemporal distribution of OTC and
dynamics of Las populations were monitored by HPLC method and qPCR assay, respectively. Uniform distribution of OTC throughout tree canopies and
root systems was achieved 2 days post injection. High levels of OTC (>850 µg/kg) were maintained in leaf and root for at least 1 month and moderate
OTC (>500 µg/kg) persisted for more than 9 months. Reduction of Las populations in root systems and leaves of OTC-treated trees were over 95% and
99% (i.e. 1.76 and 2.19 log reduction) between 2 and 28 DPI. Conditions of trees receiving OTC treatment were improved, fruit yield was increased, and
juice acidity was lowered than water-injected control even though their differences were not statistically significant during the test period. Our study
demonstrated that trunk injection of OTC could be used as an effective measure for integrated management of citrus HLB. Managing QoI-resistant Cercospora sojina in Mississippi soybean and assessing the physiological impacts of foliar fungicide phytotoxicity
J. MANSOUR (1), M. Tomaso-Peterson (2), A. Henn (2), J. Bond (1), T. Irby (2)
(1) Mississippi State University, U.S.A.; (2) Mississippi State University, U.S.A. Following the widespread detection of quinone outside inhibitor (QoI) resistant frogeye leaf spot (FLS) (Cercospora sojina Hara) in Mississippi during
2013 and 2014, effective management of FLS in susceptible cultivars requires the use of fungicide products that contain alternative, non-QoI, modes of
action (MOA). One drawback to applying alternative MOAs, such as demethylation inhibitors (DMI), can be phytotoxicity on treated soybean leaves. Field trials were conducted in 2015 to assess fungicide efficacy on QoI-resistant FLS severity and the resulting phytotoxicity on several soybean
cultivars with differing FLS reactions. The fungicides chosen have previously been observed to produce moderate to severe phytotoxicity. Six different
fungicide products, comprised of single or multiple MOAs, were applied at R2, R3, and R4 along with a non-treated. FLS and phytotoxicity were
visually assessed pre- and several times post-application. Plant height, number of pods and nodes were recorded to determine physiological impacts. Analyzed data revealed that certain MOAs significantly reduced FLS severity compared to the non-treated. In addition, prothioconazole resulted in
significantly greater phytotoxicity than the non-treated, a difference of 29.4%. However, yield was not significantly reduced as a result of fungicide
phytotoxicity. In addition, plant heights and number of nodes per plant were not significantly different between fungicide treatments and the non-treated. Management of Fusarium Head Blight and DON in Alabama
K. BOWEN (1), N. Sharma (1), N. McMaster (2), J. Jones (3), M. Pegues (3)
(1) Auburn University, U.S.A.; (2) Virginia Tech, U.S.A.; (3) Alabama Agricultural Experiment Station, U.S.A. Management of Fusarium Head Blight and DON in Alabama
K. BOWEN (1), N. Sharma (1), N. McMaster (2), J. Jones (3), M. Pegues (3)
(1) Auburn University, U.S.A.; (2) Virginia Tech, U.S.A.; (3) Alabama Agricu Fusarium head blight of wheat (FHB), caused by Fusarium graminearum, was severe on winter wheat in southern Alabama in the spring of 2015. A
fungicide trial with four replications, planted to ‘AGS 2060’, allowed evaluations of demethylation inhibitor (DMI) and DMI plus quinone outside
inhibitor (QoI) fungicides for managing FHB and the mycotoxin, deoxynivalenol (DON). Fungicides were applied at Feekes stage 10.5 (inflorescence
complete). FHB intensity across plots was rated on a scale of 0 to 9 on 27 Apr, where 0=no disease and 9=severe disease. Plots were machine-harvested
5 Jun and kernel samples assayed for DON content. Kasugamycin mixtures with copper, mancozeb, or a thiadiazole improve bactericidal inhibition and efficacy of treatments against walnut blight
K. NGUYEN (1), H. Forster (1), L. Wade (2), J. Adaskaveg (3) Programs that included Actigard + Tanos + Agriphage and Tanos + K-Phite + Cueva also significantly reduced disease compared to
the control. The antibiotics, oxytetracycline and streptomycin, and Agriphage were ineffective at reducing disease severity under high disease pressure. Severe phytotoxicity was associated with Quintec at rates greater than 1 fl. oz. The copper formulation in Cueva performed better than the copper
hydroxide standard. Overall, Actigard provided significant disease reduction as a stand-alone or in a program with other compounds. Nanoparticle encapsulation of seed treatment active ingredients for protection of maize seeds against Fusarium graminearum
L. WASHINGTON (1), A. Mullis (2), D. Mayfield (3), B. Narasimhan (2), G. Munkvold (3)
(1) Department of Plant Pathology Iowa State University, Ames, IA, U.S.A.; (2) Department of Chemical and Biological Engineering Iowa State
University, U.S.A.; (3) Department of Plant Pathology Iowa State University, U.S.A. Fungicide seed treatments have long been a viable and effective strategy for protecting against seedborne and soilborne pathogens. However, losses to
seeding diseases are still an important issue and there is a need for improved seed treatment efficacy. Amphiphilic polyanhydride nanoparticles have
been used to enhance efficacy for several active ingredients in animal systems and have potential for agricultural use. Nanoparticle encapsulation has the
potential to reduce active ingredient dosage and to provide sustained release. In order to assess these potential benefits, we developed a method to load
polyanhydride nanoparticles with fungicide active ingredients to protect maize seeds against seedling blight caused by Fusarium graminearum. The
objectives of this study were to determine the efficacy of a reduced rate of nanoparticle-encapsulated thiabendazole for suppression of seedling blight on
hybrid maize seeds. Loaded nanoformulations were applied at varying rates with a planting polymer. These nanoparticle treatments were compared to a
non-encapsulated thiabendazole treatment and a control. Seeds were treated and placed in a rolled towel assay for one week, to evaluate the effects on
root length, shoot length, plant weight, and disease severity. Preliminary results indicate that the nanoformulated thiabendazole had significantly higher
plant weight (p<0.0001) and root length (p<0.0001) than traditional thiabendazole seed treatments and inoculated controls. Evaluation of host resistance and chemical control to manage white mold of soybean in Ohio
J. HUZAR NOVAKOWISKI (1), J. Huzar Novakowiski (1), J. Winger (1), P. Paul (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. White mold of soybean is caused by the fungus Sclerotinia sclerotiorum. Kasugamycin mixtures with copper, mancozeb, or a thiadiazole improve bactericidal inhibition and efficacy of treatments against walnut blight
K. NGUYEN (1), H. Forster (1), L. Wade (2), J. Adaskaveg (3) Kasugamycin mixtures with copper, mancozeb, or a thiadiazole improve bactericidal inhibition and efficacy of treatments against walnut blight
K. NGUYEN (1), H. Forster (1), L. Wade (2), J. Adaskaveg (3)
(1) University of California Riverside, U.S.A.; (2) Arysta LifeScience, U.S.A.; (3) University of California Riverside, U.S.A. Resistance to copper is common in Xanthomonas arboricola pv. juglandis (Xaj) populations in California walnut orchards making disease management
difficult when applying copper alone. The use of mancozeb in mixtures with copper led to improved disease control. The risk of resistance development
to both compounds, however, is high because this has occurred with other Xanthomonas spp. This stresses the need for new bactericides. Kasugamycin is
an effective antibiotic against several bacterial pathogens (e.g., Erwinia and Pseudomonas spp.) but strains of Xaj often exhibit higher minimal inhibitory
concentrations (MICs) than those of other species. Our goal was to improve the activity of kasugamycin by mixing with copper, mancozeb, or a
thiadiazole. In in vitro spiral gradient endpoint and dilution plate testing with copper-resistant strains of Xaj, the average MIC for kasugamycin was 27.5
mg/L. When kasugamycin was mixed with copper, mancozeb, or a thiadiazole, average MIC values were reduced to 11.2, 6.1, or 12.8 mg/L,
respectively. In field trials, treatments of kasugamycin mixed with either copper, mancozeb, or a thiadiazole reduced natural disease incidence by 84.2,
81.7, or 87.8%, respectively, whereas kasugamycin alone lowered blight by 50.3%, indicating the importance of using this antibiotic exclusively in
mixed treatments for increased performance. Kasugamycin is currently under federal and California regulatory review for full registration on walnut. S4.62 Bacterial spot caused by Xanthomonas perforans, is a ubiquitous disease of tomato in both field and transplant operations in Florida. The high prevalence
of copper-tolerant bacterial strains has compromised the efficacy of traditional copper compounds. Fifteen treatments consisting of various chemical and
biological pesticides alone or in programs, including a non-treated control and a copper hydroxide standard, were evaluated for their ability to control
bacterial spot on tomato seedlings. Treatments were foliar applied to tomato seedlings grown in 141 cell Speedling trays maintained under conditions
similar to a commercial transplant operation. Each treatment was tested at least twice in four, 3-week experiments. Disease severity was evaluated on the
third week. Stand-alone applications of Actigard, Cueva, Quintec, Innovotech A, and Innovotech B significantly reduced disease compared to the
inoculated controls. Kasugamycin mixtures with copper, mancozeb, or a thiadiazole improve bactericidal inhibition and efficacy of treatments against walnut blight
K. NGUYEN (1), H. Forster (1), L. Wade (2), J. Adaskaveg (3) In Ohio, localized outbreaks of the disease have occurred in each of the past
seven years. Chemical control has had inconsistent results for disease management, especially when applied to cultivars with moderate levels of
resistance. Therefore, in order to improve disease management recommendations, the objective of this study was to evaluate the efficacy of chemical
control on soybean cultivars with different levels of resistance. The experiment was carried out in two fields in 2014 and five fields in 2015, all with a
long history of the disease. Ten chemical treatments (untreated check, four fungicides applied at R1 or R1+R2 growth stages and one herbicide applied at
R1), and two to four soybean cultivars were arranged in a split strip randomized block design with eight replications. Two fields had white mold in the
untreated plots. There was significant interaction between chemical treatments and cultivars (P<0.05). Disease severity index (DSI) in the trials ranged
from 2 to 41 in 2014 and from 14 to 44 in 2015. Applications of Endura fungicide and Phoenix herbicide significantly reduced DSI compared to the
untreated control in both years. The cultivars with the highest disease resistance ratings had the lowest DSI and the highest yields. Thus, based on our
results, growers should focus on soybean cultivars with the highest resistance ratings to manage white mold of soybean. Managing QoI-resistant Cercospora sojina in Mississippi soybean and assessing the physiological impacts of foliar fungicide phytotoxicity
J. MANSOUR (1), M. Tomaso-Peterson (2), A. Henn (2), J. Bond (1), T. Irby (2)
(1) Mississippi State University, U.S.A.; (2) Mississippi State University, U.S.A. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. Ascospores are the primary inoculum source of Erysiphe necator in most regions that grapevine is grown and overwinter within cleistothecia that are
formed prior to leaf drop. Preventative fungicides are concluded at véraison (BBCH 83), and E. necator has ample time to colonize large portions of the
leaf tissue, mate, and produce cleistothecia. Interruption of E. necator sexual reproduction post-véraison using a fungicidal oil may reduce overwintering
inoculum. Chardonnay vines were sprayed once with 1% Organic JMS Stylet Oil (Vero Beach, FL) in 2014 and 2015. Fungicide application treatments
were made when cleistothecia primordia were observed on leaves (BBCH 89), then 7, 14 and 21 days after primordia were observed. Cleistothecia
development was monitored by weekly sampling of 10 leaves, approximately 1.4 m from the ground, per plot beginning at harvest (BBCH 89). Cleistothecia were enumerated along a transect on the leaf, and treatments were assessed using pairwise comparisons. Stylet oil applications significantly
reduced cleistothecia in both years (P < 0.05) with no effect of application timing in either year (P > 0.4). Despite a reduction in the number of
cleistothecia produced, cleistothecia were present in all plots prior to leaf drop, indicating that there may be limited utility of a late season curative
fungicide application for disease management. Etiology and management of sour rot in grapes
M. HALL (1), M. Hall (1), G. Loeb (1), W. Wilcox (1)
(1) Cornell University, U.S.A. Sour rot is a major challenge for affected grape growers and winemakers worldwide, yet basic disease etiology and management techniques are not well
understood. Symptoms are characterized by fruit rot accompanied by the smell of acetic acid and presence of Drosophila (fruit fly) species. We’ve
successfully reproduced these visual and olfactory disease symptoms and the accompanying characteristic production of ethanol and its conversion to
acetic acid within affected berries, in the lab. Healthy fruit were wounded, inoculated with Saccharomyces cerevisiae and Acetobacter aceti, and exposed
to D. melanogaster adults. Inoculation without exposure to flies significantly promoted ethanol production but not acetic acid generation, whereas
concomitant exposure to flies resulted in both. In field trials conducted on cv. ‘Vignoles’ in 2013-15, both insecticide and antimicrobial treatments
significantly reduced sour rot development. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. In 2015, untreated vines averaged 20.5% sour rot severity, and this was reduced by 73-81% on vines treated
prophylactically post-veraison with weekly sprays containing a combination of the insecticide zeta-cypermethrin plus the antimicrobial potassium
metabisulfite or hydrogen dioxide; severity was reduced by 49% on vines receiving only insecticide sprays. These trials further support the hypothesis
that sour rot results from a complex of yeast, bacteria, and Drosophila, and that targeting these organisms can provide significant levels of control. Characterization of Diaporthe spp. Cadophora malorum and Neofusicoccum parvum causing cordon dieback in kiwi plant and their chemical
control in Chile
G. DIAZ (1), M. Lolas (1), B. Latorre (2), E. Ferrada (2), J. Zoffoli (2) porthe spp. Cadophora malorum and Neofusicoccum parvum causing cordon dieback in kiwi plant and their chemical Characterization of Diaporthe spp. Cadophora malorum and Neofusicoccum parvum causing cordon dieback in kiwi plant and their chemical
control in Chile
G. DIAZ (1), M. Lolas (1), B. Latorre (2), E. Ferrada (2), J. Zoffoli (2)
(1) Universidad de Talca, Chile; (2) Pontificia Universidad Catolica de Chile, Chile Characterization of Diaporthe spp. Cadophora malorum and Neofusicoccum parvum causing cordon dieback in kiwi plant and their chemical
control in Chile
G. DIAZ (1), M. Lolas (1), B. Latorre (2), E. Ferrada (2), J. Zoffoli (2)
(1) Universidad de Talca, Chile; (2) Pontificia Universidad Catolica de Chile, Chile racterization of Diaporthe spp. Cadophora malorum and Neofusicoccum parvum causing cordon dieback in kiwi plant
rol in Chile Kiwifruits is the third largest exporter of fresh kiwifruit (Actinidia deliciosa) worldwide, with over 10,000 ha cultivated. Cordon dieback in kiwi plant
has increased during the last decade in Chile. Recently, we have identified several species obtained from cordon dieback in kiwi plants. Therefore, the
objectives of this work were i) to characterize by means of molecular and pathogenicity studies and ii) chemical control of Diaporthe ambigua,
Diaporthe australafricana, Cadophora malorum and Neofusicoccum parvum. Pure cultures were characterized by phylogenetic analyses using three loci
(ITS, β-tubulin and EF1-α). Pathogenicity test were conducted on kiwifruit canes and trunks. In vitro sensitivity and protection of pruning wounds with
benomyl, pyraclostrobin and tebuconazole was evaluated. Managing QoI-resistant Cercospora sojina in Mississippi soybean and assessing the physiological impacts of foliar fungicide phytotoxicity
J. MANSOUR (1), M. Tomaso-Peterson (2), A. Henn (2), J. Bond (1), T. Irby (2)
(1) Mississippi State University, U.S.A.; (2) Mississippi State University, U.S.A. FHB in non-treated plots was rated at 7.2, which was significantly greater than FHB intensity in
plots treated with propiconazole (Prop), tebuconazole (Tebu) plus trifloxystrobin (Trif), or Tebu plus prothioconazole (Proth), while Trif+Proth and
metaconazole (Metc) plus pyraclostrobin (Pyra) had intermediate FHB levels. DON concentration, however, was > 5 ppm in grain samples from
Trif+Proth- and Metc+Pyra-treated plots; only grain from Tebu+Proth-treated plots had lower DON concentrations, at 3.1 ppm, than from non-treated
plots (4.6 ppm). Yield and test weight were low due to heavy disease pressure and lodging, and did not differ due to fungicide. These results confirm that
a QoI fungicide, even when applied in combination with a DMI, can increase DON concentration under severe FHB pressure in wheat. Effect of leaf spot pathogens and fungicide application on Bacterial leaf streak development in wheat under field conditions in South Dakota
S. ALI (1), S. Sehgal (1), K. Glover (1), N. Kaur (1)
(1) South Dakota State University, Brookings, SD, U.S.A. Bacterial leaf streak (BLS), caused by Xanthomonas compastris (Xc) pv. Undulosa, is an important disease of wheat in South Dakota. The objective of
this study was to see the effect of fungal leaf spot pathogen “Pyrenophora tritici-repentis (Ptr)” (tan spot) and fungicide application on BLS
development. To obtain our objectives, two wheat cultivars Briggs (BLS susceptible) and Select (moderately resistant) were planted in a randomized
complete block design with three replications at SDSU Volga Agricultural Experimental Station, Volga, SD in 2014. Three plots of each cultivar was S4.63 inoculated with; Xc cell suspension alone (T1), Ptr spores suspension and then with Xc (T2), Ptr, Xc and then applied fungicide “Prosaro” (T3) and Ptr
alone (T4), and non-inoculated and untreated (T5). BLS disease data was recorded 12 days post-treatments. BLS disease severity was observed higher in
T2 (50.5%) as compared to T1 (Briggs =23.33%) and T3 (41.83%) in both cultivars though the severity level was higher in Briggs as compared to Select. Our results indicate that Ptr infection may help in enhancing bacterial penetration. Also, fungicide application stops tan spot development and that may
helps in increasing BLS development. inoculated with; Xc cell suspension alone (T1), Ptr spores suspension and then with Xc (T2), Ptr, Xc and then applied fungicide “Prosaro” (T3) and Ptr
alone (T4), and non-inoculated and untreated (T5). BLS disease data was recorded 12 days post-treatments. Managing QoI-resistant Cercospora sojina in Mississippi soybean and assessing the physiological impacts of foliar fungicide phytotoxicity
J. MANSOUR (1), M. Tomaso-Peterson (2), A. Henn (2), J. Bond (1), T. Irby (2)
(1) Mississippi State University, U.S.A.; (2) Mississippi State University, U.S.A. BLS disease severity was observed higher in
T2 (50.5%) as compared to T1 (Briggs =23.33%) and T3 (41.83%) in both cultivars though the severity level was higher in Briggs as compared to Select. Our results indicate that Ptr infection may help in enhancing bacterial penetration. Also, fungicide application stops tan spot development and that may
helps in increasing BLS development. Control of apple rots caused by Phacidiopycnis washingtonensis, Phacidium lacerum y Diplodia seriata in postharvest in Chile
G. A (1), M. Caceres (1), M. Lolas (1), C. Pacheco (1), T. Daza (1)
(1) Universidad de Talca, Chile The apple rots caused by fungal species in pre-harvest and postharvest are an important problem for Chilean apple industry. Recently, we detected to
Phacidiopycnis (Pha.) washingtonensis, Phacidium (P.) lacerum and Diplodia (D.) seriata associated with apple rot in pre-harvest and postharvest in
Maule Region, Chile. The objective this study were determine i) to sensitivity in vitro to fludioxonil (phenyl pyrrole), pyrimethanil (aniline-pyrimidine)
tebuconazole (DMI) and thiabendazole (benzimidazole), and ii) to reduce infection with fungicide applied prior to storage on apple cv. Cripps Pink. Apple fruits were protected with different fungicides and methods (fogging and drench), and after 24 h inoculated with each pathogen. All fruit were
stored at 0°C for 60 d. The results indicate that the isolates of Pha. washingtonensis, P. lacerum and D. seriata were sensitive to all fungicides, obtaining
differents EC50 values. Fludioxonil, pyrimethanil, and thiabendazole by thermo-fogging reduced significantly to infection during cold storage obtaining
an efficacy of 75% to 96%. Fludioxonil and thiabendazole applied by drench reached between 84% and 100% of effectivity. Finally, fungicide applied
prior to storage by fogging or drench can be an effective control of apple rots during cold storage in Chile. Reducing initial infections of apple scab and black rot with salicylic acid and Actigard applied as trunk injections or sprays
P. ABBASI (1), G. Braun (2), E. Bevis (2), S. Fillmore (2)
(1) Agriculture and Agri-Food Canada, Canada; (2) Agriculture and agri-Food Canada, Canada Reducing initial infections of apple scab and black rot with salicylic acid and Actigard applied as trunk injections or sprays
P. ABBASI (1), G. Braun (2), E. Bevis (2), S. Fillmore (2)
(1) Agriculture and Agri-Food Canada, Canada; (2) Agriculture and agri-Food Canada, Canada Apple scab [Venturia inaequalis] and black rot [Botryosphaeria obtusa] are two fungal diseases that affect apple leaves early in the growing season and
also make fruit unmarketable at harvest. Salicylic acid has been found to induce plant defense mechanisms to reduce initial disease infections. In this
study, salicylic acid and Actigard were applied as trunk injections and spray treatments to measure their effects on the development of apple scab and
black rot on established apple trees (‘Honeycrisp’ and ‘Cortland’) in the field during 2014 and 2015. Treatments were applied at the tight cluster stage of
bud development and again near bloom. Incidence of leaf infections was assessed in planta 7, 14, and 21 days after the second treatment and disease
incidence on fruit was assessed at harvest. For injection treatments, the branch directly above the injection site was assessed. In 2014, salicylic acid and
Actigard applied as trunk injection or spray treatments resulted in lowest black rot and apple scab incidences on leaves and fruit compared to the control
treatment. In 2015, salicyclic acid and Actigard again showed a lower incidence of apple scab in the early stages of leaf infections only. No reduction in
fruit infection was observed in 2015. Although salicylic acid and Actigard treatments showed a reduction in early leaf infections, apple trees must also be
protected from secondary infections. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. However, the choice of the fungicide when weather conditions are highly favorable for disease development is the key for effective
control. Interaction among leaf area index, spray volumes and fungicide doses in Asian soybean rust control
A. CHECHI (1), W. Boller (1), C. Forcelini (1), R. Roehrig (1), E. Zuchelli (1)
(1) UPF, Brazil Soybean cultivars vary in their leaf area index (LAI), which influences the distribution of the drops generated by the spray fungicides in plant canopy. The objective of this study was to investigate the interaction among the LAI, spray volumes and fungicide doses in controlling Asian soybean rust. The
tests were conducted at UPF experimental field, greenhouse and growth chamber during 2014 to 2016. The dose was varied (75%,100% and 125% of the
commercial dose) and the spray volume (100,150 and 200 L/ha) at application of fungicides on soybean plants with different LAIs. An assay was also
conducted with the use of simulated rainfall at different times after the fungicide application. There were three cultivars in the experimental field: BMX
Ponta (high LAI); BMX Vanguarda (medium), NS 5445 (low), and only the last one in the other trial. The applications were in V7 stages
(trifloxystrobin+prothioconazole), R1 and R1+20 days (azoxystrobin+benzovindiflupir) for field trials and only in V8 stage for testing in the greenhouse. The severity of the rust, the number of spores/cm2, the LAI and the grain yield were quantified and analyzed by Anova and Skott-Knott test (0.05). The
results showed that the spray volume and the fungicide dose should be appropriate according to the cultivar LAI. The closer the application when rain
occurs, lower the control achieved by applying the fungicide. The cultivar LAI, spray volume and the fungicide dose influenced the disease control. Relationship between fungicide dose and Asian soybean rust control
A. CHECHI (1), C. Forcelini (2), W. Boller (2), R. Roehrig (2), E. Zuchelli (2)
(1) UPF, Brazil; (2) UPF, Brazil The diseases affect the soybean crop yield, and the main one is the Asian soybean rust (ASR) and the control of the disease is mainly based on
fungicides. The objective of this study was to verify if the use of 0 to 100% of the commercial dose of fungicide affects the control of the disease. The
experiment was conducted in a growth chamber at UPF, in a completely randomized design with six replications. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. Field trials conducted at two different locations in Central Florida evaluated Cabrio, Switch, Scala, Penncozeb, and Luna Experience for
disease control on pomegranate. Fungicides were applied beginning in Early-March when > 5% flower buds were visible and reapplied every two weeks
until the end of growing season in August. Disease severity was rated based on the Horsfall-Barratt scale, and values were used to calculate area under
disease progress curves. Significant differences were observed between the treatments at both locations (P < 0.001). Cabrio, Luna Experience, and
Penncozeb reduced the disease severity by 87, 84, and 67% respectively; while Switch and Scala reduced by 53 and 39% respectively compared to
untreated control. Follow-up field studies are planned for 2016 to establish effective usage patterns. Effectiveness of fungicide treatments following the Strawberry Advisory System for control of Botrytis fruit rots in F
L. CORDOVA (1), A. Amiri (2), N. Peres (3)
(1) University of Florida, U.S.A.; (2) Washington State University, U.S.A.; (3) University of Florida, U.S.A. Effectiveness of fungicide treatments following the Strawberry Advisory System for control of Botrytis fruit rots in Florida
L. CORDOVA (1), A. Amiri (2), N. Peres (3)
(1) University of Florida, U.S.A.; (2) Washington State University, U.S.A.; (3) University of Florida, U.S.A. Botrytis fruit rot (BFR) of strawberry is caused by Botrytis cinerea. Its management was traditionally carried out by weekly fungicide applications using
multi-site fungicides in early season and single-site fungicides during bloom when the environment is conducive for disease development. Recently,
many Florida growers have been following the Strawberry Advisory System (SAS) to improve timing and reduce the number of fungicide applications. Our objective was to determine the efficacy of different fungicides for BFR control when following the SAS spray timing alerts compared to preventive
Calendar-based applications, and to implement specific fungicide recommendations on SAS. Field trials conducted during two seasons on a commercial
farm in Plant City-FL showed that during the highest disease incidence periods, treatments with cyprodinil + fludioxonil or fluopyram following SAS
and Calendar-based applications were the most effective in controlling BFR. Pyrimethanil and boscalid + pyraclostrobin were not effective due to
resistance problems and are no longer recommended in the SAS. For SAS alerts during absence of bloom, a multi-site fungicide such as captan or thiram
is recommended. Treatments following SAS provided good control of BFR with about half the number of fungicide applications compared to Calendar-
based applications. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. This study reveals that Diaporthe ambigua, Diaporthe australafricana, Cadophora malorum
and Neofusicoccum parvum are the major fungal species causing cordon dieback, and that the protection of pruning wounds with chemical fungicide is a
good measured to prevent infection in commercial orchards of kiwi plants in Chile. S4.64 Contribution of protectant fungicides applied as mid-season cover sprays to management of peach brown rot at harvest
N. LALANCETTE (1), N. Lalancette (1), L. Blaus (1), J. Gager (1), K. McFarland (2)
(1) Rutgers University, Agricultural Research & Extension Center, U.S.A.; (2) Rutgers University, Agricultural Research & Exten Protectant fungicides are routinely applied to peach trees during the period from shuck-split through early preharvest. These cover sprays are usually
applied to control peach scab, rusty spot, and anthracnose. However, results from fungicide treatments in 2010, which lacked the typical preharvest
applications, indicated that these mid-season sprays may also provide control of brown rot at harvest, caused by Monilinia fructicola. To confirm these
observations and determine the mechanism of control, a field study was conducted from 2012-2015 in an experimental peach orchard. In each year, four
protectant fungicides (captan, sulfur, ziram, and thiram) were applied from shuck-split through sixth cover. Captan and thiram in 2012 and captan in
2013 and 2015 significantly reduced brown rot at harvest. Estimation of fungicide levels on fruit in 2013 to 2015, using an in vivo bioassay based on M. fructicola spore germination, showed that residual activity was the primary mechanism for control. Results also showed that captan may have a higher
intrinsic efficacy than the other protectants, thereby allowing extended control through the preharvest period. These findings indicate that residual
activity from mid-season applications of protectant fungicides (i) can contribute significantly to the efficacy of preharvest programs and (ii) may play an
important role in reducing selection for resistance among site-specific fungicides typically applied during the preharvest period. Fungicide efficacy for the control of pomegranate diseases in Florida
A. KC (1), G. Vallad (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. A statewide survey identified six economically important pathogens of Pomegranate (Punica granatum) in Florida. Anthracnose fruit rot and leaf spot,
Botryosphaeria shoot blight and stem canker, and Pilidiella fruit rot were commonly observed throughout the growing season resulting in more than 80%
fruit loss. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. Further
in vitro investigations are ongoing in Florida to examine the population diversity of these pathogens and their QoI fungicide resistance profiles. diseases. The study objectives were to examine the efficacy of commonly used QoI fungicides for managing these diseases and to collect isolates for
future pathogen population studies. Field plots of the peanut cultivar Georgia-06G were established after June 1st during 2014 and 2015 growing
seasons. The fungicides azoxystrobin (Abound 2.08 SC at 18 fl oz/A) and pyraclostrobin (Headline at 9 fl oz/A) were individually applied every 12 to 17
days starting about 30 days after planting for comparison with untreated controls. Disease severity and incidence were assessed using the Florida 1-10
scale and by sampling 12 leaflets per plot. The predominant disease in 2014 was LLS and ELS in 2015. Azoxystrobin and pyraclostrobin treated plots
had similar AUDPC values in 2014 and were significantly less than those of untreated plots (P ≤0.05). Mean AUDPC values were not significantly
different in 2015. These results suggest that QoI fungicides have greater efficacy for LLS, however, they do not provide adequate control of ELS. Further
in vitro investigations are ongoing in Florida to examine the population diversity of these pathogens and their QoI fungicide resistance profiles. Effect of fungicide timing and frequency on reducing foliar diseases and yield loss on runner and valencia type peanuts in Haiti
A. FULMER (1), T. Brenneman (1), R. Kemerait (1)
(1) University of Georgia, U.S.A. Effect of fungicide timing and frequency on reducing foliar diseases and yield loss on runner and valencia type peanuts in Haiti
A. FULMER (1), T. Brenneman (1), R. Kemerait (1)
(1) University of Georgia, U.S.A. Peanut (Arachis hypogaea L.) yields in Haiti are often severely reduced by peanut rust (Puccinia arachidis) and late leaf spot (Cercosporidium
personatum). Two trials were conducted in 2015 to evaluate the effect of 6 fungicide regimes on disease severity and yield for two market types. Both
tests used a split plot design with 4 replications with variety as whole plot and fungicide as subplot. Runner (local landrace and Cv. Georgia-06G) and
valencia (local landrace and Cv. N.M. Valencia A) market types were planted in northern and central Haiti, respectively. For runners, Muscle ADV (2.3
L/ha) was applied 2-6 times starting 30-60 days after planting (DAP) with 14-28 day intervals; valencias received 1-4 sprays starting 30-45 DAP with
14-28 day intervals. Evaluation of fungicide efficacy and cultivar susceptibility for the management of anthracose on celery
M. MCDONALD (1)
(1) University of Guelph, Canada Anthracnose on celery, also called celery leaf curl, is caused by Colletotricum fioriniae. The disease was first identified in Ontario, Canada, in 2011 and
has been increasing in severity. Field trials were conducted to determine if there were differences in cultivar susceptibility and to identify effective
fungicides. The celery cultivars were: TZ6010, TZ0295, TZ6200, TZ6029, TZ9779, Nero, Sabroso and Plato. Cv. TZ 6200 was used for the fungicide
trial. Seedlings were transplanted on 24 June into ‘muck’ soil (organic matter ~70%, pH 6.5) in the Holland Marsh, Ontario. Each replicate consisted of 3
rows, 55 cm apart and 5 m in length. The trials were inoculated on 18 August with a suspension of 1 × 105 conidia ml–1, and harvested on 13 October. The fungicides evaluated were Omega (fluazinam 40.0%), Bravo (chlorothalonil 50%), and Flint (trifloxystrobin 50%). Fungicides were applied on 31
July, 13 August and 8 September, 2015. Disease incidence and marketable yield were assessed. Cultivars Plato, TZ 9779, 6200 and 0295 had high
disease incidence (86, 66, 66, and 67%) compared to less susceptible cv.’s Sabroso (24%) and TZ 6010 (27%). Fungicides Flint and Bravo had low
disease (34, 45%), compared to the untreated check (83%). Increased disease incidence in September was related to a decrease in the percent of
marketable yield by weight (r2=0.45). Optimizing the systemicity of triazole formulations by enhancing leaf penetration
G. POON (1), C. Irwin (2), J. Dinglasan (2), N. Loukine (1)
(1) Vive Crop Protection, Canada; (2) Vive Crop Protection, Canada The systemicity of a fungicide plays a vital role in its performance. While the ability of a fungicide to penetrate the leaf cuticle and translocate through
plant tissue is active specific, inert formulation ingredients can optimize these processes on target crops. Triazoles and strobilurins are broad spectrum
fungicides with known systemicity; however, in lab testing only a small fraction of applied active ingredient was able to penetrate a synthetic membrane
that mimics a leaf cuticle. Fungicide formulations that are optimized for membrane penetration may have enhanced disease control over existing
formulations. Laboratory trials were conducted using a Franz cell fitted with a synthetic membrane to identify experimental formulations that may have
better leaf cuticle penetration than the commercial product. Field trials were conducted in 2015 to evaluate the efficacy of experimental tebuconazole
formulations on powdery mildew in acorn squash. Fungicides for management of Sclerotium rolfsii and enhanced overwintering survival of stevia
A. KOEHLER (1), H. Shew (1)
(1) NCSU, U.S.A. Fungicides for management of Sclerotium rolfsii and enhanced overwintering survival of stevia
A. KOEHLER (1), H. Shew (1)
(1) NCSU, U.S.A. Fungicides for management of Sclerotium rolfsii and enhanced overwintering survival of stevia
A. KOEHLER (1), H. Shew (1)
(1) NCSU, U.S.A. Stevia (Stevia rebaudiana) is an herbaceous perennial under evaluation as a new crop in NC. Stem rot caused by Sclerotium rolfsii results in wilting,
rapidly followed by root and stem necrosis. Currently there are no fungicides labeled for use on stevia, which will limit expansion of commercial
production. Initial fungicide efficacy trials were established in July 2014 in naturally infested soil in Kinston, NC. Treatments included azoxystrobin,
flutolanil, and tebuconazole applied at 3 timings. This trial was repeated in May and July of 2015 in adjacent field space. Stand counts were taken to
determine disease incidence and overwintering survival of stevia crowns. All fungicides reduced incidence of stem rot compared to the control. In 2015,
azoxystrobin was correlated with enhanced overwintering survival (mean survival rate, 66%) compared to other fungicide treatments (19%) and the
untreated control (16%). In 2015, a second field site was established in Rocky Mount, NC to evaluate the effect of late season applications of
azoxystrobin and pyraclostrobin. Both fungicides resulted in higher root weights and greater new shoot production compared to the control in spring
2016. Final stand counts of all treatments will be taken in spring 2016 to establish overwintering survival rates. Successful overwintering of stevia
crowns directly impacts the profitability of second and third year harvests and the likelihood of long term establishment of stevia in NC. Timing of fungicide applications is critical for blackleg control in canola
L. DEL RIO MENDOZA (1), S. Ruud (1), S. Mansouripour (1)
(1) North Dakota State University, U.S.A. Blackleg, caused by Leptosphaeria maculans, is an important disease affecting rapeseed/canola (Brassica napus) production worldwide. The genetic
resistance currently available in most commercial cultivars is ineffective against strains of blackleg that have become prevalent in recent years and
because of this, growers are relying more frequently on fungicide use to manage this disease. To optimize fungicide use, greenhouse studies evaluated
the efficacy of different timings of application of azoxystrobin, pyraclostrobin, and fluxapyroxad on blackleg severity. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. For this, the central leaflets of soybean
plants (NS 5445 cultivar) grown in a greenhouse were collected. The solutions from 0 to 100% of the dose were prepared using two fungicides, one
consisting of trifloxystrobin + prothioconazole and other azoxystrobin + benzovindiflupir. The leaflets were dipped in appropriate fungicide solutions
and placed in gerboxes, where humid chambers were set up. In the next day, a suspension of Phakopsora pachyrhizi (50,000 spores/mL) was prepared,
which was sprayed on the leaflets. The gerboxes were left in the dark for 24 hours at a temperature of 23°C. After this, they were placed on benches in a
growth chamber with a photoperiod of 12 hours light/dark and constant temperature of 23°C. After 22 days incubated, the number of spores/cm2 was
assessed. The controls without application of fungicides showed an average of 85.4 spores/cm2 (T+P) and 83.5 spores/cm2 (A+B). There was a reduction
in the number of spores/cm2 when increases the fungicide dose. The ASR control depends on the fungicide dose in the spray solution. Response of Early and Late Leaf Spot Diseases on Peanut to QoI Solo Spray Programs
W. ELWAKIL (1), N. Dufault (1)
(1) University of Florida, U.S.A. Foliar diseases including rust (Puccinia arachidis), early leaf spot (ELS; Cercospora arachidicola) and late leaf spot (LLS; Cercosporidium personatum)
are annual problems for southeast peanut producers. Fungicides are a critical part of an integrated management program for these devastating peanut S4.65 diseases. The study objectives were to examine the efficacy of commonly used QoI fungicides for managing these diseases and to collect isolates for
future pathogen population studies. Field plots of the peanut cultivar Georgia-06G were established after June 1st during 2014 and 2015 growing
seasons. The fungicides azoxystrobin (Abound 2.08 SC at 18 fl oz/A) and pyraclostrobin (Headline at 9 fl oz/A) were individually applied every 12 to 17
days starting about 30 days after planting for comparison with untreated controls. Disease severity and incidence were assessed using the Florida 1-10
scale and by sampling 12 leaflets per plot. The predominant disease in 2014 was LLS and ELS in 2015. Azoxystrobin and pyraclostrobin treated plots
had similar AUDPC values in 2014 and were significantly less than those of untreated plots (P ≤0.05). Mean AUDPC values were not significantly
different in 2015. These results suggest that QoI fungicides have greater efficacy for LLS, however, they do not provide adequate control of ELS. Fungicides for management of Sclerotium rolfsii and enhanced overwintering survival of stevia
A. KOEHLER (1), H. Shew (1)
(1) NCSU, U.S.A. These active ingredients, present
in four of the six fungicides registered to manage blackleg in North Dakota, were applied two days before and 0, 2, 4, 8, or 16 days after seedlings of cv. Westar were inoculated with an L. maculans spore suspension. Disease severity was evaluated 12 days after inoculation and before harvest. For each
fungicide, trials were conducted separately using a randomized complete block design. Each study was replicated and conducted three times. All three
fungicides were most effective when applied within eight days from inoculation and lost their efficacy when applied at a later time. This information
highlights the need for early protection of seedlings as well as for the development of disease warning systems that could identify help growers optimize
spraying schedules. Interruption and reduction of Erysiphe necator cleistothecia development utilizing fungicidal oil
L. THIESSEN (1), W. Mahaffee (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS, U.S.A. There were no interactions between variety and fungicide regime. At each location, disease severity was similar between varieties,
but Georgia-06G and the local valencia yielded 2500 and 430 kg/ha more, respectively. For valencias, at least 2 sprays were required to reduce severity
and increase yield; however, 3 or more sprays gave the highest yields. For runners, 3 and 4 sprays were required to reduce rust and leafspot, respectively,
but 6 sprays had the least disease and the only statistically different yield. Compared to untreated plots, the best treatments increased yields by 68% for
both market types. These results are a significant step toward developing management recommendations for growers in Haiti. Greenhouse characterization of hydrazone-copper mixtures as low copper treatments to control early and late blight on tomato
C. AVILA-ADAME (1), D. Young (2), J. Webster (2), O. Brian (2), D. Ouimette (2)
(1) Dow AgroSciences LLC, U.S.A.; (2) Dow AgroSciences LLC, U.S.A. Copper-based fungicides remain critical tools in crop disease management programs to control a broad spectrum of fungal and bacterial plant pathogens. However, because of the high rate required to control plant pathogens, there is concern regarding their potential negative environmental impact. Certain
salicylaldehyde benzoylhydrazone (SBH) compounds bind copper and show strong synergism with copper when tested for inhibition of fungal growth
under in vitro conditions. Experiments were conducted to characterize synergism for Cu-hydrazone mixtures in controlling Phytophthora infestans and
Alternaria solani on tomato under greenhouse conditions. Treatments included a SBH alone, three copper materials, and Cu-SBH mixtures. The SBH
alone was weakly active against both pathogens with 26 and 33% disease control at 400 micromolar for P. infestants and A. solani, respectively. The
copper materials, which included Cu(OH)2 in the form of Kocide® 2000, CuSO4, and CuCl2, provided a similar level of disease control (p > 0.3) when
applied alone. The copper-SBH mixtures at various molar ratios produced synergistic interactions in nearly all combinations and were superior to the
commercial fungicide Kocide® 2000 at equivalent rates of copper. Yield loss and management of orange cane blotch of blackberry, caused by the alga Cephaleuros virescens
F. BROWNE (1), P. Brannen (1), H. Scherm (1), L. Fall (1), J. Taylor (2), J. Shealey (3), E. Beasley (1)
(1) University of Georgia, U.S.A.; (2) University of Georgia, U.S.A.; (3) University of Georgia, U.S.A. The alga Cephaleuros virescens causes orange cane blotch (OCB), a serious disease of blackberries in the southeastern United States. OCB impact on
blackberry growth and yield was assessed. Neither cane diameter nor fruit size were significantly impacted by severity of OCB; however, maximum fruit
number per cane decreased by 80% with increasing OCB severity, thereby resulting in reduced yields. Field efficacy trials with diverse algicides,
disinfectants, and fungicides were conducted over a 3-year period from 2013 to 2015 at two locations on a thornless blackberry cultivar, ‘Ouachita’. Treatments, applied during the summer and fall, included ametoctradin + dimethomorph, calcium polysulfide, calcium polysulfide + surfactants, captan,
chlorothalonil, copper hydroxide, copper hydroxide + hydrogen dioxide, fluazinam, fluopicolide, hydrogen dioxide, mancozeb, mancozeb + copper
hydroxide, mandipropamid, mefenoxam, mefenoxam + copper hydroxide, mefenoxam + mancozeb, potassium phosphite, potassium phosphite + captan,
potassium phosphite + copper hydroxide, oxathiapiprolin and diluted sodium hypochlorite. Greenhouse characterization of hydrazone-copper mixtures as low copper treatments to control early and late blight on tomato
C. AVILA-ADAME (1), D. Young (2), J. Webster (2), O. Brian (2), D. Ouimette (2)
(1) Dow AgroSciences LLC, U.S.A.; (2) Dow AgroSciences LLC, U.S.A. Potassium phosphite, generally active on both oomycetes and
fungi, was the only chemical that provided significant suppression of the disease, with 48-80% reduced lesion coverage of canes. Management of OCB
will be difficult in light of the limited number of labeled applications of potassium phosphite allowed and the potentially long infection period of the
pathogen. Evaluation of Nematicides for Control of Southern Root-Knot Nematodes in Lima Bean
J. JONES (1), G. Johnson (1), N. Kleczewski (1), J. Desaeger (2)
(1) University of Delaware, U.S.A.; (2) DuPont Crop Protection, U.S.A. Southern root-knot nematodes (Meloidogyne incognita-RKN) significantly reduce lima bean (Phaseolus lunatus) yields. Chemical control options for
RKN are limited. We evaluated the efficacy of new nematicides on RKN in lima bean experiments conducted in greenhouse (GH) and microplot (MP)
settings. Treatments included Nimitz at low and high labeled rates, Luna, Movento, Luna+Movento, Vydate, Mocap and an untreated, RKN infested
control. GH treatments were arranged in a factorial design, with application of nematode eggs (0, 6,000, or 30,000 eggs pot-1) crossed with nematicide
treatment. MP treatments were arranged in a randomized complete block design and all plots were infested with 4.80 kg of RKN infected tomato root
tissue and soil. Root galling, RKN eggs and juveniles, and aboveground plant dry masses were determined and statistically analyzed using Mixed Model
ANOVA. In the GH study, Nimitz at both rates provided the greatest reduction in RKN galling compared to the controls, whereas Movento treatments
were not significantly different than the controls. In the MP study, all treatments except Movento significantly reduced RKN populations and had
significantly greater yields relative to controls. Vydate, Mocap, and Nimitz (high and low rate) treatments had the highest yields in the MP study. Based
on these results, several new nematicides show potential for managing RKN in lima beans. Evaluation of soil conditioner OR079 for the optimization of metalaxyl in control of Phytophthora nicotianae in Texas citrus orchards
P. DUBERNEY (1), J. Hernandez (1), V. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A. Evaluation of fungicide efficacy and cultivar susceptibility for the management of anthracose on celery
M. MCDONALD (1)
(1) University of Guelph, Canada All tebuconazole treatments were applied weekly at label rate following disease onset for a total of S4.66 four applications. While yield did not differ statistically between any of the treatments, an experimental formulation significantly reduced disease
severity by 40.5% relative to the commercial product and 55.3% relative to the untreated control. From the positive field results achieved by enhancing
leaf cuticle penetration, further field and lab testing to optimize performance will be completed. Season long management of potato silver scurf caused by Helminthosporium solani in Wisconsin
S. MACCHIAVELLI-GIRÓN (1), S. Jordan (1), J. Crane (2), A. Gevens (1)
1) University of Wisconsin-Madison, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Silver scurf, caused by the fungus Helminthosporium solani, is a tuber blemish disease of increasing concern in potato production. The disease affects
periderm quality and appearance, impacting marketability as well as storability. Cultural management strategies are limited and often impractical for
large-scale growers, making fungicide applications an important component of integrated silver scurf management. Helminthosporium solani initially
infects tubers in the field, and has secondary infection cycles during storage. Because inoculum can be reduced at multiple times during potato
production, we conducted a full life cycle study in 2015 to evaluate the aggregated impact of fungicide selection and timing on silver scurf severity in
‘Dark Red Norland’ potatoes. Fungicides were applied at three times: at planting as seed or in-furrow treatments; in-field as a series of 3 foliar sprays;
and post-harvest immediately before storage. Non-treated comparisons were included. The at-planting applications had the greatest impact on symptom
severity, although the post-harvest treatments also contributed to disease reductions. The lowest severity resulted from the Maxim MZ (fludioxonil +
mancozeb) seed treatment with the Stadium (fludioxonil + azoxystrobin + difenoconazole) post-harvest treatment. Along with cultural methods, at-plant
and post-harvest fungicide treatments together were necessary for silver scurf control. Greenhouse characterization of hydrazone-copper mixtures as low copper treatments to control early and late blight on tomato
C. AVILA-ADAME (1), D. Young (2), J. Webster (2), O. Brian (2), D. Ouimette (2)
(1) Dow AgroSciences LLC, U.S.A.; (2) Dow AgroSciences LLC, U.S.A. Evaluation of soil conditioner OR079 for the optimization of metalaxyl in control of Phytophthora nicotianae in Texas citrus orchards
P. DUBERNEY (1), J. Hernandez (1), V. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A. The Texas citrus industry faces a great problem with the control of foot and root rot disease caused by Phytophthora nicotianae. P. nicotianae infects
feeder roots and the trunk of trees causing poor water and nutrient uptake leading to yield loss, fruit size reduction and tree decline. Treatments for
Phytophthora diseases are limited, therefore optimization of available products is of great importance. We hypothesized that the effectiveness of
metalaxyl in reducing P. nicotianae soil propagules can be increased when applied in combination with the soil conditioner OR079. To test our
hypothesis we applied metalaxyl, OR079, and metalaxyl plus OR079 to mature grapefruit trees with Phytophthora infection and quantified Phytophthora
propagules in the soil. Phytophthora propagule counts were assessed at 4, 8, and 12 weeks post treatment and compared to an untreated control. Results
showed that all treatments had significantly reduced Phytophthora counts in the soil at 4 and 8 weeks post application compared to that of the untreated
control, but were not statistically different to the control by 12 weeks. Moreover, OR079 did not increase metalaxyl effectiveness in reducing
Phytophthora propagules but reduced its activity when mixed. In addition, application of OR079 and metalaxyl significantly increased citrus fruit size. These results indicate that timely treatment for Phytophthora infection improves root health and water uptake leading to increase citrus fruit quality. S4.67 Efficacy of Oxathiapiprolin toward Phytophthora sojae and Phytophthora sansomeana
A. VARGAS (1), M. Eyre (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Poor crop stand establishment caused by soil-borne pathogens is very common in soybean fields in Ohio. Metalaxyl has been the most commonly used
fungicide to control Phytophthora and Pythium species in soybean. However, several studies have reported an increase of insensitivity to metalaxyl in
Phytophthora and Pythium populations in Ohio. Therefore, alternative fungicides should be tested for efficacy towards Phytophthora and Pythium
species. The objective of this experiment was to determine the efficacy of oxathiapiprolin in reducing the growth of Phytophthora sojae and
Phytophthora sansomeana in soybean. A total of 28 isolates collected from infested fields were evaluated using amended agar Petri dishes with 5
different concentrations of oxathiapiprolin. Sensitivity of each isolate was evaluated by estimating the diameter of mycelial growth on each Petri dish and
comparing it to the control. Results from preliminary data show that oxathiapiprolin treatments reduced P. sojae and P. sansomeana mycelial growth and
mean values varied among isolates. Efficacy of three soybean fungicide seed treatments against Pythium species in seed plate and growth chamber assays
K. SCOTT (1), A. Vargas (1), M. Eyre (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Efficacy of three soybean fungicide seed treatments against Pythium species in seed plate and growth chamber assays
K. SCOTT (1), A. Vargas (1), M. Eyre (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Recent studies have reported a wide range of sensitivity to metalaxyl in Pythium species in Ohio, thus new active ingredients are important for
management of seed and seedling blight. The objective of this study is to determine the efficacy of three seed treatments with a combination of active
ingredients for oomycetes against a diverse population of Pythium species. Commercial formulations of Intego™ Suite, Cruiser Maxx® Advanced, and
Acceleron® were applied to seed at labeled rates and evaluated with Pythium isolated from fields across Ohio in both a plate assay and a cup assay. In the
cup assay, the mean root score was significantly lower in all fungicide seed treatments compared to the control, but there were no significant differences
between treatments. In the seed plate assay, there was a significant difference for mean seed rot score between all treatments. Acceleron® had the lowest
seed rot score towards all Pythium species, followed by Intego™ Suite, Cruiser Maxx® Advanced, and the non-treated check, respectively. These seed
treatments may provide adequate protection against Pythium infection in soybean seed and seedling stages. In addition, the seed plate assay may be used
to efficiently test for isolate pathogenicity and the efficacy of seed treatments. Evaluation of soil conditioner OR079 for the optimization of metalaxyl in control of Phytophthora nicotianae in Texas citrus orchards
P. DUBERNEY (1), J. Hernandez (1), V. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A. Eight isolates did not grow at 0.01 µg active ingredient/ml. Based on these results could be used to manage seed rot
caused by P. sojae and P. sansomeana. Combined Application of Bacillus amyloliquefaciens ZY-9-13 with Fungicides for Control of Tobacco Black Shank
W. MU (1), J. XI (1), C. XUE (1), L. HU (1), J. SONG (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China Combined Application of Bacillus amyloliquefaciens ZY-9-13 with Fungicides for Control of Tobacco Black Shank
W. MU (1), J. XI (1), C. XUE (1), L. HU (1), J. SONG (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China Tobacco black shank is a devastating soil borne disease caused by Phytophthora parasitic var. nicotianae, which greatly reduces tobacco yield and
quality. Fungicides, such as metalaxyl, dimethomorph and mancozeb, have been widely used to prevent and control this disease. Intergrated biological
and chemical control can release pressures from environment and delay emergence of fungicide resistance. Bacillus amyloliquefaciens ZY-9-13 has good
control effect to tobacco black shank in our previous studies. In this research, we 1) assessed sensitivities of P. nicotianae to metalaxyl and
dimethomorph, 2) mixed B. amyloliquefaciens ZY-9-13 and fungicide metalaxyl, dimethomorph, mancozeb in order to provide an alternative disease
control option. The baseline sensitivities of P. nicotianae to metalaxyl and dimethomorph were described by unimodal curves, with mean EC50 values of
0.0664(±0.0282) and 0.3502(±0.0332) µg/ml, respectively, which can be used for detection of resistance isolates. Laboratory tests showed that fungicide
mixture of metalaxyl, dimethomorph and mancozeb had additive effect, and the inhibition ratio of ZY-9-13 to fungicide mixture was less than 10% even
at high concentration. The intergrated biological and chemical control showed a synergistic action. In the field trial, disease control with the combination
of B. amyloliquefaciens ZY-9-13 and fungicide mixture was 79.76%~86.90%, which was greater than with ZY-9-13 or fungicide alone. Preventative fungicide applications in production and their impact on residual efficacy against impatiens downy mildew in the landscape
S. SUAREZ (1), P. Lopez (1), A. Chase (2), A. Palmateer (1)
(1) University of Florida U S A ; (2) Chase Agricultural Consulting LLC U S A Preventative fungicide applications in production and their impact on residual efficacy against impatiens downy mildew in the landscape
S. SUAREZ (1), P. Lopez (1), A. Chase (2), A. Palmateer (1)
(1) University of Florida, U.S.A.; (2) Chase Agricultural Consulting, LLC, U.S.A. Since the emergence of impatiens downy mildew researchers have come to the conclusion that chemical control is the only effective short-term
management option available. The greatest challenge is identifying cost effective management options for impatiens downy mildew in the landscape. Some of our first trials conducted early in the spring of 2012 revealed that impatiens transplanted into landscape beds incorporated with a granular form
of mefenoxam remained healthy for 60 days. Subsequent experiments evaluating products for long residual (> 30 days) control have identified several
additional chemistries including fluopicolide, various phosphonates and oxathiapiprolin as promising. Further studies investigated the potential for
eradicative control and found phosphonate containing products effective even after infection. Most recent studies have focused on fungicide rotations
targeting long term residual control of impatiens downy mildew. Weekly preventative fungicide spray rotations on potted impatiens in production have
included cyazofamid, dimethomorph, fluopicolide, mefenoxam, potassium phosphite and oxathiapiprolin. To date, oxathiapiprolin has provided stellar
control of impatiens downy mildew when used alone and in every rotation study. Results obtained from fungicide efficacy trials conducted over the past
four years indicate that some chemistries provide long enough residual control for impatiens to remain untreated in the landscape. Combined Application of Bacillus amyloliquefaciens ZY-9-13 with Fungicides for Control of Tobacco Black Shank
W. MU (1), J. XI (1), C. XUE (1), L. HU (1), J. SONG (1)
(1) Zhengzhou Tobacco Research Institute of CNTC, China Phytophthora fruit rot (Phytophthora capsici) limits watermelon production in most states in the Southeastern US. We identified several effective
fungicides (Revus, Presidio, and Zampro) to manage Phytophthora fruit rot in our previous studies. In this study, the effectiveness of fungicide rotations Fungicide rotation schemes and Melcast for managing Phytophthora fruit rot of watermelon in Southeastern United States
C. KOUSIK (1), D. Egel (2), P. Ji (3), L. Quesada-Ocampo (4)
(1) U.S. Department of Agriculture, Agricultural Research Service, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Purdue University,
Vincennes, IN, U.S.A.; (3) University of Georgia, Tifton, GA, U.S.A.; (4) North Carolina State University, Raleigh, NC, U.S.A. Effect of kasugamycin application on bacterial resistance to kasugamycin and cross resistance with other antibiotics
S. GEBBEN (1), S. Gebben (2), G. McGhee (2), G. Sundin (2)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A. Effect of kasugamycin application on bacterial resistance to kasugamycin and cross resistance with other antibiotics
S. GEBBEN (1), S. Gebben (2), G. McGhee (2), G. Sundin (2)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A. Kasugamycin (Ks) is a an alternative option to the use of streptomycin for the control of bacterial plant diseases and it has been shown to be as effective
as streptomycin in controlling fire blight, caused by Erwinia amylovora. However, there remains a concern that Ks application in orchards will select for
Ks resistance that could be linked with other resistance genes that are active against antibiotics used in human medicine. To monitor for this possibility,
we assessed the effect of the use of Ks (Kasumin 2L) in orchard systems on the level of resistance to Ks and five other antibiotics (streptomycin,
ampicillin, gentamicin, cefotaxime, and tetracycline). Two sets of leaf and soil samples were collected (treated and non-treated with Ks) from a total of
23 orchards (5 different tree hosts from 7 states). Samples were processed in the laboratory and dilution plated onto King’s B medium with or without Ks
amendment. Bacterial population sizes were determined per sample and up to 15 gram-negative colonies growing on Ks-amended medium per sample (a
total of 1,038 isolates) were used in antibiotic resistance screening. Although the bacterial population sizes were larger on Ks-amended medium from soil
compared to leaf samples, there were no differences in populations from Ks treated vs. non-treated sites. Similarly, there was no difference in levels of
resistance to the five antibiotics tested between Ks-treated and non-treated sites. Kasugamycin (Ks) is a an alternative option to the use of streptomycin for the control of bacterial plant diseases and it has been shown to be as effective
as streptomycin in controlling fire blight, caused by Erwinia amylovora. However, there remains a concern that Ks application in orchards will select for
Ks resistance that could be linked with other resistance genes that are active against antibiotics used in human medicine. To monitor for this possibility,
we assessed the effect of the use of Ks (Kasumin 2L) in orchard systems on the level of resistance to Ks and five other antibiotics (streptomycin, Fungicide sensitivity in the wild rice pathogen Bipolaris oryzae
C. CASTELL-MILLER (1), D. Samac (2)
(1) PLPA/UMN, U.S.A.; (2) USDA ARS, U.S.A. Laboratory and field evaluation of fungicides for management of Phytophthora blight of pumpkin, caused by Phytophthora capsici
M. BABADOOST (1), J. de Souza (2), T. Reboucas (2), Y. Xiang (1)
(1) Department of Crop Sciences, University of Illinois, U.S.A.; (2) Deptment of Plant Science, Southwest Bahia University State, Brazil de
in plant tissues
(1), M. Young (1), A. Towers (1), T. Washington (1), P. Rajasekaran (1), S. Das (1), E. Johnson (2), A. Gesquiere (1), S. p
ARD (1), M. Soliman (1), M. Young (1), A. Towers (1), T. Washington (1), P. Rajasekaran (1), S. Das (1), E. Johnson (2), A
) ( )
1) University of Central Florida, Orlando, FL, U.S.A.; (2) University of Florida, Lake Alfred, FL, U.S.A. The unprecedented crop losses caused by the high incidence of huanglongbing (HLB) vectored by the Asian citrus psyllid (ACP) in Florida citrus groves
calls for the rapid development of an effective product available to growers for HLB management. Zinkicide™ is a prototype plant nutrient-based
nanoparticle developed to provide growers with a new and effective systemic bactericide that will translocate into plant tissues to target the phloem-
limited bacterium, Candidatus Liberibacter asiaticus (Las), responsible for infection and damage of internal phloem tissues in the plant associated with
HLB. Unlike traditional bactericidal management, we show that the new Zinkicide™ treatment allows systemic movement to reach phloem tissue and
interact with Las with ongoing assessment of tree health responses in field trials. To complement green house and field trial data, we explore the
fundamental properties of Zinkicide™ formulations and their interactions with bacteria and citrus plant tissues. Morphology, structure and composition
of the formulations were determined using a combination of electron microscopy, UV-Vis, fluorescence and infrared spectroscopy measurements. In
addition, correlations with antibacterial efficacy, phytotoxicity, particle uptake and evolution in planta were established by monitoring the fluorescence,
lifetime and infrared signatures of the particles as they penetrate into the plant and interact with the phloem tissues. Monitoring Pennsylvania orchards for the presence of streptomycin resistant Erwinia amylovora
H. LAUKAITIS (1), B. Lehman (2), K. Peter (2), M. Baer-Lehman (1)
(1) Shippensburg University, U.S.A.; (2) Pennsylvania State University Fruit Research and Extension Center, U.S.A. Monitoring Pennsylvania orchards for the presence of streptomycin resistant Erwinia amylovora
H. LAUKAITIS (1), B. Lehman (2), K. Peter (2), M. Baer-Lehman (1)
(1) Shippensburg University, U.S.A.; (2) Pennsylvania State University Fruit Research and Extension Center, U.S.A. Within the last 40 years, streptomycin resistant strains of Erwinia amylovora have emerged in apple orchards throughout the United States. To date,
resistant strains of E. Laboratory and field evaluation of fungicides for management of Phytophthora blight of pumpkin, caused by Phytophthora capsici
M. BABADOOST (1), J. de Souza (2), T. Reboucas (2), Y. Xiang (1)
(1) Department of Crop Sciences, University of Illinois, U.S.A.; (2) Deptment of Plant Science, Southwest Bahia University State, Brazil Laboratory and field evaluation of fungicides for management of Phytophthora blight of pumpkin, caused by Phytophthora capsici
M. BABADOOST (1), J. de Souza (2), T. Reboucas (2), Y. Xiang (1)
(1) Department of Crop Sciences, University of Illinois, U.S.A.; (2) Deptment of Plant Science, Southwest Bahia University State, Brazil Phytophthora blight, caused by Phytophthora capsici, is a destructive disease of cucurbits and peppers in Illinois and worldwide. Fungicide use is an
important component of management strategies of Phytophthora blight of cucurbits. Studies were conducted in laboratory and field to evaluate efficacy
of selected fungicides for management of Phytophthora blight of pumpkin in Illinois. In the laboratory, sensitivity of five P. capsici isolates from Illinois
was evaluated to three registered fungicides (cyazofamid, dimethomorph, mandipropamid) for use on cucurbits and two experimental fungicides
(A20941OD, A20942SC) for control of Phytophthora spp. Development of colony and production of sporangia and zoospores of the isolates were assessed at
different concentrations from 0 to 10 µg/ml for registered fungicides and from 0 to 200 µg/ml for experimental fungicides on V8 juice agar medium in
Petri plates. The isolates were highly sensitive to mandipropamid, intermediately sensitive to cyazofamid and A20941OD, and less sensitive to dimetho-
morph and A20942SC. In the field experiment in 2014, incidence of pumpkin fruit rot caused by P. capsici was 31% in control plots and 5, 10, 2, and
11% in the plots treated with cyazofamid, dimethomorph, mandipropamid, and A20942SC, respectively. In 2015, incidence of pumpkin fruit rot caused
by P. capsici was 69% in control plots and 42, 21, and 18% in the plots sprayed with cyazofamid, dimethomorph, and mandipropamid, respectively. Fungicide rotation schemes and Melcast for managing Phytophthora fruit rot of watermelon in Southeastern United States
C. KOUSIK (1), D. Egel (2), P. Ji (3), L. Quesada-Ocampo (4)
(1) U.S. Department of Agriculture, Agricultural Research Service, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Purdue University,
Vincennes, IN, U.S.A.; (3) University of Georgia, Tifton, GA, U.S.A.; (4) North Carolina State University, Raleigh, NC, U.S.A. Phytophthora fruit rot (Phytophthora capsici) limits watermelon production in most states in the Southeastern US. We identified several effective
fungicides (Revus, Presidio, and Zampro) to manage Phytophthora fruit rot in our previous studies. In this study, the effectiveness of fungicide rotations S4.68 and spray applications based on Melcast for managing Phytophthora fruit rot were conducted in P. Laboratory and field evaluation of fungicides for management of Phytophthora blight of pumpkin, caused by Phytophthora capsici
M. BABADOOST (1), J. de Souza (2), T. Reboucas (2), Y. Xiang (1)
(1) Department of Crop Sciences, University of Illinois, U.S.A.; (2) Deptment of Plant Science, Southwest Bahia University State, Brazil amylovora have not been identified within Pennsylvania; however, they have been found within neighboring states such as New
York, raising concerns of resistant strains soon surfacing in Pennsylvania orchards. The purpose of this study was to determine if streptomycin resistant
strains are present in apple orchards located throughout Pennsylvania. In 2015, isolates were collected from grower submitted fire blight samples to the
Pennsylvania State University Fruit Research and Extension Center in Biglerville, Pennsylvania. Initial identification was performed using Crosse
Goodman specific media and apple inoculation. Erwinia identification was confirmed with direct colony PCR using primers specific to plasmid Ea29. Positive isolates were screened for resistance using a disk diffusion assay (100 μg/ml and 2500 μg ml of streptomycin sulfate respectively). Resistance
was evaluated by observation of the presence or absence of a zone of inhibition. Of the samples processed to date, none have demonstrated streptomycin
resistance. Screening is ongoing and any resistant isolates obtained will be further evaluated for the presence of plasmid mediated and chromosomal
genes involved in resistance. Effect of kasugamycin application on bacterial resistance to kasugamycin and cross resistance with other antibiotics
S. GEBBEN (1), S. Gebben (2), G. McGhee (2), G. Sundin (2)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A. In recent years the occurrence of fungal brown spot, caused by Bipolaris oryzae has increased in cultivated wild rice (Zizania palustris) paddies in spite
of the use of fungicides. To implement an efficient integrated disease management system, we are exploring whether field isolates have developed
reduced sensitivity due to the recurrent use of strobilurin (i.e. inhibitors of the quinone outside site of the mitochondrial cytochrome b, QoI) and azole
(i.e., C14 demethylation inhibitors, DMI) fungicides. We conducted in vitro spore germination assays to determine the EC50 of two sets of isolates
collected in 2008 and 2015 using 0, 0.10, 0.15, 0.25, 0.35, 0.5, 1.0, 5.0, 10.0, and 100 ug/ml of the active ingredient azoxystrobin (QoI), and 0, 0.1, 0.15,
0.25, 0.5, 1, 5, 10, 35 ug/ml propiconazole (DMI). All isolates tested were found to express the mitochondrial alternative oxidation pathway (AOX)
allowing the fungus to germinate at all the doses of azoxystrobin tested. When the AOX was blocked, an average EC50 value of 0.206 ug/ml was obtained
for 2015 isolates and 0.158 ug/ml for isolates collected in 2008. Up to now, there is no evidence that isolates have become less sensitive to QoI
fungicides. The EC50 obtained for propiconazole for all strains tested until now was lower than the dose-equivalent used in the field. Molecular and in
planta tests are underway to test the efficacy of the AOX pathway in spore germination. High-throughput strobilurin sensitivity testing of R. solani on Louisiana rice confirms reduced azoxystrobin but continued trifloxystobin
sensitivity High-throughput strobilurin sensitivity testing of R. solani on Louisiana rice confirms reduced azoxystrobin but continued trifloxystobin
sensitivity Laboratory and field evaluation of fungicides for management of Phytophthora blight of pumpkin, caused by Phytophthora capsici
M. BABADOOST (1), J. de Souza (2), T. Reboucas (2), Y. Xiang (1)
(1) Department of Crop Sciences, University of Illinois, U.S.A.; (2) Deptment of Plant Science, Southwest Bahia University State, Brazil capsici infested fields at three locations in
southeastern US (NC, SC, GA) in 2014 & 2015. The triploid seedless cv. Wonder was used at all locations with diploid cv. Mickylee as the pollenizer. Five weekly foliar application of fungicides were made at all locations. Significant fruit rot was observed in non-treated check plots in both years at all
three locations (Mean=68%). All the fungicide rotation schemes significantly reduced Phytophthora fruit rot compared to non-treated check. Overall the
rotation scheme of Zampro (dimethomorph+ametoctradin) alternated with Orondis (oxathiapiprolin) was very effective across three locations. Revus
(mandipropamid) alternated with Presidio (fluopicolide) was similarly effective in SC. MELCAST reduced one spray application in SC in 2014 but not
in NC or GA, and one spray in GA and SC in 2015 with reduction in fruit rot similar to other rotation schemes. Fungicides in different FRAC groups are
currently available for use in rotations schemes to manage Phytophthora fruit rot and Melcast may also be useful for scheduling spray treatments. and spray applications based on Melcast for managing Phytophthora fruit rot were conducted in P. capsici infested fields at three locations in
southeastern US (NC, SC, GA) in 2014 & 2015. The triploid seedless cv. Wonder was used at all locations with diploid cv. Mickylee as the pollenizer. Five weekly foliar application of fungicides were made at all locations. Significant fruit rot was observed in non-treated check plots in both years at all
three locations (Mean=68%). All the fungicide rotation schemes significantly reduced Phytophthora fruit rot compared to non-treated check. Overall the
rotation scheme of Zampro (dimethomorph+ametoctradin) alternated with Orondis (oxathiapiprolin) was very effective across three locations. Revus
(mandipropamid) alternated with Presidio (fluopicolide) was similarly effective in SC. MELCAST reduced one spray application in SC in 2014 but not
in NC or GA, and one spray in GA and SC in 2015 with reduction in fruit rot similar to other rotation schemes. Fungicides in different FRAC groups are
currently available for use in rotations schemes to manage Phytophthora fruit rot and Melcast may also be useful for scheduling spray treatments. Characterization of Zinkicide™ in plant tissues
L. TETARD (1), M. Soliman (1), M. Young (1), A. Towers (1), T. Washington (1), P. Rajasekaran (1), S. Das (1), E. Johnson (2), A. Gesquiere (1), S. Santra (1)
(1) University of Central Florida, Orlando, FL, U.S.A.; (2) University of Florida, Lake Alfred, FL, U.S.A. Baseline sensitivities of Rhizopus stolonifer and first effective fungicides for management of almond hull rot in California
S. HAACK (1), H. Förster (1), J. Adaskaveg (1)
(1) University of California, Riverside, U.S.A. Baseline sensitivities of Rhizopus stolonifer and first effective fungicides for management of almond hull rot in California
S. HAACK (1), H. Förster (1), J. Adaskaveg (1)
(1) University of California, Riverside, U.S.A. Almond hull rot, caused primarily by Rhizopus stolonifer (Rs) and sometimes Monilinia fructicola (Mf), is an increasingly important disease in California
almond production. These fungi infect the hull either during late fruit development (Mf) or at hull split (Rs). Fruit colonization leads to production of
toxins that translocate into the fruiting wood, causing twig and branch dieback. Hull rot has been managed culturally by deficit irrigation and by limiting
nitrogen application, but this opposes high-density, high-input farming that increases disease pressure. Fungicide treatments add to an integrated
management approach. Baseline sensitivities to six fungicides representing DMI (difenoconazole, metconazole), SDHI (fluopyram, fluxapyroxad), and
QoI (pyraclostrobin, trifloxystrobin) FRAC groups for inhibition of Rs mycelial growth or spore germination were determined using the spiral gradient
dilution method. Mean EC50 values for these fungicides were 0.102, 0.082, 0.292, 0.850, 0.002, and 0.002 mg/L, respectively. Sensitivities to each
fungicide were within a ten-fold range, and thus, all isolates are considered sensitive. In field efficacy and timing studies, a single application of these
fungicides and selected pre-mixtures at the beginning of hull split timed with a standard insecticide application was sufficient to reduce the disease by 60
to 80% when Rs was the primary pathogen. This represents the first fungicide-based field management strategy for hull rot. Sensitivity of Neofabraea spp strain to newly registered fungicides
P. SIKDAR (1), M. Mazzola (2)
(1) Washington State University, U.S.A.; (2) USDA-ARS, U.S.A. Bull’s eye rot, incited by a group of closely related fungi in the genus Neofabraea, causes significant economic loss to the Washington State apple
industry. The pathogen complex is a significant limitation as it has been listed as a quarantine pathogen with a zero tolerance level for fruit shipped to
China and Israel. Access to export markets for Washington State apples relies on the development of effective bull’s eye rot control methods. Previous
experiments indicate that fungicide treatments containing thiabendazole and thiophenate-methyl provide effective disease control, however use of this
treatment is not recommended due to the potential for development of resistance in populations of Penicillium spp., which incites the common
postharvest disease, blue mold. lurin sensitivity testing of R. solani on Louisiana rice confirms reduced azoxystrobin but continued trifloxystobin h-throughput strobilurin sensitivity testing of R. solani on Louisiana rice confirms reduced azoxystrobin but continue
iti it A. LUNOS (1), C. Hollier (1), L. Brooks (1), S. Harding (1)
(1) Dept. of Plant Pathology & Crop Physiology, LSU AgCenter, U.S.A. Azoxystrobin resistance in the rice sheath blight pathogen, Rhizoctonia solani AG 1-IA, has compromised a widely effective disease management tool
for rice production in southwestern Louisiana. We previously characterized azoxystrobin, pyraclostrobin, and trifloxystrobin sensitivity of 40 R. solani
isolates, one from each of 40 rice fields, to identify locations with azoxystrobin resistance and to assess cross-resistance. A high-throughput fungicide
sensitivity assay was developed and used to characterize 122 additional isolates from these 40 fields. Serial dilutions of commercial grade fungicides
were made in potato dextrose broth and added to 96-well microtiter plates. Fungal mycelial growth was measured based on optical density. Growth S4.69 curves were generated and used to determine EC50 values, resulting in sensitivity distributions that agree with previous results. The distributions of
azoxystrobin and pyraclostrobin EC50 values were bimodal while trifloxystrobin was not. This and internal control isolates provide significant evidence
of azoxystrobin resistance, reduced pyraclostrobin sensitivity, and continued sensitivity to trifloxystrobin in the sampled R. solani population. Growers
need to prepare for the advent of azoxystrobin-resistant R. solani and could potentially substitute trifloxystrobin in fungicide rotations. Resistance to quinone outside inhibitor fungicides in Cercospora sojina in Ohio
L. WEBER (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Quinone outside inhibitor (QoI) fungicides are a common class of fungicides used to manage the fungus Cercospora sojina, the causal agent of frogeye
leaf spot in soybean. Soybean leaf samples exhibiting symptoms of frogeye leaf spot were sent to the Soybean Pathology lab from across the state of
Ohio during the summer of 2015. Cercospora sojina conidia were recovered from lesions to test their sensitivity to QoI fungicides. Potential C. sojina
samples were confirmed by ITS sequencing then tested for the presence of the G143A mutation in the cytochrome b gene, the most commonly observed
mutation in QoI-resistant fungi. QoI fungicide resistance was detected in two C. sojina samples in a mixed population of sensitive and resistant spores,
while all other samples were sensitive to QoI fungicides. Fast and efficient identification of fungicide resistant C. Baseline sensitivities of Rhizopus stolonifer and first effective fungicides for management of almond hull rot in California
S. HAACK (1), H. Förster (1), J. Adaskaveg (1)
(1) University of California, Riverside, U.S.A. Fludioxonil (Scholar) did not demonstrate consistently effective control of bull’s eye rot in fruit and did not limit in vitro
growth of the pathogen. Additional analyses were conducted to screen Neofabraea spp. isolates for sensitivity to newer commercially available
fungicides that include multiple active chemistries. Results from these trials suggest that fungicide containing fluopyram and trifloxystrobin inhibits in
vitro growth of Neofabraea at a level equivalent to that of thiabendazole. In contrast, fungicide treatment containing cyprodinil with difenconazole, or
solatenol alone failed to inhibit mycelial growth or spore germination in vitro. Baseline sensitivities to SDHI fungicides and characterization of the sdhB gene in Venturia inaequalis
S. VILLANI (1), K. Ayer (2), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A. .
S ( ), C. Cowge ( )
(1) North Carolina State University, U.S.A.; (2) USDA-ARS Plant Science Research Unit & North Carolina State University, U.S.A. ( ),
g
( )
(1) North Carolina State University, U.S.A.; (2) USDA-ARS Plant Science Research Unit & North Carolina State University, U.S.A. Blumeria graminis f.sp. tritici (Bgt), the causal agent of wheat powdery mildew, is primarily controlled by resistant wheat varieties and foliar fungicides. However, both control strategies risk being defeated by the large, rapidly adapting pathogen population. In 2013 and 2014, over 350 Bgt isolates were
sampled from 27 fields in 15 states. The fungicide sensitivity of these single-spored isolates was evaluated using a detached leaf assay of fungicide-
treated susceptible wheat leaf pieces. Five different fungicides, representing three major fungicide classes, were evaluated using 11 concentrations per
fungicide. Detached leaves were inoculated with individual isolates and after 10 days leaf pieces were rated for sporulation. Bgt isolates from Mid-
Atlantic states (NC, VA), Great Lakes states (MI, NY, OH, PA), and Deep South states (AL, FL, GA, MS) exhibited decreased sensitivity to the
Demethylation Inhibitor (DMI) fungicides tebuconazole and prothioconazole compared to isolates from MO, AR, and the Plains states (KS, NE, OK). Plains isolates exhibited decreased sensitivity to the succinate dehydrogenase inhibitor (SDHI) fungicide fluxapyroxad compared to Deep South isolates. Sensitivity to the Quinone outside Inhibitor (QoI) fungicides pyraclostrobin and picoxystrobin did not differ by region. Genotypic evaluation of
phenotypically insensitive isolates will further clarify the extent and nature of potentially fungicide-resistant isolates in this collection. lurin sensitivity testing of R. solani on Louisiana rice confirms reduced azoxystrobin but continued trifloxystobin sojina in Ohio will be useful in
minimizing potential soybean yield loss as frogeye leaf spot incidence in Ohio increases in the warm, moist conditions and mild winters that favor the
pathogen. Evaluating fungicide sensitivity of regional populations of Blumeria graminis f.sp. tritici in the United States
E. MEYERS (1), C. Cowger (2)
(1) North Carolina State University U S A ; (2) USDA ARS Plant Science Research Unit & North Carolina State Uni Evaluating fungicide sensitivity of regional populations of Blumeria graminis f.sp. tritici in the United States
E MEYERS (1) C Cowger (2) Evaluating fungicide sensitivity of regional populations of Blumeria graminis f.sp. tritici in the United States
E. MEYERS (1), C. Cowger (2)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS Plant Science Research Unit & North Carolina State University, U.S.A. E. MEYERS (1), C. Cowger (2)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS Plant Science Research Unit & North Carolina State University, U.S.A. Baseline sensitivities to SDHI fungicides and characterization of the sdhB gene in Venturia inaequalis
S. VILLANI (1), K. Ayer (2), K. Cox (2)
1) N
th C
li
St t U i
it
U S A (2) C
ll U i
it
U S A The succinate dehydrogenase inhibitor (SDHI) fungicides are a class of broad spectrum, single-site fungicides that interfere with fungal respiration in the
mitochondrion. The recent registration of next-generation SDHIs for apple scab management prompted an investigation into the baseline sensitivity of
Venturia inaequalis to penthiopyrad, fluopyram, and benzovindiflupyr. Thirty-five to 70 isolates with no prior exposure to single-site fungicides were
used to determine the effective concentration at which conidial germination was inhibited by 50% (EC50). Mean EC50 values for penthiopyrad,
fluopyram, and benzovindiflupyr were 0.086, 0.176 and 0.0016 μg ml–1, respectively. Linear correlation analysis revealed a significant and positive
correlation in sensitivity between fluopyram and penthiopyrad (P ≤ 0.0001, r = 0.66) and fluopyram and benzovindiflupyr (P = 0.0014, r = 0.52). Genomic sequencing was performed using the Illumina MiSeq platform to identify and characterize the sdhB gene for 3 isolates collected from a
research, baseline, and commercial orchard population. No common mutation sites commonly associated with SDHI resistance were discovered in these
isolates, or in other isolates that were recovered following field applications of SDHIs. Results suggest that SDHIs are highly effective against conidial
germination and provide a basis for phenotypic and genotypic monitoring of SDHI resistance in populations of V. inaequalis. S4.70 Assessment of QoI Resistance in Colletotrichum spp. Isolated from Boxthorn and Apple in Korea
S. KIM (1), J. Min (1), D. Back (1), H. Kim (1), S. Lee (1), K. Kim (1)
(1) Chungbuk National University, Korea Strobirulin fungicides including azoxystrobin, krezoxim-methyl, and pyraclostrobin are inhibitors of mitochondrial respiration; they inhibit the
cytochrome bc1 enzyme complex at the Qo site (quinone outside inhibitors, QoIs). QoI resistance has been reported in many pathogens such as Blumeria
gramins f. sp. tritici, Plasmopara viticola and so on. The primary molecular mechanism of QoI resistance is a point mutation at codon 143 based on the
substitution of glycine by alanine(GGT to GCT, G143A) in the mitochondrial-encoded cytochrome b gene. We examined the sensitivity of
Colletotrichum spp. isolated from boxthorn fields and apple orchards to pyraclostrobin through the mycelial growth inhibition test on PDA amended with
the fungicide. The resistance of C. acutatum isolates from boxthorn was determined with values of EC50 (effective concentration reducing the mycelial
growth by 50%). The EC50 of resistant isolates was more than 1.7µg/ml. On the other hand, The EC50 of sensitive isolates of C. Screening for QoI resistance among Colletotrichum species associated with ripe rot of grape in Virginia vineyards
M. NITA (1), A. Bly (1)
(1) Virginia Tech, U.S.A. Screening for QoI resistance among Colletotrichum species associated with ripe rot of grape in Virginia vineyards
M. NITA (1), A. Bly (1)
(1) Virginia Tech, U.S.A. Ripe rot of grape is a fungal disease caused by two Colletotrichum species complexes, C. acutatum and C. gloeosporioides. This disease can result in
significant crop loss and off-flavors in wine. Among recommended fungicides against ripe rot are the QoI group, or strobilurins. We examined the
prevalence of QoI insensitivity among Colletotrichum isolates collected throughout Virginia during 2013. For the fungicide-amended medium assay,
petri dishes containing potato dextrose agar amended with 100 ppm azoxystrobin (Abound, 22.9% a.i. azoxystrobin, Syngenta Crop Protection) and
1,000 ppm SHAM (salicylhydroxamic acid) were inoculated with a mycelial plug of each of the isolates and then incubated at 25°C. The presence or
absence of growth on azoxystrobin-amended medium was examined after 6 days. PCR-RFLP was utilized to detect a point mutation (G143A) of the
cytochrome b gene. Primers GCCBF1 and RSCBR2 were used to amplify a 120-bp fragment, which was digested with restriction enzyme Fnu4HI to
detect the G143A mutation. The results showed that among 283 isolates tested, 28% of isolates was insensitive to azoxystrobin in vitro, and 16% of the
isolates had the G143A mutation. The higher percentage with the fungicide-amended medium assay was expected, since there are multiple mutations that
can lead to insensitivity. High prevalence of QoI-insensitive isolates in Virginia vineyards warrants the modification of our management
recommendations. Detection of quinone outside inhibitor resistant isolates of Erysiphe necator in Oregon vineyards
B. WARNEKE (1), J. Yamagata (2), T. Neill (3), T. Miles (2), W. Mahaffee (3)
(1) Oregon State University, U.S.A.; (2) California State University Monterey Bay, U.S.A.; (3) USDA-ARS, U.S.A. Grape Powdery Mildew (GPM, caused by Erysiphe necator (En)) is the most persistent disease in the west coast grape industry due to a long and dry
growing season which favors its fecundity and inoculum dispersal via airborne conidia. GPM control failures in 2015 led to the exploration of the
possibility of quinone outside inhibitor (QoI) fungicide resistance present in Oregon En populations. A survey of spatially distinct vineyards in Oregon
was performed in which leaf and fruit samples infected with En were collected. Isolation and DNA extraction of En samples and subsequent quantitative
PCR analysis using competitive TaqMan probes detected the presence of the G143A mutation. Isolates with the G143A mutation were considered
resistant to QoIs. Characterization of resistance to DMI fungicides in Colletotrichum spp. isolates from peach
S. CHEN (1), C. Luo (1), M. Hu (2), G. Schnabel (2)
(1) Huazhong Agricultural University, China; (2) Clemson Universitiy, U.S.A. Characterization of fungicide resistance phenotypes in Botrytis cinerea populations from blueberry in Florida
A. AMIRI (1), A. Zuniga (2), P. Harmon (2), N. Peres (2)
(1) Washinton State University, U.S.A.; (2) University of Florida, U.S.A. Botrytis blossom blight caused by Botrytis cinerea is an important blueberry disease and is mainly controlled by fungicide applications prior and during
bloom. In this study, we evaluated the sensitivity of 624 B. cinerea isolates collected from 11 blueberry fields in central Florida between February and
May of 2013, 2014, and 2015. Six fields were near strawberry and 5 fields were located 40 km or more from strawberry fields. Isolates were grown on
malt yeast extract agar and tested for their sensitivity to pyraclostrobin (Pyra), boscalid (Bosc), penthiopyrad (Penth), fludioxonil (Flud), fenhexamid
(Fenh), cyprodinil (Cyp), and iprodione (Ipr) using a spore germination inhibition assay and previously determined discriminatory doses. Overall, disease
incidence was higher in samples collected from blueberry fields planted next to strawberry fields compared to blueberry fields alone. In 2013, resistance
frequencies were 1.7, 14.9, 46.3, 49.5, 57.8, 57.9 and 92.6% for Flud, Penth, Ipr, Cyp, Bosc, Fenh, and Pyra, respectively. Similar resistance frequencies
were observed in 2014 and 2015 with some significant differences across locations and fungicides. Resistance frequencies were higher in blueberry
fields next to strawberry fields for all fungicides except Flud, Penth and Ipr. Our findings indicate that resistance to multiple fungicides in B. cinerea is
widespread in blueberry fields and that resistant populations selected on strawberry may spread to adjacent crops. Baseline sensitivity of Phyllosticta citricarpa isolates from Florida to succinate dehydrogenase inhibitor fungicides in vitro study
K. NICOLETTA (1), M. Dewdney (1)
(1) University of Florida Citrus Research and Education Center U S A Baseline sensitivity of Phyllosticta citricarpa isolates from Florida to succinate dehydrogenase inhibitor fungicides in vitro study
K. NICOLETTA (1), M. Dewdney (1)
(1) University of Florida, Citrus Research and Education Center, U.S.A. In 2010, Citrus Black Spot (CBS), caused by Phyllosticta citricarpa, was first found in Florida. CBS has a negative impact on fresh market fruit and
yield production causing fruit lesions and premature fruit drop. This study assessed 116 monoconidial P. citricarpa isolates from ‘Valencia’ and
‘Hamlin’ with 39 isolates from Collier, 76 from Hendry and 1 from Polk Counties. Isolate sensitivity to the succinate dehydrogenase inhibitor (SDHI)
fungicides: boscalid (0, 0.01, 0.1, 1, 5, 10 and 25 µg/ml), fluxapyroxad (0, 0.001, 0.01, 0.05, 0.1, 1 and 5 µg/ml), and fluopyram (0, 0.001, 0.01, 0.1, 0.5,
1 and 5 µg/ml) was evaluated by mycelial growth inhibition assays. The mean EC50 values for boscalid and fluxapyroxad were 0.179 and 0.026 µg/ml,
respectively. These EC50 values were significantly different for each fungicide (P <0.001). It is expected the EC50 value of fluopyram will fall between
boscalid and fluxapyroxad’s values. In the baseline assay all the isolates tested are sensitive to SDHI fungicides, therefore we expect no mutations in
molecular analyses. Developing the baseline sensitivity of P. citricarpa to SDHI fungicides allow for resistance monitoring. In previous studies, P. citricarpa isolates were found to be sensitive to both quinone outside inhibitor (QoI) fungicides and demethylation inhibitor (DMI) fungicides. Thus,
SDHI fungicides could potentially be used as rotational sprays with QoI and DMI fungicides to reduce the risk of resistance developing. Baseline sensitivities to SDHI fungicides and characterization of the sdhB gene in Venturia inaequalis
S. VILLANI (1), K. Ayer (2), K. Cox (2)
1) N
th C
li
St t U i
it
U S A (2) C
ll U i
it
U S A gloeosporioides from
apples was determined as less than 0.24µg/ml, whereas resistant isolates were more than 66.9ug/ml. The codon 143 of cytochrome b gene was
substituted from GGT to GCT in all of resistant isolates regardless of Colletotrichum species. For the successful control of anthracnose in boxthorn fields
or apple orchards in Korea, it is required a monitoring of the QoI resistance with an allele-specific PCR with primers generated from the 143 codon
substitution. Characterization of fungicide resistance phenotypes in Botrytis cinerea populations from blueberry in Florida
A. AMIRI (1), A. Zuniga (2), P. Harmon (2), N. Peres (2)
(1) Washinton State University, U.S.A.; (2) University of Florida, U.S.A. Brazil P. LICHTEMBERG (1), Y. Luo (1), T. Michailides (1), L. May De Mio (2)
(1) University of California - Davis, U.S.A.; (2) Universidade Federal do Paraná, Brazil The aim of this study was to investigate the mechanism associated with Monilinia fructicola resistance to demethylation inhibitor fungicide (DMI)
tebuconazole in Brazil. In this study 10 isolates (8 DMI-R and 2 DMI-S) with broad tebuconazole sensitivity (0,003 - >10 µg/ml) were used to quantify
the expression levels of the genes MfCYP51 and MfABC1, respectively encoding the target enzyme 14 α-demethylase and mediating the transport of
substances across biological membrane. After the mycelial exposure to sub-lethal doses of tebuconazole, the 2–ΔΔCt method revealed increased MfCYP51
mRNA levels for 6 out of 7 DMI-R isolates (ranging from 1.06 to 9.08), while DMI-S revealed small expressions levels of 0.14 and 0.46. The induced
expression of the MfABC1 gene with tebuconazole on isolate mycelium not always increased the levels of mRNA. The Mona element which likely
trigger the elevated expression of MfCYP51 was not present on 58 DMI-R isolates from Brazil including those with increased expression, suggesting that
other genetic change yet to be discovered may be triggering this mechanism. Full MfCYP51 sequencing is currently underway. This is the first report on
molecular mechanisms for DMI resistance identification for M. fructicola isolates from Brazil; providing an important advancement for risk assessment
of DMI fungicides used on brown rot management. Profiling of Resistance to SDHI Fungicides in Botrytis cinerea from Strawberry Fields
M. HU (1), D. Fernández-Ortuño (2), G. SCHNABEL (1)
(1) Clemson University, U.S.A.; (2) Universidad de Málaga, Spain From 2012-13 to 2014-15, a total of 2,570 B. cinerea isolates were collected from strawberry fields in the eastern United States and their sensitivity to
the SDHI fungicides including boscalid, fluopyram, fluxapyroxad, and penthiopyrad was assessed. Assays were based on visual assessment of presence
or absence of mycelial growth on media amended with discriminatory doses of fungicides in microtiter plates. Overall frequencies of isolates resistant to
boscalid, fluopyram, fluxapyroxad and penthiopyrad increased over the three years to 30.0, 1.0, 5.5, and 7.4%, respectively. Four resistance patterns
designated A, B, C or D were found. In-vitro azoxystrobin sensitivity of Colletotrichum gloeosporioides isolates from blueberry in north and central Florida
M. VELEZ-CLIMENT (1), P. Harmon (1)
(1) University of Florida, U.S.A. In-vitro azoxystrobin sensitivity of Colletotrichum gloeosporioides isolates from blueberry in north and central Florida
M. VELEZ-CLIMENT (1), P. Harmon (1)
(1) University of Florida, U.S.A. Anthracnose pathogens cause destructive diseases of blueberry fruits, leaves, and stems in Florida. Growers in central Florida have reported a lack of
efficacy from QoI fungicides, specifically for anthracnose stem cankers on the southern highbush blueberry variety Flicker. Twenty-two single-spore
isolates collected from symptomatic stems, leaves, and berries were identified and tested for sensitivity to QoI fungicides. Percent inhibition (PI) of
conidial germination on PDA plates amended with 10µg mL–1 of azoxystrobin demonstrated all isolates from central Florida farms were insensitive to
azoxystrobin. Isolates from north Florida farms were sensitive. Internal transcribed spacer region (ITS) sequence comparisons grouped all isolates within
the C. gloeosporioides species complex, and the diverse morphology of the colonies and conidia agreed with this placement. These data suggest the
fungicide failures reported by growers in central Florida were due to selection of QoI fungicide insensitivity in stem-infecting populations of C. gloeosporioides. Furthermore, insensitive isolates from fruits and leaves indicate that the fungicide azoxystrobin may no longer be a viable management
option for ripe rot and anthracnose leaf spot, either. Additional efforts are needed to determine the nature and distribution of the resistance, to develop
alternative management options, and to reinforce good resistance management practices for Florida’s blueberry industry. Fungicide sensitivity of Monilinia vaccinii-corymbosi in highbush blueberries in Michigan
K. FITZGERALD (1), J. Gillett (1), A. Schilder (1)
(1) Michigan State University, U.S.A. Mummy berry in blueberries, caused by the fungus Monilinia vaccinii-corymbosi (Mvc), is usually controlled with fungicides, in particular sterol
inhibitors which have been used for almost 20 years. Fungicide sensitivity of Mvc isolates was studied across Michigan. Isolates were collected from
various field sites and grown in pure culture: 72 isolates were tested in poison agar assays using six concentrations of three commonly used fungicides in
the sterol inhibitor class (fenbuconazole, metconazole, and prothioconazole). Commercial formulations of these products were used. Colony diameter
was measured after an incubation of 14 days at 22 degrees C in the dark and compared to growth on non-amended PDA. EC50 values were calculated for
all isolates using a four-parameter logistical curve fit in the computer program R. EC50 values ranged from 0.0016 to 0.0146 ppm for fenbuconazole,
0.0007 to 0.0104 ppm for metconazole, and 0.0021 to 0.0986 ppm for prothioconazole. Screening for QoI resistance among Colletotrichum species associated with ripe rot of grape in Virginia vineyards
M. NITA (1), A. Bly (1)
(1) Virginia Tech, U.S.A. Conidia germination bioassays using Trifloxystrobin and Kresoxim-Methyl in 1.5% water agar confirmed genetic results of 28 isolates
examined. Of the 28 isolates examined, 22 were resistant to both QoIs (EC50>100µg/ml), while 6 were sensitive (EC50 from 0.004 to 0.06µg/ml). Using a
discriminatory dose of 0.1ug/ml, 19 of 19 more isolates were resistant to QoIs and agreed with results from the qPCR assay. S4.71 Isolates of the Colletotrichum acutatum species complex were collected from South Carolina and Georgia peach orchards. Phylogenetic analysis of the
combined ITS, glyceraldehyde-3-phosphate dehydrogenase, and beta-tubulin gene sequences separated the isolates into two species, Colletotrichum
nymphaeae and Colletotrichum fioriniae subgroups 1 and 2. The sensitivity of these and three other Colletotrichum species from peach (Colletotrichum
fructicola, Colletotrichum siamense, and Colletotrichum truncatum) to demethylation inhibitor (DMI) fungicides difenconazole, propiconazole,
tebuconazole, metconazole, flutriafol, and fenbuconazole were determined. C. truncatum was resistant to tebuconazole, metconazole, flutriafol, and
fenbuconazole. C. nymphaeae was resistant to flutriafol and fenbuconazole. C. fructicola and C. siamense were sensitive to all DMI fungicides, and C. fioriniae subgroup 2 was reduced-sensitive to DMI fungicides compared with C. fioriniae subgroup1. Difenconazole and propiconazole provided the best
control efficacy in vitro to all five species. Tebuconazole and metconazole were effective against all Colletotrichum species, except for C. truncatum. The 14-α sterol demethylase genes CYP51A and CYP51B from resistant isolates revealed point mutations associated with resistance to DMI fungicides. The strong in vitro activity of some DMI fungicides against Colletotrichum species may be exploited for improved anthracnose disease management of
peach. Isolates of the Colletotrichum acutatum species complex were collected from South Carolina and Georgia peach orchards. Phylogenetic analysis of the
combined ITS, glyceraldehyde-3-phosphate dehydrogenase, and beta-tubulin gene sequences separated the isolates into two species, Colletotrichum
nymphaeae and Colletotrichum fioriniae subgroups 1 and 2. The sensitivity of these and three other Colletotrichum species from peach (Colletotrichum
fructicola, Colletotrichum siamense, and Colletotrichum truncatum) to demethylation inhibitor (DMI) fungicides difenconazole, propiconazole,
tebuconazole, metconazole, flutriafol, and fenbuconazole were determined. C. truncatum was resistant to tebuconazole, metconazole, flutriafol, and
fenbuconazole. C. nymphaeae was resistant to flutriafol and fenbuconazole. C. fructicola and C. siamense were sensitive to all DMI fungicides, and C. fioriniae subgroup 2 was reduced-sensitive to DMI fungicides compared with C. fioriniae subgroup1. Difenconazole and propiconazole provided the best
control efficacy in vitro to all five species. Tebuconazole and metconazole were effective against all Colletotrichum species, except for C. truncatum. In-vitro azoxystrobin sensitivity of Colletotrichum gloeosporioides isolates from blueberry in north and central Florida
M. VELEZ-CLIMENT (1), P. Harmon (1)
(1) University of Florida, U.S.A. A slight shift towards reduced fungicide sensitivity was detected
in more intensively managed fields compared to baseline sites; however, highly resistant isolates were not detected. The ITS region of the ribosomal
DNA of the isolates was sequenced to confirm their identity and assess species-level genetic diversity. All isolates were nearly identical. Allthough the
risk of sterol inhibitor resistance in Mvc appears to be relatively low, fungicide resistance management is still imperative. Induced overexpression of the gene MfCYP51 may reveal molecular mechanisms associated to tebuconazole resistanc of the gene MfCYP51 may reveal molecular mechanisms associated to tebuconazole resistance of Monilinia fructicola Induced overexpression of the gene MfCYP51 may reveal molecular mechan
Brazil Brazil Pattern A isolates were resistant to boscalid with the allele H272R at locus sdhB; Pattern B isolates were resistant to
boscalid and penthiopyrad with the allele H272R or H272Y at locus sdhB; Pattern C isolates were resistant to boscalid, fluxapyroxad, and penthiopyrad
with the allele H272Y at locus sdhB; and pattern D isolates were resistant to boscalid, fluopyram, fluxapyroxad, and penthiopyrad with alleles P225F or
N230I at locus sdhB. Isolates with alleles H272R, H272Y, N230I or P225F were sensitive to a new SDHIs, benzovindiflupyr, with mean EC50 values less
than 0.5 μg/ml for each genotype, suggesting that this fungicide may be useful for resistance management. Screening for QoI resistance among Colletotrichum species associated with ripe rot of grape in Virginia vineyards
M. NITA (1), A. Bly (1)
(1) Virginia Tech, U.S.A. The 14-α sterol demethylase genes CYP51A and CYP51B from resistant isolates revealed point mutations associated with resistance to DMI fungicides. The strong in vitro activity of some DMI fungicides against Colletotrichum species may be exploited for improved anthracnose disease management of
peach. Resistance of Colletotrichum gloeosporioides from strawberry to azoxystrobin and reduced-sensitivity to thiophanate-methyl
M. OLIVEIRA (1), M. Chamorro (1), N. Peres (1)
(1) University of Florida, U.S.A. This situation warrants immediate changes in anthracnose management
strategies that integrate non-chemical strategies to limit selection and prevent spread of QoI-resistant populations. Sensitivity of Sclerotinia sclerotiorum to thiophanate-methyl, fluazinam, and procymidone
M. Lehner (1), R. Silva (1), T. Paula Jr. (2), E. Mizubuti (1)
(1) Universidade Federal de Vicosa, Brazil; (2) EPAMIG, Brazil The sensitivity of 282 Brazilian isolates of Sclerotinia sclerotiorum to thiophanate-methyl (TM), fluazinam, and procymidone was assessed using
discriminatory doses and concentration that results in 50% mycelial growth inhibition (EC50). No isolate was resistant to fluazinam or procymidone. The
EC50 values varied from 0.003 to 0.007 and from 0.11 to 0.72 mg/ml for fluazinam and procymidone, respectively. One isolate collected in 2010 was
resistant to TM (EC50 > 100 mg/mL). The 2010 TM-resistant isolate had a L240F mutation in the b-tubulin gene. This is the first report of mutation at
codon 240 conferring resistance to benzimidazole in S. sclerotiorum. The high-resolution melting analysis allowed the distinction of TM-sensitive and
TM-resistant isolates by specific melting peaks and curves. The 2010 TM-resistant isolate had mycelial growth, sclerotia production, and aggressiveness
comparable with that of the sensitive isolates. In 2015, 8 isolates were collected from the same region where the 2010 TM-resistant isolate was obtained. All 2015 isolates were sensitive to fluazinam and procymidone, but resistant to TM. The 2015 TM-resistant isolates exhibited considerable instability in
mycelial growth rates after consecutive transferrings on PDA. Resistance to fluazinam and procymidone was nonexistent or rare. Resistance to TM may
occur, but at this point no robust inference can be made about the persistence of TM-resistant isolates in the field. Sensitivity of Sclerotinia sclerotiorum to iprodione and propiconazole in Bangladesh
M. ISLAM (1), C. Vrisman (1), S. Miller (1)
(1) The Ohio State University, U.S.A. Sclerotinia sclerotiorum is a destructive plant pathogen causing white mold of mustard. The pathogen was first reported in Bangladesh in 2007. Iprodione and propiconazole have been used to control the disease, but the sensitivity of S. sclerotiorum isolates to these fungicides in Bangladesh has
not been determined. One hundred eighteen S. sclerotiorum isolates from Bangladesh and six from Ohio were tested for sensitivity to the two fungicides. Isolates were collected from infected mustard, soybean and cauliflower plants, plated on Potato Dextrose Agar medium (PDA) and purified by mycelial
tip culture. Resistance of Colletotrichum gloeosporioides from strawberry to azoxystrobin and reduced-sensitivity to thiophanate-methyl
M. OLIVEIRA (1), M. Chamorro (1), N. Peres (1)
(1) University of Florida, U.S.A. Resistance of Botrytis cinerea to fungicides in California strawberries
S. COSSEBOOM (1), G. Schnabel (2), K. Ivors (1), G. Holmes (1)
(1) Cal Poly State University, U.S.A.; (2) Clemson University, U.S.A. Botrytis gray mold, caused by Botrytis cinerea, is a very destructive pre- and post-harvest fruit rot of strawberry that affects production worldwide. Resistance to foliar applied fungicides has been reported in many regions, including California. The objective of this study is to characterize the
fungicide resistance of B. cinerea isolates from California. Approximately 800 isolates of B. cinerea were collected from four strawberry fruit production
regions of California (Oxnard, Santa Maria, Salinas, Watsonville) (10 isolates per ranch, 10 ranches per growing region). Isolates were collected early
season (minimal selection pressure) and late season (maximum selection pressure) during the 2015-2016 growing season. Using a previously described
technique, sensitivity of each isolate was determined with a discriminatory dosage of each active ingredient: boscalid, cyprodinil, fenhexamid,
fludioxonil, fluopyram, iprodione, penthiopyrad, and thiophanate-methyl. Preliminary data show individual isolates with resistance to one or more active
ingredients and modes of action. While previous work in California has documented resistance to a few active ingredients in a few fields, this is the first
comprehensive study of B. cinerea resistance to commonly used fungicides and modes of action. Results of this study will help identify ineffective
fungicides and improve gray mold management programs. Monitoring Colletotrichum acutatum Resistance to Quinone-outside Inhibitor Fungicides in Strawberry
B. FORCELINI (1), B. Forcelini (1), N. Peres (1)
(1) University of Florida, U.S.A. Colletotrichum acutatum, the causal agent of anthracnose fruit rot (AFR) and anthracnose root necrosis (ARN), is a major fungal pathogen affecting
strawberry. Control of AFR and ARN has been dependent on the use of Quinone-outside Inhibitor (QoI) fungicides. Resistance of C. acutatum isolates to
QoI fungicides was reported for the first time in 2013 in Florida, and was linked to five specific strawberry nurseries from Canada and North Carolina. In
2016, C. acutatum isolates were collected after outbreaks of ARN in Florida and coastal California. Ninety isolates from four nurseries were tested for
QoI sensitivity using a discriminatory dose mycelial growth assay. Forty-two isolates were not inhibited at 3 nor at 100 µg azoxystrobin per ml and were
considered QoI-resistant. Resistant isolates originated from two of the four nurseries tested. C. acutatum resistance to QoI fungicides is becoming a
widespread problem in strawberry nurseries located in different regions. Resistance of Colletotrichum gloeosporioides from strawberry to azoxystrobin and reduced-sensitivity to thiophanate-methyl
M. OLIVEIRA (1), M. Chamorro (1), N. Peres (1)
(1) University of Florida, U.S.A. Resistance of Colletotrichum gloeosporioides from strawberry to azoxystrobin and reduced-sensitivity to thiophanate-methyl
M. OLIVEIRA (1), M. Chamorro (1), N. Peres (1)
(1) University of Florida, U.S.A. Colletotrichum gloeosporioides causes Colletotrichum crown rot (CCR) of strawberry in the southern United States. Symptoms start with wilting of the
plants which consequently collapse. A discoloration can be observed when the crown is cut open. CCR is managed with the use of disease-free
transplants and fungicide applications. Our objective was to evaluate the sensitivity of C. gloeosporioides to two common fungicides used to manage
CCR in Florida strawberry fields. Sixty-three C. gloeosporioides isolated from strawberry crowns from 1995 to 2015 were evaluated in a conidial S4.72 germination assay for sensitivity to thiophanate-methyl and azoxystrobin at discriminatory concentrations of 3 and 100 μg/ml. An isolate collected in
1999 was found resistant to azoxystrobin. After that, resistance was observed sporadically only in isolates collected after 2007. Most of the isolates
recently collected during the 2015-16 FL strawberry season were resistant to azoxystrobin. A reduced sensitivity to thiophanate-methyl was observed for
all isolates in both fungicide concentrations tested, and none of the isolates was completely sensitive. We conclude that C. gloeosporioides isolates
resistant to azoxystrobin have been selected after the introduction of this fungicide in the market in 2001. However, it appears that C. gloeosporioides
isolates from strawberry have a natural reduced sensitivity to thiophanate-methyl. Increased frequency of multifungicide resistance in Botrytis cinerea
M. HU (1), G. Schnabel (1)
(1) Clemson University, U.S.A. Over four consecutive strawberry production seasons, resistance to 7 chemical classes of fungicides was determined for 2130 isolates from commercial
strawberry fields located in South Carolina and 10 other states of the eastern United States. The overall frequencies of isolates resistant to thiophanate-
methyl, pyraclostrobin, fenhexamid, boscalid, cyprodinil, iprodione, and fludioxonil increased over the four seasons to 84.7, 73.0, 32.2, 29.9, 29.7, 12.6,
and 11.3%, respectively. Resistance to thiophanate-methyl was found virtually in every location. Resistance to fludioxonil was rarely found during the
first three seasons, but increased to 11.3% in 2014-15. Our latest data from the 2015-16 season shows the frequency of resistance to fludioxonil has
increased to 12.3%, indicating a strong selection for fludioxonil resistance in strawberry fields in the eastern United States. We hypothesize that the more
FRAC codes are rotated into the spray program, the more we will select for isolates with increasing numbers of resistance determinants. Presence of fungicide resistant Botrytis strains in Norwegian forest nurseries
G. STRØMENG (1), V. Talgø (1), I. Fløistad (1)
(1) NIBIO, Norway Fungicide resistance in populations of Fusarium proliferatum causing bulb rot of onion in the Pacific Northwest
K. Fairchild (1), S. Windes (1), A. Malek (1), J. Woodhall (2), P. Wharton (1)
(1) University of Idaho, U.S.A.; (2) University of Idaho, U.S.A. Fusarium bulb rot, caused by the fungus Fusarium proliferatum, is an emerging disease on onion in Idaho. This bulb rot occurs in storage and shows
symptoms similar to neck rot. Symptoms usually start at the neck and progress down along the fleshy scales, but the basal plate is not affected. Infected
scales become translucent yellow and water-soaked, later turning tan-brown and soft. Frequently, the rot appears to progress down from the neck along a
single fleshy scale in the bulb. In most cases the infected bulbs do not show any pronounced external symptoms or signs of infection. Currently, there are
no control measures known for this disease as the mode of infection and conditions required for disease development are poorly understood. Fungicide
sensitivity testing was done on a range of fungicides which have shown potential for the control of F. proliferatum using spiral plate dilution gradients. Results showed that there was a range of sensitivities in the populations of F. proliferatum to the fungicides tested. A knowledge of fungicides showing
effective control of this pathogen in vitro is important in the development of effective management strategies to control this disease. Sensitivity of Podosphaera xanthii isolates from Illinois to fungicides
Y. XIANG (1), M. Babadoost (2) Sensitivity of Podosphaera xanthii isolates from Illinois to fungicides
Y. XIANG (1), M. Babadoost (2)
(1) University of Illinois, Urbana-Champaign, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. (1) University of Illinois, Urbana-Champaign, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. Powdery mildew causes more than 50% yield losses in pumpkin and squash fields in Illinois, if it is not managed effectively. Since 2010, growers in
Illinois have complained about failure of some fungicides to effectively control powdery mildew in cucurbit fields. This research was conducted to
evaluate sensitivity of powdery mildew fungi from Illinois to major powdery mildew fungicide groups, including demethylation inhibitors (DMI),
strobilurins or quinone outside inhibitor (QoI), succinate dehydrogenase inhibiting (SDHI), and cyflufenamid. In 2014 and 2015, 34 isolates of powdery
mildew fungi were collected from cucurbits fields in 10 counties in Illinois. All of the collected isolates were identified as Podosphaera xanthii by using
universal fungi primers ITS1F and ITS4 to amplify the internal transcribed spacer (ITS) region of nuclear ribosomal DNA (nrDNA). Fungicide resistance profiles and virulence of Stagonosporopsis species isolates from watermelon and melon in eastern China
M. NEWARK (1), N. Dufault (1), M. Paret (2), L. Pingfang (3), X. Yang (3)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) Jiangsu Academy of Agricultural Science, China Fungicide resistance profiles and virulence of Stagonosporopsis species isolates from watermelon and melon in eastern China
M. NEWARK (1), N. Dufault (1), M. Paret (2), L. Pingfang (3), X. Yang (3)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) Jiangsu Academy of Agricultural Science, China Stagonosporopsis spp. (syn: Didymella bryoniae) is a major pathogen on cucurbits. China is the largest producer of watermelon in the world with 22% of
the seed imported to the US is coming from China. The purpose of this study was to examine fungicide resistance and virulence profiles of
Stagonosporopsis spp. isolates in China as a first step in understanding potential global movement of novel strains. Sixty-nine mono-conidial isolates
from 4 provinces in east China were collected between 2011 and 2015. Fungicides azoxystrobin, boscalid, difenoconazole, tebuconazole, and
thiophanate M were tested using an amended agar assays at the rates of 0.096, 0.034, 0.032, 0.128, and 100mg/L, respectively. Virulence was examined
using a detached leaf assay with the watermelon (Citrullus lanatus) var: ‘Sugar Baby’. Leaves were inoculated with the pathogen and evaluated using a
disease scale. Statistical analysis was done using R version 3.2.3 examining frequencies and distributions of fungicide resistance and virulence. All
isolates found in East China were pathogenic on a US variety with many isolates having moderate (67%) or even high virulence (29%). In total, 92% of
the isolates were resistant to two or more classes of fungicides. Based on these findings, it is apparent that fungicide resistance is present in eastern China
and could pose a risk to the global movement of resistant strains. Investigating dynamics of QoI fungicide resistance in potato early blight complex pathogens in Wisconsin
S. DING (1), K. Meinholz (1), A. Gevens (1)
(1) University of Wisconsin-Madison, U.S.A. Fungicide resistance in populations of Fusarium proliferatum causing bulb rot of onion in the Pacific Northwest
K. Fairchild (1), S. Windes (1), A. Malek (1), J. Woodhall (2), P. Wharton (1)
(1) University of Idaho, U.S.A.; (2) University of Idaho, U.S.A. Twenty of the
isolates from different locations and different hosts were tested for their sensitivity to the four fungicides, including triflumizole (DMI), azoxystrobin
(QoI), penthiopyrad (SDHI), and cyflufenamid. Our preliminary studies in the laboratory showed that the isolates were highly sensitive to triflumizole,
penthiopyrad, and cyflufenamid, but less sensitive to azoxystrobin. The sensitivity of the isolates to azoxystrobin varied. Similarly, severity of powdery
mildew in the field plots treated with azoxystrobin was significantly higher than those in the plots received the other three fungicides. Podosphaera xanthii strains with resistance and reduced sensitivity to several fungicides may challenge control of cucurbit powdery mildew
M. McGrath (1)
(1) Cornell University, U.S.A. Podosphaera xanthii strains with resistance and reduced sensitivity to several fungicides may challenge control of cucurbit powdery mildew
M. McGrath (1)
(1) Cornell University, U.S.A. Fungicides at risk for resistance development are important for effectively managing powdery mildew (PM) in cucurbit crops because they can move to
lower leaf surfaces where the pathogen develops best. Isolates were collected from research and commercial plantings on Long Island, NY, on 16 Sep to
1 Oct 2015, which was after several fungicide applications for PM. A leaf disk bioassay was used to determine fungicide sensitivity. All but 1 of the 57
isolates tested were determined to be resistant to QoI fungicides (FRAC 11) and 79% of the isolates were resistant to boscalid, an SDHI fungicide
(FRAC 7). Many grew on leaf disks treated with 500 ppm boscalid as well as on untreated disks. Isolates with very limited or no growth on 500 ppm
boscalid disks tended to also be slightly tolerant or sensitive to 40 ppm myclobutanil (FRAC 3) and 40 ppm quinoxyfen (FRAC 13); most of these were
collected from research plants at LIHREC not treated with any at-risk fungicides (organically-managed and non-treated plots in a fungicide evaluation). Many boscalid-resistant isolates also grew well on disks with 40 ppm myclobutanil and on disks with 40 ppm quinoxyfen. Some of these exhibit
tolerance to higher doses. These results document strains of Podosphaera xanthii with resistance and reduced sensitivity to multiple fungicide
chemistries can be selected during one growing season, including where not exposed to all 3 chemistries. Such strains could foil alternation fungicide
programs. Resistance of Colletotrichum gloeosporioides from strawberry to azoxystrobin and reduced-sensitivity to thiophanate-methyl
M. OLIVEIRA (1), M. Chamorro (1), N. Peres (1)
(1) University of Florida, U.S.A. Five-millimeter mycelial discs from 2-day-old cultures were plated on non-amended PDA or PDA amended with iprodione (0.0001, 0.001,
0.01, 0.1, 0.3, 1.0 or 10.0 ppm) or propiconazole (0.001, 0.01, 0.1, 0.3, 1.0, 10.0 or 100.0 ppm). Cultures were incubated at room temperature and radial
mycelial growth was measured after 48 hours of incubation. EC50 (50% mycelial growth inhibition) values were calculated by regression of mycelial
growth relative to the control against log10 fungicide concentrations. EC50 values for iprodione and propiconazole ranged from 0.11 to 0.55 and 0.12 to
0.78 ppm respectively. Since S. sclerotiorum has appeared recently in Bangladesh and fungicide use has been relatively infrequent, these values will
serve as baseline data for monitoring their efficacy going forward. Presence of fungicide resistant Botrytis strains in Norwegian forest nurseries
G. STRØMENG (1), V. Talgø (1), I. Fløistad (1)
(1) NIBIO, Norway S4.73 Approximately 30 million seedlings of Norway spruce (Picea abies) are planted in Norwegian forests each year, and the main part of these plants are
produced by forest nurseries in Norway. Among the greatest challenges in the seedling production is the control of gray mold, caused by Botrytis. Fungicides used in Norwegian forest nurseries to control gray mold are thiophanate methyl, fenhexamid, iprodione, and a mixture of cyprodinil and
fludioxonil. Increasing disease problems in newly planted seedlings over the last few years, made it necessary to investigate the possible presence of
fungicide resistant Botrytis strains in forest nurseries. Isolates were collected from spruce seedlings and germ tube growth was measured on nutrient agar
amended with different concentrations of the fungicides. We tested fludioxonil and cyprodinil separately, by using fungicides that contained fludioxonil
or pyrimethanil (same chemical group as cyprodinil, cross resistance expected) as single active ingredients. Thus far, we have tested 35 isolates, and 54,
26 and 6% of these were resistant to thiophanate methyl, fenhexamid, and iprodione, respectively. Furthermore, 46, 26, 6, and 3% were moderately
resistant to thiophanate methyl, pyrimethanil, iprodione, and fludioxonil, respectively. Nine isolates were resistant to two fungicides. We recommend that
the nurseries avoid use of thiophanate methyl in the future, and that fenhexamid resistance is carefully monitored. Fungicide resistance in populations of Fusarium proliferatum causing bulb rot of onion in the Pacific Northwest
K. Fairchild (1), S. Windes (1), A. Malek (1), J. Woodhall (2), P. Wharton (1)
(1) University of Idaho, U.S.A.; (2) University of Idaho, U.S.A. Investigating dynamics of QoI fungicide resistance in potato early blight complex pathogens in Wisconsin
S. DING (1), K. Meinholz (1), A. Gevens (1)
1) University of Wisconsin-Madison, U.S.A. The potato early blight complex (EBC), caused by Alternaria solani and A. alternata, is a perennial and destructive fungal disease that can lead to loss in
yield and quality. Without cultivar resistance, management is with weekly-applied fungicides which can result in pathogen resistance in commercial
fields treated with single site mode of action fungicides. One such group is the QoIs, which target the cytochrome b of pathogens. In this 2015 study, the
F129L mutation which leads to QoI partial resistance was detected in all A. solani isolates collected from 4 farms representing unique potato production
regions of Wisconsin. Three of the farms conducted conventional production practices; one farm was certified organic. QoI resistance in A. alternata was S4.74 due to the G143A mutation and was detected in 64% of the isolates in early July, and 91% in late August. At the organic farm, the percentage of A. alternata isolates with QoI resistance increased from 0 to 13% over the season. It is possible that A. alternata, with a broad host range, may have a wild
type preserved in alternative hosts which can move into potato. Alternaria solani, which is more specifically a potato pathogen, may have been subjected
to QoI selection more thoroughly. Our results suggested that there was rapid selection for QoI resistance within a single production season, indicating the
need for modified and integrated management responses for long term management of the EBC. Sensitivity of Alternaria spp. causing diseases in tomato and potato to boscalid and azoxystrobin
C. VRISMAN (1), M. Islam (1), S. Miller (1)
(1) The Ohio State University, U.S.A. Tomato and potato growers in Ohio have recently reported reduced efficacy of fungicides used to control diseases caused by Alternaria. We aimed to
assess the sensitivity of Alternaria isolates to two commonly used fungicides. Thirty isolates were collected from symptomatic tomato and potato plants
in 2015, 28 of which were identified as A. alternata and two as A. solani. Isolates were screened for sensitivity to commercial formulations of
azoxystrobin and boscalid. Mycelial discs were transferred to potato dextrose agar plates containing 0.0, 0.01, 0.1, 1, and 10 µg boscalid/mL; or 0.0,
0.01, 0.1, 1, 10, and 100 µg azoxystrobin/mL amended with SHAM (100 µg/mL). The diameter of fungal colonies was measured after 8 days of
incubation. G143A mutation in cytochrome b is found in azoxystrobin resistant Phytophthora cactorum but not in resistant Phytop
strawberry T. SEIJO (1), E. Zuchelli (2), N. Peres (1)
(1) University of Florida - GCREC, U.S.A.; (2) Universidade de Passo Fundo, Brazil T. SEIJO (1), E. Zuchelli (2), N. Peres (1)
(1) University of Florida - GCREC, U.S.A.; ( )
( )
( )
(1) University of Florida - GCREC, U.S.A.; (2) Universidade Phytophthora cactorum and P. nicotianae cause leather rot of fruit and Phytophthora crown rot (PhCR) in strawberry. Leather rot occurs sporadically,
but can cause up to 50% fruit loss during conducive weather. In Florida’s annual strawberry winter production system, PhCR can be severe resulting in
stunting, mortality and severe yield loss. Currently, azoxystrobin is labelled for control of leather rot but not for PhCR. P. cactorum and P. nicotianae
isolates from both leather rot and PhCR were collected from multiple strawberry fields in Florida between 1997 and 2016. Isolates were tested for
sensitivity to azoxystrobin at 0, 0.01, 0.1, 1.0, 10, and 50 mg/L amended with SHAM (100 mg/L). The isolates were separated into two groups, sensitive
isolates, with EC50 values of less than 1.0 mg/L, and resistant isolates having EC50 values greater than 50 mg/L. Resistant P. cactorum and P. nicotianae
isolates were found among both leather rot and PhCR isolates collected after 2010. The first 450 bases of the mitochondrial cytochrome b gene were
sequenced from a selection of resistant and sensitive isolates of both species. The G143A mutation reported to cause azoxystrobin resistance was found
in all three resistant P. cactorum isolates but not in resistant P. nicotianae isolates or in any sensitive isolate. This is also the first report of resistance to
azoxystrobin in P. nicotianae from strawberry. Prevalence of metalaxyl resistance in Pythium populations in dryland agriculture in the US Pacific Northwest
W. CHEN (1), S. Guy (2), R. McGee (3), T. Paulitz (1), L. Porter (4), K. Schroeder (5), G. Vandemark (1)
(1) USDA ARS, Washington State University, Pullman, WA, U.S.A.; (2) Wasington State University, Pullman, WA, U.S.A.; (3) USDA ARS, Pullman,
WA, U.S.A.; (4) USDA ARS, Washington State University, Prosser, WA, U.S.A.; (5) University of Idaho, Moscow, ID, U.S.A. Metalaxyl (mefenoxam) has been the primary fungicide used in managing Pythium damping off of chickpea and other pulse crops. Metalaxyl resistance
among Pythiun spp. causing damping-off of alfalfa in Minnesota: Identification, pathogenicity and fungicide sensitivity
(2)
d
(2) Pythium species causing damping-off of alfalfa in Minnesota: Identification, pathogenicity and fungicide sensitivity
D. Samac (1), L. Berg (2), L. Radmer (2)
(1) USDA-ARS, U.S.A.; (2) University of Minnesota, U.S.A. Damping-off and seed rot is an important disease of alfalfa, severely affecting stand establishment when conditions favor the disease. Globally, 15
Pythium species cause damping-off and seed rot of alfalfa, although surveys of species causing disease on alfalfa in Minnesota are lacking. Eight species
were isolated by a seedling baiting technique from soil of five alfalfa fields in Minnesota with high levels of damping-off. Three species, P. sylvaticum,
P. irregulare, and P. ultimum var. ultimum, were pathogenic on germinating alfalfa seedlings at 21 C. Strains of seven species isolated from infected
soybean, P. irregulare, P. intermedium, P. sylvaticum, P. recalcitrans, P. conidiophorum, P. ultimum var. sporangiiferum, and P. ultimum var. ultimum,
were pathogenic on alfalfa. Assays with Apron XL (mefanoxam) treated seed showed that fungicide sensitivity varied between and with species with
approximately 56% of strains insensitive. In Apron XL amended medium, hyphal density was reduced at all concentrations but all strains had a similar
growth rate as on non-amended medium. Insensitivity to Stamina seed treatments (pyraclostrobin) occurred in 94% of strains tested. The presence of
broad host range species and fungicide resistance suggests that crop rotation and these widely used seed treatments are not effective tools for managing
this disease. These results indicate that resistant cultivars are needed for managing damping-off in alfalfa production systems. G143A mutation in cytochrome b is found in azoxystrobin resistant Phytophthora cactorum but not in resistant Phytophthora nicotianae from
strawberry Investigating dynamics of QoI fungicide resistance in potato early blight complex pathogens in Wisconsin
S. DING (1), K. Meinholz (1), A. Gevens (1)
1) University of Wisconsin-Madison, U.S.A. The effective dose for 50% inhibition (EC50) of mycelial growth was calculated for each isolate by regressing the relative growth against the
log10 of fungicide concentration. The A. alternata isolates were sensitive or slightly reduced in sensitivity to boscalid. One A. solani isolate was highly
resistant to boscalid. More than 90% of the A. alternata isolates were resistant to some degree to azoxystrobin; both A. solani isolates were highly
resistant. Overuse of azoxystrobin may have resulted in a shift in Alternaria populations to higher resistance to this fungicide. Resistance to boscalid was
rare, but fungicide resistance management programs should be followed to reduce the risks of resistance development in Alternaria species. Fungicide sensitivity of Pythium species from the North Central Region of the United States
R. MATTHIESEN (1), A. Robertson (1), M. Chilvers (2)
(1) Iowa State University, U.S.A.; (2) Michigan State University, U.S.A. Pre- and post-emergence damping-off of soybean in the North Central Region (NCR) can be caused by several Pythium spp. Various fungicide seed
treatments are used to manage damping-off. Little is known about the effect of temperature on fungicide sensitivity of Pythium spp. in the NCR. The
goal of this study was to assess fungicide sensitivity of Pythium spp. from the NCR to metalaxyl, ethaboxam, and azoxystrobin by assessing mycelial
inhibition in vitro at two temperatures. Isolates of four Pythium spp. (P. lutarium, P. oopapillum, P. sylvaticum, and P. torulosum) from the Midwest,
collected through the USDA funded Oomycete Extension Network, were assessed for fungicide sensitivity using five concentrations (0, 0.1, 1.0, 10, and
100 μg a.i./ml) at 13°C and 23°C in an agar medium plate assay. All species from all states, except AR, were more sensitive (>50% mycelia inhibition)
to metalaxyl and ethaboxam than to azoxystrobin. At 13°C isolates of P. oopapillum from all states, except AR, were less sensitive to all fungicides
compared to 23°C. Isolates of P. sylvaticum from IA, ND, NE, SD, and WI were less sensitive to all fungicides at 23°C compared to 13°C. At 13°C
isolates of P. torulosum from IA, IN, ND, NE, and WI were less sensitive to all fungicides tested compared to 23°C. An improved understanding of
fungicide sensitivity of Pythium spp. could improve our ability to develop and implement effective fungicide seed treatments in the NCR. Assessment of acquired resistance of originally sensitive isolates of Phytophthora infestans to the systemic fungicides fluopicolide and propamocarb
J. GONZÁLEZ-TOBÓN (1), J. Chirivi-Salomon (1), M. Parra-Bastidas (1), R. Childers (2), S. Restrepo (1), G. Danies (1)
(1) Universidad de los Andes, Colombia; (2) Harvard University, U.S.A. Production of Phytophthora nicotianae isolates resistant to oxathiapiprolin
R. BITTNER (1), A. Mila (1)
(1) North Carolina State University U S A Production of Phytophthora nicotianae isolates resistant to oxathiapiprolin
R. BITTNER (1), A. Mila (1)
(1) North Carolina State University, U.S.A. Black shank, caused by Phytophthora nicotianae (Pn), is a devastating disease of tobacco throughout the world. Oxathiapiprolin (OXA), a newly
discovered fungicide, has shown efficacy against numerous oomycetes including Pn, but the potential for OXA resistance is unknown. The generation of
resistance to OXA was attempted using UV light mutagenesis and mycelial adaptation with four Pn isolates. UV mutagenesis generated two isolates
(EdgeB7-M1 and YadA28-M1) with mycelial resistance to OXA. Sporangia production of both UV mutants also showed increased insensitivity to OXA. Resistance produced by UV mutagenesis was stable after five consecutive transfers on non-amended medium. In greenhouse studies, EdgeB7-M1
remained pathogenic to tobacco, while YadA28-M1 was nonpathogenic. For mycelial adaptation, 48 colonies, twelve replicates from each of the four
isolates, were transferred fifteen times on OXA medium. After the 15th transfer, twelve colonies from the initial 48 had a significant increase in mycelial
insensitivity to OXA, compared to the wild-type isolates. Increased insensitivity from mycelial adaptation was not stable. Sixty-six percent of the isolates
lost their insensitivity after fifteen successive transfers on a non-amended medium. Of the twelve adapted isolates, one remained pathogenic on tobacco. Our results show that the generation of OXA resistant Pn isolates is possible; however resistance may be associated with fitness penalties. Management of mefenoxam-resistant isolates of Pythium ultimum causing pythium leak on potato in the Pacific Northwest
I. CARRILLO (1), P. Wharton (1), K. Fairchild (1), L. Porter (2), K. Frost (3), P. Hamm (3)
(1) University of Idaho, U.S.A.; (2) USDA-ARS, U.S.A.; (3) Oregon State University, U.S.A. Oxathiapiprolin baseline sensitivity distribution of Phytophthora capsici isolates
G. OLAYA (1), R. Linley (2), K. Edlebeck (2), S. Kousik (3), P. Kuhn (4)
(1) Syngenta, U.S.A.; (2) Syngenta, U.S.A.; (3) USDA-ARS, U.S. Vegetable Laboratory, U.S.A.; (4) Syngenta, U.S.A. Oxathiapiprolin baseline sensitivity distribution of Phytophthora capsici isolates
G. OLAYA (1), R. Linley (2), K. Edlebeck (2), S. Kousik (3), P. Kuhn (4)
(1) Syngenta, U.S.A.; (2) Syngenta, U.S.A.; (3) USDA-ARS, U.S. Vegetable Laboratory, U.S.A.; (4) Syngenta, U.S.A. Oxathiapiprolin is the only active ingredient in a new class of fungicides (piperidinyl-thiazole-isoxazoline) that is active against downy mildews and
Phytophthora species, and generally weak against Pythium species. It is active against multiple developmental stages of Oomycete fungi including
inhibition of mycelial growth, sporangial germination, zoospore release, and zoospore germination. The proposed site of action is the inhibition of an
oxysterol binding protein (OSBP). FRAC has assigned oxyathapiproline to group U15 and is considered to have a medium to high risk for resistance
development. The oxathiapiprolin baseline sensitivity of Phytophthora capsici has been constructed using 40 isolates never exposed to this fungicide. P. capsici isolates were obtained from pepper, zucchini, squash, tomato, watermelon, pumpkin, smooth gourd, bitter gourd and an unknown host. Sensitivity tests were conducted in vitro using V8 agar media amended with oxathiapiprolin. Mycelial growth inhibition was quantified using the
following oxathiapiprolin concentrations: 0, 0.000001, 0.00001, 0.0001, 0.001, 0.01 and 0.1 mg.ai/L. The baseline sensitivity distribution (ED50 values)
of the P. capsici isolates ranged from 0.00006090 to 0.0005169 with a geometric mean of 0.00019716 mg oxathiapiprolin/L and a range of 8.5X. Oxathiapiprolin baseline information is critical for the early detection of resistant isolates and the establishment of effective resistance management
recommendations. Management of mefenoxam-resistant isolates of Pythium ultimum causing pythium leak on potato in the Pacific Northwest
I. CARRILLO (1), P. Wharton (1), K. Fairchild (1), L. Porter (2), K. Frost (3), P. Hamm (3)
(1) University of Idaho, U.S.A.; (2) USDA-ARS, U.S.A.; (3) Oregon State University, U.S.A. Mefenoxam is a fungicide used to manage oomycete pathogens on potato. Resistance to mefenoxam has developed in Phytophthora infestans in all
potato growing regions of the U.S, and is becoming more common in P. erythroseptica. In a 2006 survey, many fields in the Columbia Basin were found
to have mefenoxam-resistant isolates of P. ultimum. The percentage of resistant isolates to sensitive isolates for these fields ranged from 0 to 92.5%. Despite the risk of resistance and the cost of mefenoxam, it is still widely used in potato production in the Pacific Northwest (PNW) due to its efficacy in
managing pythium leak and the lack of effective alternative compounds. In the PNW, pythium leak is most often seen at harvest or during storage. However in recent years, particularly in fields with high levels of resistance, extensive damage has been found weeks ahead of harvest, suggesting a
higher disease risk for resistant isolates than sensitive ones. In this study, a field survey was undertaken to evaluate the extent and persistence of
mefenoxam resistance in populations of Pythium in the PNW and determine potential alternative fungicides that can be used for the control of
mefenoxam resistant P. ultimum isolates. Results showed that the levels of mefenoxam resistance in PNW Pythium isolates had decreased since 2006. Several new fungicides were also identified which had good efficacy against P. ultimum. Screening for phenylamide fungicide insensitivity in Wisconsin hop downy mildew (Pseudoperonospora humuli) populations
M. MARKS (1), A. Gevens (1) Pseudoperonospora humuli is the oomycete pathogen causing hop downy mildew, an important disease concern in WI. The disease is primarily managed
by fungicides since varietal resistance is unavailable. Phenylamides have been shown to be systemic and highly effective in control, but due to resistance,
particularly in the Pacific Northwestern (PNW) hop producing region, their use has dwindled. To date, the use of phenylamides, namely mefenoxam, has
been extremely limited in WI due to the high cost and uncertainty of efficacy. In 2015, nineteen P. humuli isolates were collected from a commercial hop
yard in Dane County, WI and screened for mefenoxam insensitivity using a leaf disk assay. Fourteen leaf disks were placed onto either 1% water agar
(WA) or 1% WA amended with 25 μg/ml of mefenoxam (Ridomil Gold SL, Syngenta). The disks were inoculated at 3 sites with sporangial suspensions
from each isolate and the incidence of sporulation at each site was tallied after 5-7 days. The percentage of total sporulating sites was calculated and
isolates were considered insensitive if the incidence of sporulation on amended media was at least 50% of that on nonamended media. All isolates
showed no sporulation on WA plates amended with mefenoxam, and were sensitive. Mefenoxam may be highly effective in managing hop downy
mildew in this location. Additional locations will be tested to better assess the phenylamide sensitivity status and aid in grower fungicide decision-
making. G143A mutation in cytochrome b is found in azoxystrobin resistant Phytophthora cactorum but not in resistant Phytop
strawberry has been reported from the irrigated Columbia basin in the state of Washington where metalaxyl has been applied multiple times
annually to manage potato diseases, but not from dryland agriculture where metalaxyl has been used only once per year in seed treatments. However, in
the spring of 2014 and 2015, severe seed rot and damping-off of metalaxyl-treated chickpea seeds were found in the dryland agriculture region in
southeastern Washington and northern Idaho, and were associated with Pythium isolates with high levels of resistance to metalaxyl. High densities of
metalaxyl-resistant Pythium populations were found in areas of severe chickpea seed rot and damping-off, and were observed in seven commercial
chickpea fields in southeastern Washington and northern Idaho. P. ultimum var. ultimum dominated the populations that were highly resistant to
metalaxyl. ED50 values for metalaxyl-resistant isolates were significantly higher than those of metalaxyl-sensitive isolates. Under controlled conditions, S4.75 metalaxyl treatments failed to protect chickpea seeds from seed rot and damping-off following inoculation with metalaxyl-resistant Pythium isolates. An
effective alternative measure is urgently needed to successfully manage metalaxyl-resistant Pythium in chickpea production. metalaxyl treatments failed to protect chickpea seeds from seed rot and damping-off following inoculation with metalaxyl-resistant Pythium isolates. An
effective alternative measure is urgently needed to successfully manage metalaxyl-resistant Pythium in chickpea production. Screening for phenylamide fungicide insensitivity in Wisconsin hop downy mildew (Pseudoperonospora humuli) populations
M. MARKS (1), A. Gevens (1)
(1) University of Wisconsin-Madison, U.S.A. Screening for phenylamide fungicide insensitivity in Wisconsin hop downy mildew (Pseudoperonospora humuli) populations
M. MARKS (1), A. Gevens (1) Fungicide sensitivity of Phytophthora infestans isolates collected in Colombia
M. PARRA-BASTIDAS (1), L. Cabrera-Villamizar (1), J. Chirivi-Salomon (1), C. Ñústez (2), S. Restrepo (1), G. Danies (1)
(1) Universidad de los Andes, Colombia; (2) Universidad Nacional de Colombia, Colombia Phytophthora infestans, is a major constraint to potato production in Colombia. The disease is present in all regions where potatoes are grown and may
cause losses of around 265,000 tons of potatoes per year. Control of late blight in Colombia is mainly achieved by the use of fungicides. Due to the
specific mode of action of some of these fungicides and the high selection pressure exerted by the continued use of these products it is likely that some P. infestans strains in Colombia have already developed resistance against some of these systemic fungicides. Therefore, the aim of this study was to
determine the sensitivity of isolates collected in potato-producing regions of Colombia to the systemic fungicides dimetomorph, fluopicolide, and
propamocarb. Baseline sensitivity was tested in vitro on pea agar media amended with a range of concentrations of each fungicide tested. Dose-response
curves and values for the median effective concentration, at which 50% of mycelial growth was inhibited, were determined for each isolate. Assessment of acquired resistance of originally sensitive isolates of Phytophthora infestans to the systemic fungicides fluopicolide and propamocarb
J. GONZÁLEZ-TOBÓN (1), J. Chirivi-Salomon (1), M. Parra-Bastidas (1), R. Childers (2), S. Restrepo (1), G. Danies (1)
(1) Universidad de los Andes, Colombia; (2) Harvard University, U.S.A. S4.76 Phytophthora infestans, a plant pathogenic oomycete, is the causal agent of late blight disease of potatoes and tomatoes. This disease causes devastating
economical losses each year and control is mainly achieved by the use of fungicides. Previous studies have reported that sensitive isolates to the
phenylamide fungicide, mefenoxam, become tolerant after a single passage on mefenoxam-containing medium. The acquired resistance of the sensitive
isolates appeared to have a cost on the rate of mycelial growth and declined slightly with subsequent culturing on medium free of mefenoxam. The aim
of this study was to investigate whether the same phenomenon is observed using two different systemic fungicides: fluopicolide and propamocarb. Susceptible isolates of P. infestans were exposed to three different concentrations of fungicide-amended medium: 0, 5, and 10 µg ml–1 for fluopicolide
and 0, 1 and 100 µg ml–1 for propamocarb. To assess if the isolates had acquired resistance to each of the fungicides tested, mycelia from isolates
growing at 5 µg ml–1 for fluopicolide and 1 µg ml–1 for propamocarb were transferred once again to media with the same concentrations mentioned
above. Status of Huanglongbing (HLB)
(citrus greening) Multi Agency Coordination (MAC) projects on thermal treatment of citrus trees with citrus greening
D. KOMM (1), D. Komm (2), R. Ehsani (3)
(1) USDA PPQ CPHST U S A ; (2) USDA U S A ; (3) University of Florida U S A g
g
g (
)
citrus greening) Multi Agency Coordination (MAC) projects on thermal treatment of citrus trees with citrus greenin
D. KOMM (1), D. Komm (2), R. Ehsani (3) Citrus trees infected with ‘Candidatus Liberibacter asiaticus’, subjected to heat treatments, have shown an improvement in citrus yields and vigor. Thermal treatment equipment for all sizes of citrus trees is being developed and improved for citrus trees infected with ‘Ca. Liberibacter asiaticus’. Two
MAC projects are contributing to the development and improvement of thermal treatment equipment for all sizes of citrus trees infected with this
pathogen. Researchers involved in the first project have developed a mobile physical system using steam to prolong the productive life of citrus trees
eight feet tall and smaller. This system uses a tent canopy that goes over the tree followed by steam treatment. Second project has developed a mobile
thermotherapy system for citrus trees as tall as thirty feet. The entire system supports a tent canopy that continuously treats as it progresses in the row
without stopping the steam treatment. Both projects have successfully heat-treated grove trees infected with HLB. There have been improvements in the
thermal equipment to provide a fully functional mobile steaming system for immediate use on all sizes of trees for commercial treatments. Canopy and root response of HLB-affected citrus trees to steam-generated thermotheray
N. Thapa (1), S. Commerford (1), R. Ehsani (1), E. Johnson (1), M. Dewdney (1)
(1) CREC, University of Florida, U.S.A. Canopy and root response of HLB-affected citrus trees to steam-generated thermotheray
N. Thapa (1), S. Commerford (1), R. Ehsani (1), E. Johnson (1), M. Dewdney (1)
(1) CREC, University of Florida, U.S.A. Thermotherapy is an old technique used to control plant pathogens. Citrus huanglongbing (HLB) threatens Florida’s multibillion dollar citrus industry
and has no effective control measures. The phloem-limited bacterium, Candidatus Liberibacter asiaticus (Las), is the causal agent of HLB and infects
both canopy and root system. Thermotherapy can reduce Las titer in infected trees and this study explores steam as a heat source for rapid treatment to
extend the productivity of HLB-affected citrus trees. Optimum temperature-time duration is important to reduce Las titer without affecting tree
productivity. Status of Huanglongbing (HLB)
(citrus greening) Multi Agency Coordination (MAC) projects on thermal treatment of citrus trees with citrus greening
D. KOMM (1), D. Komm (2), R. Ehsani (3)
(1) USDA PPQ CPHST U S A ; (2) USDA U S A ; (3) University of Florida U S A A randomized split-plot design field trial was laid out with the main plots at 3-month intervals to determine optimum time-of-year to reduce
Las titer and the subplots at 6 temperature-time combinations (58°C/15s; 58°C/60s; 58°C/90s; 58°C/120s; 60°C/30s and untreated control, UTC) with 3
replications per treatment. Four leaves/tree from 10 trees/rep were collected quarterly and tested for Las titer via standard qPCR. Roots were assessed for
Las titer as roots are an untreated reservoir. Preliminary data show an overall reduction in titer a month after the July treatment. Las titer increased in all
leaves, but more in the UTC than the treatments, whereas root Las titer was reduced more in treatments than the UTC. This may be due to change of
phloem flow from root to the treated canopy along with Las. Seasonality may be critical for successful suppression of Las. Inoculum sources of Xanthomonas fragariae in strawberry nursery packing houses: Presence, viability and transmission
H. WANG (1), C. Gigot (2), N. McRoberts (2), W. Turechek (3)
(1) EDISTO Research and Education Center, Clemson University, U.S.A.; (2) University of California, U.S.A.; (3) U.S. Horticultural Research
Laboratory, USDA, U.S.A. Xanthomonas fragariae causes strawberry angular leaf spot, an important disease in strawberry nursery production. When plants are dug and harvested in
the field, they are transported to a “trim shed” where the leaves are removed and the roots are trimmed with table-mounted steel blades. Maintaining
constant and stringent phytosanitary conditions is nearly impossible because of the sheer numbers of plants handled each day as part of this sorting and
packaging process. To determine the likelihood of X. fragariae transmission during this process, PBS-soaked cotton balls were used to swab the blades
and tables at nursery trim shed stations after processing strawberry plants harvested from infected fields. X. fragariae presence and percent viability were
determined by squeezing PBS from the cotton balls and testing it by PMA-qPCR. The likelihood of disease transmission was estimated by rub-
inoculating strawberry plants with the cotton balls. X. fragariae was detected in ~70% of the samples and ~30% of these contained living bacteria. Disease symptoms were observed in 9 of 62 strawberry plants inoculated. Results indicate that contamination of healthy plants is likely to occur during
the post-harvest trimming process in nurseries and identified points where sanitation can be improved for better disease control. Fungicide sensitivity of Phytophthora infestans isolates collected in Colombia
M. PARRA-BASTIDAS (1), L. Cabrera-Villamizar (1), J. Chirivi-Salomon (1), C. Ñústez (2), S. Restrepo (1), G. Danies (1)
(1) Universidad de los Andes, Colombia; (2) Universidad Nacional de Colombia, Colombia This study provides further insights into the in vitro adaptability of P. infestans against antifungal stress. Fertigation and soil acidification sustain root density of huanglongbing-infected trees in Florida citrus groves
J. GRAHAM (1), E. Johnson (1), K. Gerberich (2), D. Bright (1)
(1) University of Florida, U.S.A.; (2) University of Florida, Canada Status of Huanglongbing (HLB) Status of Huanglongbing (HLB)
(citrus greening) Multi Agency Coordination (MAC) projects on thermal treatment of citrus trees with citrus greenin
D. KOMM (1), D. Komm (2), R. Ehsani (3)
(1) USDA PPQ CPHST, U.S.A.; (2) USDA, U.S.A.; (3) University of Florida, U.S.A. Fertigation and soil acidification sustain root density of huanglongbing-infected trees in Florida citrus groves
J. GRAHAM (1), E. Johnson (1), K. Gerberich (2), D. Bright (1)
(1) University of Florida, U.S.A.; (2) University of Florida, Canada Huanglongbing (HLB) is a devastating citrus disease caused by the phloem-limited bacterium Candidatus Liberibacter asiaticus (Las). Early symptoms
of HLB include fibrous root loss and leaf blotchy mottle, followed by yield decline, leaf drop, and canopy dieback. As a consequence of initial bacterial
infection of fibrous roots, a 30-50% reduction in fibrous root density and elevated soil Phytophthora populations were detected in field surveys. Continued sampling of Hamlin and Valencia orange trees on Swingle citrumelo rootstock in different stages of HLB decline revealed that root loss
occurs in two stages. The second phase of root loss (70-80%) begins at the early stage of tree canopy thinning resulting from leaf drop and branch
dieback. Managements have been implemented to reduce soil, nutrient and water stress, and Phytophthora root rot. They include frequent irrigation
cycles, fertigation and acidification of irrigation water and soil to reduce rhizosphere pH, and fungicides. Root density of trees under these practices
fluctuates seasonally and annually but has not declined over the last 3 years. Trees managed with soil acidification and fertigation have steadily
recovered in health and yield. X. ZHANG (1), M. Babadoost (2)
(1) Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. ( )
( )
Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. (1) Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S Bacterial spot, caused by Xanthomonas cucurbitae, has become a serious disease of pumpkin in Illinois and other states in the Midwest. X. cucurbitae
infects leaves and fruit. Fruit infection often results in fruit rot. More than 90% of fruit infection with X. cucurbitae in pumpkin fields has been reported. X. cucurbitae is considered as a seed-borne pathogen, hence developing an effective seed treatment to eradicate the pathogen in seed is essential. This
study was conducted to develop reliable treatments for eradication of X. cucurbitae in seed. Hot-water, HCl, and NaClO treatments for eradication of X. cucurbitae in ‘Howden’ and ‘Dickinson’ pumpkins were assessed. Seed were treated in water with 49, 50, 51, 52, 53, 54, 55, and 56°C, for 5, 10, 15, 20,
25, and 30 min at each of the temperatures. Treatment at 55°C for 10 min eradicated X. cucurbitae in both naturally-infected and artificially-inoculated
seed without significant adverse effects on seed germination or seedling vigor. HCl treatments included 0.5, 1.0, and 2.0% HCl solutions for 10, 20, 30,
40, 50 and 60 min. The most effected HCl-treatment was 0.5% concentration for 40 min, which eradicated X. cucurbitae in the seed without any negative
effect on seed germination or seedling vigor. For NaClO treatment, pumpkin seeds were soaked in NaClO solution with concentration of 0.5, 1, 1.5 and
2% for 1, 2, 3 and 4 min. None of the NaClO treatments completely eradicated X. cucurbitae in pumpkin seed. Silicon Augments Xanthomonas gardneri symptoms in Tomato cv. Early Girl
W. ZELLNER (1), C. Krause (2), J. Locke (1), J. Boldt (1), S. Leisner (3)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A.; (3) The University of Toledo, U.S.A. Silicon (Si) is a plant nutrient that enhances stress tolerance. Tomato accumulates a moderate amount of Si in foliar tissue, but its effect on Xanthomonas
gardneri infection has not yet been determined. To test this, ‘Early Girl’ tomatoes were grown hydroponically in nutrient solution with (Si+) or without
(Control) 2 mM potassium silicate. Plants were dip-inoculated with X. gardneri. Symptoms developed within 24 hrs post-inoculation. Total symptomatic
leaf area was quantified 10 dpi, using the Assess 2.0 Program. X. ZHANG (1), M. Babadoost (2)
(1) Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. Si-treated plants had significantly more lesions and higher symptomatic leaf area (11.7%)
compared to controls (6.5%). Symptoms present on Si+ plants were spread throughout the leaf, while lesions on control plants were concentrated around
the leaf margins. This suggested entry by X. gardneri in Si+ plants was through both stomates and hydathodes, while control plants were infiltrated
mainly via hydothodes. To determine if differences in symptom formation between Si+ and control plants was simply due to changes in stomatal
opening, stomatal conductance was directly measured between Si+ and control plants that were removed from hydroponics solution for 2 min. At 570s,
stomatal conductance in Si+ plants compared to control was slightly, but significantly lower. This suggests that differences in X. gardneri symptoms in
‘Early Girl’ are not due to changes in the stomatal conductance influenced by the dip-inoculation method. Study of the influence of winter rye on soybean seedling and root rot diseases
G. ARALDI-DA-SILVA (1), T. Kaspar (2), M. Helmers (1), D. Mueller (1), L. Leandro (1)
(1) Iowa State University, U.S.A.; (2) USDA, U.S.A. Cover crops can enhance or suppress plant diseases, but little is known about the effect of cover crops on soybean diseases. In 2015, the effect of winter
rye (Secale cereale L.) cover crop on soybean seedling and root rot was studied at two experimental sites, Boyd and ISUAG-USB, in Ames, IA. Both
sites were under a no-till corn-soybean rotation. Cover crop treatments were rye and no rye, at Boyd; and early termination rye, late termination rye, and
no rye, at ISUAG-USB. Variables assessed were soybean stand, root rot severity, dry plant weight, healthy green leaf area (HGLA), and yield. Root rot
severity was visually assessed on a percent scale, and HGLA was measured as canopy percent reflectance using a hand-held radiometer. At Boyd,
soybean stand (P=0.68) and yield (P=0.61) were not affected by treatment, but healthy green leaf area (HGLA) was higher in rye plots (P<0.001)
compared to plots with no rye. At ISUAG-USB, no rye plots had more soybean stand (P=0.08), greater yield (3105 ± 304 kg/ha) (P=0.07), and higher
HGLA (P<0.001) compared to plots with late termination rye. Early termination rye did not differ from late termination and no rye treatments for any
variables. No difference in dry plant weight and root rot severity were observed between treatments at both sites (P>0.2). The fungal disease citrus black spot (CBS) has become an increasing problem in Florida citrus groves. We conducted a 3-year study to evaluate the
effect of 5% urea (9.4 kg/190 l water/0.4 ha), Soil-Set (142 ml/190 l water/0.4 ha), and a water control on the level of the P. citricarpa or the
morphologically similar citrus endophyte P. capitalensis in the leaf litter and subsequent CBS incidence on fruit in a Valencia grove in Immokalee, FL.
The experiment was a randomized complete block design with three rows per treatment (trt) and four blocks. Leaf litter samples were collected from
arbitrarily selected trees at time of treatment and then three times biweekly post-treatment application. For every collection, 100 leaves/trt/block were
inspected for fungal sporocarp presence and each fungus was quantified via qPCR. The disease incidence on fruit was collected for 50 fruit/tree on 125
trees/trt/block. Fungal DNA levels were analyzed with a 3-way ANOVA and fruit disease incidence by contingency table analysis and chi-square tests.
Leaf litter DNA had a significant interaction (P < 0.0001) between block x trt x collection date. For the incidence of disease on fruit, significant X. ZHANG (1), M. Babadoost (2)
(1) Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. Site variables, as well as cover
crop treatments, can influence soybean crop response. This study is going to be repeated in 2016, and additional research is underway to quantify
Fusarium and Pythium populations at both sites. Reduced Macrophomina phaseolina colonization of soybean by supplementing with the secondary nutrients calcium and magnesium
T. WILKERSON (1), M. Tomaso-Peterson (2), B. Golden (3), A. Brown (4), T. Allen (3)
(1) Mississippi State University, Stoneville, MS, U.S.A.; (2) Mississippi State University, Starkville, MS, U.S.A.; (3) Mississippi State University Delta
Research and Extension Center, Stoneville, MS, U.S.A.; (4) Mississippi State Cemical Lab/ Mississippi State University, Starkville, MS, U.S.A. Reduced Macrophomina phaseolina colonization of soybean by supplementing with the secondary nutrients calcium and magnesium
T. WILKERSON (1), M. Tomaso-Peterson (2), B. Golden (3), A. Brown (4), T. Allen (3)
(1) Mississippi State University, Stoneville, MS, U.S.A.; (2) Mississippi State University, Starkville, MS, U.S.A.; (3) Mississippi State University Delta
Research and Extension Center, Stoneville, MS, U.S.A.; (4) Mississippi State Cemical Lab/ Mississippi State University, Starkville, MS, U.S.A. Macrophomina phaseolina (Tassi) Goid (Mp) is a ubiquitous soilborne fungal pathogen that causes charcoal rot (CR) of soybean. Charcoal rot annually
limits profitability, especially in years when hot and dry environmental conditions persist. Throughout the southern United States, CR consistently
remains one of the top five soybean diseases and has resulted in an estimated 11 million metric ton reduction in yield over the past 20 years. The
objective of this research was to reduce Mp colonization of field grown soybean by supplementing secondary nutrients, specifically calcium (Ca) and
magnesium (Mg). In 2014 and 2015 non-irrigated, Mp-inoculated field trials were conducted with a CR-susceptible and a CR-moderately-resistant
cultivar. Treatment applications consisted of 1,120 kg/ha rate of Ca and Mg alone and in combination at each of three timings: pre-plant, at plant, and
pre-plant fb at plant. Control plots consisted of a completely non-treated non-inoculated in addition to an Mp-inoculated non-treated. Root samples were
taken at the R3, R5, R7, and R8 growth stages. Colony forming units (cfu) were enumerated from ground, disinfested root tissue using a semi-selective
medium. Reductions in cfus were observed to be approximately 35% in the moderately-resistant cultivar and a 45 to 50% reduction in the susceptible
cultivar, compared to the non-treated. Reduction in colonization was observed in some cases although not across all treatments. Status of Huanglongbing (HLB)
(citrus greening) Multi Agency Coordination (MAC) projects on thermal treatment of citrus trees with citrus greening
D. KOMM (1), D. Komm (2), R. Ehsani (3)
(1) USDA PPQ CPHST U S A ; (2) USDA U S A ; (3) University of Florida U S A Assessment of in-vitro efficacy of different disinfectants against common bacterial diseases on woody ornamentals
P. LIYANAPATHIRANAGE (1), S. Dawadi (1), M. Kabir (2), T. Simmons (1), F. Baysal-Gurel (1)
(1) Tennessee State University, U.S.A.; (2) Tennessee State University, U.S.A. Plants are continuously exposed to disease causing agents, which enter to the nurseries in many ways. Cutting tools and other equipment that are used to
work with infected plants is considered as a major source for bacterial disease spread. Various products are available in the market to use as disinfectants
to clean cutting tools. This study was conducted to evaluate the effect of commercial disinfectants on Xanthomonas axonopodis, X. campestris and
Pseudomonas syringae pv. syringae. We determined the contact time required to kill those bacterial pathogens by disinfectants in different chemical
classes. The relative shelf-life stability of disinfectants was also determined. Replicated in-vitro experiments were conducted in which pure cultures of
bacterial pathogens were exposed to disinfectants for 1, 30 and 60 sec, then 100 µL aliquots were withdrawn, plated on NBYA medium, and incubated at
25°C for 3 days. Clorox regular bleach (10%), Virkon-S (0.5, 1 and 2%), Last rinse sanitizer-beer clean, Seventh generation multi surface, Seventh S4.77 generation daily shower, Seventh generation all purpose, alcohol (70%), vinegar (100%), Lysol, ZeroTol 2.0 and Green-Shield killed all three pathogens
at all exposure times during 3 weeks shelf-life of products. Further studies will be done to determine efficacy of these disinfectants in preventing plant-
to-plant spread of bacterial diseases through cutting tools. generation daily shower, Seventh generation all purpose, alcohol (70%), vinegar (100%), Lysol, ZeroTol 2.0 and Green-Shield killed all three pathogens
at all exposure times during 3 weeks shelf-life of products. Further studies will be done to determine efficacy of these disinfectants in preventing plant-
to-plant spread of bacterial diseases through cutting tools. Effective treatments for eradication of Xanthomonas cucurbitae in pumpkin seed
X. ZHANG (1), M. Babadoost (2)
(1) Department of Crop Sceinces University of Illinois U S A ; (2) Department of Crop Effective treatments for eradication of Xanthomonas cucurbitae in pumpkin seed
X. ZHANG (1), M. Babadoost (2)
(1) Department of Crop Sceinces, University of Illinois, U.S.A.; (2) Department of Crop Sciences, University of Illinois, U.S.A. treatments for the reduction of inoculum and incidence of citrus black spot Phyllosticta citricarpa in Florida citrus Undiluted compost tea
with NuFilm-P adjuvant applied every 7 days provided good control of black rot, powdery mildew, downy mildew, and Phomopsis cane and leaf spot. In
general, less frequent and more dilute applications were less effective. ‘Niagara’ leaves were sampled daily for 7 days after application of aerated
manure-based compost tea. Bacterial populations were higher on leaves sprayed with compost tea compared to non-treated leaves but declined to almost
background levels after a week. Both yeast and fungal populations were reduced immediately after the application, but later increased over the control. Bacteria from various manure- and plant-based compost teas were isolated and evaluated for antagonism against Botrytis cinerea by dual plating. The
majority of isolated bacteria belonged to the Bacillaceae family as determined by 16s rRNA sequencing. This study shows that compost tea may be used
for disease suppression in grapes but further evaluation is warranted. Evaluation of disinfectant treatments to reduce transmission of Didymella bryoniae during watermelon grafting
A. KEINATH (1), V. DuBose (2), C. Conrad (2)
(1) Clemson University, U.S.A.; (2) Clemson University, U.S.A. Evaluation of disinfectant treatments to reduce transmission of Didymella bryoniae during watermelon grafting
A. KEINATH (1), V. DuBose (2), C. Conrad (2)
(1) Clemson University, U.S.A.; (2) Clemson University, U.S.A. Gummy stem blight can develop in greenhouses on watermelon seedlings grown as transplants or as scions and on cucurbit rootstock seedings used in
grafting. When diseased seedlings are cut during grafting, the pathogen, Didymella bryoniae (Stagonosporopsis sp.), may be transferred to healthy
seedlings. The objective of this study was to evaluate disinfectant treatments to prevent or reduce transmission. In a first experiment, Kleengro (didecyl
dimethyl ammonium chloride), Physan 20 (benzyl ammonium chloride) and Virkon S (potassium peroxymonosulfate) were ineffective when sprayed
onto entire watermelon seedlings before or after cutting hypocotyls with a blade contaminated with mycelium or conidia. In a second experiment,
applying 0.6% sodium hypochlorite, 0.4% Physan 20 or 70% and 95% ethanol to a contaminated blade or heating it before cutting watermelon
hypocotyls reduced incidence of gummy stem blight (P=0.01); water, 3% hydrogen peroxide, 1% Virkon S and 7.5% Kleengro were ineffective. In a
third experiment, both the watermelon scion and the interspecific hybrid squash rootstock were cut with contaminated and treated blades before grafting. treatments for the reduction of inoculum and incidence of citrus black spot Phyllosticta citricarpa in Florida citrus K. RODRIGUES (1), T. Hobbs (1), M. Dewdney (1)
(1) CREC, University of Florida, U.S.A. The fungal disease citrus black spot (CBS) has become an increasing problem in Florida citrus groves. We conducted a 3-year study to evaluate the
effect of 5% urea (9.4 kg/190 l water/0.4 ha), Soil-Set (142 ml/190 l water/0.4 ha), and a water control on the level of the P. citricarpa or the
morphologically similar citrus endophyte P. capitalensis in the leaf litter and subsequent CBS incidence on fruit in a Valencia grove in Immokalee, FL. The experiment was a randomized complete block design with three rows per treatment (trt) and four blocks. Leaf litter samples were collected from
arbitrarily selected trees at time of treatment and then three times biweekly post-treatment application. For every collection, 100 leaves/trt/block were
inspected for fungal sporocarp presence and each fungus was quantified via qPCR. The disease incidence on fruit was collected for 50 fruit/tree on 125
trees/trt/block. Fungal DNA levels were analyzed with a 3-way ANOVA and fruit disease incidence by contingency table analysis and chi-square tests. Leaf litter DNA had a significant interaction (P < 0.0001) between block x trt x collection date. For the incidence of disease on fruit, significant S4.78 treatment effects were seen in 2015 (P = 0.002) and 2016 (P < 0.0001) with Soil-Set reducing disease incidence by 29.6% and 26.5%, respectively but
not with urea. Soil-Set may enhance the efficacy of fungicide applications for the management of CBS. treatment effects were seen in 2015 (P = 0.002) and 2016 (P < 0.0001) with Soil-Set reducing disease incidence by 29.6% and 26.5%, respectively but
not with urea. Soil-Set may enhance the efficacy of fungicide applications for the management of CBS. Utility of compost tea for disease management in grapes
G. KOTAMRAJU (1), R. Sysak (1), J. Gillett (1), A. Schilder (1)
(1) Michigan State University, U.S.A. Compost tea is a fermented watery extract of compost used for disease suppression and plant nutrition. A replicated trial was conducted in a ‘Niagara’
vineyard in Clarksville, Michigan to evaluate the efficacy of compost tea for disease control. Non-aerated manure-based compost tea was prepared over a
2-wk period, and foliar applications were made with a handheld sprayer every 7 or 14 days from 10 June through 27 Aug, 2016. Potential of heat treatment for management of Botrytis cinerea resistance on strawberry
A ZUNIGA (1) N Peres (1) Potential of heat treatment for management of Botrytis cinerea resistance on strawberry
A. ZUNIGA (1), N. Peres (1)
(1) University of Florida, U.S.A. Potential of heat treatment for management of Botrytis cinerea resistance on strawberry
A. ZUNIGA (1), N. Peres (1)
(1) University of Florida, U.S.A. Botrytis cinerea is the causal agent of gray mold, an important disease of strawberry in Florida. The use of fungicides to control gray mold has been
exploited over the past years and as a result, resistance to many fungicide groups has been reported. In this study, we are aiming to determine the effect
of a heat treatment that has proven to reduce systemic infection with Xanthomonas fragarie in strawberry propagating material on the survival of
fungicide-resistant B. cinerea isolates. For this, four different B. cinerea isolates were used to evaluate survival at four temperatures (44, 48, 52 and
56°C) and seven different duration times (1, 5, 10, 30, 60, 120 and 240 min). After treatment, the spores were transferred to a growth medium to
determine the percentage of spore survival. Although, B. cinerea spores survived for 1 min for all temperatures, germination was reduced by 28 to 50%
at the highest temperature. Spores of all isolates exposed to 44°C for 30 min did not survive and spore germination was reduced by 7 to 16% between 48
and 52°C for 1 min, with no spores survived for all other duration times. Previous experiments have determined that most strawberry cultivars can
tolerate 44°C for up to 4 h. Thus, heat treatment of strawberry plants is a feasible strategy to produce disease-free strawberry plants and to reduce
fungicide-resistant inoculum. Eradication of the boxwood blight pathogen, Calonectrua pseudonaviculata, in compost
R. HARVEY (1), D. Davis (1), J. Pecchia (1)
(1) Penn State University, U.S.A. Calonectria pseudonaviculata, the causal agent of boxwood blight, is a serious threat to boxwood growers across the country. Boxwood blight is
currently present in at least 15 US states, however this number is likely to increase as more infections are found. Due to the production of microsclerotia
by the pathogen, there is concern that if infected plants are composted, the pathogen could survive the composting process and possibly cause further
infections if the compost is used around healthy boxwoods, or other susceptible plants. treatments for the reduction of inoculum and incidence of citrus black spot Phyllosticta citricarpa in Florida citrus After 7 days in a humid healing chamber, heating the contaminated blade reduced incidence (11%) more than ethanol (45%), and both treatments
reduced incidence compared to Physan 20 (100%) and water (100%) (P=0.01). Using heat or ethanol to disinfest cutting tools may reduce transmission
of D. bryoniae during grafting. Scab severity in relation to hedge pruning pecan trees in the Southeastern USA
C. BOCK (1), M. Hotchkiss (1), T. Brenneman (2), K. Stevenson (2), B. Goff (3), M. Smith (4), L. Wells (5), B. Wood (1)
(1) USDA-ARS SE Fruit & Tree Nut Research Laboratory, Byron, GA, U.S.A.; (2) Department of Plant Pathology, University of Georgia, Tifton, GA,
U.S.A.; (3) Department of Horticulture, Auburn University, Auburn, AL, U.S.A.; (4) Department of Horticulture, Oklahoma State University, Stillwater,
OK, U.S.A.; (5) Department of Horticulture, University of Georgia, Tifton, GA, U.S.A. Scab is the most damaging disease of pecan in the Southeastern USA. Pecan trees are tall (up to 30+ m), and managing disease in the upper canopy is
problematic. Hedge pruning trees to ~12 m is being explored to facilitate efficacy of ground-based fungicide sprays, but resulting vigorous shoot growth
could result in more severe scab. Nine experiment compared scab severity on trees receiving hedge pruning regimes vs no hedging. All trees received
fungicide treatments (ground-based air-blast sprays and up to 3 aerial applications). Results showed that different hedging methods either had no effect,
increased or decreased scab severity on immature fruit in one experiment (P<0.0001, assessed before mid-August [immature fruit were assesses in 8 of
the 9 experiments]), and on mature fruit in 6 of 9 experiments (P<0.0001, assessed after mid-August), but in all cases differences were small. However,
height in the canopy invariably had a significant effect on scab severity, with up to 18-fold more severe scab on fruit at ≥12 m compared to 5 m. Immature fruit high in the canopy had more severe scab in all experiments (P<0.0001-0.03), and mature fruit had more severe scab in 6 of 9 experiments
(P<0.0001). In trees that received the same fungicide program the effect of hedging in increasing scab severity was negligible and not consistent, but
scab was consistently more severe at greater heights in the canopy of both hedge pruned and non-hedged trees. treatments for the reduction of inoculum and incidence of citrus black spot Phyllosticta citricarpa in Florida citrus g
py
y
g
y
p
p
Immature fruit high in the canopy had more severe scab in all experiments (P<0.0001-0.03), and mature fruit had more severe scab in 6 of 9 experiments
(P<0.0001). In trees that received the same fungicide program the effect of hedging in increasing scab severity was negligible and not consistent, but
scab was consistently more severe at greater heights in the canopy of both hedge pruned and non-hedged trees. Potential of heat treatment for management of Botrytis cinerea resistance on strawberry
A ZUNIGA (1) N Peres (1) To determine survivability during the composting process,
discreet microsclerotia were inoculated into compost within a bioreactor system and subsequently sampled at set time/temperature intervals. Survival
was rated as a plus/minus system based on the presence of microsclerotia germination. The data presented here are a refinement of data previously
presented previously, and suggest that C. pseudonaviculata microsclerotia will not survive composting at greater than 50°C for over 24 hours. Further
work needs to be done to define the minimum time/temperature that is sufficient to ensure complete eradication. In addition, similar research is needed to
assess pathogen survival within infected plant material and to confirm the time/temperature combinations in vivo. S4.79 Thermal inactivation of Calonectria pseudonaviculata, the causal agent of boxwood blight
M. MILLER (1), M. Cubeta (2) Thermal inactivation of Calonectria pseudonaviculata, the causal agent of boxwood blight
M. MILLER (1), M. Cubeta (2)
(1) North Carolina State University, Department of Plant Pathology, U.S.A.; (2) North Carolina ( )
( )
(1) North Carolina State University, Department of Plant Pathology, U.S.A.; (2) North Carolina State University, U.S.A. (1) North Carolina State University, Department of Plant Pathology, U.S.A.; (2) North Carolina State University, U.S.A Thermotherapy is an effective method for eliminating viruses and microorganisms from seeds and bulbs, but little information is available on the use of
this approach to inactivate pathogenic fungi in leaves of woody plants. In this study, we investigated the utility of hot water treatments for killing
Calonectria pseudonaviculata (Cps), a fungal, foliar pathogen of boxwood (Buxus) during propagation. Experiments predicting the thermal death
kinetics of Cps conidia, and experiments determining the ability of commonly grown, commercial boxwood cultivars to survive exposure to hot water
were performed. Conidia of three field isolates of Cps were suspended in water and exposed to temperatures ranging from 45°C to 55°C for 0 to 20 min. Suspensions were then spread on potato dextrose agar, and percent spore germination was assessed after 24 h of incubation. Approximately 16 min were
required to kill 90% of conidia exposed to 45°C, but only 4.5 min were required to kill 90% of spores when heated to 55°C. Cuttings from six partially
resistant boxwood cultivars were submerged in water heated to 45°C, 50°C, and 55°C for 0 to 60 min. Treated cuttings were placed under mist and their
rooting responses were rated 86 to 91 d later. Nutrients and in vitro growth of Phaeocryptopus gaeumannii, a fungus causing the Swiss needle cast disease on Pseudotsuga menziesii
M. Yáñez-Morales (1), O. Salgado-Feregrino (1), J. Velázquez-Mendoza (1), M. Jiménez-Casas (1)
(1) Colegio de Postgraduados, Mexico The hyphae intercellular development of Phaeocryptopus gaeumannii, a foliage pathogen in Douglas-fir trees, is affected by the nutritional composition
of the needles. The objective was to examine the effect of different nutrients and silicon, Si, on the in vitro growth of the pathogen. Two experiments
were established in a completely random design with a fungus isolate (JN204508). The first experiment was by plating the isolate aliquot (1 mm, 0.002
g) in 2% MEA amended with different nutrients, 10 treatments, and incubated at 21°C in darkness for 42 days; diameter colony growth was measured
and instantaneous relative rate growth was estimated. The second experiment was in liquid medium, potato extract-dextrose, and amended with nutrients,
21 treatments; incubation was under shaking conditions at 250 rpm at 23°C for 35 days. Mycelium growth was measured by their weight in wet and dry
stage. The macronutrients (N P K Ca Mg S) favored the growth of P. gaeumannii; in contrast the micronutrients (Fe Cu Zn Mn Mo B) severely inhibited
the development of the fungus. The complete nutrient solution plus Si at 1000 ppm reduced colony growth in the agar medium, and at 250 ppm in the
liquid medium. Thus, the addition of Si inhibited growth of the fungus and this was attributed to a possible toxic effect of the element. The results
provide a basis for designing a fertilization formula for Douglas-fir and allowing to partially inhibit intercellular fungal growth in needles. Adapting to water insecurity: Co-managing oomycete pathogens and water use using deficit irrigation sensor networks
J. DEL CASTILLO MÚNERA (1), C. Swett (1), B. Belayneh (1), A. Ristvey (2), J. Lea-Cox (1)
(1) University of Maryland, U.S.A.; (2) University of Maryland, U.S.A. Adapting to water insecurity: Co-managing oomycete pathogens and water use using deficit irrigation sensor networks
J. DEL CASTILLO MÚNERA (1), C. Swett (1), B. Belayneh (1), A. Ristvey (2), J. Lea-Cox (1)
(1) University of Maryland, U.S.A.; (2) University of Maryland, U.S.A. Circumglobally, the agricultural sector consumes the highest percentage of available fresh water, and with increases in water insecurity, agricultural
demands are becoming unsustainable. Sensor-driven deficit irrigation networks use less water by allowing a mild stress of the crop. The objectives of this
study were to evaluate (i) deficit irrigation (DI) as means to reduce root disease in annual and perennial nursery/greenhouse crops; and (ii) effects of DI
under various infection scenarios using tomato and P. Assessment of genetic diversity and virulence spectrum of Magnaporthe oryzae population from sub-Saharan Africa
DEVI GANESHAN (1), S. Mutiga (2), F. Rotich (3), D. Mwongera (4), J. Harvey (5), B. Zhou (6), L. Wasilwa (7), G. Wang (1), D. Silue (8), O.
Ibrahima (9), J. Correll (3), N. Talbot (10), T. Mitchell (1)
(1) The Ohio State University, Department of Plant, (2) Biosciences eastern and central Africa (BecA) Hub, Nairobi, Kenya; (3) University of Arkansas,
Department of Plant Pathology, AR, U.S.A.; (4) University of Exeter, United Kingdom; (5) Biosciences eastern and central Africa (BecA) Hub, Kenya; Nutrients and in vitro growth of Phaeocryptopus gaeumannii, a fungus causing the Swiss needle cast disease on Pseudotsuga menziesii
M. Yáñez-Morales (1), O. Salgado-Feregrino (1), J. Velázquez-Mendoza (1), M. Jiménez-Casas (1)
(1) Colegio de Postgraduados, Mexico capsici as pathosystem model, to address grower risks hindering technology adoption. In a two
year study, Rhododendron were inoculated with P. cinnamomi and placed under four different irrigation treatments. Mortality incidence after 18 months
of inoculation was significant (P = 0.0084), reflecting significantly lower mortality (21%) at 33.5% VWC compared to the 43, and 28% VWC treatments
(29, 51% mortality). Preliminary studies on Poinsettia indicate a higher root rot incidence in the 48% WVC deficit irrigation treatment compared to
saturated conditions (60% VWC), but differences were not significant. Studies underway in the model pathosystem are evaluating whether DI strategies
can predispose plants to pathogen infection, and use of DI as a tool to prevent latent infection and disease. These studies will be used to develop
recommendations for using deficient irrigation to co-manage water use, and disease losses in nursery and greenhouse production. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota U S A Potential of heat treatment for management of Botrytis cinerea resistance on strawberry
A ZUNIGA (1) N Peres (1) The ability of boxwood cuttings to produce roots after hot water treatment at 45°C and 50°C varied by
cultivar, whereas no cultivars survived treatment at 55°C. Further experiments will determine whether hot water can eliminate the pathogen in planta. Using soil amendments to reduce survival of Botrytis cinerea sclerotia in Mid-Atlantic diversified farming systems
E. KOIVUNEN (1), E. Koivunen (1), C. Swett (1)
(1) University of Maryland, U.S.A. Using soil amendments to reduce survival of Botrytis cinerea sclerotia in Mid-Atlantic diversified farming systems
E. KOIVUNEN (1), E. Koivunen (1), C. Swett (1)
(1) University of Maryland, U.S.A. Botrytis cinerea causes major pre-harvest losses in a wide range of crops in the Mid-Atlantic, including strawberries, blueberries, raspberries, and grapes. Management challenges have escalated with the loss of soil fumigants as well as increased land-use intensity associated with crop diversification. In a
summer 2015 field survey, Maryland fields had up to 350 B. cinerea colony forming units per gram of soil and 20% yield losses from gray mold. The
objective of this project was to evaluate the efficacy of soil amendments in degrading B. cinerea sclerotia – the most resilient source of inoculum. In
potted studies, sclerotia viability decreased in crab meal and leaf compost treatments by 91.7% (± 5%) and 96.7% respectively, compared to 71.7% (±
5%) in untreated soil sixty days after burial. Percent of sclerotia colonized by hyphal fungi was highest in the crab meal (86.7% ± 3.3%) and leaf
compost treatments (93.8% ± 6.3%). Similar trends between sclerotia viability and colonization were seen in Maryland field trials: sixty days after burial,
the leaf compost + crab meal treatment had the lowest sclerotia viability and the highest colonization by bacteria or yeasts. These studies suggest that soil
amendments may hold promise in reducing B. cinerea survival and dispersal in diversified farming systems in the Mid-Atlantic, in part by promoting
microbial colonization of sclerotia. Nutrients and in vitro growth of Phaeocryptopus gaeumannii, a fungus causing the Swiss needle cast disease on Pseudotsuga menziesii
M. Yáñez-Morales (1), O. Salgado-Feregrino (1), J. Velázquez-Mendoza (1), M. Jiménez-Casas (1)
(1) Colegio de Postgraduados, Mexico Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Chen (3)
(1) Institute of Plant Protection, Guangdong Academy of Agricultural Sciences, Guangzhou, China; (2) Institute of Plant Protection, Guangdong
Academy of Agricultural Sciences, China; (3) South China Agricultural University, China To understand the genetic mechanisms of space-induced rice mutants’ resistance to blast, T2, an indica rice mutant from TaiHang68, was subjected to
resistance spectrum using 39 blast isolates collected from Guangdong Province, China along with main cultivars from Guangdong province. The results
showed that T2 conferred broader resistance spectrum than most of main cultivars from Guangdong province. Genetic analysis and gene mapping were
also applied in this study. Isolate GD0193 was used for inoculating a population of F2 derived from the cross between T2 and highly susceptible variety
LTH. The results showed that the segregation of resistant (R) and susceptible (S) progenies matched a 3:1 ratio in the F2 population (1585R:537S, χ2=
o.77, P>0.75), indicating that this R gene was controlled by a single dominant gene, temporarily designed as PiTH gene. The R gene was mapped
between T5 (1.4 cM) and K10 (0.29 cM) at chromosome 11 using SSR and InDel markers, and it was co-segregating with marker K7. PiTH may be a
novel resistance gene in the Pik cluster, which contributes greatly to the blast resistance of T2. Thus, T2 could be used as a new germplasm to facilitate
rice blast resistance breeding. Exploring gene loci controlling bakanae disease resistance by genome-wide association mapping Exploring gene loci controlling bakanae disease resistance by genome-wide association mapping
S. CHEN (1), K. Huang (2), Y. Kuo (2), M. Lai (3), D. Wu (3), C. Chung (1)
(1) Department of Plant Pathology and Microbiology, National Taiwan University, Taipei, Taiwan; (2) Department of Bio-Industrial Mechatronics
Engineering, National Taiwan University, Taipei, Taiwan; (3) Crop Science Division, Taiwan Agricultural Research Institute, Taichung, Taiwan Bakanae disease, caused by Fusarium fujikuroi, is a rice seed-borne disease and widely distributed in rice growing areas. Infected rice seedlings may
show complex symptoms including abnormal elongation of stem or internodes, wider leaf angle, slenderness, and even die, causing considerable yield
and quality loss. In recent years, studies have reported the rising incidence and severity of the disease in Asia. Even though the disease has been known
over a century, little is known about the resistance genetics and resources in rice. In this study, we used genome-wide association mapping approach to
identify gene loci controlling bakanae disease resistance. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Legge (2)
(1) U i
i
f M
i b
C
d
(2) B
d
R
h
d D
l
C
A
i
l
d A
i F
d ( )
( )
( )
gg ( )
University of Manitoba, Canada; (2) Brandon Research and Development Centre, Agriculture and Agri-Food Canada, Canad Fusarium head blight (FHB) incited by Fusarium graminearum is a major disease of barley (Hordeum vulgare) in Canada, which significantly impacts
seed quality through production of mycotoxins in the grain. While breeding efforts have been ongoing at the Agriculture and Agri-Food, Brandon
Research and Development Centre for a couple decades, progress has been limited by requirements for labour-intensive screening nurseries and
quantitative based resistance. With advent of affordable genomic tools, breeding for crop characters that are difficult to measure and/or display low
heritability are suitable for development through application of genomic selection techniques. A large population of 400 two-row barley lines has been
assembled based on diverse reaction to FHB. This collection has been phenotyped in 2014 and 2015 at three locations in Manitoba (Brandon, Carberry,
and Carman), and deoxynivalenol content in matured grains was measured by enzyme linked immunosorbent assay (ELISA). This data will be used in
combination with genomic information to make predictions of genomic estimated breeding values. Genomic markers will be validated in breeding
populations segregating for FHB resistance. Analysis of Resistance to Blast Isolates and Mapping of Rice Blast Resistance Gene in T2 Analysis of Resistance to Blast Isolates and Mapping of Rice Blast Resistance Gene in T2
Q. YANG (1), D. Sun (2), G. Chen (2), J. Zhang (2), D. Zhou (3), X. Zhu (2), H. Wang (3), Z. Chen (3)
(1) Institute of Plant Protection, Guangdong Academy of Agricultural Sciences, Guangzhou, China; (2) Institute of Plant Protection, Guangdong
Academy of Agricultural Sciences, China; (3) South China Agricultural University, China y
pp
g
Q. YANG (1), D. Sun (2), G. Chen (2), J. Zhang (2), D. Zhou (3), X. Zhu (2), H. Wang (3), Z. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. (1) University of Minnesota, U.S.A. Application of sugar beet factory spent lime to soil in fields infested with the soilborne oomycete pathogen Aphanomyces cochlioides has been shown to
decrease disease and increase sugar beet yield in Minnesota and North Dakota. Sugar beet growers are inquiring about the need to reapply lime in fields
where lime has previously been applied. In a field trial where lime had originally been applied in April 2004 at 0, 6, 12, 18 and 24 Mg dry wt ha–1, plots
were split and an additional 7.8 Mg dry wt lime ha–1 was added to half of each plot on October 31, 2014. The following spring, sugar beet was sown and
data was collected on early season stand, Aphanomyces root rot and sugar beet yield. There was significant interaction between supplemental and
original rates of lime for early season stand, root rot ratings, and yield (P ≤ 0.05). At 4 and 7 weeks after planting, sugar beet stands were higher in plots
that received supplemental lime where original lime rates were 0 and 6 Mg ha–1 (P ≤ 0.05), but not where original lime rates were 12 Mg ha–1 or higher. Supplemental lime reduced Aphanomyces root rot and increased sugar beet yield only in plots where lime had not been previously applied (P ≤ 0.05). Results demonstrate a benefit from adding supplemental lime to fields previously limed at low rates, but do not support a need to add supplemental lime
to fields previously limed with at least 12 Mg dry wt ha–1 within the past ten years. S4.80 (6) International Rice Research Institute, Philippines; (7) Kenya Agricultural and Livestock Research Organization, Kenya; (8) AfricaRice Center, Ivory
Coast; (9) INERA, Burkina faso; (10) University of Exeter, Department of Biosciences, United Kingdom (6) International Rice Research Institute, Philippines; (7) Kenya Agricultural and Livestock Research Organization, Kenya; (8) AfricaRice Center, Ivory
Coast; (9) INERA, Burkina faso; (10) University of Exeter, Department of Biosciences, United Kingdom Rice Blast Disease (RBD), caused by the fungus Magnaporthe oryzae is a devastating disease found throughout the world and is particularly damaging
to rice production in sub-Saharan Africa (SSA). QTL Mapping of Resistance to Tan Spot in a Winter Recombinant Inbred Line Population Derived from Cross between Harry and Wesley
G. KARIYAWASAM (1), W. Hussain (2), A. Easterly (2), M. Guttieri (2), V. Belamkar (3), J. Venegas (2), S. Baenziger (2), J. Poland (4), J. Faris (5),
S. Xu (5), J. Rasmussen (1), Z. Liu (1) Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Yield losses of 50-80% are common not only leading to net imports from abroad but also invasion of
new pathotypes. An effective strategy to control RBD is to utilize resistant cultivars, but M. oryzae evolves rapidly due to genome instability, frequent
loss/break of resistance genes occurs, overcoming resistance within few years of deployment. Breeding for durable resistance requires knowledge of
pathogen’s genetic diversity and virulence spectrum. In our study, genetic diversity of M. oryzae field isolates from 9 SSA countries (Benin, Burkina
Faso, Ghana, Kenya, Nigeria, Tanzania, Mali, Togo, and Uganda) were assessed by SNPs using GBS technology. Phylogenetic analysis of SNPs from 78
isolates, revealed 7 distinct clades differing in virulence. PCA showed that isolates from East were genetically distinct from West Africa. Further,
standard least square regression analysis of virulence spectrum in the 7 clades revealed 4 major groups which differed in disease scores highlighting the
association between genetic diversity and virulence. GWAS will be performed to further strengthen the association between genetic diversity and
virulence and map the putative avirulence (AVR) genes for functional characterization facilitating an informed deployment of RBD resistance programs. Quantitative resistance loci identified for the bacterial blight causative agent, Xanthomonas oryzae pv. oryzae
A. HUERTA (1), E. Delorean (2), A. Bossa-Castro (2), C. Raghavan (3), R. Corral (2), V. Verdier3 (4), H. Leung (5), J. Leach (2)
(1) Colorado State University, Fort Collins, CO, U.S.A.; (2) Department of Bioagricultural Sciences and Pest Management, Colorado State University,
Fort Collins, CO, U.S.A.; (3) International Rice Research Institute (IRRI), Los Baños, Philippines; (4) Institut de Recherche pour le Développement
IRD-CIRAD-UM2, Montpellier, France; (5) 2 International Rice Research Institute (IRRI), Los Baños, Philippines Quantitative resistance loci identified for the bacterial blight causative agent, Xanthomonas oryzae pv. oryzae Qu
ve es s
ce oc
de
ed o
e b c e
b g
c us
ve ge
,
a t o o as o yzae pv. o yzae
A. HUERTA (1), E. Delorean (2), A. Bossa-Castro (2), C. Raghavan (3), R. Corral (2), V. Verdier3 (4), H. Leung (5), J. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Leach (2)
(1) Colorado State University, Fort Collins, CO, U.S.A.; (2) Department of Bioagricultural Sciences and Pest Management, Colorado State University,
Fort Collins, CO, U.S.A.; (3) International Rice Research Institute (IRRI), Los Baños, Philippines; (4) Institut de Recherche pour le Développement
IRD-CIRAD-UM2, Montpellier, France; (5) 2 International Rice Research Institute (IRRI), Los Baños, Philippines ( )
( )
( )
g
( )
( )
( )
g ( )
( )
(1) Colorado State University, Fort Collins, CO, U.S.A.; (2) Department of Bioagricultural Sciences and Pest Management, Colorado State University,
Fort Collins, CO, U.S.A.; (3) International Rice Research Institute (IRRI), Los Baños, Philippines; (4) Institut de Recherche pour le Développement
IRD-CIRAD-UM2, Montpellier, France; (5) 2 International Rice Research Institute (IRRI), Los Baños, Philippines Any factor that limits or reduces attainable agricultural yield, including plant disease, will impact global food security. Xanthomonas oryzae pv. oryzae
(Xoo) causes the most important bacterial disease of rice, bacterial blight (BB). Deployment of resistance varieties is the gold standard for managing
plant diseases, having the strongest impact with minimal environmental effects and cost. However, resistance breeding depends on harnessing genetic
diversity in available germplasm for identification of effective and durable disease resistance. To identify durable resistance, we screened 330 advanced
inbred lines (AILs) from the indica Multi-Parent Advanced Generation Inter-Cross (MAGIC) rice population for resistance to Xoo strains, PXO99A and
PXO99A harboring TAL-effector TAL7b (+TAL7b). TAL7b, a virulence factor for Xoo, allowed us to test the hypothesis that resistance targeted to
important virulence factors will be more durable when deployed. Transgressive segregation for resistance was observed to both PXO99A and PXO99A
+TAL7b, suggesting the presence of resistance QTL for BB. Genome-wide association (GWA) and interval mapping analysis, revealed 13 disease
resistance QTL, six specific to PXO99 +TAL7B and seven to PXO99A. Future exploitation of the MAGIC AILs and screening a new subset of lines
selected based on the knowledge acquired from this study will refine the resistance loci, and help elucidate the molecular basis for the resistance
phenotypes identified. Accelerating the pace of developing FHB resistant two-row malting barley: Genomic selection approach
D. FERNANDO (1), J. Tucker (2), A. Badea (2), W. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. A set of 413 diverse rice varieties from 82 countries (rice diversity panel; containing 44,100
SNPs available from open-source) was artificially inoculated and disease levels were evaluated by visual observation using a 0-3 rating scale, detailed
image analysis using a newly developed MATLAB-based software and quantification of F. fujikuroi colonization in rice seedlings with a selective
medium. A total of 24 QTLs associated with disease severity and/or pathogen colonization were mapped by the mixed linear model in TASSEL
software. Defense- and hormone-related candidate genes identified within the QTLs will be further validated. QTL Mapping of Resistance to Tan Spot in a Winter Recombinant Inbred Line Population Derived from Cross between Harry and Wesley
G. KARIYAWASAM (1), W. Hussain (2), A. Easterly (2), M. Guttieri (2), V. Belamkar (3), J. Venegas (2), S. Baenziger (2), J. Poland (4), J. Faris (5),
S. Xu (5), J. Rasmussen (1), Z. Liu (1) S4.81 (1) North Dakota State University, Fargo, U.S.A.; (2) University of Nebraska, Lincoln, U.S.A.; (3) University of Nebraska, U.S.A.; (4) Kansas State
University, Manhattan, KS, U.S.A.; (5) USDA-ARS, Northern Crop Science Laboratory, Fargo, ND, U.S.A. (1) North Dakota State University, Fargo, U.S.A.; (2) University of Nebraska, Lincoln, U.S.A.; (3) University of Nebraska, U.S.A.; (4) Kansas State
University, Manhattan, KS, U.S.A.; (5) USDA-ARS, Northern Crop Science Laboratory, Fargo, ND, U.S.A. (1) North Dakota State University, Fargo, U.S.A.; (2) University of Nebraska, Lincoln, U.S.A.; (3) University of Nebraska, U.S.A.; (4) Kansas State
University, Manhattan, KS, U.S.A.; (5) USDA-ARS, Northern Crop Science Laboratory, Fargo, ND, U.S.A. Tan spot, caused by the Pyrenophora tritici-repentis, is an important disease on both common and durum wheat worldwide. The disease system is known
to involve three necrotrophic effectors (NEs) that interact with corresponding host sensitivity genes, including Ptr ToxA-Tsn1, Ptr ToxB-Tsc2 and Ptr
ToxC-Tsc1. To investigate the role of NE-host sensitivity interactions in disease, we conducted the QTL mapping of tan spot resistance in a recombinant
inbred line population derived from a cross between two US winter wheat cultivars ‘Harry’ and ‘Wesley’. Harry was sensitive to Ptr ToxA and highly
susceptible to tan spot while Wesley was insensitive and highly resistant. QTL mapping revealed two major loci: the one corresponding to the Tsn1
locus, and one on 1AS, which likely corresponded to the Tsc1 locus. Development of molecular makers for spinach resistance genes to downy mildew disease
C. FENG (1), J. Correll (1)
(1) University of Arkansas, U.S.A. Spinach is an increasingly popular vegetable crop. Downy mildew, caused by Peronospora farinosa f. sp. spinaciae (Pfs), is the most economically
important disease of spinach and the main focus of all spinach breeding programs. Resistant cultivars are the most economical way to manage downy
mildew, particularly for organic spinach production, which is approaching 50% in the US. Resistance to downy mildew is typically controlled by single
dominant genes, and 11 resistant loci have been hypothesized in spinach. Three resistant loci, RPF1, 2 and 3 have been genetically characterized; each
provides resistance to more than 10 of the 16 described races of Pfs. A molecular SCAR marker, linked to RPF1, has been shown to be useful in
selecting this locus for resistance. Bulked segregant analysis and genotyping by sequencing approaches were employed to develop markers for RPF2 and
3. One out of 900 10-mer random primers examined generated a fragment specific to resistant plants, and the derived SCAR marker co-segregated with
the RPF2 locus. For RFP3, a SNP linkage map was constructed with two SNP markers closely linked (1.1 and 4 cM) to the RPF3 locus. The RPF2 and
RPF3 markers have been shown to be effective in selecting the respective resistance loci outside of the original mapping populations demonstrating their
utility. These markers could be used to pyramid resistant loci to improve the durability of downy mildew resistance in spinach. Genome-wide association study oF transmission of Soybean mosaic virus through seed
Q. Liu (1), H. Hobbs (1), L. Domier (2)
(1) University of Illinois, U.S.A.; (2) USDA-ARS, University of Illinois, U.S.A. Soybean mosaic virus (SMV), an aphid- and seed-transmitted member of the Potyviridae, causes significant reductions in soybean yield and seed quality
worldwide. In North America, seedborne infections serve as the primary sources of inoculum for SMV infections. Therefore, host-plant resistance to
seed transmission of SMV provides a means to limit the impact of SMV on soybean production. In this study, populations of 200 and 477 plant
introductions from the United States Department of Agriculture Soybean Germplasm Collection were evaluated for their transmission of SMV through
seed. To identify loci associated with resistance to SMV seed transmission, the phenotypic data and single nucleotide polymorphism (SNP) information
for each line from the SoySNP50K resource were combined and analyzed using a compressed mixed linear model as implemented in the GAPIT package
in R. Identification of resistance genes and resistance gene analogs by si-RNA sequencing of the sweet potato leaf phytobiome
A. ALLEYNE (1), A. Alleyne (2), M. James (3), D. Gutierrez (4), S. Fuentes (4)
(1) The University of the West Indies- Cave Hill Campus, Bridgetown, Barbados; (2) The University of the West Indies-Cave Hill Campus, Bridgetown,
Barbados; (3) Ministry of Agriculture, Food and Water Resources, Plant Pathology Section, Graeme Hall, Barbados, Barbados; (4) International Potato
Center (CIP), Virology Laboratory, Lima, Peru Molecular mapping of effective stripe rust resistance genes in wheat germplasm PI 182126
X CHEN (1) J F
(2) M W
(3) Molecular mapping of effective stripe rust resistance genes in wheat germplasm PI 182126
X. CHEN (1), J. Feng (2), M. Wang (3)
(1) USDA-ARS and Washington State University, U.S.A.; (2) Department of Plant Pathology, Washington State University, U.S.A.; (3) Department of
Plant Pathologist, Washington State University, U.S.A. Molecular mapping of effective stripe rust resistance genes in wheat germplasm PI 182126
X. CHEN (1), J. Feng (2), M. Wang (3)
(1) USDA-ARS and Washington State University, U.S.A.; (2) Department of Plant Pathology, Washington State University, U.S.A.; (3) Department of
Plant Pathologist, Washington State University, U.S.A. ( )
g ( )
g ( )
(1) USDA-ARS and Washington State University, U.S.A.; (2) Department of Plant Pathology, Washington State University, U.S.A.; (3) Department of
Plant Pathologist, Washington State University, U.S.A. Stripe rust, caused by Puccinia striiformis f. sp. tritici, is one of the most damaging diseases of wheat. Spring wheat landrace PI 182126, originally from
Sind, Pakistan, has shown a high level of resistance to stripe rust in field experiments for more than 10 years and in greenhouse tests with several
predominant races. The objective of this study was to map the resistance gene(s) in PI 182126. A population of 120 F5 recombinant inbred lines was
developed from the cross between PI 182126 and susceptible genotype Avocet S through single-seed decent. The population was tested with US
predominant races PSTv-14 and PSTv-37 at seedling stage under greenhouse conditions and at adult-plant stage in fields under natural infection of the
pathogen near Pullman and Mount Vernon, Washington in 2014. The population was genotyped using microsatellite markers. Two resistance genes were
mapped to chromosomes 5B and 7B. Using Chinese Spring nulli-tetrasomic and 7B deletion lines, the gene on 7B was mapped to the 0.14 bin of the long
arm. Based on the chromosomal location, tightly linked markers, and effective throughout growth stages against all races tested, the gene on 7B is
different from Yr39, Yr52, Yr59, YrZH84, and YrC591 previously mapped to the long arm of chromosome 7B, and is useful for diversifying stripe rust
resistance genes used in breeding programs. SNP variation in switchgrass disease resistance genes SNP variation in switchgrass disease resistance genes B. BAHRI (1), G. Daverdin (2), J. Cheng (3), K. Barry (3), S. Smith (4), K. Devos (5)
(1) Dept. of Plant Protection, National Agronomic Institute of Tunisia/ Dept. of Crop and Soil Sciences, University of Georgia, U.S.A.; (2) Marucci
Center for Blueberry & Cranberry Research and Extension, Rutgers University, Chatsworth, NJ, U.S.A.; (3) DOE Joint Genome Institute, Walnut Creek,
California, CA, U.S.A.; (4) Dept. of Plant Pathology, University of Georgia, Athens, GA, U.S.A.; (5) Institute of Plant Breeding, Genetics and
Genomics, Dept of Crop and Soil Sciences, University of Georgia, Athens, GA, U.S.A. ( )
( )
g ( )
y ( )
( )
( )
(1) Dept. of Plant Protection, National Agronomic Institute of Tunisia/ Dept. of Crop and Soil Sciences, University of Georgia, U.S.A.; (2) Marucci
Center for Blueberry & Cranberry Research and Extension, Rutgers University, Chatsworth, NJ, U.S.A.; (3) DOE Joint Genome Institute, Walnut Creek,
California, CA, U.S.A.; (4) Dept. of Plant Pathology, University of Georgia, Athens, GA, U.S.A.; (5) Institute of Plant Breeding, Genetics and
Genomics, Dept of Crop and Soil Sciences, University of Georgia, Athens, GA, U.S.A. Switchgrass (Panicum virgatum L.), an allotetraploid perennial C4 grass native to North America, is an important feedstock for cellulosic biofuel
production. Its high genotypic and phenotypic variation yield substantial potential for genetic improvement of bioenergy-related traits, including disease
resistance. We studied SNP variation in 276 switchgrass genotypes, belonging to 36 accessions from mainly the Southern USA, across ~1 kb NBS-LRR
regions of 4 classes of putative resistance (R) genes. PCR amplicons for an R gene with homology to the barley powdery mildew resistance gene Mla
from 150 switchgrass accessions mapped to two homoeologous regions in the allotetraploid switchgrass genome. Reads from individual accessions
aligned preferentially against only one locus. Fitfty-eight SNP positions and 78 haplotypes were recorded. Twelve SNPs were present in more than 35%
of the accessions. Although switchgrass is largely an obligate outcrossing species, 95% of the SNPs were homozygous. The results indicate that selection
for some potentially beneficial SNPs occurred in natural switchgrass population which were subsequently fixed in homozygous condition at the locus
level. Addition of supplemental spent lime to previously limed soils for control of Aphanomyces root rot on sugar beet
J. BRANTNER (1) A. Chanda (1)
(1) University of Minnesota, U.S.A. Both the tsn1 and tsc1 loci were significantly associated with resistance to race 1,
but only tsn1 was significantly associated with race 2, and only tsc1 was associated with race 3. Neither locus was significantly associated with disease
caused by a race 2 ToxA knockout strain. Additional QTL were also identified in this population, but their effects on disease were relatively minor. This
work indicates that the Ptr ToxA-Tsn1 and Ptr ToxC-Tsc1 interactions play important roles in conferring tan spot susceptibility in winter wheat, and
breeding programs should remove these susceptibility loci in order to improve tan spot resistance. Two SREBP Transcription Factors are Required for Ergosterol Biosynthesis and DMI Resistance in Penicillium digitatum
R. RUAN (1)
(1) Institute of Biotechnology, Zhejiang University, China SREBP Transcription Factors are Required for Ergosterol Biosynthesis and DMI Resistance in Penicillium digitatu
UAN (1) Two SREBP Transcription Factors are Required for Ergosterol Biosynthesis and DMI Resistance in Penicillium digitatum
R. RUAN (1)
(1) Institute of Biotechnology, Zhejiang University, China ( )
1) Institute of Biotechnology, Zhejiang University, China Application of imazalil is a common method for control of citrus green mold caused by Penicillium digitatum. As a consequence of continuous use,
imazalil-resistant P. digitatum strains have emerged worldwide. Our previous study showed that overexpression of imazalil target genes CYP51A and
CYP51B, induced by the insertion mutations in their promoter regions, is responsible for the resistance. However, the regulators inducing overexpression
of CYP51s are unclear. In this study, we demonstrated two SREBP homologs, designated as PdSrbA and PdSrbB. Both ?PdsrbA and ?PdsrbB showed
markedly reduced ergosterol contents and increased sensitivities to imazalil and other DMIs, while double deletion led to hypersensitive to DMIs. ?PdsrbA but not ?PdsrbB is hypersensitive to terbina?ne and tridemorph, two SBIs targeting to ERG1 and ERG24, respectively. In addition, PdsrbA also
mediated responses to iron-depletion and hypoxia. However, no change was observed in growth rate or virulence for those mutants. Expression of
CYP51s and other genes involved in ergosterol biosynthesis was significantly down-regulated in ?PdsrbA and ?PdsrbB. These results suggested that
these two SREBP homologs co-regulate ergosterol biosynthesis as well as DMIs resistance in P. digitatum, and PdsrbA may be with wider functions. cal association of potato susceptibility to Rhizoctonia solani
ZHANG (1, 2), H. H. Jiang (2), J. J. Hao (2) Chemical association of potato susceptibility to Rhizoctonia solani
X. Y. ZHANG (1, 2), H. H. Jiang (2), J. J. Hao (2)
(1) College of Agronomy, Inner Mongolia Agricultural University, Hohhot, China; (2) School of Food and Agriculture, University of Maine, Orono,
ME, U.S.A. 1) College of Agronomy, Inner Mongolia Agricultural University, Hohhot, China; (2) School of Food and Agriculture, Univ
ME, U.S.A. Rhizoctonia solani is the causal agent of stem canker and black scurf of potato. To investigate chemical factors related to potato resistance to R. solani,
17 cultivars of potato were selected for a two-year field trial. Sixty-day-old plants were dug from field, and wax content of underground stems was
measured. For other chemical measurement, potato seedlings grown in Murashige and Skoog medium to an approximate height of 12 cm, were
transferred into greenhouse pots containing vermiculite and soil (v:v = 1:1). Two SREBP Transcription Factors are Required for Ergosterol Biosynthesis and DMI Resistance in Penicillium digitatum
R. RUAN (1)
(1) Institute of Biotechnology, Zhejiang University, China After 30 days, plants were dug and the underground stems were used to
determine the silicon content. Leaves were used to determine the content of soluble sugar, soluble starch, free amino acid and soluble protein. Black
scurf was measured based on 0 to 5 scale, which was used for disease index calculation. Wax content of underground stems of field-grown potato was
negatively correlated with disease index (r = -0.532 P < 0.05), but silicon content did not have a significant correlation (r = 0.042 P > 0.05), indicating
wax-enhanced potato resistance to R. solani. The correlation between soluble starch, soluble protein, soluble sugar and free amino acid and disease index
were 0.476 (P < 0.05), 0.458 (P < 0.05), 0.300 (P > 0.05) and 0.219 (P > 0.05), respectively. This showed that lower levels of soluble starch and higher
levels of soluble protein enhanced disease resistance, while soluble sugar and free amino acid had no significant effects on disease resistance. Differential effects of stalk rot diseases on photosystem II photochemical efficiency among resistant and susceptible sorghum lines
A. BANDARA (1), D. Weerasooriya (1), T. Tesso (1), C. Little (1)
(1) Kansas State University, U.S.A. Differential effects of stalk rot diseases on photosystem II photochemical efficiency among resistant and susceptible sorghum lines
A. BANDARA (1), D. Weerasooriya (1), T. Tesso (1), C. Little (1)
(1) Kansas State University, U.S.A. Stalk rots are among the most injurious sorghum diseases worldwide. Understanding the plant physiological changes that occur during these diseases will
help to uncover potential resistance mechanisms. The objective of this study was to test the effect of stalk rots on sorghum (Sorghum bicolor (L.)
Moench) leaf chlorophyll content and photosystem II photochemical efficiency (Fv/Fm). Two resistant (SC599, SC35) and susceptible (Tx7000,
BTx3042) lines were field evaluated in 2014 and 2015. Plants were inoculated with Fusarium thapsinum (Fusarium stalk rot), Macrophomina phaseolina
(charcoal rot), and phosphate-buffered saline (control) at 14 d after flowering. Flag leaf chlorophyll and Fv/Fm were measured at soft-dough, hard-
dough, and physiological maturity using a Soil and Plant Analytical Development meter (SPAD) and a chlorophyll fluorometer, respectively. ANOVA
was performed with appropriate modeling for repeated measures. Compared to control, both pathogens significantly reduced SPAD (P < 0.0001) across
genotypes and growth stages and the reduction was greater in 2014. Across years and growth stages, both pathogens significantly reduced the Fv/Fm (P
< 0.016) of susceptible lines while no such effect was evident for the resistant lines. Despite the apparent chlorophyll reduction during disease
development, the ability to maintain higher photosynthetic activity at the tested growth stages appeared to contribute to physiological resistance against
stalk rot diseases. Development of molecular makers for spinach resistance genes to downy mildew disease
C. FENG (1), J. Correll (1)
(1) University of Arkansas, U.S.A. The loci identified were compared to the results from previous biparental mapping studies of resistance to SMV seed transmission. This study
provides a comprehensive analysis of loci associated with seed transmission of an economically important plant virus. Identification of resistance genes and resistance gene analogs by si-RNA sequencing of the sweet potato leaf phytobiome
A. ALLEYNE (1), A. Alleyne (2), M. James (3), D. Gutierrez (4), S. Fuentes (4)
(1) The University of the West Indies- Cave Hill Campus, Bridgetown, Barbados; (2) The University of the West Indies-Cave Hill Campus, Bridgetown,
Barbados; (3) Ministry of Agriculture, Food and Water Resources, Plant Pathology Section, Graeme Hall, Barbados, Barbados; (4) International Potato
Center (CIP), Virology Laboratory, Lima, Peru S4.82 Sweet potato (Ipomoea batatas L. (Lam) is affected by single and synergistic virus co-infections manifested as biotic stress and severe disease. Consequently, breeding for disease resistance is used in disease management. However, there are few reports of resistance genes (R-genes) against
specific viruses in sweet potato virus disease complex (SPVD). This study sought to identify R- genes in the sweet potato leaf phytobiome using Next
Gen-sequencing. RNA-seq has been used to characterize viruses causing SPVD while discovery of R-genes traditionally involves cloning and
characterization of resistance proteins and resistance gene analogs (RGA). In this study, RNA was extracted from three sweet potato cultivars (CBS 49,
CBS 32 and C-104) symptomatic with Sweet potato feathery mottle virus (SPFMV), Sweet potato leaf curl virus (SPLCV) and Sweet potato badnavirus
A and B. These were then subjected to RNA-seq analysis and bioinformatics analysis of the assembled contigs for resistance genes. We report the
presence of transcripts of a total of thirty-one such genes, and putative proteins representing several classes of resistance genes including nucleotide-
binding site leucine-rich repeat (NBS-LRR) and RGA from sweet potato such as AB125881, DQ903328, and DQ903597 in the sweet potato
phytobiome. These results provide a genome resource of R-genes for development of tagged molecular markers useful for mapping disease resistance in
specific sweet potato cultivars. Genetic characterization of quantitative resistance to Bremia lactucae, the causal organism of lettuce downy mildew
L. Parra (1), I. Simko (2), R. Michelmore (3)
(1) UC Davis- Genome center U S A ; (2) USDA-ARS U S A ; (3) UC Davis-Genome Center U S A Genetic characterization of quantitative resistance to Bremia lactucae, the causal organism of lettuce downy mildew Genetic characterization of quantitative resistance to Bremia lactucae, the causal organism of lettuce downy mildew
L. Parra (1), I. Simko (2), R. Michelmore (3)
(1) UC Davis- Genome center, U.S.A.; (2) USDA-ARS, U.S.A.; (3) UC Davis-Genome Center, U.S.A. Genetic characterization of quantitative resistance to Bremia lactucae, the causal organism of lettuce downy mildew
L. Parra (1), I. Simko (2), R. Michelmore (3) Lettuce (Lactuca sativa) is one of the most valuable vegetable crops in the United States. Downy mildew (DM), caused by Bremia lactucae, is the most
important foliar disease of lettuce worldwide, which decreases the quality of the marketable portion of the crop. The use of resistant varieties carrying
dominant genes (Dm genes) is the most effective method for controlling this disease. However, the high pathogen variability leads to the defeat of
cultivars containing resistance genes by new isolates of the pathogen. Some lettuce varieties such as Iceberg and Grand Rapids exhibit field resistance
that cannot be attributed to Dm genes. This resistance trait, which is manifested in adult stages of development, has shown to be quantitatively inherited. To determine the genetic basis of field resistance, two populations of recombinant inbred lines originated from crosses between a field resistant cultivar
and a susceptible cultivar (Grand Rapids x Salinas and Iceberg x PI491224) have been evaluated for DM severity and genotyped using Genotyping-By-
Sequencing for quantitative trait loci (QTL) analysis. Marker-assisted gene pyramiding of multiple Dm genes in combination with QTLs for field
resistance provides the opportunity for more durable resistance to B. lactucae. Effectiveness of adult plant resistance to wheat stem rust is specific to Puccinia graminis f. sp. tritici race
M ROUSE (1) J Briggs (2) Adult plant resistance (APR) in wheat to stem rust caused by Puccinia graminis f. sp. tritici is considered to be conferred by multiple loci that are race
non-specific. Our objective was to test the race-specificity of individual and combinations of wheat stem rust APR loci. We evaluated a biparental wheat
population (Thatcher/McNeal) that is segregating for six APR loci with minor effects in response to four races of the stem rust pathogen (QTHJC,
TPMKC, RCRSC, and QFCSC), in single-race field nurseries over three years. QTL mapping and ANOVA identified the significance and effectiveness
of the six minor effect loci across the years and races. The QTL with the largest effect, coincident with the Sr12 locus, was effective to virulent races
QTHJC and TPMKC, but conferred a variable, sometimes nonsignificant, response to race RCRSC. The other five QTL varied in effectiveness between
years and were generally less effective in response to race RCRSC in particular. The data from QTL mapping suggested that some of the QTL could be
race specific, such as QSr.cdl.1AL, because they were detected in response to races such as TPMKC and QTHJC, but not to race RCRSC. This
observation has implications specifically for wheat stem rust resistance breeding because it suggests that resistance observations to a single race may not
be indicative of resistance to another race, even if the mechanism of resistance is multiple minor effect loci. Lack of interaction between Fusarium oxysporum f. sp. niveum and Meloidogyne incognita on cucurbit rootstocks resistant to Fusarium wilt of
watermelon Lack of interaction between Fusarium oxysporum f. sp. niveum and Meloidogyne incognita on cucurbit rootstocks resi
watermelon A. KEINATH (1), P. Agudelo (1) A. KEINATH (1), P. Agudelo (1)
(1) Clemson University, U.S.A. Interspecific hybrid squash (Cucurbita maxima × C. moschata ‘Strong Tosa’) and bottle gourd (Lagenaria siceraria ‘Macis’) rootstocks are resistant to
Fusarium oxysporum f. sp. niveum (FON) but susceptible to Meloidogyne incognita, Southern root-knot nematode. Co-infection with root-knot nematode
has rendered Fusarium resistance ineffective in other hosts. The objectives of this study were to determine if such an interaction occurred between M. incognita and FON races 1 and 2 on ‘Strong Tosa,’ ‘Macis,’ and watermelon ‘Fascination’ (resistant to race 1) and ‘Tri-X 313’ (susceptible to both
races). The four hosts were inoculated in a greenhouse with one of four pathogen treatments: FON applied as 2 × 107 microconidia per pot, M. Effectiveness of adult plant resistance to wheat stem rust is specific to Puccinia graminis f. sp. tritici race
M ROUSE (1) J Briggs (2) incognita
applied as 2000 J2 per pot, both pathogens, or neither pathogen. Each race was tested twice with 10 replicate plants per host and inoculation treatment. Plants not inoculated with FON did not wilt. After 4 weeks, severity of Fusarium wilt and recovery of F. oxysporum did not differ when hosts were
inoculated with FON alone or with FON and M. incognita together (host-by-treatment interactions not significant, P≥0.08 and P≥0.17 for races 1 and 2,
respectively). Galling was present on ≥10% of the root system of 90% of the plants inoculated with M. incognita, and no non-inoculated plants had galls. In conclusion, resistance to FON in cucurbit rootstocks is not compromised when M. incognita infects the roots. Adaptation to quantitative resistance in the hop cultivar Cascade by Podosphaera macularis
D. GENT (1), D. Gent (1), M. Twomey (2), S. Wolfenbarger (2)
(1) USDA Agricultural Research Service, U.S.A.; (2) Oregon State University Department of Botany and Plant Pathology, U.S.A. In the hop powdery mildew pathosystem, the cultivar Cascade has not been substantially affected by powdery mildew despite being produced on a
relatively broad scale for decades. Beginning in 2012, development of powdery mildew on this cultivar under field conditions has become increasingly
common in Washington State. Surveys conducted during 2013 to 2015 indicated increasing occurrence and severity of powdery mildew on Cascade,
concomitant with increases in the number of fungicide applications made growers. Nearly all isolates of Podosphaera macularis sporulated when
inoculated to Cascade, although the latent period was shortest, infection frequency greatest, and the fungus most fecund on Cascade when inoculum was
originally derived from this cultivar as compared to other cultivars. Only 4.9% of isolates obtained from Cascade were able to infect cv. Nugget, which
possess the resistance gene termed R6, indicating that Cascade-adapted strains of the fungus are distinct from strains that attack cultivars possessing R6. In growth chamber experiments, powdery mildew levels on various cultivars were similar when inoculated with Cascade-adapted strains of P. macularis
as compared to non-adapted strains, further supporting a specific adaptation by the fungus to the quantitative resistance in Cascade. Multiple R-genes are
predicted to provide resistance to Cascade-adapted strains of the fungus, as is quantitative resistance found in other germplasm. Exserohilum turcicum races causing northern leaf blight of corn in the North Central United States
J. Weems (1), C. Bradley (1)
(1) University of Kentucky, U.S.A. (1) University of Kentucky, U.S.A. Northern leaf blight of corn, caused by Exserohilum turcicum, is a yield- reducing foliar disease that commonly occurs across the North Central U.S. Previous race population distribution studies identified five physiological races in the U.S. prior to 1995. For this study, 156 E. turcicum isolates from
Illinois, Indiana, Iowa, Minnesota, North Carolina, Ohio, and Wisconsin were screened against corn differential lines containing Ht1, Ht2, Ht3, Htm1, S4.83 and Htn1 resistance genes. Isolates were collected between 1979 and 1985 (n=13) and between 2007 and 2014 (n=143). Twenty physiological races were
observed based on the responses of the differential corn lines. Races 0, 1, and 1mn were the most prevalent races, comprising 21%, 27%, and 13% of the
isolates, respectively. Races were diverse within all states and years. Virulence to multiple Ht resistance genes within individual isolates was observed in
47% of those tested, with 3% of the isolates conferring virulence to all Ht resistance genes tested. Virulence to the Ht1, Ht2, Ht3, Htm1, and Htn1
resistance genes was present in 64%, 20%, 18%, 32%, and 27% of the E. turcicum isolates, respectively. Virulence to Ht resistance genes was fairly
evenly distributed across states in isolates collected after 2008. Although Ht genes were still effective against several isolates, the use of quantitative
resistance in conjunction with Ht genes would likely improve management of northern leaf blight in the North Central U.S. Wheat yellow rust dynamics in Tunisia since 2013 and resistance genes in durum wheat
B. BAHRI (1), M. Leconte (2), S. Hamza (1), C. de Vallavieille Pope (2)
(1) National Agronomic Institute of Tunisia, Tunisia; (2) UMR BIOGER, INRA, AgroParisTech, Universi Wheat yellow rust dynamics in Tunisia since 2013 and resistance genes in durum wheat
B. BAHRI (1), M. Leconte (2), S. Hamza (1), C. de Vallavieille Pope (2)
(1) National Agronomic Institute of Tunisia, Tunisia; (2) UMR BIOGER, INRA, AgroParisTec Wheat yellow rust dynamics in Tunisia since 2013 and resistance genes in durum wheat
B. BAHRI (1), M. Leconte (2), S. Hamza (1), C. de Vallavieille Pope (2)
(1) National Agronomic Institute of Tunisia, Tunisia; (2) UMR BIOGER, INRA, AgroParisTec Wheat yellow rust epidemics, caused by Puccinia striiformis f. sp. tritici (PST) have increased worldwide with the emergence in Western Europe and
North Africa of an aggressive strain and tolerant to high temperature (PstS2) since 2004 and exotic strains (Triticale 2006, 2015, Warrior and Kranich)
recently. Even though resistant varieties bring to agriculture effective solutions to reduce the use of pesticides, races of the pathogen quickly overcome
introduced resistance genes. In this study we determined the virulence combinations using the European and world differential sets and the simple
sequence repeat diversity of 94 PST isolates collected in Tunisia since 2013 from the major wheat growing areas. In addition, 39 local Tunisian durum
wheat accessions and 109 recombinant inbred lines RILs (F9) were evaluated at the seedling stage against old and new races of PST in order to identify
resistant genotypes and markers associated with resistance genes. The results underlined the rapid change in wheat yellow rust population where 3
predominant races, Warrior1 (W1), Warrior- (W-) and Triticale 2006 were detected since 2013. In addition, 10% of the durum wheat accessions were
resistant to W1, W- and PstS2. The evaluation of the RILs issued from a cross between Tunisian durum wheat Khiar and Agili39 revealed one major
resistance gene against W1 and two minor genes against PstS2. The use of these genes in breeding can improve durability of the genetic control against
PST. Gene-For-Gene in Fusiform Rust Disease of Loblolly Pine Using an improved Cqf assembly and re-sequencing of field isolates,
we are attempting define the Avr1 gene and the causative mutation that led to virulence in the Avr1 mapping population. Melampsora rust running amuck: Exploring willow rust population diversity in the Northeast United States
C. CROWELL (1), M. Bekauri (1), C. Carlson (2), F. Gouker (2), L. Smart (2), C. Smart (1)
(1) Cornell University Plant Pathology and Plant-Microbe Biology Section, U.S.A.; (2) Cornell University Horticulture Shrub Willow (Salix spp.) has proved to be a reliable short-rotation coppice (SRC) biofuel feedstock in the Northeast United States. However, the willow
rust pathogen Melampsora spp. can cause up to a 50% reduction in yield, making some growing operations economically limited. This has spurred
investigation into both the identification of resistance within in Salix spp. and the diversity of Melampsora spp. in the Northeast. Approximately 200
single pustule isolates were collected from MI, NY, PA, VT, and WV, and are being characterized by rDNA sequencing. Preliminary data shows that
both M. americana and M. paradoxa are present in our regions of interest. Further investigation of Melampsora spp. diversity throughout the Northeast
will be conducted using genotyping-by-sequencing, a genome wide high-throughput SNP identification method, providing thousands of markers for
population studies targeting un-methylated coding sequences. Additionally, we explored disease resistance by characterizing association and linkage
mapping populations of Salix purpurea with the aim of identifying QTL and tightly-linked SNPs for marker-assisted selection. Preliminary data show a
continuum of resistance, suggesting promising breeding opportunities. This information will lead to further understanding of the population biology of
Melampsora willow rust, while providing crucial information necessary for the success of future willow breeders. Marker development and fine-mapping for the Phytophthora crown rot resistance locus, Pc1, in strawberry
Y. NOH (1), J. Mangandi (1), S. Verma (1), V. Whitaker (1), S. Isobe (2), J. Cha (3), S. Lee (1)
(1) University of Florida, U.S.A.; (2) Kazusa DNA Research Institute, Japan; (3) Chungbuk National University, South Korea Phytophthora crown rot (PhCR) caused mainly by Phytophthora cactorum is a destructive disease and can cause economic losses to strawberry growers
in US. In our previous study, a major QTL for PhCR resistance, Pc1, located on the linkage group 7D, was discovered in complex and multi-family
populations using the whole-genome SNP genotyping (IStraw90 Axiom® SNP Array) and pedigree-based marker-trait association analysis (FlexQTL™). Induction of resistance in cultivated peanut against peanut early leaf spot by salicylic acid
K. BOWEN (1), L. Gong (2)
(1) Auburn University, U.S.A.; (2) Auburn University, U.S.A. Induction of resistance in cultivated peanut against peanut early leaf spot by salicylic acid
K. BOWEN (1), L. Gong (2)
(1) Auburn University, U.S.A.; (2) Auburn University, U.S.A. Cultivated peanut (Arachis hypogaea L.) is an economically important crop for the United States and throughout the world. Cercospora arachidicola
(Ca), the causal agent of early leaf spot (ELS) on cultivated peanut, can cause yield losses of up to 50%. Since earlier work reported inconsistent results
with salicylic acid (SA) relative to peanut pathogens, we sought to examine the ability of SA to induce resistance against ELS on a high-oleic cultivar. We evaluated the effect of spraying three rates of SA (100, 200, and 300 µM) at 3, 5, and 7 days before inoculation (DBI) with ELS in whole peanut
plants (cultivar GA-09B) in a growth chamber. Each treatment was replicated three times. At 15 days after inoculation (DAI), all SA treatments had
significantly fewer lesions (3.1, 2.8, and 2.5 lesions with increasing SA rates; and 1.9, 3.0, and 3.6 lesions with increasing DBI), compared with the
control (12.7). At 42 DAI, all sporulating lesions from SA treated plants tended to produce fewer spores compared with the control (170.0); for example,
27.2 with 300 µM SA, 54.5 with 3 DBI, and 31.0 with 7 DBI. Although there were fewer lesions on SA treated plants, these lesions were larger than
those on the control. Results of this study suggest that SA plays at least a transient role in ELS resistance in peanut cultivar GA-09B. Development of a molecular marker platform for the breeding of blast resistance varieties in Taiwan
W. CHEN (1), W. Shen (1), F. Chang (2), W. Chang (3), Z. Yu (1), J. Liao (1), M. Lai (4), C. Wu (2), C. Chung (1)
(1) National Taiwan University, Taiwan; (2) Kaohsiung District Agricultural Research and Extension Station, Taiwan; (3) Taoyuan District Agricultural
Research and Extension Station, Taiwan; (4) Taiwan Agricultural Research Institute, Taiwan Development of a molecular marker platform for the breeding of blast resistance varieties in Taiwan Rice blast is the most important disease commonly occurring in the first cropping season in Taiwan. To facilitate marker-assisted backcrossing, this
study aims to identify effective blast resistance (R) genes in Taiwan and develop R gene and background selection markers for the use of IRRI-bred blast
resistant lines (IRBLs) as donors. Gene-For-Gene in Fusiform Rust Disease of Loblolly Pine Gene-For-Gene in Fusiform Rust Disease of Loblolly Pine K. SMITH (1), D. Ence (2), D. Nelson (3), M. Yandell (2), J. Davis (4)
(1) USDA Forest Service U S A ; (2) University of Utah U S A ; (3) US K. SMITH (1), D. Ence (2), D. Nelson (3), M. Yandell (2), J. Davis (4)
(1) USDA Forest Service, U.S.A.; (2) University of Utah, U.S.A.; (3) USD ),
( ),
( ),
( ),
( )
orest Service, U.S.A.; (2) University of Utah, U.S.A.; (3) USDA Forest Service, U.S.A.; (4) University of Florida, U.S.A. The rust fungus Cronartium quercuum f.sp. fusiforme (Cqf) incites fusiform rust disease on southern pines causing loss of stem quality or death. Given
that fusiform rust is a coevolved, gene-for-gene pathosystem there is potential for resistance to be overcome in the field. Nine resistance genes (Fr1-Fr9)
and one avirulence gene (Avr1) have been placed on the genetic maps of loblolly pine and Cqf. More recently genomic references have become available
for both the host and the fungus. Allelic-level sequence data for resistance genes and their corresponding avirulence genes would make it possible to
monitor virulence in the field, guide deployment and understand local outbreaks. Toward that end work is underway in both the loblolly host and Cqf
pathogen. A candidate for the Fr1 resistance gene was identified in the 22 gigabase pair, loblolly pine reference genome. This gene remains a candidate S4.84 and fine mapping is currently being done to improve the loblolly genetic map in this region, as well as, identify additional resistance gene candidates
from elite pine families. Research on the Cqf fungus has located a genomic interval that contains the Avr1 gene using both traditional marker sequences
and high-throughput re-sequencing of progeny from of an Avr1 segregating cross. Using an improved Cqf assembly and re-sequencing of field isolates,
we are attempting define the Avr1 gene and the causative mutation that led to virulence in the Avr1 mapping population. and fine mapping is currently being done to improve the loblolly genetic map in this region, as well as, identify additional resistance gene candidates
from elite pine families. Research on the Cqf fungus has located a genomic interval that contains the Avr1 gene using both traditional marker sequences
and high-throughput re-sequencing of progeny from of an Avr1 segregating cross. Mitigating the effects of shoot blight caused by Erwinia amylovora by enhancing plant systemic resistance
B. LEHMAN (1), C. Bower (1), K. Peter (1)
(1) Penn State University, U.S.A. Mitigating the effects of shoot blight caused by Erwinia amylovora by enhancing plant systemic resistance
B. LEHMAN (1), C. Bower (1), K. Peter (1)
(1) Penn State University, U.S.A. Fire blight, caused by Erwinia amylovora, is one of the most devastating diseases of apple and pear and continues to cause large economic losses for tree
fruit producers. Antibiotics are largely used to control blossom blight where bacterial resistance is absent, but the need exists for alternative control
strategies where resistance occurs, and where shoot and canker blight are prevalent. One strategy is through controlled activation of the plant immune
system by the application of materials containing plant defense activating compounds. Our goal was to test the effectiveness of an experimental
resistance activating compound in reducing shoot blight severity. We applied three different concentrations of the chemical as foliar sprays on potted
‘Gala’ apple trees grafted on M.26 rootstocks. Three concentrations were applied at three, two, and one week before shoot tip inoculation and three, two
and one day before shoot tip inoculation; Acibenzolar-S-methyl (Actigard) was also applied at three, two, and one week before shoot tip inoculation. Evaluations of shoot severity were made at one and two weeks after inoculation. Treatments started three days before inoculation reduced severity by 9,
26, and 35% for the three concentrations tested. Treatments started three weeks before inoculation reduced severity by 27, 21, and 44%, for the
concentrations tested. Acibenzolar-S-methyl applications reduced severity by 75%. The testing of other alternatives is ongoing. Gene-For-Gene in Fusiform Rust Disease of Loblolly Pine For the fine-mapping of Pc1, a total of 25 SNP-based high resolution melting (HRM) markers and 63 simple sequence repeat (SSR) markers were
selected in the Pc1 region. All markers were tested with five strawberry varieties and 20 advanced breeding selections that inherited putative functional
allele combinations of Pc1pc1 (heterozygous resistant) or pc1pc1 (susceptible). Total five markers were found to co-segregate with the resistance locus,
Pc1. In addition, we developed three populations (n=339) by crossing the resistance parent (Pc1pc1), ‘12.55-220’, with three susceptible accessions
(pc1pc1), ‘12.82-44’, ‘11.116-56’, and ‘11.98-41’. All populations were planted to the field (Wimauma, FL) and evaluated for the PhCR disease
resistance. The HRM and SSR markers linked to the Pc1 resistance locus were tested for the PhCR fine-mapping population, and the linkage analysis
was conducted. The precise location of Pc1 and DNA markers developed in this study will be utilized for the PhCR resistance breeding program. Evaluating soybean breeding lines developed from different sources of resistance to Phomopsis seed decay
S LI (1) J Smith (1) Phomopsis seed decay (PSD) causes poor soybean seed quality worldwide. The primary causal agent of PSD is Phomopsis longicolla (syn. Diaporthe
longicolla). Breeding for PSD-resistance is the most effective long-term strategy to control this disease. To develop soybean lines with resistance to PSD,
multiple breeding populations were developed from crosses between PSD-resistant and high-germination lines, as well as between PSD-resistant lines. Based on the seed plating assay, the range of percent seed infected by P. longicolla among all lines tested was from 0 to 52%, with an overall line mean
of 7.5. There were significant differences in the reaction to PSD among lines derived from the same source of resistance, as well as among lines from
different sources of resistance. More important for making future populations, the mean PSD score of the lines derived from the PI 424324B source was
significantly lower than that of those derived from the PI 80837/SS93-6181 source. The PSD of lines from PI 417050 source were not significantly
different from those from the other sources. These results indicate an apparent superiority for using the PI 424324B source of resistance for breeding
improved lines. Seeds for many of the lines derived from both PI 424324B and PI 417050 had no incidence of PSD. Therefore, it is likely that some of
them will be released in the future as resistant to PSD and thereafter utilized in breeding programs to develop PSD-resistant cultivars. Transgenic expression of pattern recognition receptor EFR in tomato leads to effective field resistance to bacterial wilt
S. KUNWAR (1), S. Kunwar (1), E. Evaristo da Silva (2), F. Iriarte (2), L. Ritchie (2), D. Clark (2), J. Freeman (2), R. Stall (3), J. Jones (3), J. Minsavage (3), C. Zipfel (4), D. Horvath (5), M. Paret (2)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) North Florida Research and Education Center, University of Florida, U.S.A.; (3) University of
Florida, U.S.A.; (4) The Sainsbury Laboratory, Nowich, UK, United Kingdom; (5) Two Blades Foundation, U.S.A. ( )
( )
nesville, FL, U.S.A.; (2) North Florida Research and Education Center, University of Florida, U.S.A.; (3) University of
sbury Laboratory, Nowich, UK, United Kingdom; (5) Two Blades Foundation, U.S.A. Bacterial wilt of tomato caused by Ralstonia solancearum is a major problem in tomato production in the tropics and sub-tropics worldwide and can
cause 50-80% yield losses. Induction of resistance in cultivated peanut against peanut early leaf spot by salicylic acid
K. BOWEN (1), L. Gong (2)
(1) Auburn University, U.S.A.; (2) Auburn University, U.S.A. The resistance spectra of known R genes were evaluated by inoculating 31 IRBLs with 18 M. oryzae isolates collected
from six rice-growing areas in Taiwan in 2009-2013. The R alleles at Pi2/9, Pik, and Pita/Pita2 were resistant to more isolates. Genotyping-by-
sequencing technology was used to analyze 13 IRBLs with broader-spectrum resistance and 20 Taiwan high-quality rice varieties. Based on the 131,942
SNPs between IRBLs and Taiwan varieties, a set of 11 polymorphic R gene markers and 96 Fluidigm markers evenly distributed on rice genome were
developed. Two M. oryzae isolates 12YL-TT4-1 and 13TN-HB1-3 were used to determine which Taiwan varieties would be suitable recipients for the 13
R alleles. The result showed that Taikeng 4, Taikeng 9, Taikeng 10, Taikeng 14, Taikeng 15, Tainung 71, Taiyuan 3, Tainan 11, Kaohsiung 145, and
Kaohsiung 147 do not carry the R alleles in IRBL9-W, IRBLz5-CA, IRBLz5-CA (R), IRBLz-Fu, IRBL1-CL, IRBL7-M, IRBLk-Ka, IRBLkp-K60,
IRBLKm-Ts, IRBLkh-K3, IRBL20-IR24, IRBLta2-Pi, and IRBLta2-Re. The 13 IRBLs and newly developed markers can be used to improve blast
resistance of the 10 high-quality rice varieties. S4.85 Introgression of crown rot resistance into cultivated squash Cucurbita moschata, C. maxima and C. agyrosperma
S. ZHANG (1), Y. Fu (1), P. Moon (1), C. Waddill (1)
(1) Tropical Research and Education Center, University of Florida, IFAS, U.S.A. Introgression of crown rot resistance into cultivated squash Cucurbita moschata, C. maxima and C. agyrosperma
S. ZHANG (1), Y. Fu (1), P. Moon (1), C. Waddill (1) Phytophthora capsici incites crown rot in squash and often causes significant losses to growers worldwide. No resistance is available in commercial
squash varieties, but resistance has been found in the wild species Cucurbita lundelliana and introduced into C. moschata, resulting in several resistant
lines. However, the yields of these resistant lines are too poor to warrant their commercial release. To overcome this, four of these resistant lines were
crossed with commercial varieties of C. moschata, C. maxima and C. agyrosperma in single or three-way crosses. The F1 progeny of C. moschata
‘Butterbush’ and C. moschata resistant lines were resistant to P. capsici and showed improved yield. Interspecific cross of ‘Buttercup’ (C. maxima) x
399 (432) (a resistant line) was made. The F1 progeny were completely resistant to P. capsici, and showed strong heterosis in plant growth and fruit size,
but were male sterile. Backcross progeny exhibited low seed settings. Three-way crosses of C. agyrosperma x F1 (C. Evaluating soybean breeding lines developed from different sources of resistance to Phomopsis seed decay
S LI (1) J Smith (1) We investigated whether transgenic tomato (Solanum lycopersicum) expressing the resistance gene EFR (Elongation Factor
Tu-Receptor) from Arabidopsis thaliana or Bs2 gene from Capsicum annuum or both provides improved resistance to bacterial wilt disease in a field
with R. solanacearum. The presence of EFR and Bs2 or EFR alone on the highly susceptible FL 8000 background, significantly reduced the bacterial
wilt incidence compared to Bs2 line (carrying only Bs2) or non-transformed control. Although yields of marketable fruit from EFR or EFR/Bs2 lines
were statistically not different than those from Bs2 lines or non-transformed control, the total yield was significantly improved in the EFR and EFR/Bs2
lines. Following harvest, the basal and middle stem sections of the remaining living plants in the field were assessed by diluting plating on modified
SMSA media. The results revealed no significant differences in the populations at the basal stem. Interestingly, in the middle stem, no bacteria could be
recovered from EFR lines or EFR/Bs2 lines but R. solanacearum populations were recovered from Bs2 and non-transformed control lines at 104 CFU/g
and 103 CFU/g tissue, respectively. This finding indicates the potential of EFR gene for field management of tomato bacterial wilt. Plant defensins inhibit growth of pathogens in the alfalfa crown rot disease complex
A. SATHOFF (1), D. Samac (2)
(1) University of Minnesota, U.S.A.; (2) USDA-ARS, U.S.A. Alfalfa crown rot is a disease complex that severely limits alfalfa stand density and productivity in all alfalfa-producing areas. Currently, there are no
viable methods of control. Plant defensins are small cationic antimicrobial peptides with a conserved signature of cysteines. Defensins have a gamma-
core motif, a cluster of positively charged residues, which is essential for antimicrobial activity. The core motifs of five synthetic defensins were tested
for antimicrobial activity against the pathogens in the alfalfa crown rot disease complex. In a 96-well microplate, each well contained half strength potato
dextrose broth, approximately 2000 spores, and concentrations of defensin peptide up to 30 ug/mL in a total volume of 100 uL. After 48 h of incubation
at 25°C in the dark, absorbance of the wells was measured at 595 nm on a microplate reader to quantify the inhibition of fungal growth. The amount of
defensin needed to inhibit growth of pathogen strains by 50% (EC50) was calculated. Evaluating soybean breeding lines developed from different sources of resistance to Phomopsis seed decay
S LI (1) J Smith (1) The core motif of MtDef4 was shown to be the most effective
peptide with EC50 values of 5.3 uM against Phoma medicaginis and 6.9 uM against Fusarium oxysporum f.sp. medicaginis. In addition, MtDef4 had
activity against Pseudomonas syringae pv. syringae and Xanthomonas alfalfa but not the oomycete Aphanomyces euteiches in in vitro assays. These
results indicate that transgenic expression of plant defensins in alfalfa has the potential to lead to improved crown rot resistance. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcriptional gene-silencing
mechanisms Induction of resistance in cultivated peanut against peanut early leaf spot by salicylic acid
K. BOWEN (1), L. Gong (2)
(1) Auburn University, U.S.A.; (2) Auburn University, U.S.A. moschata x C. moschata) were
obtained. The hybrids showed improved seed settings with higher percentage of normal seeds (41.2%) compared to the F1 interspecific progeny of C. maxima x C. moschata (8.8%). Embryo rescue was employed to overcome interspecific barriers. Further backcrossing with recurrent parents and
pedigree selection for P. capsici resistance, high fruit yield, and flesh quality will be performed. Evaluating soybean breeding lines developed from different sources of resistance to Phomopsis seed decay
S LI (1), J Smith (1) Evaluating soybean breeding lines developed from different sources of resistance to Phomopsis seed decay
S. LI (1), J. Smith (1)
(1) USDA-ARS, Crop Genetics Research Unit, U.S.A. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcripti
mechanisms C. TAI (1), J. Chen (2), F. Jan (1) . Jan (1)
Pathology, National Chung Hsing University, Taiwan; (2) Department of Agronomy, National Chung Hsing University, Taiw C. ( ), J. C e ( ),
. Ja ( )
(1) Department of Plant Pathology, National Chung Hsing University, Taiwan; (2) Department of Agronomy, National Chun To generate transgenic plants that are highly resistant to whitefly-transmitted Tomato leaf curl Taiwan virus (ToLCTWV) and Tomato yellow leaf curl
Thailand virus (TYLCTHV), plasmid vectors were constructed to induce transcriptional gene silencing (TGS) and/or post-transcriptional gene silencing
(PTGS) in a transgenic plant. The intergenic region (IR) of begomovirus containing inverted repeat sequences was inserted into the intron of a tomato
gene encoding a RNA-directed RNA polymerase 1 (RDR1) or a proline dehydrogenase (PDH). Expression of a GFP-RDR in construct carrying a
TYLCTHV IR (IRhp), tomato intron and GFP led to nuclear localization of IRhp RNAs in plant cells after intron was spliced out and induced TGS. A
C1C2C3 construct carrying the 3’end of C1 ORF and the overlapping region of C2 and C3 ORFs of TYLCTHV triggered PTGS in the cytoplasm. Infection assays revealed that constructs inducing TGS or PTGS alone displayed moderate resistance to TYLCTHV. However, C-RDRin-IR constructs
carrying an IRhp, intron and C1C2C3 ORFs induced both TGS and PTGS and displayed strong resistance to TYLCTHV. Constructs carrying RDR1
introns could be easily spliced out and triggered TGS after transient expression in tobacco plants. Constructs carrying PDH intron3 had lower efficiencies
in splicing and in triggering TGS. Our results indicated that a combination of inducing both TGS and PTGS in a construct shows great promise in
developing resistance against plant viruses. S4.86 Exploiting the approaches of biotechnology in sweetpotato for virus diseases resistance
Y. MENG (1), Y. Meng (2), C. Zhang (2), V. Njiti (2)
(1) Alcorn State University, U.S.A.; (2) Alcorn State University, U.S.A. ( )
g ( )
g ( )
j
( )
lcorn State University, U.S.A.; (2) Alcorn State University, U. Sweetpotato (Ipomoea batatas (L.) Lam.; Convolvulaceae), a plant widely grown in all tropical and subtropical areas, is among the 10 most important
food crops worldwide. As a crop produced by vegetative propagation, “cultivar decline” due to viral infections significantly reduces sweetpotato yield
and storage root quality. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcripti
mechanisms Evaluations in 2016 will further investigate cultivars that show promise in sweet onion production. Early detection of adult plant resistance to oat crown rust using a qPCR assay
B. YIMER (1), B. Yimer (2), T. Gordon (2), J. Bonman (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Oat crown rust caused by the fungus Puccinia coronata f. sp. avenae is a major production constraint of oat in North America. There are over 100 major
genes identified from various oat accessions, but their effectiveness is generally short lived. Adult plant resistance is the alternative and best option for
durable crown rust resistance in oats. In field grown small grain cereals, adult plant rust resistance is usually measured at the flag leaf stage using a visual
assessment of disease severity and infection type. Quantitative PCR-based assays have the potential to provide a less subjective measure of host
resistance at an earlier stage in plant development. Such quantitative assay techniques provide a measure of the amount of fungus within infected plants
which, for some rusts, can be directly extrapolated to host resistance. Here we report the use of a qPCR assay to detect adult plant resistance to crown
rust in oats before the flag leaf stage in an experiment conducted in a growth chamber environment. Response of sweet sorghum lines to stalk pathogens Fusarium thapsinum and Macrophomina phaseolina
D. FUNNELL-HARRIS (1), P. O’Neill (1), S. Sattler (1)
(1) USDA-ARS; Grain, Forage and Bioenergy Research Unit, U.S.A. Response of sweet sorghum lines to stalk pathogens Fusarium thapsinum and Macrophomina phaseolina
D. FUNNELL-HARRIS (1), P. O’Neill (1), S. Sattler (1)
(1) USDA-ARS; Grain, Forage and Bioenergy Research Unit, U.S.A. Sweet sorghum [Sorghum bicolor (L.) Moench] has potential for bioenergy. It is adapted to a variety of U.S. locations and the extracted juice can be
directly fermented into ethanol. However, little research on fungal stalk rots has been reported, even though these diseases pose serious constraints for
yield, juice quality and biomass usability. A greenhouse bioassay was designed to assess charcoal rot (Macrophomina phaseolina) and Fusarium stalk rot
(Fusarium thapsinum) susceptiliby at maturity, when these diseases are manifested in the field. Multiple plantings of a susceptible grain line, RTx430,
were used as a control for variation in flowering times amongst sweet sorghum lines. Lesion length measurements in inoculated peduncles were used to
quantify disease severity. Sweet sorghum lines ‘Rio’ and M81E exhibited resistance to F. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcripti
mechanisms In the United States, Sweet potato feathery mottle virus (SPFMV) and Sweet potato leaf curl virus (SPLCV) are two of the most
prevalent sweetpotato viruses that cause devastating diseases and yield reductions. Even though resistance to virus infections remains the most cost
effective way of disease management, to date, immune resistance to these viruses has not been identified in I. batatas. In this study, we explored a novel
biotechnological method to develop transgenic sweetpotato plants with resistance to these two viruses. We engineered part of coat protein (CP) gene of
SPFMV and the replication origin region of SPLCV into a binary vector for Agrobacterium-mediated genetic transformation for transgene expression. The SPFMV CP gene and SPLCV replication origin sequence are designed in antisense for the optimal induction of RNA silencing in transgenic
sweetpotato. Research results showed that expression of foreign genes has been achieved by using Agrobacterium tumefaciens strain EHA105 harboring
the expression cassette. Investigations on transgenic plant regeneration and resistance to virus infection under control conditions will be discussed. Identifying onion cultivars with reduced susceptibility to center rot
J. MAZZONE (1), B. Gugino (2), M. Mansfield (2)
(1) The Pennsylvania State University, U.S.A.; (2) The Pennsylvania State University, U.S.A. Onion growers in Pennsylvania (PA) are continually challenged by losses from center rot disease caused by the bacterial pathogens Pantoea ananatis
and P. agglomerans. The objective of this research is to identify onion cultivars that are less susceptible to center rot than the commercial standard cv. Candy but still meet the criteria of the PA Simply Sweet Onion Marketing Program. Thirteen onion cultivars were evaluated between 2015 and 2016 for
center rot susceptibility and select horticultural characteristics, including neck and bulb diameter. Cultivars were arranged in a randomized complete
block design and plots were split by proximity to inoculated plants. Two onion leaves of select plants were inoculated with a mixture of P. ananatis and
P. agglomerans isolates. At harvest, onions were graded by size, marketability and disease incidence. Sub-samples of asymptomatic onions were
evaluated for soluble solids, pungency and postharvest disease incidence. In 2015, six cultivars had marketable yields comparable to cv. Candy. Center
rot incidence significantly differed between cultivars at harvest (P=0.002) but not after 3-months in storage (P=0.241). A positive, linear relationship was
observed between late season onion neck diameter and center rot incidence. All cultivars met the minimum soluble solids and pungency criteria for the
marketing program. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcripti
mechanisms thapsinum and M. phaseolina, respectively, and in contrast,
line ‘Colman’ exhibited susceptibility to both pathogens. Lesion development over time was monitored in Colman. These results will enhance molecular
and biochemical analyses of sweet sorghum responses to pathogens, and breeding stalk rot resistant sweet sorghum. Development and evaluation of germplasm lines resistant to Sclerotinia stem rot
M. MCCAGHEY (1), M. McCaghey (1), J. Willbur (1), C. Grau (2), S. Chapman (2), B. Diers (3), C. Groves (2), A. Ranjan (2), M. Kabbage (2), D. Smith (1) Development and evaluation of germplasm lines resistant to Sclerotinia stem rot
M. MCCAGHEY (1), M. McCaghey (1), J. Willbur (1), C. Grau (2), S. Chapman (2), B. Diers (3), C. Groves (2), A. Ranjan (2), M. Kabbage (2), D. Smith (1) Development and evaluation of germplasm lines resistant to Sclerotinia stem rot
M. MCCAGHEY (1), M. McCaghey (1), J. Willbur (1), C. Grau (2), S. Chapman (2), B. Diers (3), C. Groves (2), A. Ranjan (2), M. Kabbage (2), D. Smith (1)
(1) University of Wisconsin- Madison, Madison, WI, U.S.A.; (2) University of Wisconsin- Madison, U.S.A.; (3) University of Illinois- Urbana-
Champaign U S A sconsin- Madison, Madison, WI, U.S.A.; (2) University of Wisconsin- Madison, U.S.A.; (3) University of Illinois- Urbana- ( )
1) University of Wisconsin- Madison, Madison, WI, U.S.A.; (2) University of Wisconsin- Madison, U.S.A.; (3) University
Champaign, U.S.A. Sclerotinia sclerotiorum, the causal agent for Sclerotinia stem rot (SSR), is a devastating fungal pathogen in soybean and reduced yield by 59 million
bushels in 2009. Incomplete resistance in commercial cultivars can be improved through additional breeding efforts and understanding the genetic basis
of resistance. SSR-resistant soybean germplasm was developed by crossing two sources of resistance, W04-1002 and AxN-1-55, with lines exhibiting
resistance to other pathogens such as Heterodera glycines. After multiple screenings, 31 lines were selected for advanced SSR in field screens in 2014
and were down-selected to 16 lines with a high-level of multi-disease resistance in 2015. Germplasm lines 91-38, 51-23, and SSR51-70 exhibited SSR
resistance with minimal lodging. Line 91-38 yielded 2605.5 kg/ha, 51-23 yielded 3156.2 kg/ha, and SSR51-70 yielded 2801.8 kg/ha. The highest yield
achieved was 3748.8 kg/ha for 52-82B. While many of these experimental lines have excellent physiological resistance, yield and agronomic
performance of these lines are not at the level of an elite commercial cultivar. A novel vector system to engineer begomovirus resistance in transgenic plants by transcriptional and post-transcripti
mechanisms For example, 91-38 yielded over 1000 kg/ha less than the best line in the
trial, however it exhibited one of the lowest disease severity rankings. Germplasm lines such as 91-38, 51-23, SSR51-70, or 52-82B could be improved
through further breeding to generate high-yielding commercial soybean cultivars with a high level of physiological resistance to SSR. g
y
p
p y
g
y
g
performance of these lines are not at the level of an elite commercial cultivar. For example, 91-38 yielded over 1000 kg/ha less than the best line in the
trial, however it exhibited one of the lowest disease severity rankings. Germplasm lines such as 91-38, 51-23, SSR51-70, or 52-82B could be improved
through further breeding to generate high-yielding commercial soybean cultivars with a high level of physiological resistance to SSR. Exploring the slow rusting potential of wheat genotypes against leaf and stripe rust of wheat
M RAZA (1) M Kh
(2) M Y
(3) F N tt
(4) M. RAZA (1), M. Khan (2), M. Yaseen (3), F. Nutter (4) (1) Department of Plant Pathology and Microbiology, Iowa State University of Science and Technology, Ames, IA, U.S.A.; (2) Department of Plant
Pathology, University of Agriculture Faisalabad, Pakistan; (3) Department of Math & Stat, University of Agriculture Faisalabad, Faisalabad, Pakistan;
(4) Department of Plant Pathogy and Microbiology, Iowa State University of Science and Technology, Ames, IA, U.S.A. The focus of current wheat research is to achieve durable rust resistance in Pakistan. We explored slow leaf and stripe rusting potential in 37 wheat
genotypes by studying different slow rusting parameters, e.g., average coefficient of infection (ACI), latent period, pustule size, pustule density, infection S4.87 rate (IR), area under disease progress curve (AUDPC) and yield assessment (1000 grain weight and yield/ha). Multivariate statistical analysis techniques
(Biplots and Heatmaps) were used to analyze and visualize the slow rusting parameters for identification of slow rusting genotypes. Genotypes including
Lasani-2008, Chris, Crow, AS-2002, Punjab-2011, Frontana and FSD-85 demonstrated lower ACI, pustule density, IR, AUDPC, small pustule size,
longer latent period, and higher 1000 grain weight and yield/ha against leaf rust. Genotypes encompassing Chris, AS-2002, Punjab-85, Yecora and
Lasani-2008 revealed lower ACI, pustule density, IR, AUDPC, small pustule size, longer latent period, and higher 1000 grain weight and yield/ha
against stripe rust. Combined analysis recognized genotypes including Uqab-2000, Yecora, Lasani-2008, Chris, Crow, Frontana and AS-2002 as slow
leaf and stripe rusters. Hence, these slow rusters can be cultivated in fields for sustainable wheat production, and can be included in further breeding
programs to produce durable rust resistant varieties. rate (IR), area under disease progress curve (AUDPC) and yield assessment (1000 grain weight and yield/ha). Multivariate statistical analysis techniques
(Biplots and Heatmaps) were used to analyze and visualize the slow rusting parameters for identification of slow rusting genotypes. Genotypes including
Lasani-2008, Chris, Crow, AS-2002, Punjab-2011, Frontana and FSD-85 demonstrated lower ACI, pustule density, IR, AUDPC, small pustule size,
longer latent period, and higher 1000 grain weight and yield/ha against leaf rust. Genotypes encompassing Chris, AS-2002, Punjab-85, Yecora and
Lasani-2008 revealed lower ACI, pustule density, IR, AUDPC, small pustule size, longer latent period, and higher 1000 grain weight and yield/ha
against stripe rust. Combined analysis recognized genotypes including Uqab-2000, Yecora, Lasani-2008, Chris, Crow, Frontana and AS-2002 as slow
leaf and stripe rusters. Exploring the slow rusting potential of wheat genotypes against leaf and stripe rust of wheat
M RAZA (1) M Kh
(2) M Y
(3) F N tt
(4) Hence, these slow rusters can be cultivated in fields for sustainable wheat production, and can be included in further breeding
programs to produce durable rust resistant varieties. Resistance to Claviceps purpurea (Fr.) Tul. in the winter wheat lines “Robigus” and “Solstice”
J. MENZIES (1), A. Gordon (2), D. O’Sullivan (3) Resistance to Claviceps purpurea (Fr.) Tul. in the winter wheat lines “Robigus” and “Solstice”
J. MENZIES (1), A. Gordon (2), D. O’Sullivan (3)
(1) Agriculture and Agri-Food Canada, Canada; (2) National Institute of Agricultural Botany, United Kingdom; (3) University of Reading, United
Kingdom ( ),
( ),
( )
(1) Agriculture and Agri-Food Canada, Canada; (2) National Institute of Agricultural Botany, United Kingdom; (3) University of Reading, United
Kingdom Ergot, caused by Claviceps purpurea, is an important disease of cereals which can result in extensive financial losses to producers because of the
presence of sclerotia containing toxic alkaloids in the grain. The severity of ergot in Canada and parts of Europe has increased over the past 20 years, and
the development of wheat lines with resistance is being explored. The objective of this work was to determine if the winter wheat varieties “Robigus”
and “Solstice” possess physiologic resistance to C. purpurea. Two winter wheat lines (“Robigus” and “Solstice”), two spring wheat lines ((“Paragon”
and “Cadillac”) and one durum wheat line (“Avonlea”) were inoculated with 5 Canadian and 4 UK isolates of C. purpurea. Nine spikes per wheat line
were needle inoculated prior to anthesis for each pathogen isolate using a conidial suspension. Each spike was assessed for honeydew production 14 days
after inoculation using a scale of 1 to 4; 1 = no honeydew to 4 = large drops running down the spike. The weight and number of sclerotia per spike were
determined at plant maturity. “Robigus” had significantly lower honeydew production than “Solstice”, which had lower production than the other three
lines. “Robigus” and “Solstice” also had significantly lower sclerotial weight and number per spike than the other three lines. “Robigus” and “Solstice”
showed resistance to infection by C. purpurea compared to the other three wheat lines. Monitoring of Leaf rust in seventeen Egyptian wheat cultivars during 2013/2014 and 2014/2015 seasons
A. ABDELRHIM (1), M. Abou-Zeid (2), H. Abd-Alla (3), C. Cowger (4), A. El-Bana (3), M. Exploring the slow rusting potential of wheat genotypes against leaf and stripe rust of wheat
M RAZA (1) M Kh
(2) M Y
(3) F N tt
(4) Boykin (4), B. Wood (1)
(1) USDA/ARS SE Fruit & Tree Nut Research Laboratory, Byron, GA, U.S.A.; (2) USDA/ARS Pecan Breeding and Genetics, Somerville, TX, U.S.A.;
(3) University of Georgia, Tifton, GA, U.S.A.; (4) USDA-ARS, Stoneville, MS, U.S.A. (1) USDA/ARS SE Fruit & Tree Nut Research Laboratory, Byron, GA, U.S.A.; (2) USDA/ARS Pecan Breeding and Genetics, Somerville, TX, U.S.A.;
(3) University of Georgia, Tifton, GA, U.S.A.; (4) USDA-ARS, Stoneville, MS, U.S.A. Scab (caused by Fusicladium effusum) is the most economically destructive disease of pecan in the Southeast US. Epidemics are favored by rainfall and
high humidity. A provenance collection of ~950 pecan trees from 19 locations representing the native range of the species is located in Byron, Georgia,
and was assessed for pecan scab severity in 1998, 2013 and 2014. Foliar scab severity was estimated visually. There were consistent significant
differences among the 19 provenances (F = 5.6 to 62.5, P<0.0001), with those from wetter locations (generally north of Texas) with the greatest
proportion of scab resistant trees, while those provenances from the drier southern areas (Texas and Mexico) tended to be the most susceptible. However,
within each provenance there was a range in susceptibility of trees. An association of provenance susceptibility with precipitation at the provenance
source location bore out the relationship (r=-0.625 to -0.823 (P<0.0001 to 0.004)). Estimates of heritability were not entirely consistent among years, but
different methods were used to assess scab severity in 1998 (a 1-5 category scale) compared to 2013 and 2014 (the percent ratio scale). Despite using
different methods, there was generally good agreement among years in regard to severity of disease on individual trees. In conclusion, trees from more
northern populations (in areas with greater annual rainfall) are most likely to provide valuable and diverse sources of resistance to scab. Exploring the slow rusting potential of wheat genotypes against leaf and stripe rust of wheat
M RAZA (1) M Kh
(2) M Y
(3) F N tt
(4) Ismail (3)
(1) North Carolina State University, Raliegh, NC, U.S.A.; (2) Agriculture research center, Giza, Egypt; (3) Minia University, El-Minya, Egypt; (4) North
Carolina State University, Raleigh, NC, U.S.A. g
gyp
g
A. ABDELRHIM (1), M. Abou-Zeid (2), H. Abd-Alla (3), C. Cowger (4), A. El-Bana (3), M. Ismail (3)
(1) North Carolina State University, Raliegh, NC, U.S.A.; (2) Agriculture research center, Giza, Egypt; (3) Minia University, El-Minya, Egypt; (4) North
Carolina State University, Raleigh, NC, U.S.A. Wheat cultivars’ response to leaf rust caused by Puccinia triticina Eriks. vary between seasons; some cultivars lose resistance over time due to factors
such as appearance of new pathogen races that have new virulence genes which overcome Lr-genes. This study monitored leaf rust development for
adult plant stage of 17 Egyptian wheat cultivars, expressed in terms of infection type, final rust severity, area under disease progress curve and rate of
disease increase (r- value) during 2013/2014 and 2014/2015 growing season in Sids research stations, Egypt. According to the results, only two varieties
(Sakha94 and Misr1) exhibited adult plant resistance, three varieties (Gemmiza9, and 10, and Misr2) were moderately susceptible, and twelve varieties
(Sakha93, Giza168, and 171, Gemmiza7, and 11, Sids1, 12, and 13, Shandwile1, and Bani-Swif1, 5, and 6) were susceptible during 2013-2014 and
2014-2015 growing seasons. However, nine varieties (Sakha94, Misr1, and 2, Giza 168, and 171, Gemmiza 9, and 10, Sids 12 and 13) recorded low
AUDPC up to 310 and the rest varied between 320:1120. Only five varieties (Sakha94, Misr1, Giza 168, and 171, and Gemmiza 9) recorded r-value up
to 0.092, while the rest ranged from 0.11 to 0.195 in both seasons. These data may help researchers and breeders by shedding light on the response of
some Egyptian varieties to leaf rust in the last two growing seasons, and helping track the virulence genes in P. triticina during the same seasons. Scab susceptibility of a provenance collection of pecan Scab susceptibility of a provenance collection of pecan
C. BOCK (1), L. Grauke (2), P. Conner (3), S. Burrell (1), M. Hotchkiss (1), D. Boykin (4), B. Wood (1)
(1) USDA/ARS SE Fruit & Tree Nut Research Laboratory, Byron, GA, U.S.A.; (2) USDA/ARS Pecan Breeding and Genetics, Somerville, TX, U.S.A.;
(3) University of Georgia, Tifton, GA, U.S.A.; (4) USDA-ARS, Stoneville, MS, U.S.A. C. BOCK (1), L. Grauke (2), P. Conner (3), S. Burrell (1), M. Hotchkiss (1), D. Development of an in vitro bioassay to screen perennial Phlox germplasm for susceptibility to Golovinomyces cichorac
cichoracearum) Development of an in vitro bioassay to screen perennial Phlox germplasm for susceptibility to Golovinomyces cichoracearum (Erysiphe
cichoracearum)
C. FARINAS (1), P. Jourdan (1), F. Peduto Hand (1)
(1) The Ohio State University, U.S.A. Phlox is a genus of perennial and annual plants with colorful, long-lasting flowers, and a common inhabitant of gardens worldwide. In humid and warm
areas, its cultivation is severely limited by powdery mildew. Published studies on resistance of Phlox to powdery mildew have mainly focused on the
species subulata, paniculata and drummondii. However, the genus includes many more species, some of which could be valuable from both an
ornamental and resistance standpoint. This project aims to develop a reliable laboratory bioassay to conduct in vitro screenings of Phlox germplasm for
susceptibility to powdery mildew. The project is in collaboration with the OSU Ornamental Plant Germplasm Center, which allows access to more than
65 species of Phlox. For this purpose, detached leaves of healthy Phlox were disinfected and plated on water-agar medium. Variations of the host
species, media type, disinfection process, and inoculation technique were evaluated. Disinfected leaf tissues remained in good status and contaminant-
free for up to one month. Infection and growth of the pathogen on the host required specific conditions of light, temperature and relative humidity. To the
best of our knowledge, this study represents the first attempt to develop a laboratory bioassay to screen Phlox resistance to powdery mildew. This assay
has the potential to represent a useful tool for screening resistant lines and for phytopathological studies on the biology of the pathogen. Virulence of Calonectria pseudonaviculata and C. henricotiae isolates and screening for resistant boxwood cultivars in detached leaf assays
H. Guo (1), J. Crouch (2), M. Pooler (3)
(1) USDA-ARS and Rutgers University, U.S.A.; (2) USDA-ARS Systematic Mycology and Microbiology Laboratory, U.S.A.; (3) USDA-ARS US
National Arboretum, U.S.A. V u e ce o Calonect ia pseudonaviculata a d C. hen icotiae so ates a d sc ee
g o
es sta t bo wood cu t va s
detac ed ea assays
H. Guo (1), J. Crouch (2), M. Pooler (3)
(1) USDA-ARS and Rutgers University, U.S.A.; (2) USDA-ARS Systematic Mycology and Microbiology Laboratory, U.S.A.; (3) USDA-ARS US
National Arboretum U S A ,
( )
gers University, U.S.A.; (2) USDA-ARS Systematic Mycology and Microbiology Laboratory, U.S.A.; (3) USDA-ARS US Boxwood blight caused by the two Calonectria species, C. Effectiveness of a seed plate assay evaluating charcoal rot resistance in soybean
M. DA SILVA (1), P. Chen (1), J. Rupe (1)
(1) University of Arkansas, U.S.A. Effectiveness of a seed plate assay evaluating charcoal rot resistance in soybean
M. DA SILVA (1), P. Chen (1), J. Rupe (1)
(1) University of Arkansas, U.S.A. Charcoal rot (Macrophomina phaseolina) of soybean (Glycine max (L.) is a disease of economic significance in the United States. While there is
moderate host resistance in soybean cultivars, identifying and quantifying that resistance are difficult. Current assay methods, such as cut-stem
inoculation and colony-forming unit index (CFUI), can be time consuming, and data may vary between tests. The objective of this research was to
compare results of a seed plate assay to published results of the cut-stem and CFUI assays. Ten surface disinfested seeds of eight differential soybean
genotypes, including LS94-3207, LS98-0358 and Pharaoh, susceptible and DT97-4290, DT98-7553, DT99-16864, DT99-17554 and DT99-17483 as
resistant, were placed on water agar plates that had been inoculated with an isolate of M. phaseolina five days before. Plates were incubated at room
temperature in the dark for 7 days and the number of seeds that germinated were determined. Noninoculated plates served as controls. In general,
germination results from the plate assay were in agreement with the cut-stem and CFUI assays. Germination of resistance lines range from 58% to 84%
and susceptible lines from 46% to 54%. Addition data will be presented later. Screening soybean germplasm for resistance to multiple Fusarium species
P. OKELLO (1), L. Hyronimus (1), A. Weber (1), A. Singh (2), F. Mathew (1)
(1) South Dakota State University, U.S.A.; (2) Iowa State University, U.S.A. Fusarium root rot caused by multiple Fusarium spp. continue to cause increased soybean [Glycine max L.] yield losses in the United States. Commercial
soybean varieties with complete resistance to Fusarium spp. are not available, thus necessitating the need for continued search for sources of resistance. The objective of this study was to identify screen soybean germplasm for resistance to four Fusarium species (F. proliferatum, F. graminearum, F. sporotrichioides, and F. subglutinans), which were identified as aggressive Fusarium spp. based on a preliminary study on soybean in South Dakota. To
evaluate soybean germplasm for resistance to the four Fusarium spp., 44 genotypes belonging to maturity groups I from 10 different countries were S4.88 screened in replicated tests using the inoculum-layer method. Disease severity was evaluated at 14 days after inoculation as a percentage of lesion
produced on soybean roots by the causal pathogen. Susceptibility of Buxus accessions to the boxwood blight pathogen Calonectria pseudonaviculata
J. LAMONDIA (1)
(1) The Connecticut Agricultural Experiment Station, U.S.A. ( )
) The Connecticut Agricultural Experiment Station, U.S.A. Forty Buxus accessions from the National Boxwood Collection of the U.S. National Arboretum provided as potted plants were evaluated for
susceptibility to boxwood blight caused by Calonectria pseudonaviculata (Cps). Two experiments were conducted with 3 to 5 replicate plants each. Plants were inoculated with 1.5 × 105 Cps conidia in 2 ml coarse spray per plant and grown under high humidity with overhead irrigation. Leaf and stem
lesions were recorded 3 or 4 wks after inoculation. B. harlandii (1 accession), B. sinica (3), B. microphylla (7) and B. bodinieri (1) had fewer lesions per
plant than B. microphylla × sempervirens (6), which had fewer lesions than B. sempervirens (20 accessions). B. wallichiana (1 accession) was the most
susceptible species (>160 lesions). Variation within species was also observed. B. sinica var. aemulans (accession 60705*H), B. sempervirens (36365*J)
and B. harlandii (18834*H) were the least susceptible with < 10 lesions per plant. B. sempervirens ‘Scupi’ (9548*H), B. microphylla ‘Compacta’
(4899*CH), B. sempervirens ‘Arborescens’ (57953*H), B. sinica var. insularis ‘Pincushion’ (51898*H) and B. microphylla var. japonica ‘Jim Stauffer’
(72213*H) each had < 20 lesions. These data differ from previous detached leaf and unrooted cutting assays. Plant size may affect inoculation and
disease, normalizing did not result in significant differences in susceptibility ranking. These results may aid in the development of boxwood resistance to
Cps. Evaluating nine boxwood cultivars for susceptibility to Calonectria pseudonaviculata and C. henricotiae
N. SHISHKOFF (1)
(1) Foreign Disease Weed Science Research Unit/ARS/USDA U S A Boxwood blight is caused by two species of Calonectria: C. pseudonaviculata (Cps) and C. henricotiae (Che). In North America, only Cps is known to
occur, but the 2nd species is of concern since there is evidence that it differs in its temperature optimum, pesticide sensitivity and tolerance to sanitizers. US boxwood cultivars are currently being evaluated for tolerance to Cps and it would be useful to know if their reaction to Che is similar. Based on a
previous assessment of susceptibility of 42 boxwood cultivars to Cps, nine were selected on a spectrum from highly susceptible to relatively tolerant. Cultivar sets were inoculated with spore suspensions (mixtures of 4 representative isolates) of each species and the experiment was repeated three times. While results showed some differences in cultivar behavior from trial to trial, there were cultivars that were consistently susceptible (‘Dee Runk’,
‘Vardar Valley’) or consistently tolerant (‘SB17’, ‘Little Missy’) and the interaction ‘pathogen type‘*’cultivar’ was not significant. This suggests that
breeding for tolerance for one species will confer tolerance for the other. Development of an in vitro bioassay to screen perennial Phlox germplasm for susceptibility to Golovinomyces cichorac
cichoracearum) pseudonaviculata and C. henricotiae, is a recently emerged threat to the annual $1.3 million
boxwood industry. While fungicidal control can be effective, breeding resistant or tolerant cultivars is the preferred long-term strategy to control the
disease in the landscape. Developing an effective assay to quickly screen potentially thousands of boxwood genotypes is an essential first step in such a
breeding program. Therefore, this study was conducted to evaluate the virulence of different Calonectria isolates on a susceptible boxwood host. The
virulence of 24 isolates was determined by inoculating detached leaves of Buxus sempervirens ‘Suffruticosa’ using two different inoculation techniques. All 24 isolates were virulent on ‘Suffruticosa’, but the virulence varied among isolates. The isolate NCBB-1 was the most virulent, and was used to
compare relative resistance among eight diverse boxwood taxa. Preliminary results indicate that two boxwood taxa, B. harlandii and B. sinica var. insularis ‘Nana’, are the most tolerant to this isolate in detached leaf assays. Effectiveness of a seed plate assay evaluating charcoal rot resistance in soybean
M. DA SILVA (1), P. Chen (1), J. Rupe (1)
(1) University of Arkansas, U.S.A. Preliminary results suggests one genotype (PI 603371) had significantly lower disease severity (P ≤
0.05) than the susceptible check for all the four Fusarium species. This genotype will be useful as a parental material to develop commercial soybean
cultivars with resistance to Fusarium species. screened in replicated tests using the inoculum-layer method. Disease severity was evaluated at 14 days after inoculation as a percentage of lesion
produced on soybean roots by the causal pathogen. Preliminary results suggests one genotype (PI 603371) had significantly lower disease severity (P ≤
0.05) than the susceptible check for all the four Fusarium species. This genotype will be useful as a parental material to develop commercial soybean
cultivars with resistance to Fusarium species. Susceptibility of Buxus accessions to the boxwood blight pathogen Calonectria pseudonaviculata
J. LAMONDIA (1) Susceptibility of Buxus accessions to the boxwood blight pathogen Calonectria pseudonaviculata
J. LAMONDIA (1)
(1) Th C
i
A
i
l
l E
i
S
i
U S A Susceptibility of Buxus accessions to the boxwood blight pathogen Calonectria pseudonaviculata
J. LAMONDIA (1)
(1) The Connecticut Agricultural Experiment Station, U.S.A. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Reliable and rapid stem cutting-based screening technique to evaluate
hydrangea cultivars for resistance to Phytophthora nicotianae is needed toward disease management. Hydrangea cvs. Queen of Hearts, Ruby Slippers
and Munchkin stem cuttings were screened in a laboratory procedure by point inoculation with 5-day-old culture, #1 size (outside diameter 5 mm) plugs
of P. nicotianae. Each stem cutting was evaluated for lesion area and lesion severity after 3, 5 and 7 days of incubation at 25°C with 16-hr-light/8-hr-
dark cycle. The experiment was repeated twice. After comparing the lesion development on three hydrangea cultivars, the results showed that Queen of
Hearts is most susceptible to P. nicotianae than other cultivars and five days observation is the optimal time for stem cutting-screening technique. This
study will facilitate the ongoing large-scale screening for Phytophthora root rot resistance among hydrangea cultivars very easily and it is clear that
described stem cutting-inoculation technique has the potential to play a significant role for simple, efficient and reproducible screening. Cavity spot of carrots: Progress in screening for resistance
M. MCDONALD (1), M. McDonald (2)
(1) University of Guelph, Canada; (2) University of Guelph, Canada Cavity spot of carrot is caused by several Pythium species, especially Pythium violae and P. sulcatum. Field trials were conducted from 2013 to 2015 to
screen 60 carrot lines from the USDA breeding program at the University of Wisconsin lines for differences in susceptibility to cavity spot. Cultivars
Atomic Red, Cellobunch and Envy were included as commercial checks. Carrots were seeded into ‘muck’ soil (pH 5.7- 6.5, organic matter 65- 78%)
where the cavity spot pathogens occur naturally. Carrots were direct seeded (≈75 seeds/m) in early June, onto raised beds, 66 cm apart and 6 m in length. Fifty carrots per replicate were harvested in late October, placed in cold storage for 6 – 8 weeks and washed and assessed for cavity spot incidence and
disease severity (DSI). Cavity spot incidence and severity were very high in 2013 (97% and 69 DSI) and 2014 (96%, 54 DSI) and lower in 2015 (50%,
26 DSI). A wide range of susceptibility to cavity spot was found each year. Purple lines 6139B, 6244B, 7262B and 3497B were highly resistant (1- 8%,
1-7 DSI). Two orange carrot lines, in the trials in 2014 and 2015, had consistently low disease. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. These resistant cultivars may be used to provide
a higher degree of protection against infection from Pythium species in soybean seeds and seedlings. Disease susceptibility screening for cold-climate wine grape cultivars
D. JONES (formerly Schreiner) (1), P. McManus (1)
(1) University of Wisconsin, Madison, Dept. of Plant Pathology, U.S.A. The wine grape industry in the Upper Midwest has expanded rapidly in the past 15 years. Inconsistent reports on disease susceptibility in cold-climate
wine grape cultivars may be leading to overspraying and underutilization of host resistance in the region. Inconsistencies in reports may stem from a lack
of study on adult plants in a randomized, replicated, and fungicide free vineyard environment. Two vineyards containing eight cultivars were left
unsprayed by fungicides in 2015. Severity of downy mildew, powdery mildew, and black rot was measured from bud break until 2 weeks post-harvest. There was a significant difference among cultivars for all three diseases at both sites. A second assay was conducted using potted grape vines as “trap
plants” to capture inoculum present in the field and gain further information on disease susceptibility. Using trap plants and artificial humidification did
not generate results consistent with the disease severity and progress observed in the field during the growing season. These preliminary data suggest that
selection of certain cultivars has the potential to reduce sprays needed to manage diseases during the growing season in the Upper Midwest. Results
further indicate differences exist between foliar and fruit susceptibility for all three diseases, a distinction that is not made in current rating systems. This
work will continue in 2016 to gain additional susceptibility data and observe differences between growing seasons. Evaluation of stem inoculation technique for assessing resistance to Phytophthora nicotianae in hydrangea cultivars
M. KABIR (1), T. Simmons (1), P. Liyanapathiranage (1), C. Curry (1), L. Alexander (2), F. Baysal-Gurel (1)
(1) Tennessee State University, Nashville, TN, U.S.A.; (2) USDA-ARS, U.S. National Arboretum, McMinnville, TN, U.S.A. Evaluation of stem inoculation technique for assessing resistance to Phytophthora nicotianae in hydrangea cultivars
M. KABIR (1), T. Simmons (1), P. Liyanapathiranage (1), C. Curry (1), L. Alexander (2), F. Baysal-Gurel (1)
1) Tennessee State University, Nashville, TN, U.S.A.; (2) USDA-ARS, U.S. National Arboretum, McMinnville, TN, U.S.A Almost all hydrangeas, especially container-grown oakleaf hydrangeas (Hydrangea quercifolia) are more susceptible to Phytophthora root rot disease. Most economic and trading hydrangea cultivars are propagated as rooted cuttings. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Blackleg caused by Leptosphaeria maculans (Desmaz) Ces. & de Not is a serious disease of canola (Brassica napus L.) worldwide. In North Dakota, L. maculans isolates that overcome resistance genes Rlm1, Rlm2, and Rlm3 are the most prevalent and have been classified in pathogenicity group (PG) 4
using a set of three differentials. The objective of this study was to identify sources of resistance against PG-4. Replicated greenhouse trials using
mixtures of five PG-4 isolates were used to evaluate the reaction of B. napus plant introductions (PI) at the seedling stage. Twenty one PI materials
identified as resistant were evaluated in field trials in 2014 and 2015 using a randomized complete block design with four replications. Cultivar “Westar”
and two commercial canola hybrids were used as controls. Seedlings were inoculated repeatedly with a mixture of spores from the same five isolates
used in the greenhouse and supplemented with naturally infested residues. Disease severity was estimated at harvest as percentage of internal stem crown
tissue discoloration. Five PIs were considered highly resistant and behaved consistently better (P < 0.05) than the hybrids in both field trials with an
average disease severity < 4% compared to 25% of the hybrids. Crosses between these PIs and canola breeding lines have been made to transfer the
resistance into advanced germplasm. In addition, efforts to produce doubled haploid mapping populations from these sources are under way. S4.89 Evaluating chemical fingerprinting as a tool to rapidly screen hybrid chestnut for resistance to pathogens
A. CONRAD (1), J. Westbrook (2), T. Zhebentyayeva (3), L. Rodriguez-Saona (4), P. Bonello (4), C. Nelson (5), A. Abbott (1)
(1) University of Kentucky, Lexington, KY, U.S.A.; (2) The American Chestnut Foundation, Asheville, NC, U.S.A.; (3) Clemson University, Clemson,
SC, U.S.A.; (4) The Ohio State University, Columbus, OH, U.S.A.; (5) USDA Forest Service, Lexington, KY, U.S.A. Chestnut blight, caused by the introduced pathogen Cryphonectria parasitica, continues to plague American chestnut (Castanea dentata) in the eastern
US. Restoration is focused on breeding hybrids that morphologically resemble American chestnut but contain blight resistance from Chinese chestnut (C. mollissima). Compounding the problem for restoration efforts, Phytophthora cinnamomi, an agent of root rot, has emerged as a major pathogen in
chestnut’s southern range. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Time and resource intensive inoculation-based screening methods are used currently to identify chestnuts resistant to these
pathogens. Therefore, we evaluated if chemical fingerprinting (CF), a potentially less resource-intensive tool for phenotyping resistant/susceptible trees,
can be used to screen chestnut for disease resistance. A Varian 3100 Fourier-transform infrared (FT-IR) spectrometer equipped with an attenuated total
reflectance accessory was used to fingerprint methanol extracts from 0-1 year old chestnut stem tissue that differed in susceptibility to chestnut blight. Using Soft Independent Modeling of Class Analogy, chemical differences among disease rating classes were identified and used to develop class
discriminating models. Early results suggest that CF may be a useful tool for screening seedlings for blight resistance; however, we are currently testing
additional samples to refine, optimize, and validate models for both diseases. results suggest that CF may be a useful tool for screening seedlings for blight resistance; however, we are currently testing
optimize, and validate models for both diseases. Screening soybean germplasm for resistance towards Pythium species
K. SCOTT (1), M. Eyre (1), A. Dorrance (1)
(1) The Ohio State University, U.S.A. Pythium species are a major cause of soybean seedling root rot and seed rot in Ohio. One method of management is the use of resistant cultivars. Previous studies identified a “differential” resistance response to Pythium ultimum var. ultimum and P. ultimum var. sporangiiferum among soybean
cultivars. The purpose of this experiment was to quantify the resistance level of several germplasm lines and to identify any potential “differential”
effect. To do this, several soybean germplasm lines were evaluated for resistance to Pythium isolates collected from fields in Ohio using a seed plate
assay. Seed plate assay results indicated that Conrad, Dennison, Lorain, Sloan, and Kottman all had varying levels of resistance towards 13 species of
Pythium; more importantly, there was a highly significant (P<0.0001) cultivar x Pythium spp. interaction. All cultivars were very susceptible to P. ultimum var. ultimum, P. ultimum var. sporangiiferum, and P. sylvaticum. When inoculated with P. conidiophorum, P. attrantheridium, and P. dissotocum, Conrad, Dennison, and Lorain had a lower degree of seed rot than either Sloan or Kottman. These resistant cultivars may be used to provide
a higher degree of protection against infection from Pythium species in soybean seeds and seedlings. dissotocum, Conrad, Dennison, and Lorain had a lower degree of seed rot than either Sloan or Kottman. Identification of Brassica napus plant introductions with resistance to pathogenicity group 4 of Leptosphaeria maculans
S. MANSOURIPOUR (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Line 1137B had 8% cavity spot in both years, with DSI of
7 in 2014 and 4 in 2015. Line 5367 B had 14 and 21% cavity spot in 2014 and 2015, respectively, with a DSI of 8 and 7. Field screening has identified
breeding lines with promising levels of resistance to cavity spot. Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. Nelson (5)
(1) Texas A&M University - Kingsville/Texas A&M AgriLife Extension, Kingsville, TX, U.S.A.; (2) Texas A&M AgriLife Extension Service,
Brownfield, TX, U.S.A.; (3) Texas A&M University-Kingsville Citrus Center, Weslaco, TX, U.S.A.; (4) Texas A&M AgriLife Extension Service,
Lubbock, TX, U.S.A.; (5) Texas A&M University-Kingsville, Kingsville, TX, U.S.A. Mycotoxins are secondary fungal metabolites that have adverse health effects on animals and humans. Lepidopteran damage to corn is suspected to
facilitate fungal colonization and infection to kernels and to increase the risk of mycotoxin production and accumulation in corn. This study was initiated
to evaluate the application of AF-36 and Afla-Guard at two growth stages in reducing mycotoxin levels in corn. Treatments included an untreated
control, insect control, AF-36 and Afla-Guard applied at the V8 or VT growth stage, and Afla-Guard applied at the V8 or VT growth stage with insect
control. The application of AF-36 or Afla-Guard applied at the V8 or VT growth stage did not significantly reduce the concentration of either aflatoxin
or fumonisin. In 2013, the insect control significantly reduced the fumonisin concentration, and in 2014 application of insecticide alone or with Afla-
Guard applied at the V8 or VT growth stage reduced the concentration of fumonisin. Aflatoxin levels were not significantly reduced by the application of
AF-36 or Afla-Guard at either application time or by the insecticide applications. Fumonisin concentrations in both years showed a positive relationship
with the amount of ear damage caused by Helicoverpa zea and Spodoptera frugiperda. Aflatoxin concentrations in 2013 were positively correlated to the
amount of ear damage, but no such correlation was observed between aflatoxin and insect damage in 2014. Deciphering soil and plant microbiomes associated with suppression of soybean diseases
H. PFAFFE (1), S. Marzano (1), L. Domier (1), A. Davis (1), D. Eastburn (1)
1) University of Illinois, U.S.A. General disease suppression of soilborne pathogens can add to the toolbox of strategies for disease management. This study was undertaken to identify
the microbiome indicators for soil suppressiveness to sudden death syndrome (SDS) of soybeans. Five cover crop treatments (rye, vetch, mustard,
rye+vetch, fallow) and two tillage methods (chisel plow, ridge till) were compared. Each cover crop plot was divided to receive both tillage treatments,
and there were four replications of this experiment. Soybean plants were evaluated for naturally occurring foliar and root diseases at the R6-R7 growth
stage. Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. Bean leaf roll virus (BLRV) is a major luteovirus impacting dry pea production on an annual basis in Idaho and Washington. Symptomatic plants are
often chlorotic, stunted and distorted. The virus is transmitted by aphids in a persistent manner and cannot be mechanically transmitted. Host resistance is
an important economic and environmentally favorable means to manage this pathogen. Pea aphids were used to phenotype the genetic resistance of 36
pea genotypes, mostly consisting of dry pea cultivars, under controlled greenhouse conditions. Two pea genotypes, Journey and Stirling, were
determined to have complete resistance to BLRV. Journey is a commercial forage green dry pea and Stirling is a formerly grown commercial green dry
pea. Three commercial pea cultivars, Majoret, Granger and Spector were determined to be highly susceptible to BLRV with a 100% incidence of
infection across three tests. Mapping populations will be established between the resistant and susceptible pea genotypes to identify molecular markers
that can be used in marker-assisted selection of pea germplasm for genetic resistance to BLRV. The SimpleSynteny Server: Genome Comparison Simplified
D. VELTRI (1), M. Malapi-Wight (2), J. Crouch (1)
(1) USDA-ARS, U.S.A.; (2) USDA-APHIS, U.S.A. Visualizing syntenic relationships amongst gene clusters is a common task for studying organismal evolution. Here we present SimpleSynteny, a new
comparative genomics web server which includes a number of helpful tools for the analysis of microsynteny across multiple genome assemblies. Requiring only FASTA files for genomes and gene targets of interest as input, SimpleSynteny’s easy interface helps the user explore and customize
individual genomes before combining them into a final high-resolution figure. The approach gives users the freedom to incorporate additional knowledge
when editing contigs/scaffolds after computational predictions are made. A range of image formats and customization options are also provided to give
additional control when saving results. In this presentation, we provide a quick overview of the tools provided and generate example figures from fungal
genomes via a live demonstration of the site. SimpleSynteny stands to be a powerful new tool in a researcher’s toolbox of comparative genomics
software. The server is free to use and is currently available at: http://www.simplesynteny.com. Reducing Mycotoxin Levels in Corn via Lepidopteran Insect Control and Application of Atoxigenic Fungi
G. SCHUSTER (1), T. Mays (2), M. Sétamou (3), P. Porter (4), S. Screening of Wild Hop (Humulus lupulus) Germplasm for Identification of Resistance to Pseudoperonospora humuli
J. HAVILL (1), A. Orshinsky (1), D. Carter (1), S. Poulose (1)
(1) University of Minnesota, U.S.A. We identified two geographically distinct locations in
Minnesota containing previously unreported germplasm possessing high levels of foliar resistance that may be useful for breeding locally-adapted
varieties. Work is currently underway to characterize the morphological characters and chemical attributes of the hop inflorescences of selected resistant
wild plants. Barley yellow dwarf incidence and bird cherry-oat aphid preference in four wheat varieties in Idaho
M. Rashidi (1), J. Marshall (1), N. Bosque-Perez (2), A. Rashed (1)
(1) University of Idaho, Aberdeen Research and Extension Center, U.S.A.; (2) University of Idaho, Department of Plant, Soil and Entomological
Sciences, U.S.A. Barley/Cereal yellow dwarf viruses (B/CYDV) are aphid-borne pathogens that are transmitted by several species of cereal aphids, chief among them the
bird cherry-oat aphid (BCOA), Rhopalosiphum padi (L.). This species has also been linked to the recent consecutive outbreaks of BYDV-PAV, between
2013 and 2015, in southern Idaho. The present study was conducted to evaluate the relative susceptibility of four commonly planted winter wheat
varieties in Idaho, namely, SY Ovation, Brundage, Stephens, and WB-Junction, to BYDV and its BCOA vector. In choice experiments, viruliferous
aphid preference for the four varieties was assessed by counting the number of aphids per plant 24 hours after infestation. BYDV titer within seedlings
was quantified using qPCR, three weeks after inoculation. During a two-year field-cage study, BYDV symptom severity, aphid pressure, and root and
shoot biomass were assessed for the four varieties. Root/shoot biomass data are currently being analyzed. BYDV in experimental cages was confirmed
using ELISA. Although Stephens and SY Ovation were preferred relatively less frequently than WB-Junction and Brundage by BCOA, no significant
differences were detected in aphid preference among the four varieties. Likewise, BYDV incidence in field cages was not statistically different among
the four varieties, however SY Ovation had the lowest BYDV incidence, an observation consistent across both years of the study. Screening of Wild Hop (Humulus lupulus) Germplasm for Identification of Resistance to Pseudoperonospora humuli
J. HAVILL (1), A. Orshinsky (1), D. Carter (1), S. Poulose (1)
(1) University of Minnesota, U.S.A. Screening of Wild Hop (Humulus lupulus) Germplasm for Identification of Resistance to Pseudoperonospora humuli
J. HAVILL (1), A. Orshinsky (1), D. Carter (1), S. Poulose (1)
(1) University of Minnesota, U.S.A. Pseudoperonospora humuli, the causal organism of hop downy mildew, is considered the most economically-damaging pathogen to hop producti
Host resistance, in addition to intensive cultural management practices and fungicide use, is the primary control measure. Wild hops (Humulus sp Pseudoperonospora humuli, the causal organism of hop downy mildew, is considered the most economically-damaging pathogen to hop production. Host resistance, in addition to intensive cultural management practices and fungicide use, is the primary control measure. Wild hops (Humulus spp.) are S4.90 distributed across the North America and Eurasia. They may provide a resource for novel resistance genes and germplasm diversity for local hop
breeding programs. Sixteen sites in Minnesota with wild populations of hops were identified. At 14 of these sites individual rhizomes were recovered
from 1 – 27 unique individuals. One-hundred six wild and cultivated hop genotypes originating from the USA, England, Japan, and Kazakhstan were
screened for foliar resistance to downy mildew (Pseudoperonospora humuli) using a detached-leaf assay. Each genotype was tested with three replicates. In total, 33 genotypes were as resistant as the current commercial standard (cv. ‘Teamaker’) which included five other cultivars, five Japanese hop (H. japonicus) genotypes, two experimental breeding lines, and 21 wild H. lupulus genotypes. We identified two geographically distinct locations in
Minnesota containing previously unreported germplasm possessing high levels of foliar resistance that may be useful for breeding locally-adapted
varieties. Work is currently underway to characterize the morphological characters and chemical attributes of the hop inflorescences of selected resistant
wild plants. distributed across the North America and Eurasia. They may provide a resource for novel resistance genes and germplasm diversity for local hop
breeding programs. Sixteen sites in Minnesota with wild populations of hops were identified. At 14 of these sites individual rhizomes were recovered
from 1 – 27 unique individuals. One-hundred six wild and cultivated hop genotypes originating from the USA, England, Japan, and Kazakhstan were
screened for foliar resistance to downy mildew (Pseudoperonospora humuli) using a detached-leaf assay. Each genotype was tested with three replicates. In total, 33 genotypes were as resistant as the current commercial standard (cv. ‘Teamaker’) which included five other cultivars, five Japanese hop (H. japonicus) genotypes, two experimental breeding lines, and 21 wild H. lupulus genotypes. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
S. ALI (1), N. Kaur (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State University, Brookings, SD, U.S.A. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
S. ALI (1), N. Kaur (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State University, Brookings, SD, U.S.A. Bipolaris sorokiniana (Bs) and Fusarium graminearum (Fg) are important wheat root pathogens that effect seed germination and seedlings establishment
thus ultimately impact the crop productivity. The objective of this study was to explore the effect of Bs and Fg infested seed on germination and
seedlings establishment (blight) of 7 wheat cultivars, Advance, Briggs, Forefront, Oxen, Russ, Prevail, and SD4215 which were planted at Volga, SD in
2015. The treatments included, uninfested + untreated, uninfested + treated with fungicide, infested (Bs) + treated, infested (Bs) + untreated, infested
(Fg) + treated, infested (Fg) + untreated. Seed germination and seedling blight data was recorded after the germination for 3 consecutive weeks. Wheat
cultivars varied in seed germination and seedling blight to both pathogens; low seed germination (ranging from 35-71%) and high seedling blight (30-
65%) was observed in Fg infested seed, whereas, in Bs infested seed the germination ranged 58-100% and seedling blight ranged 0-42%. The cultivars
Oxen and Prevail had the lowest (33%) and the highest (71%) seed germination respectively. Also the treatments including the fungicide significantly
increased the germination (ranging from 5-44%) and the seedling blight got reduced in almost all the cultivars. Evaluation of management programs of yellowing and wilting of blackberry (Rubus sp.) caused by Fusarium oxysporum in Michoacan Mexico
A. REBOLLAR-ALVITER (1), A. Hernandez-Cruz (2), A. Saldivia-Tejeda (3)
(1) Universidad Autonoma Chapingo, Mexico; (2) Instituto Tecnologico del Valle de Morelia, Mexico; (3) Universidad Autonoma Chapingo, Posgrado
en Proteccion Vegetal, Mexico Yellowing and wilting of blackberry (Rubus sp.), caused by F. oxysporum is one of the most devastating diseases in Michoacan, Mexico. The objective
of this research was to evaluate different disease management programs using biological control agents (BCA), plant activators, and fungicides. The
experiment was established in 2014 and 2015 in a plantation of blackberry cv. Tupy. A randomized complete block design with 4 blocks and 13
treatments and a control were used. Treatments consisted of sequential applications of fungicides (prochloraz, difenoconazole, thiabendazole,
azoxystrobin and methyl thiophanate), plant activators (acibenzolar-S-methyl, potassium phosphite, oligosaccharin-glutathione), BCA (Trichoderma
harzianum, Streptomyces lydicus strain WYEC 108) and microbial mixtures (Maya Magic® and Microsoil®). Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. Root, rhizospheric soil, and bulk soil samples were taken early in the season, and DNA was extracted for PCR amplification, targeting 16s bacteria
and archaeal, and ITS genes, for subsequent high throughput sequencing. Our results have shown no significant differences in microbial populations of
the cover crop treatments. However, there are several notable differences with the tillage treatments. Chisel plowed plots had increased levels of the S4.91 genera, Verrucomicrobia, Glomeromycota, Proteobacteria, and Actinobacteria. Ridge tilled plots showed increased levels of Streptophyta, Firmicutes,
and Crenarchaeota. These results are being verified with a greenhouse assay to determine if it is possible to delineate microbiome profiles that
correspond to general disease suppression. genera, Verrucomicrobia, Glomeromycota, Proteobacteria, and Actinobacteria. Ridge tilled plots showed increased levels of Streptophyta, Firmicutes,
and Crenarchaeota. These results are being verified with a greenhouse assay to determine if it is possible to delineate microbiome profiles that
correspond to general disease suppression. Effects of fungicide application timing and cultivar resistance on Fusarium head blight and deoxynivalenol in winter wheat
C. BOLANOS-CARRIEL1 (1), S. Wegulo (1), H. Hallen-Adams (1), D. Funnell-Harris (2), P. Baenziger (1)
(1) University of Nebraska, U.S.A.; (2) USDA-ARS, U.S.A. Fusarium graminearum causes Fusarium head blight (FHB) in wheat. FHB reduces yield and quality and contaminates grain with the mycotoxin
deoxynivalenol (DON). Effective management strategies are needed. The objectives of this research were to 1) Determine the effect of fungicide
application timing at anthesis (the standard timing) and 6 and 12 days later on FHB and DON in the winter wheat cultivars Overley (susceptible) and
Overland (moderately resistant) and 2) Compare the effects of a triazole and a strobilurin fungicide on FHB and DON in Overley and Overland. In 2015
two field trials (irrigated and rain-fed) were conducted in Nebraska, USA. The triazole Prosaro (prothioconazole + tebuconazole) and the strobilurin
Headline (pyraclostrobin) were applied with a CO2-powered backpack sprayer at anthesis and 6 and 12 days later. A split plot design in randomized
complete blocks with 4 replications was used. Main plots were cultivars and subplots were fungicide treatments. FHB index and DON were significantly
(P < 0.05) lower in Overland than in Overley. The window of fungicide application to control FHB and DON was widened from anthesis to 6 days later
without loss of efficacy. Headline was less effective than Prosaro in controlling FHB and DON. Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. Moderate resistance combined with a triazole fungicide
most effectively reduced FHB and DON. The results indicate a wider fungicide application window and the effectiveness of combining resistance with a
triazole fungicide. Impact of Agronomic Practices and Diseases on Wheat Profitability
J. SALGADO (1), P. Paul (1), L. Lindsey (1), R. Minyo (1)
(1) The Ohio State University, U.S.A. Changes in nitrogen fertilizer rates, row spacing, and fungicide programs have been proposed as strategies for increasing wheat productivity and
profitability in Ohio. The main goal of this study was to evaluate the economic benefit of these practices as influenced by diseases. Field experiments
were conducted in 2013, 2014 and 2015 using a split-split-plot design with nitrogen rates (N-rate) as whole-plot, row spacing (19 and 38 cm) as sub-plot,
and Prosaro fungicide treatments (TRT) as sub-sub-plot. Combinations of these factors represented separate management programs (PROG), and an
economic analysis was conducted using yield (YLD), test weight (TW), grain prices and price discounts due to poor grain quality, as well as fertilizer,
seed and fungicide costs to estimate net cash income for each PROG. Linear mixed model analyses showed that leaf rust and Fusarium head blight
(FHB) were higher and YLD and TW lower in wide than in narrow rows. Leaf rust, YLD, and TW increased with increasing N-rates, but these effects
varied with TRT. FHB severely affected the economic benefit of the different PROG. Compared to the standard PROG used in Ohio (100.9 kg N ha–1,
narrow rows and untreated), several of the modified PROGs only resulted in greater economic benefit ($3 to 215 ha–1) when FHB levels were low. PROGs with narrow rows plus high N rates (> 134 kg N ha–1) and a Prosaro treatment were among the most profitable, while wide-row PROGs were
among the least profitable. Effect of cropping rotation and input level over 18 years on the northern Great Plains
B. GOSSEN (1), K. Bassendowski (1), E. Johnson (2), R. Lemke (1)
(1) Agriculture and Agri-Food Canada, Canada; (2) University of Saskatchewan, Canada A cropping rotation study was conducted from 1994-2012 (three 6-yr cycles) at the Agriculture and Agri-Food Canada Research Farm at Scott,
Saskatchewan, Canada in a split-split-plot design with four replicates. Resistance in pea to the Bean leaf roll virus
L. PORTER (1)
(1) USDA ARS, U.S.A. The main plots were three levels of inputs; high (HIGH), reduced (RED), and
organic (ORG) The subplots were three levels of cropping diversity (rotations); fallow-annual grains (LOW), diversified annual grains (DAG), and
diversified annuals and perennials (DAP). The sub-sub plots (each 13 × 40 m) were phases of the crop rotation. Foliar disease assessments were made
shortly before crop maturity each year. Across treatments and years, there was no consistent pattern of response of final disease severity to treatment. For
example, level of input and cropping diversity did not affect severity on the penultimate or flag leaf of wheat in 2007?2013. In those years where there
were differences in severity, severity was often highest in the high-input treatments, but organic rotations were highest in some years. However, foliar
disease severity differed substantially among years. This study demonstrated that weather conditions on the northern Great Plains had a much larger
impact on foliar disease severity than input levels or cropping rotation in the moderate to highly diverse rotations assessed in this 18-year study. Novel approaches for the integrated control of the soilborne strawberry pathogens Macrophomina phaseolina and Fusarium oxysporum f. sp.
fragariae
M Carter (1) H Smith (2) G Holmes (3) K Ivors (1) Macrophomina phaseolina (Mp) and Fusarium oxysporum f. sp. fragariae (Fof) are emerging soilborne pathogens causing crown rot and Fusarium wilt
in commercial strawberry fields in California. Fungicides representing eight active ingredients from four different FRAC groups were evaluated for their
efficacy against each pathogen in greenhouse bioassays. Twenty-four fungicide treatments (eight fungicides at three rates) were drench applied to
pathogen infested potting media two days prior to planting and 19 days after planting. Tea bags of buried inoculum were recovered two days after each
fungicide application and plated on semi-selective medium to quantify each pathogen; disease severity was assessed weekly. Differences in the colony
forming units (CFUs) and disease severity (AUDPC) for all treatments and the inoculated water-drench control for both Mp and Fof were not statistically
significant, although there were differences among the CFUs for Mp. In addition, a strawberry plant extract was assessed for its ability to stimulate
germination of Mp microsclerotia in vitro. Preliminary results showed that the number of germinating microsclerotia was significantly higher after the
application of the strawberry extract. Germinated microsclerotia may be more sensitive to fungicides and offer a means of increasing fungicide efficacy
against soilborne pathogens. Correlating the Effects of Glyphosate on Soybean Nutrition with Cercospora Leaf Blight and Septoria Brown Spot
T. GARCIA AROCA (1), E. Silva (1), B. Ward (1), C. Robertson (1), P. Price (1), R. Schneider (1), R. Levy (2)
(1) Louisiana State University, Baton Rouge, LA, U.S.A.; (2) Louisiana State University, Alexandria, LA, U.S.A. Glyphosate is linked to detrimental effects on soil microbiota and reduced levels of metal cations available for plant uptake. There is no agreement in
literature regarding effects of glyphosate on plant diseases or micronutrient uptake. Some authors claim the use of glyphosate in Roundup Ready
(glyphosate-resistant) soybeans leads to increased disease severity due to negative effects on uptake of manganese (Mn), iron (Fe) and other
micronutrients, while others dispute these findings. This controversy is relevant to findings made by our laboratory regarding tissue concentrations of
certain micronutrients, e.g. Mn and Fe, which substantially affect Cercospora leaf blight (CLB) in soybean. Therefore, we tested the hypothesis that
glyphosate is affecting disease severity in soybean. Twelve Roundup Ready soybean varieties were planted at two locations in Louisiana in randomized
complete block designs. Plots were either not sprayed or sprayed with Roundup. CLB and Septoria brown spot disease assessments were conducted in
2014 and 2015. Proactive Strategy for Management of Seedborne Pathogens of Pulse Crops in Montana
B. AGINDOTAN (1), M. BURROWS (1)
(1) Montana State University, U.S.A. Novel approaches for the integrated control of the soilborne strawberry pathogens Macrophomina phaseolina and Fusarium oxysporum f. sp.
fragariae
M Carter (1) H Smith (2) G Holmes (3) K Ivors (1) Samples were taken for micronutrient analyses and real-time quantitative PCR (qPCR) for the CLB pathogen. Results showed significant
increases of some elements, e. g. N and Mn, for Roundup-treated samples. CLB and Septoria brown spot severities were higher in non-treated plots. Results from qPCR analyses indicated more pathogen DNA (biomass) in Roundup-treated samples, however, these findings were not correlated with
disease severity. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
S. ALI (1), N. Kaur (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State University, Brookings, SD, U.S.A. Novel approaches for the integrated control of the soilborne strawberry pathogens Macrophomina phaseolina and Fusarium oxysporum f. sp. fragariae
M. Carter (1), H. Smith (2), G. Holmes (3), K. Ivors (1)
(1) California Polytechnic State University, U.S.A.; (2) California Polytechnic State University, Statistics, U.S.A.; (3) California Polytechnic State
University Strawberry Center, U.S.A. Novel approaches for the integrated control of the soilborne strawberry pathogens Macrophomina phaseolina and Fusarium oxysporum f. sp. fragariae
M. Carter (1), H. Smith (2), G. Holmes (3), K. Ivors (1)
(1) C lif
i P l t
h i St t U i
it
U S A (2) C lif
i P l t
h i St t U i
it
St ti ti
U S A (3) C lif
i P l t
h i St t Decision models for fungicide applications for frogeye leaf spot in soybean
H Kelly (1) Frogeye leaf spot (FLS), caused by Cercospora sojina, is a common foliar pathogen of soybean in the United States and other soybean production areas
in the world. While foliar fungicides can reduced disease severity and yield loss caused by FLS on susceptible cultivars, the appropriate application
timing is essential for optimal fungicide efficacy and yield protection. To better manage FLS epidemics in Tennessee, fungicide application decision
models were developed and evaluated across locations in 3 different counties in 2013 and 2014. Application models were developed based on growth
stage of soybean and rain/irrigation events or temperature and relative humidity parameters. The number and timing of fungicide applications varied by
location, year, and application model. All applications reduced disease severity, but only applications under moderate to severe disease pressure were
necessary to protect yield. Results indicate models for fungicide application timing for FLS management need to incorporate additional disease
parameters to more accurately trigger fungicide applications based on environmental factors and soybean growth stage. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
S. ALI (1), N. Kaur (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State University, Brookings, SD, U.S.A. Area Under Disease Progress (AUDPC) of
incidence, severity and plant mortality were assessed. There were significant differences between treatments. Treatments with the lowest AUDPC were
the mixtures of microorganisms (Maya Magic®) without significant differences with treatments beginning with 2 to 3 applications of prochloraz or
difenoconazole followed by Glutathione-oligosaccharins, and azoxystrobin, followed by acibenzolar S methyl applications. These results indicate that it
is feasible to significantly reduce the severity and mortality in F. oxysporum-infected blackberry plantings, if disease management programs begin early
in the growing season. S4.92 Response of grafted seedless watermelon to root regeneration and inoculation with Fusarium oxysporum f. sp. niveum
Q. Liu (1), X. Zhao (1), T. Sanchez (1), Z. Black (1), N. Dufault (1), Q. Liu (1)
(1) University of Florida, U.S.A. Grafting can be a successful tool in an integrated approach to manage soilborne diseases such as Fusarium wilt of watermelon caused by Fusarium
oxysporum f. sp. niveum (FON). In cucurbit grafting, excision and regeneration of grafted seedling roots is often practiced by nurseries. The objectives of
this greenhouse experiment were to assess the performance of grafted seedless watermelon plants under inoculation with FON, and compare grafted
plants with original rootstock roots and with root regeneration. ‘Melody’ watermelon was grafted onto two squash rootstocks including ‘Marvel’ and
‘Super Shintosa’. Various plant growth parameters were measured. All the plants were plated on PDA to confirm the presence of FON colonies 32 days
after transplanting. Non-grafted watermelon plants showed a significantly (P ≤ 0.05) higher percentage of recovered FON colonies (75%) compared to
grafted treatments (0-8%). Plant growth measurements indicated less vigorous growth for non-grafted plants when compared to the grafted treatments. Root regeneration treatments had a numerically higher percentage of FON colonies (0-8%) compared with the regular grafting treatments (0-3%), while
no differences were observed in plant growth measurements. These results showed that grafting can effectively prevent FON colonization in seedless
watermelon, and supported the use of this practice as part of a watermelon production integrated management program. Novel approaches for the integrated control of the soilborne strawberry pathogens Macrophomina phaseolina and Fusarium oxysporum f. sp. fragariae
M. Carter (1), H. Smith (2), G. Holmes (3), K. Ivors (1)
(1) California Polytechnic State University, U.S.A.; (2) California Polytechnic State University, Statistics, U.S.A.; (3) California Polytechnic State
University Strawberry Center, U.S.A. Controlling Asian Soybean Rust and Phytophthora Late Blight by Biologicals Alone and in Combination with Fungicides
M. TWIZEYIMANA (1), E. Gachango (1), B. Espejo (1), K. Craig (1), P. Hammer (1)
(1) AgBiome, Inc., Research Triangle Park, NC, U.S.A. The most prevalent
fungi isolated were Alternaria (71 - 83%), Cladosporium (53 - 67%), Ascochyta (18-56%), Penicillium (46 - 57%), Rhizopus (20-40%), and Nigospora
(6-20%; 1st report). Others were Fusarium (14- 17%), Aureobasidium (7.4-11%; 1st report), Botrytis (8-14%), Stemphylium (9 - 16%), Collectotrichum
(1-9%), and Diaporthe spp. (4-14%; 1st report). Growers can manage these fungal diseases if they know the health status of their seedlots, use seed
treatment fungicides, and prevent planting seed lots infested with pathogens with long-lived survival structures on organic and conventionally managed
acres. Production practices impact yield parameters and disease severity on sweet and forage sorghum grown as biomass feedstock
A. HAGAN (1), S. Scott (1), K. Bowen (1)
(1) Auburn University, U.S.A. Sweet and forage sorghum are potential feedstocks for energy and chemical industries but the impact of production practices on diseases is largely
unknown. Planting date (PD), nitrogen (N) rate, and variety impact were assessed in 2011 and 2012 on plant populations, above ground dry matter
(ADM) yield, total fermentable sugar concentration (°Bx), and anthracnose severity. A factorial with year as the main plot, PD as the split-plot, N rate as
the split split-plot, and sweet and forage sorghum variety as the split split split-plot was used. Disease assessment and harvest was at soft dough. Plant
population was not impacted by any variable. ADM yield segregated by year, PD, and variety. Generally, similar ADM yield was noted at all N rates. M81-E sweet sorghum ADM yield trended higher than forage sorghum. °Bx varied by year, PD, and variety with values declining at the later PD. M81-E
had a higher °Bx than either forage sorghum with 1990 having a higher °Bx in 2011 than SS405 in 2012. Anthracnose differed by year, PD, N rate and
variety where disease severity was highest in 2012, when sorghum followed sorghum, and summer weather was wetter than 2011. In both years, M81-E
had less anthracnose damage than either forage sorghum with SS405 having a higher disease rating in 2012 than 1990 in 2011 due to rotation and drier
summer in latter year. Higher °Bx and anthracnose ratings were seen at 88 than 22 kg N ha–1. Anthracnose ratings were lower at the April than June PD. Anthracnose impacts biomass and sugar yield of forage but not sweet sorghum
A. HAGAN (1), K. Bowen (1), H. Miller (1)
(1) Auburn University, U.S.A. Controlling Asian Soybean Rust and Phytophthora Late Blight by Biologicals Alone and in Combination with Fungicides
M. TWIZEYIMANA (1), E. Gachango (1), B. Espejo (1), K. Craig (1), P. Hammer (1)
(1) AgBiome, Inc., Research Triangle Park, NC, U.S.A. Controlling Asian Soybean Rust and Phytophthora Late Blight by Biologicals Alone and in Combination with Fungicides
M. TWIZEYIMANA (1), E. Gachango (1), B. Espejo (1), K. Craig (1), P. Hammer (1)
(1) AgBiome, Inc., Research Triangle Park, NC, U.S.A. Tremendous losses are associated with Asian soybean rust (Phakopsora pachyrhizi) and Phytophthora late blight (Phytophthora infestans) yearly. At
AgBiome, isolates from our large collection of proprietary environmental microbes are screened in high-throughput assays against a broad range of
fungal pathogens, insect pests, and plant-parasitic nematodes. Genome sequences from these isolates are analyzed for known families of proteins active
against plant pests, and these proteins are assayed in bacterial expression systems and transgenic crops. Successful biological and trait candidates are
tested, and confirmed active biologicals proceed to the fermentation and formulation. Nearly 1200 and 500 isolates have been screened against P. pachyrhizi and P. infestans, respectively. For both pathogens, the initial screening is done using leaf disks and hits are confirmed on whole plants in
growth chambers. Selected leads undergo mouse toxicity testing and scale up by fermentation and formulation before they are evaluated in greenhouse
and field. From all isolates screened for the control of Asian soybean rust, seven were selected and were evaluated in the greenhouse in Florida and
Illinois and in the field in Florida and Argentina. Additional selected leads with activity against P. infestans will be sent to the field this year. Proactive Strategy for Management of Seedborne Pathogens of Pulse Crops in Montana
B. AGINDOTAN (1), M. BURROWS (1)
(1) Montana State University, U.S.A. S4.93 Pulse crops (chickpea, lentil, and field pea) are grown for their health and nutritional benefits. In 2015, Montana led the U.S. in field pea and lentil
production at 48% acreage. The pulse crop acreage projection by 2019 is 1.4 mil acres. Growers in Montana are aware of the fungal disease
Ascochyta/Mycospharella blight and have been testing their seeds exclusively for this disease complex. Due to limited seed availability, seed is coming
into the state from other long-term pulse producing areas with pathogens. To determine the prevalence of seedborne fungi in pulse crops from the 2015
growing season, seed samples of field pea (256), lentil (170), and chickpea (35) were tested by plating 400-600 seeds per sample on potato dextrose agar
and incubating at 20⁰C (12h light: dark) for 10-14 d. Fungi were identified to genus level using microscopy and DNA sequencing. ( ),
( )
(1) University of Nebraska Panhandle Research & Extension Center, U.S.A.; (2) University of Nebraska Panhandle REC, U.S.A. ( ),
( )
(1) University of Nebraska Panhandle Research & Extension Center, U.S.A.; (2) University of Nebraska Panhandle REC, U.S.A. In Nebraska, Rhizoctonia root and crown rot, caused by Rhizoctonia solani, is generally considered to be the most commonly occurring and damaging
sugar beet disease. Previous studies have demonstrated that applications of azoxystrobin will effectively reduce disease and improve yield parameters. However, the almost exclusive use of Quadris (azoxystrobin) for more than a decade raises concern for resistance development by the pathogen to this
fungicide. Studies were conducted from 2013-2015 to evaluate the performance of alternative fungicides currently registered for this disease in sugar
beets (Priaxor, Proline, Headline, and Vertisan) and compare their performance to Quadris. The study consisted of 16 treatments: 1) untreated control, 2-
6) applications applied in-furrow at planting, 6-10) foliar applications after 4 inch soil temperatures averaged 65° F for three consecutive days, and 11-
15) both in-furrow and foliar applications. Data collected included multiple disease counts during the season, and sucrose and root yield determinations
at harvest. Our results indicated that Quadris, Priaxor, and Proline all performed similarly, significantly reducing disease incidence and increasing sugar
yields compared with untreated controls. We further determined that better results were obtained with the combination of in-furrow and foliar
applications later in the season than either treatment alone. Controlling Asian Soybean Rust and Phytophthora Late Blight by Biologicals Alone and in Combination with Fungicides
M. TWIZEYIMANA (1), E. Gachango (1), B. Espejo (1), K. Craig (1), P. Hammer (1)
(1) AgBiome, Inc., Research Triangle Park, NC, U.S.A. Impact of anthracnose on aboveground dry matter (ADM), estimated sugar yield (SY), and total fermentable sugar concentration (°Bx) of energy
feedstock forage and sweet sorghum is undefined. A factorial study with irrigated SS405 forage sorghum and Topper 76-6 (2014) or M81-E (2015)
sweet sorghums as whole plots, and 1, 2, 3, 5, 6, or 7 (2014 only) broadcast applications of Headline (12 fl oz A–1) at 28, 35, 42, 49, 56, 64, and 72 DAP
[days after planting] as the split-plot treatment was used. A non-fungicide treated control was included. Anthracnose intensity was recorded at 7 to 14 d
intervals from 30 DAP until harvest at soft dough; areas under the disease progress curves (AUDPC) for anthracnose were calculated from these ratings. On SS405, anthracnose intensified from onset at 30 to 45 DAP through harvest at 111 DAP when > 75% leaf area loss was noted for all but the 6- or 7-
application programs. While Topper 76-6 was anthracnose-free, this disease intensified on M81-E from onset at 90 DAP until harvest at 133 DAP when
> 75% leaf area loss was observed for all Headline programs and the non-fungicide treated control. In 2015, anthracnose AUDPC increased as Headline
application number declined on SS405 but not M81-E. AUDPC was regressed against ADM, SY, and °Bx. In both years, ADM, SY, and °Bx declined
by up to 30% as anthracnose intensified on SS405. Headline application number did not impact ADM, SY, and °Bx of the disease-free Topper 76-6. Managing Rhizoctonia crown and root rot of sugar beets utilizing azoxystrobin-alternative fungicides in Nebraska
R HARVESON (1) R Harveson (2) Managing Rhizoctonia crown and root rot of sugar beets utilizing azoxystrobin-alternative fungicides in Nebraska
R. HARVESON (1), R. Harveson (2)
(1) University of Nebraska Panhandle Research & Extension Center, U.S.A.; (2) University of Nebraska Panhandle REC, U.S.A. R. HARVESON (1), R. Harveson (2)
(1) University of Nebraska Panhandle Research & Extension Center, U.S.A.; (2) University of Nebraska Panhandle REC, U.S.A. R. HARVESON (1), R. Harveson (2)
(1) University of Nebraska Panhandle Research & Extension Center, U.S.A.; (2) University of Nebraska Panhandle REC, U.S.A. Effect of temperature and sugar beet growth stage on yellowing decline caused by Fusarium secorum
M. KHAN (1)
(1) North Dakota State University and University of Minnesota U S A ( )
(1) North Dakota State University and University of Minnesota, U.S.A. Fusarium yellowing decline caused by Fusarium secorum was recently reported in Minnesota. Conditions favorable for disease development were
determined using three isolates (12-4P, 12-2P and 1189), three temperatures (55°C, 65°C, and 75°C), and three growth stages (3, 5 and 7 weeks old
plants [WOP]). One F. oxysporum f. sp. betae isolate was used for comparison. Plants were inoculated using root dip (105 microconidia or macroconidia
ml–1) for two minutes. Evaluation for foliar symptoms was done every two days until harvest 35 days after inoculation, and area under disease progress
curve (AUDPC) was calculated. Temperatures of 75 and 65°C were more favorable for disease development than 55°C. The mean AUDPC were 38, 29,
and 4 for 12-4P, 12-2P and 1189 isolates, respectively. 12-4P isolate had significantly higher AUDPCs at 75 and 65°C for 3 WOP compared to both 5
and 7 WOP. 12-2P isolate resulted in no significant differences between AUDPCs at 3, 5, and 7 WOP within each temperature. However, 12-2P isolate
caused significantly more disease at 75°C and 65°C compared to 55°C for 3 and 5 WOP. Isolate 1189 was least aggressive with no significant
differences in AUDPC among all combinations of temperature and growth stage. Isolates 12-4P and 12-2P resulted in higher AUDPC than F. oxysporum
f. sp. betae at the same temperature and sugar beet growth stage. Results suggest early planting in cool soils may help to manage the disease. g
y
p
gg
g
differences in AUDPC among all combinations of temperature and growth stage. Isolates 12-4P and 12-2P resulted in higher AUDPC than F. oxysporum
f. sp. betae at the same temperature and sugar beet growth stage. Results suggest early planting in cool soils may help to manage the disease. Management of wilt diseases on tomato by organically acceptable methods
M. RAHMAN (1), M. Rahman (1), L. Jett (1)
(1) West Virginia University, U.S.A. Soilborne wilt disease caused by fungal pathogen Verticillium spp, Fusarium spp and bacterial pathogen Ralstonia solanacearum often cause serious
losses to tomato growers either by stunting or totally killing the plants prematurely. Rotation and chemical fumigation of soil is not feasible to many
growers either due to limited farm size or organic growing conditions. Biofumigation and/or biologically based options for managing these pathogens are
critical needs to these growers. Monitoring pomegranate pathogens towards developing effective disease management program
A. KC (1), G. Vallad (1) Bacterial (Ralstonia) and oomycete (Pythium S4.94 and Phytophthora) pathogens were highly suppressed by ASD treatment (80%-88%), whereas across fungal pathogens (Cylindrocarpon, Fusarium,
Macrophomina, Rhizoctonia, Sclerotium, Verticillium) suppression ranged from 59%-86%, with the exception of Sclerotinia (15%). Among different
host specific F. oxysporum (Fo) pathogens (237 studies), spinach and tomato wilt caused by Fo f. sp. spinaciae (87%) and Fo f. sp. lycopersici (76%)
were significantly suppressed by ASD. Under most environmental conditions, suppression of pathogen inoculum due to ASD treatment ranged from
62%-94%, that included study types, soil temperature, soil types and incubation period. Our meta-analysis indicates that ASD is effective against a broad
range of soil borne pathogens and optimization to environmental conditions and cropping systems is likely to improve treatment consistency. and Phytophthora) pathogens were highly suppressed by ASD treatment (80%-88%), whereas across fungal pathogens (Cylindrocarpon, Fusarium,
Macrophomina, Rhizoctonia, Sclerotium, Verticillium) suppression ranged from 59%-86%, with the exception of Sclerotinia (15%). Among different
host specific F. oxysporum (Fo) pathogens (237 studies), spinach and tomato wilt caused by Fo f. sp. spinaciae (87%) and Fo f. sp. lycopersici (76%)
were significantly suppressed by ASD. Under most environmental conditions, suppression of pathogen inoculum due to ASD treatment ranged from
62%-94%, that included study types, soil temperature, soil types and incubation period. Our meta-analysis indicates that ASD is effective against a broad
range of soil borne pathogens and optimization to environmental conditions and cropping systems is likely to improve treatment consistency. Evaluation of the weather-based spray advisory program MELCAST, fungicide alternations and mulch to manage watermelon diseases in
Missouri
Z. MERSHA (1), M. O’Connor (1)
(1) Lincoln University - MO U S A Melons are economically important crops in Missouri. Each year, Alternaria leaf blight (ALB), anthracnose (ANT) and gummy stem blight (GSB) cause
yield losses in melons. Most commercial growers use calendar-based fungicide spray schedule. MELCAST (MELon disease foreCASTer) is a weather-
based disease-forecasting and spray advisory program that allows cantaloupe and watermelon growers to schedule sprays based on weather. From 2013–
2015, there were 3-6 MELCAST sites in central, east and south east Missouri. Research plots were established at one of the sites in central Missouri at G. W. Carver Farm to examine MELCAST, mulches and fungicides in reducing diseases of watermelon using variety ‘Crimson Sweet’. Fungicide sprays
significantly (P<0.05) reduced diseases compared to non-sprayed plots. Monitoring pomegranate pathogens towards developing effective disease management program
A. KC (1), G. Vallad (1) Pomegranate (Punica granatum L.) is becoming a popular alternative crop in the Southeastern United States due to its nutritional benefit and emerging
production potential in the area. Studies were conducted in 2015 to monitor pathogens prevalence from bud break to fruit maturity. Buds were collected
from late January through March from three locations in Florida, two in Georgia, and one in South Carolina and were divided into six different stages
from an unopened flower bud to fruit initials. The first, second and third stage buds were cut into halves whereas fourth, fifth, and sixth stages were cut
into six longitudinal sections and were individually plated in V8 agar media and incubated at 21°C. Plates were monitored daily and the pathogen was
identified based on morphology. Three orchards in Central Florida were also monitored every other week from late February to August and samples were
collected to monitor pathogen prevalence. Several pathogens were recovered in the absence of any symptoms during the bud stages. The first symptoms
observed on fruits were anthracnose caused by Colletotrichum sp. With increasing precipitation, the disease spread leading to spotting and blighting of
leaves, stems and fruits. Further disease development, including the blighting of shoots and fruit mummification became more prevalent towards the mid
to late season and was caused by combination of several pathogens. A meta-analysis of efficacy of anaerobic soil disinfestation on soil borne pathogen suppression
U. SHRESTHA (1), R. Auge (1), A. Saxton (2), D. Butler (1)
(1) Department of Plant Sciences, (2) Department of animal sciences, University of Tennessee, Knoxville, U.S.A. A meta-analysis of efficacy of anaerobic soil disinfestation on soil borne pathogen suppression
U. SHRESTHA (1), R. Auge (1), A. Saxton (2), D. Butler (1) ( ),
g ( ),
( ),
( )
(1) Department of Plant Sciences, (2) Department of animal sciences, University of Tennessee, Knoxville, U.S.A. Anaerobic soil disinfestation (ASD) is a widely applied pre-plant soil treatment practice to control soil borne pathogens under variable environmental
conditions. A meta-analysis on multiple ASD studies (533 studies from 46 published/unpublished articles) on soil borne pathogens including bacterial,
oomycete and fungal pathogens was conducted to determine the effect sizes and efficacy of ASD on pathogen control. We also examined various
environmental conditions as moderator variables to explore the effectiveness of ASD against pathogens. Effect of temperature and sugar beet growth stage on yellowing decline caused by Fusarium secorum
M. KHAN (1)
(1) North Dakota State University and University of Minnesota U S A A study was conducted with heirloom tomato ‘Mortgage lifter’ at the WVU Organic Farm to investigate the efficacy of
bio-fumigants, biological antagonists, and resistant rootstock in managing wilt disease. Thirty five days after planting in contaminated soil, grafted (on
resistant rootstock “Maxifort”) tomato plants showed significantly higher plant vigor compared with non-treated check. All treatments had significantly
lower symptomatic leaves than that of non-treated check at 35 days after planting. Cumulative harvests for six weeks showed that yield from all
treatments except mustard cover crop were significantly (P<0.001) higher compared with non-treated check. Grafted plants produced 20 lb
tomatoes/plant compared with only 11 lbs by non-treated check. Results suggest that organically acceptable methods can provide significant yield
advantage to heirloom tomatoes in soilborne pathogen infested soil. Cryotherapy and Mini-plant Biological Indexing: New Tools for use in Citrus Clean Stock/Certification Programs
C. RAMADUGU (1), M. Keremane (2), G. Volk (3), J. Hartung (4), G. McCollum (5), R. Lee (2)
(1) University of California Riverside, Riverside, CA, U.S.A.; (2) USDA ARS National Clonal Germplasm Repository for Citrus and Dates, Riverside,
CA, U.S.A.; (3) USDA ARS National Center for Genetic Resources Preservation, Fort Collins, CO, U.S.A.; (4) USDA ARS Molecular Plant Pathology,
Beltsville, MD, U.S.A.; (5) USDA ARS US Horticultural Research Laboratory, Fort Pierce, FL, U.S.A. Cryotherapy and Mini-plant Biological Indexing: New Tools for use in Citrus Clean Stock/Certification Programs
C. RAMADUGU (1), M. Keremane (2), G. Volk (3), J. Hartung (4), G. McCollum (5), R. Lee (2)
(1) University of California Riverside, Riverside, CA, U.S.A.; (2) USDA ARS National Clonal Germplasm Repository for Citrus and Dates, Riverside,
CA, U.S.A.; (3) USDA ARS National Center for Genetic Resources Preservation, Fort Collins, CO, U.S.A.; (4) USDA ARS Molecular Plant Pathology,
Beltsville, MD, U.S.A.; (5) USDA ARS US Horticultural Research Laboratory, Fort Pierce, FL, U.S.A. Shoot tip grafting (STG) followed by biological indexing using 10-14 month old indicator plants has been the mainstay for eliminating graft
transmissible pathogens (GTP) from citrus accessions. We report the application of cryotherapy (freezing vegetative buds in liquid nitrogen followed by
grafting onto seedling rootstocks) as an alternate, effective method for the elimination of certain GTPs. Because larger vegetative buds are used for
cryotherapy, up to 1.5 mm, as compared to 0.1 mm of apical meristem buds used for STG, personnel become proficient after 1-2 weeks of training as
compared to 6-12 months training needed for STG. Temporal variation of soil biota in fumigated and non-fumigated potato fields
T. SMART (1), B. Geary (1)
(1) Brigham Young University, U.S.A. Temporal variation of soil biota in fumigated and non-fumigated potato fields
T. SMART (1), B. Geary (1)
(1) Brigham Young University, U.S.A. Soil biota plays a prominent role in the regulation of soilborne pathogen incidence and severity. Thus, microbial community structure is of particular
interest in commercial potato production as fumigation practices have been shown to alter soil biota. Despite long-term use of fumigation in potato
production, there is still a limited understanding of soil biota and pathogen recovery and regeneration. In this study, soil cores were taken from
neighboring fumigated and non-fumigated potato fields located in five different states: Washington, Oregon, Idaho, North Dakota, and Minnesota. Each
core was assessed for pathogen incidence and severity and changes in soil biota over a temporal scale. Fungal and bacterial soil microbial diversity was
assessed using meta-barcoded primers on an Illumina MiSeq platform. Our results demonstrate that fumigation creates disparity between pathogen
populations and other soil biota which causes disequilibrium when compared to non-fumigation. Future research may establish predictive models in
evaluating pathogen incidence and severity as part of an integrated disease management system that seeks to improve sustainable soil health for high-
quality potato production. Monitoring pomegranate pathogens towards developing effective disease management program
A. KC (1), G. Vallad (1) Alternating Bravo WeatherStik and Inspire Super or Quadris Opti and Luna
Experience significantly reduced ALB, ANT and GSB. No significant difference was detected between these two plans. In 2014, total foliar biomass was
significantly (P<0.05) higher with fungicide sprays (34.7 lb/plot) than without (9.1 lb/plot) for the plastic mulch plots. Disease suppression was not
significantly different either between MELCAST and weekly sprays or between rye-vetch and plastic mulch. Use of MELCAST saved 1-2 fungicide
sprays per season. Growers are encouraged to use mulch and to alternate fungicides in order to overcome risk of fungicide resistance and to improve
productivity of watermelons. nce to mefenoxam in Pythium aphanidermatum and its impact on managing Pythium root rot in poinsettia cultivars Practical resistance to mefenoxam in Pythium aphanidermatum and its impact on managing Pythium root rot in poinsettia cultivars
E. Lookabaugh (1), B. Shew (1)
(1) NC State University, U.S.A. Mefenoxam (mef) resistance is widespread among populations of Pythium in NC greenhouses, but resistant (MR) and sensitive (MS) isolates often are
found concurrently. The combined utility of host resistance and mef to manage root rot in plants exposed to mixed populations of P. aphanidermatum
was tested on seven poinsettia cultivars (cvs). One MR and one MS isolate were used, giving four inoculum/fungicide combinations: MR+mef, MR-mef,
MS+mef, MS-mef. Plants were treated twice with the labeled rate of Subdue Maxx. Plants were scored for root rot (RR, 1 = 0% rot; 5 = 100%) and
aboveground disease severity (DS, 1 = healthy; 5 = dead plant) 10 wk after inoculation. MS-mef treated plants had the highest RR (mean = 4.0) and DS
(mean = 3.9) in all cvs. Mef controlled RR in all cvs inoculated with the MS isolate (mean = 1.6) but not in 5 of 7 cvs inoculated with the MR isolate
(mean = 3.4), demonstrating practical resistance to mef in P. aphanidermatum. MR-mef treated plants had lower DS severity than MS-mef treated plants
(3.3 vs. 3.9), suggesting that the MS isolate was more aggressive than the MR isolate. Treatment with mef lowered DS in MR inoculated plants only
slightly (mean = 2.6). If confirmed with other MS and MR isolates, this may explain why MS isolates persist in facilities that regularly use mef. Resistant
poinsettia cvs could be used to offset loss of fungicide efficacy and reduce losses to Pythium root rot in facilities with mixed Pythium populations. Evaluation of Commercial Hot and Bell Pepper Cultivars for Resistance to Phytophthora capsici
C. PARADA ROJAS (1), C. Parada Rojas (2), L. Quesada Ocampo (2)
(1) North Carolina State Universtity, Colombia; (2) North Carolina State University, U.S.A. Phytophthora blight (caused by Phytophthora capsici) is an important disease with a broad host range including Solanaceous, Cucurbitaceous, and
Fabaceous crops. In pepper, P. capsici causes crown, root, and fruit rot as well as foliar lesions. Disease management relies primarily on the application
of fungicides, planting of tolerant cultivars, and cultural practices. Field trials were conducted over the summers of 2015 and 2016 to evaluate 32
commercial hot and bell pepper cultivars in North Carolina (NC). Bacillus mycoides isolate J (BmJ): Plant protection through Systemic Acquired Resistance. A new option for plant disease management
S. OCKEY (1), B. Highland (2), B. Jacobsen (3), M. Dimock (2)
(1) Certis USA, U.S.A.; (2) Certis USA, U.S.A.; (3) Montana State University, U.S.A. Bacillus mycoides isolate J (BmJ): Plant protection through Systemic Acquired Resistance. A new option for plant disease management
S. OCKEY (1), B. Highland (2), B. Jacobsen (3), M. Dimock (2)
(1) Certis USA, U.S.A.; (2) Certis USA, U.S.A.; (3) Montana State University, U.S.A. Bacillus mycoides isolate J (BmJ) induced resistance provides control of bacterial, fungal, oomycete and viral pathogens on a wide range of crop plants. BmJ induced resistance is signaled through the NPR -1 gene and involves several PR proteins and ethylene. Optimal systemic resistance induction occurs
3-5 days after application of live cells and provides disease control for 14-21 days depending on the plant induced. BmJ is compatible with pesticides
including; triazole, EDBC, and QoI class fungicides and a wide range of insecticides. Disease control equal to commercial standards has been achieved
with BmJ alone or in combination with fungicides where BmJ replaces half the fungicide used in fungicide alone programs. BmJ has also been
demonstrated to be of benefit to triazole and QoI fungicide resistance management programs in Cercospora leaf spot of sugarbeet control programs. BmJ
used in combination with insecticides and rouging has produced >50% control of potato PVY in multiple years in the field. Research results also support
disease control in cucurbit crops, tomato, pepper, potato, pecans, spinach, lettuce and sugarbeet with comparisons to commercial pesticide standards. BmJ is licensed to CERTIS USA by Montana State University and will be sold as a WDG formulation. Application rates are based on 1 × 107cfu/ml (
60-240 gm/A depending on spray volume). Registration is expected with Canada’s Pest Management Registration Authority (PMRA), the USEPA. Comparison of carbon quantity in anaerobic soil disinfestation
J. HONG (1), F. Di Gioia (2), M. Ozores-Hampton (2), E. Rosskopf (1)
(1) USDA ARS, U.S.A.; (2) University of Florida, Institute of Food and Agricultural Sciences, South West Florida Research and Education Center,
U.S.A. U.S.A.; (2) University of Florida, Institute of Food and Agricultural Sciences, South West Florida Research and Education C 1) USDA ARS, U.S.A.; (2) University of Florida, Institute of Food and Agricultural Sciences, South West Florida Research
U.S.A. Anaerobic soil disinfestation (ASD) is a pre-plant alternative to chemical fumigation, used to manage soil plant pathogens, nematodes, and weeds. Compared to chemical fumigation, ASD was as effective for controlling these pests, and fruit yield often exceeded. Bacillus mycoides isolate J (BmJ): Plant protection through Systemic Acquired Resistance. A new option for plant disease management
S. OCKEY (1), B. Highland (2), B. Jacobsen (3), M. Dimock (2)
(1) Certis USA, U.S.A.; (2) Certis USA, U.S.A.; (3) Montana State University, U.S.A. Application of ASD in Florida
includes incorporating composted broiler litter, 22 Mg ha–1, and molasses, 13.9 m3 ha–1, tarping the soil, and saturating to capacity. The environment
under the tarp becomes anaerobic during the treatment, allowing anaerobic microbes, which contribute to pathogen management, to thrive. The objective
of this study was to compare various rates of molasses, 0-4 times the standard rate (SR), in greenhouse conditions. Treatments were compared using the
following variables: soil conditions, plant vigor, soil microbiome, and weed count. Soil microbiome was investigated by extracting microbial DNA from
the soil, taken periodically during the treatment, and using length-heterogeneity PCR. Shifts in the microbiome correlated to changes in soil pH and
reduction potential. The microbiome fluctuated slightly in the no molasses treatment, while the microbiome of the SR changed throughout the treatment,
and the pH temporarily decreased. Bacterial diversity decreased 7 day post treatment (dpt) for the treatments with molasses rates greater than the SR. The
soil pH for these treatments dropped from pretreatment levels and remained acidic; pH for 4 times the SR was 1 dpt = 6.9 and 21 dpt = 5.3. Effect of temperature and sugar beet growth stage on yellowing decline caused by Fusarium secorum
M. KHAN (1)
(1) North Dakota State University and University of Minnesota U S A We also have developed a biological indexing method using very young (mini) indicator plants, 60-
90 days old. Side by side comparisons of 30 accessions using traditional and mini-plant biological indexing indicate the same level of sensitivity between S4.95 the two methods. The use of mini-plants for biological indexing requires much less time and greenhouse space, also GTP requiring cooler temperatures
to produce symptoms may be indexed year-round by placing the mini-plants near the cooling pads in summer. The use of cryotherapy and mini-plant
biological indexing will enable citrus clean stock and/or certification programs to be more productive while using fewer resources. the two methods. The use of mini-plants for biological indexing requires much less time and greenhouse space, also GTP requiring cooler temperatures
to produce symptoms may be indexed year-round by placing the mini-plants near the cooling pads in summer. The use of cryotherapy and mini-plant
biological indexing will enable citrus clean stock and/or certification programs to be more productive while using fewer resources. nce to mefenoxam in Pythium aphanidermatum and its impact on managing Pythium root rot in poinsettia cultivars Cultivars Martha-R and Meeting were found to be the most resistant to a group of
isolates from NC. Ebano-R, Revolution, Paladin, and Vanguard showed intermediate levels of resistance. Bastille, Red Knight, and Plato were highly
susceptive to P. capsici. Greenhouse experiments were conducted to determine the virulence of three individual P. capsici isolates across 48 commercial
hot and bell pepper cultivars. The isolates exhibited different levels of virulence to the pepper cultivars screened for crown and root rot resistance. Cultivars CM334, Martha-R, Meeting, and Intruder were resistant to the isolates tested. In addition, we phenotypically characterized a P. capsici isolate
collection from NC for fungicide sensitivity and mating type. This information will be useful for NC growers in selecting resistant cultivars and for
future population genetics analyses. Managing Potato Pink Rot Using Chemical and Non-Chemical Strategies
X. ZHANG (1), J. Hao (1), H. Jiang (1), N. Marangoni (1), X. Zhang (1)
(1) University of Maine, U.S.A. Pink rot (Phytophthora erythroseptica) is a widespread disease on potatoes (Solanum tuberosum). Controlling pink rot becomes a challenge owing to the
fast development of a fungicide-resistant P. erythroseptica population. To determine effective strategies for pink rot control, field trials were conducted
in 2014 and 2015 using fungicides or crop rotation. Pink-rot-susceptible seed tubers (cv. ‘Russet Norkotah’) were used. Phytophthora erythroseptica
inoculum was distributed in-furrow at planting prior to soil treatments. In fungicide trials, chemical and biological products were applied in-furrow at
planting or through soil drenching after plant emergence. The crop rotation trial was conducted with “rotation crop-potato” sequences. Tuber yield was
measured and disease severity was rated based on a “0 (healthy tuber) to 5 (>50% rot area)” scale at harvest. Fluopicolide, mefenoxam–oxathiapiprolin
combinations, and fluopicolide/oxathiapiprolin plus Bacillus combinations significantly reduced pink rot. None of the tested biocontrol agents
significantly reduced pink rot alone. Mefenoxam was effective when there was no mefenoxam-resistant population of P. erythroseptica. Oats, clover, and
barley underseeded with ryegrass lowered pink rot severity levels, although it was not statistically significant. Soil microbial communities in rotation
plots are being investigated using next generation sequencing technology. S4.96 The Nærstad model for potato late blight is available on the open source license technology platform VIPS
B. NORDSKOG (1), A. Hermansen (1), V. Le (1), H. Eikemo (1), A. Hjelkrem (1), T. Skog (1), R. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M KAZUMI (1) ( )
(1) Toyama Prefectural Agricultural, Forestry and Fisheries Research Center, Japan Tulip mild mottle mosaic disease, cause of Tulip mild mottle mosaic virus, TMMMV and Tulip streak disease, cause of Tulip streak virus, TuSV
transmitted by Olpidium virulentus cause chronic damage and become one of the factors of avolition on produce of tulip bulb in Toyama, Japan. The
management of both viral diseases depends on use of fungicide, a fertilizing efficiency-control type fertilizer and cultivation of late time. However, it is
necessary to choose the appropriate control measures according to the level of both viral disease occurrence risks on farmer’s field. In this study, we
developed management of both viral disease consisting of risk evaluation of both viral diseases on tulip field by the quantification of TMMMV and
TuSV from soil using real-time PCR, evaluation of individual control measures for both viral diseases by meta-analysis and selection of appropriate
control measures according to the level of both viral diseases occurrence risks on tulip field. Management of Tomato chlorotic spot virus, an emerging tospovirus of tomato causing severe losses in south Florida
S. ZHANG (1), Y. Fu (2), X. Fan (2), D. Seal (2), Q. Wang (3), E. McAvoy (4)
(1) Tropical Research and Education Center, University of Florida, IFAS, Homestead, FL, U.S.A.; (2) Tropical Research and Education Ce
University of Florida, IFAS, U.S.A.; (3) UF/IFAS Miami-Dade County Extension, U.S.A.; (4) UF/IFAS Hendry County Extension, U.S.A ( )
( ) Q
g ( )
y ( )
d Education Center, University of Florida, IFAS, Homestead, FL, U.S.A.; (2) Tropical Research and Education Center,
AS, U.S.A.; (3) UF/IFAS Miami-Dade County Extension, U.S.A.; (4) UF/IFAS Hendry County Extension, U.S.A. Tomato chlorotic spot virus (TCSV) is a devastating tospovirus transmitted by thrips. TCSV was first reported in the USA from tomato plants in
Homestead, FL in 2012. Outbreaks of TCSV in Homestead area since 2014 have caused significant losses to growers. TCSV has become established in
south Florida and it occurs more widely with greater frequency across this region, bringing a serious concern that TCSV may spread to other tomato
production regions. Field trials have conducted in Homestead since 2015 to develop management strategies for TCSV. Fourteen tomato varieties
resistant to Tomato spotted wilt virus (TSWV) were evaluated. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) In the spring trial in 2015, all tested varieties exhibited varying levels of resistance to
TCSV (10-40% vs 100% infection in the commercial standard cv. ‘FL 47’) two months after transplanting. In the two repeated trials carried out in the
fall of 2015, all these varieties had lower than 8% disease incidence 16 weeks after transplanting, whereas 50% plants of cv. ‘FL 47’ showed TCSV
symptoms. In an insecticide trial conducted in the spring of 2015, only spinetoram (Radiant®) and cyantraniliprole (Exirel®) significantly (P<0.05)
reduced TCSV incidence compared to the untreated control. In the fall trials of 2015, plant activator acibenzolar-S-methyl (Actigard®) numerically
reduced TCSV incidence. The use of metalized UV-reflective plastic mulch failed to suppress the disease. Results from this study will be reported and
discussed in detail. Variation within and among laboratories in detection of Candidatus Liberibacter asiaticus using qPCR
G. MCCOLLUM (1), C. Levesque (2), M. Keremane (3), M. Kunta (4)
(1) USDA-Agricultural Research Service, U.S.A.; (2) Citrus Research Board, U.S.A.; (3) USDA, ARS, U.S.A.; Huanglongbing (HLB) disease has ravaged the Florida citrus industry during the last decade and poses a serious threat to citrus production worldwide. Candidatus Liberibacter asiaticus (CLas) is the presumed causal agent of HLB in the United States. Diagnosis of CLas infection is based on PCR; qPCR
for wide-scale surveys and conventional PCR for confirmation. The objective of our research was to compare results among multiple laboratories using
slightly different qPCR protocols to confirm the sensitivity and diagnostic reliability of qPCR. An end point dilution series of CLas-positive nucleic acid
was prepared and distributed to 4 laboratories in which CLas diagnostics are routinely performed. In each laboratory qPCR diagnostics were performed
using the dilution series as template, however, specific protocols typical for each laboratory varied slightly. Results were compared within and between
laboratories to determine linearity, amplification efficiency, end point and consistency. Excellent agreement in results was seen among protocols within
individual laboratories as well as between individual laboratories. Regression analysis indicated that regardless of protocol, PCR efficiencies were
between 95 and 105%. In addition, results confirmed a Ct value of 38 for the endpoint (i.e. a single copy of target). Our results support the robustness
and diagnostic reliability of the currently approved qPCR protocol. Regulatory implications of a newly discovered transmission mechanism for the pathogens that cause huanglongbing (citrus greening disease)
S. HALBERT (1), M. Keremane (2), C. Ramadugu (3), W. nce to mefenoxam in Pythium aphanidermatum and its impact on managing Pythium root rot in poinsettia cultivars Nærstad (1)
(1) Norwegian Institute of Bioeconomy Research, Norway The Nærstad model for potato late blight (Phytopthora infestans) is a weather driven forecast model based on validation trials with spore traps and trap
plants under Norwegian field conditions. The model combines sub models for spore production, release, survival, and infection, with calculations derived
from hourly values of temperature, relative humidity, global radiation, leaf wetness (LW), and precipitation. LW may also be calculated with additional
wind and net radiation parameters. The model output is presented as hourly risk values for infection of P. infestans. The Nærstad model is currently
provided to users in Norway, Sweden and Latvia through the open source licensed technology platform VIPS (www.vips-landbruk.no). Data from most
online weather stations or public weather data networks can be implemented into the VIPS system, including virtual weather stations based on weather
forecasts. In VIPS, models such as the Nærstad model can easily be tested and validated under local conditions. Model outputs from multiple weather
stations can be displayed in a map to visualize regional differences, in addition to more detailed outputs for each location. The open source license allows
users of VIPS to make adaptations and changes to accomodate local needs, test and validate models locally or as part of an international network, and
eventually provide the models directly to end users through the same system. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) Dawson (4), J. Lee (5), J. Keesling (5), B. Singer (6), R. Lee (7)
(1) Florida Department of Agriculture and Consumer Services, Division of Plant Industry, Gainesville, FL, U.S.A.; (2) USDA/ARS, National Clonal
Germplasm Repository for Citrus and Dates, Riverside, CA, U.S.A.; (3) University of California, Riverside, Riverside, CA, U.S.A.; (4) Citrus Research
and Education Center, University of Florida, Lake Alfred, FL, U.S.A.; (5) University of Florida Mathematics Department, Gainesville, FL, U.S.A.; (6)
Emerging Pathogens Institute, University of Florida, Gainesville, FL, U.S.A.; (7) Retired, USDA/ARS, Peyton, CO, U.S.A. Regulatory implications of a newly discovered transmission mechanism for the pathogens that cause huanglongbing (citrus greening disease)
S. HALBERT (1), M. Keremane (2), C. Ramadugu (3), W. Dawson (4), J. Lee (5), J. Keesling (5), B. Singer (6), R. Lee (7)
(1) Florida Department of Agriculture and Consumer Services, Division of Plant Industry, Gainesville, FL, U.S.A.; (2) USDA/ARS, National Clonal
Germplasm Repository for Citrus and Dates, Riverside, CA, U.S.A.; (3) University of California, Riverside, Riverside, CA, U.S.A.; (4) Citrus Research
and Education Center, University of Florida, Lake Alfred, FL, U.S.A.; (5) University of Florida Mathematics Department, Gainesville, FL, U.S.A.; (6)
Emerging Pathogens Institute, University of Florida, Gainesville, FL, U.S.A.; (7) Retired, USDA/ARS, Peyton, CO, U.S.A. Huanglongbing (HLB, citrus greening disease) is one of the most devastating citrus diseases in the world. In Florida, it is associated with a bacterium
Candidatus Liberibacter asiaticus (Las) and transmitted by a psyllid, Diaphorina citri Kuwayama. Lee et al. (2015; PNAS 112: 7605–7610) documented
a new transmission mechanism for Las. An adult female psyllid, or her mate, infects the new growth where she lays eggs. The localized infection
becomes a source for developing nymphs. Progeny can repeat the process as soon as they become adults. Since each female can lay 750 or more eggs,
and psyllids can complete development in 15 days, the potential for increase of infected insects is rapid. In the laboratory, plants colonized by infected
psyllids usually develop disease, but symptoms may be delayed for months or years. Catastrophic spread of Las can occur long before symptoms
manifest. This delayed expression of disease symptoms could allow for the disease to spread undetected. Known unknowns and unknown unknowns: Fungi intercepted at the U.S. borders
M. ROMBERG (1), J. McKemy (1)
(1) USDA APHIS PPQ, U.S.A. Known unknowns and unknown unknowns: Fungi intercepted at the U.S. borders
M. ROMBERG (1), J. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) An overview of intercepted fungi will be presented including
fungi intercepted for the first time from various ports and not known to occur in the U.S. Functional genomic analysis of Botrytis cinerea isolates from Ohio
V. VIJAYAKUMAR (1), B. Cottrell (1), H. Reynolds (1), J. Slot (1), F. Hand (1), G. Valero (1), C. Tomashuk (1)
(1) The Ohio State University, U.S.A. Botrytis cinerea is one of the most widely spread phytopathogenic fungi displaying a broad host-range. While Botrytis is generally considered a model
necrotroph, systemic symptomless infections have also been reported. Previous studies have shown significant genomic variation between gray and rare
bikaverin producing pink isolates, but their contribution to diversity and host/pathogen relationships is understudied. We aim to elucidate genomic
features of symptomless and host specific infections, and biochemically characterize virulence determinants. For this, we sequenced the genomes of 4
isolates from Ohio: 1 gray, isolated as asymptomatic endophyte of apple blossoms; 1 pink and 1 gray, isolated from infected flowers of Matthiola
incana; and 1 purple, obtained from distinct sectors of pink isolate. We compared all 4 genomes to B05.10 and T4 reference genomes. Results showed
large polymorphisms within coding regions of predicted genes (52,710, missense; 418 nonsense and 80,430 silent) and deletion of gene clusters (GC)
associated with virulence. In both pink and purple isolates the botcinic acid GC was deleted, while in the gray asymptomatic isolate the abscisic acid GC
was deleted. Investigation of virulence determinants among isolates showed a fully functional sclerotia formation, while the pink and purple strains alone
were impaired in oxalic acid formation. Our results suggest that genetic diversity plays a significant role in species complexity and lifestyle. Virus testing in certified strawberry nursery plants in Oregon
D. SHARMA-POUDYAL (1), S. Lane (1), J. Grant (1), N. Osterbauer (1)
(1) Oregon Department of Agriculture, U.S.A. Strawberry crinkle virus (SCV), Strawberry mottle virus (SMoV), Strawberry mild yellow edge virus (SMYEV), and Strawberry vein banding virus
(SVBV) are aphid-borne strawberry viruses frequently found in the Pacific Northwest. As such, they are excellent indicators for the effectiveness of
nursery certification programs in maintaining virus free plants. Oregon nurseries import certified strawberry plants primarily from California and
multiply these plants prior to sale to the final consumer. Testing for viruses in certified plants reveals the virus status of the plants and measures the
effectiveness of the originating state’s certification program. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) McKemy (1)
(1) USDA APHIS PPQ, U.S.A. Global trade in plants and plant products continues to increase yearly and has the potential to move fungi associated with poorly studied hosts around the
world. USDA Animal and Plant Health Inspection Service (APHIS) plant pathology identifiers at ports across the U.S. are responsible for identification S4.97 of fungi on products arriving by sea, land and air. In 2015, over 18,000 interceptions were examined by USDA APHIS plant pathology identifiers. These
interceptions covered about 600 genera of hosts, with more than 250 genera of fungi identified on these hosts. The inspected hosts comprise ornamental,
forestry, and horticultural plants and plant products. Nearly one quarter of the interceptions were from cargo awaiting entry decisions and required
identifications in less than 48 hours. The rest were from plants and plant products seized from passenger baggage, mail, ship stores and other sources and
represent some of the as yet unknown fungal/host combinations that could be arriving in the U.S. via these pathways. If a fungus not known to be present
in the U.S. is intercepted on a shipment, that shipment is either destroyed or re-exported, which underscores the need to know which fungi have been
reported in the US and also the need for systematic research in widespread fungal groups. An overview of intercepted fungi will be presented including
fungi intercepted for the first time from various ports and not known to occur in the U.S. of fungi on products arriving by sea, land and air. In 2015, over 18,000 interceptions were examined by USDA APHIS plant pathology identifiers. These
interceptions covered about 600 genera of hosts, with more than 250 genera of fungi identified on these hosts. The inspected hosts comprise ornamental,
forestry, and horticultural plants and plant products. Nearly one quarter of the interceptions were from cargo awaiting entry decisions and required
identifications in less than 48 hours. The rest were from plants and plant products seized from passenger baggage, mail, ship stores and other sources and
represent some of the as yet unknown fungal/host combinations that could be arriving in the U.S. via these pathways. If a fungus not known to be present
in the U.S. is intercepted on a shipment, that shipment is either destroyed or re-exported, which underscores the need to know which fungi have been
reported in the US and also the need for systematic research in widespread fungal groups. Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) A survey for these four viruses was performed in a Klamath County nursery multiplying
certified strawberry plants. A total of 59 plant samples were collected and tested for SCV and SMYEV while 118 samples were tested for SMoV and
SVBV. SVBV was detected using PCR with SVBV-specific primers. SCV, SMoV, and SMYEV were not detected using RT-PCR with virus-specific
primers. SVBV was detected in one out of 118 samples tested. These results demonstrate the continued need for virus testing of strawberries throughout
the plants’ entire life cycle in an official certification program. National Seed Health Accreditation Pilot Program: Monitoring seed health of seeds imported into the United States
T. BRUNS (1), G. Munkvold (2), A. McMellen-Brannigan (3), R. Dunkle (4)
(1) Iowa State University Seed Science Center, U.S.A.; (2) Iowa State University, U.S.A.; (3) USDA-APHIS, U.S.A.; (4) American Seed Trade
Association, U.S.A. The risk of introducing plant pathogens into new areas by seed movement is a critical issue in agriculture. Part of the mission of USDA-APHIS is to
protect U.S. agriculture from foreign pathogens. In order to help fulfill this mission, a pilot program, the U.S. National Seed Health Accreditation Pilot
Program (NSHAPP), has been authorized by USDA-APHIS. NSHAPP is a voluntary program for seed importers that is administered by the National
Seed Health System at Iowa State University Seed Science Center in Ames, IA. NSHAPP aims to prevent the introduction of plant pathogens into the
United States by organizing the testing of imported seed. The scope of program focuses on cucumber green mottle mosaic virus (CGMMV) in cucumber,
melon and watermelon seed. CGMMV causes severe disease of cucurbit crops, and was first detected in the U.S. in 2013 in California field production. Testing for CGMMV under NSHAPP is done by an ELISA method validated by the Int. Seed Testing Assoc. Participants report data on tested seedlots
monthly, but positive seed tests must be reported immediately. Positive seedlots must be destroyed or re-exported. This program represents a proactive
approach to reducing the risk of pathogen introduction in imported seed and demonstrates effective collaboration between seed importers and USDA-
APHIS. Successful implementation of the pilot program may lead to expansion of voluntary testing and reporting to include other pathogens in imported
seed. Assessing Goss’s bacterial wilt and leaf blight of corn in the High Plains of Texas with infrared aerial imagery
J. WOODWARD (1), R. French-Monar (2), J. Todd (3), O. Aspergillus flavus can colonize a wide range of environments. The advent of effective biocontrol agents makes it important to know where fungi
overwinter, because the amount and toxigenicity in each reservoir may determine the most effective site(s) to apply biocontrol. Aspergillus propagules on
leaf, husk, silk and tassel of Bt and non-Bt corn, and from soil and air/dust were quantified using dilution plating on dichloronitroaniline rose Bengal
agar. There was no effect of Bt corn on the amount of Aspergillus propagules. Aspergillus propagules in air/dust varied dramatically from year to year (0-
278 cfu/1000L). We studied corn hulls, cob and kernel fragments that accumulated near on-farm grain storage bins in normal farm operations and were Control of tulip mild mottle mosaic disease and tulip streak disease based on soil diagnostic
M. KAZUMI (1) Moore (4)
(1) Texas A&M AgriLife Extension, U.S.A.; (2) Texas A&M AgriLife Extension, U.S.A.; (3) Todd Ag Consulting, U.S.A.; (4) High Plains Consulting,
U.S.A. Outbreaks of Goss’s bacterial wilt and leaf blight of corn, caused by Clavibacter michiganensis subsp. nebraskensis, were reported in the Texas High
Plains from 2013 to 2015. The disease was identified based on symptomology, bacterial streaming, colony characteristics and Immunostrip test results. Impact of the disease on corn is poorly understood in this region, thus the objective of this study was to evaluate disease development using aerial
imagery. Fields were photographed from a fixed-wing aircraft from mid-July to late-September of each year. Images were effective at differentiating
resistant and susceptible hybrids and improved scouting efficiency when assessing incidence and severity. Disease onset differed by location but initial
infections were easily identifiable. In general, infection foci were non-random or aggregated; however, edge effects were observed in two areas adjacent
to fields where the disease was observed the previous year and reduced tillage was implemented. Yield reductions ranging from 12 to 53% were
observed in areas of some fields; whereas, other fields exhibiting >85% incidence were abandoned for grain production and cut for silage. These results
indicate that Goss’s wilt has the potential to negatively affect corn production under favorable conditions. Increased awareness through educational
materials, including information on hybrid selection, crop rotation and residue management has allowed for better management of the disease. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Fusarium stalk rot (Fusarium
thapsinum, FT) and charcoal rot (Macrophomina phaseolina, MP) are high priority fungal diseases of sorghum, which can potentially affect sweet
sorghum biofuel traits. The objective of this study was to test the effects of FT and MP on sweet sorghum sugar concentration and content. Seven
parental lines and 12 hybrids were field evaluated in 2014 and 2015. At 14 d after flowering, plants were inoculated with FT, MP, and phosphate-
buffered saline (control). Plants were harvested at 35 d after inoculation and measured for disease severity using stem lesion length. Juice volume (per
plant) extracted from stalks was measured and subjected to HPLC to determine sugar concentration (mg/mL). ANOVA revealed non-significant
pathogen main or simple effects on glucose and fructose concentration and significant genotype × pathogen effect on sucrose concentration. Pathogens
did not significantly affect the total sugar concentration (= ∑ sucrose, glucose, fructose). However, when analyzed for content (g/plant), genotype ×
pathogen and environment × pathogen effects were evident for total sugars and sucrose. Pathogens affected glucose and fructose content in an
environment-specific manner. Therefore, in general, stalk rot pathogens do not affect the concentration of major sweet sorghum sugars, but do affect
sugar content. Effect of planting date and peanut cultivar on leaf spot epidemics and pod yield
B. JORDAN (1), A. Culbreath (2), W. Branch (3)
(1) University of Georgia, Dept. of Plant Pathology, U.S.A.; (2) University of Georgia, Dept of Plant Pathology, U.S.A.; (3) University of Georgia, Dept. of Crop and Soil Science, U.S.A. Planting date can affect the risk of losses to early and late leaf spot caused by, Cercospora arachidicola and Cercosporidium personatum, respectively,
of peanut, Arachis hypogaea, in both conventional and organic systems. The objective of this study was to characterize the effect of planting date on leaf
spot epidemics and yield in new cultivars with moderate tolerance to these diseases. A field trial was conducted in 2015 in Tifton, GA. Treatments were
six planting dates (24 and 27 April, 4, 11, 19, and 26 May) arranged factorially with two cultivars, Georgia-06G and Georgia-12Y. Experimental design
was a randomized complete block design with 4 replications. No foliar fungicides were applied. Late leaf spot was the predominant disease. Epidemics
were severe in plots planted at the later dates. Final leaf spot ratings (Florida 1-10 scale) and AUDPC increased linearly with later planting date (Julian
day) for both cultivars. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Aspergillus flavus can colonize a wide range of environments. The advent of effective biocontrol agents makes it important to know where fungi
overwinter, because the amount and toxigenicity in each reservoir may determine the most effective site(s) to apply biocontrol. Aspergillus propagules on
leaf, husk, silk and tassel of Bt and non-Bt corn, and from soil and air/dust were quantified using dilution plating on dichloronitroaniline rose Bengal
agar. There was no effect of Bt corn on the amount of Aspergillus propagules. Aspergillus propagules in air/dust varied dramatically from year to year (0-
278 cfu/1000L). We studied corn hulls, cob and kernel fragments that accumulated near on-farm grain storage bins in normal farm operations and were S4.98 periodically moved to the edge of an adjacent field and disked into soil in fall tillage. The following March, A. flavus propagules in soil samples ~20, ~30
and ~40 meters from the bins were 1,500-28,000 CFU/g, with ~3 times as many at 20m as at 40m, but 24% aflatoxigenic at all distances. In January
2016 similar debris and dust accumulating near on-farm grain storage bins contained 14,500±5,400 CFU/g A. flavus propagules. Additional studies on A. flavus propagules from rice, sesame and Illinois corn field soil and plant debris will be discussed. The findings are consistent with a substantial plant
debris-associated soil populations. These findings are very useful in selecting optimal biological control strategies for aflatoxin. periodically moved to the edge of an adjacent field and disked into soil in fall tillage. The following March, A. flavus propagules in soil samples ~20, ~30
and ~40 meters from the bins were 1,500-28,000 CFU/g, with ~3 times as many at 20m as at 40m, but 24% aflatoxigenic at all distances. In January
2016 similar debris and dust accumulating near on-farm grain storage bins contained 14,500±5,400 CFU/g A. flavus propagules. Additional studies on A. flavus propagules from rice, sesame and Illinois corn field soil and plant debris will be discussed. The findings are consistent with a substantial plant
debris-associated soil populations. These findings are very useful in selecting optimal biological control strategies for aflatoxin. Impact of stalk rot diseases on sweet sorghum sugar concentration and content
A. BANDARA (1), T. Tesso (1), D. Wang (1), K. Zhang (1), C. Little (1)
(1) Kansas State University, U.S.A. The sugar-rich nature of sweet sorghum [Sorghum bicolor (L.) Moench] makes it an attractive bioethanol feedstock. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Paul (3)
(1) The Ohio State University, U.S.A.; (2) United States Department of Agriculture-Agricultural Research Service, U.S.A.; (3) The Ohio State
University, U.S.A. Wheat streak mosaic virus differentially affects soft red winter wheat cultivars
B. HODGE (1), L. Stewart (2), P. Paul (3)
(1) The Ohio State University, U.S.A.; (2) United States Department of Agriculture-Agricultural Research Service, U.S.A.; (3) The Ohio State
University, U.S.A. ( )
( )
niversity, U.S.A.; (2) United States Department of Agriculture-Agricultural Research Service, U.S.A.; (3) The Ohio State Wheat viruses are known to impact production throughout the world. A statewide survey conducted in 2012 identified several viruses in wheat samples
taken from fourteen Ohio counties. Wheat streak mosaic virus (WSMV) was identified in samples from two counties, Auglaize and Champaign. WSMV
is a positive sense, single-stranded RNA virus transmitted by wheat curl mites (Aceria tosichella), and is known to cause severe yield loss and stunting in
hard red winter wheat. However, there is little information available about WSMV specific to soft red winter wheat cultivars grown in Ohio. To assess its
potential impact, nineteen Ohio cultivars were mechanically inoculated with WSMV at Feekes stage 1. All cultivars supported systemic infection. Over
21 days post-inoculation, individual plants were rated for symptom severity, final height, and final wet weight. Across cultivars, inoculated plants
exhibited an average 13.2% decrease in plant height, and a 32.1% decrease in wet weight. The cultivars differed in virus responses, as determined by
generalized linear mixed model analysis. This experiment demonstrates that WSMV infection affects soft red winter wheat cultivars differentially, which
may lead to the identification of cultivars that minimize yield loss. Occurrence of a Citrus canker strain of limited host specificity in Texas
M. KUNTA (1), J. da Graça (1), B. Salas (2), D. Bartels (2), J. Park (1), G. Santillana (3), V. Mavrodieva (3)
(1) Texas A&M University-Kingsville Citrus Center, Weslaco, TX, U.S.A.; (2) USDA APHIS PPQ CPHST Mission Laboratory, Edinburg, TX, U.S.A.;
(3) CPHST Beltsville Laboratory USDA APHIS PPQ, Beltsville, MD, U.S.A. M. KUNTA (1), J. da Graça (1), B. Salas (2), D. Bartels (2), J. Park (1), G. Santillana (3), V. Mavrodieva (3)
(1) Texas A&M University-Kingsville Citrus Center, Weslaco, TX, U.S.A.; (2) USDA APHIS PPQ CPHST Mission Laboratory, Edinburg, TX, U.S.A.;
(3) CPHST Beltsville Laboratory USDA APHIS PPQ, Beltsville, MD, U.S.A. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. Yield of Georgia-06G decreased linearly, and yield of Georgia-12Ydecreased according to a quadratic function with later
planting. For most planting dates, final leaf spot severity and AUDPC were lower, and yield was higher for Georgia-12Y than for Georgia-06G. The
combination of early planting with Georgia-12Y shows potential for reducing risks of losses, leaf spot, and maximizing yield in situations such as
organic production where fungicide use would be minimal. Fungal profiles in ginger root and cayenne pepper powders from U.S. retail
V. TOURNAS (1), J. Kohn (2), E. Katsoudas (2)
(1) Center for Food Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/Office of R Fungal profiles in ginger root and cayenne pepper powders from U.S. retail
V. TOURNAS (1), J. Kohn (2), E. Katsoudas (2) ( )
( )
Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/Office of Regulatory Affairs/FDA, U.S.A. (1) Center for Food Safety and Applied Nutrition/FDA, U.S.A.; (2) Northeast Regional Lab/Office of Regulatory Affairs/FD A limited survey was conducted to determine the mycological quality (mould and yeast levels and profiles) of ginger and cayenne pepper powders sold
in local stores in the Washington, D.C. area. Ginger powder samples were purchased from four companies (A, B, C, and D), while cayenne pepper was
obtained from two companies (A and B). Powders packed in capsules as well as in bulk bottles and jars were examined. All ginger samples tested during
this study contained live fungi. Mould levels ranged between 2.4 × 103 and 6.2 × 104 colony forming units/g (cfu/g). The most common species were
Aspergillus flavus and Aspergillus niger followed by eurotia and Fusarium spp. No yeasts were found in any of the samples tested. Some variation in
fungal species and contamination levels were apparent among different companies. Higher levels of fungal infestation were observed in cayenne pepper
samples. Seventy one percent of the analyzed samples were carrying live moulds while only one sample tested positive for yeasts. Mould counts ranged
between <100 and 6.9 × 105 cfu/g. The most frequent fungal contaminants were A. niger, A. flavus, and eurotia (E. chevalieri and E. rubrum) followed
by Aspergillus spp. and members of the Mucorales family. Variation in mould levels existed between the two companies and among lots of the same
company. Wheat streak mosaic virus differentially affects soft red winter wheat cultivars
B. HODGE (1), L. Stewart (2), P. Three races of Xanthomonas campestris pv. vitians causing bacterial leaf spot on lettuce identified
C BULL (1) M Trent (2) R Hayes (3) Three races of Xanthomonas campestris pv. vitians causing bacterial leaf spot on lettuce identified
C. BULL (1), M. Trent (2), R. Hayes (3)
(1) Department of Plant Pathology and Environmental Microbiology, Penn State University, U.S.A.; (2) USDA/ARS, U.S.A.; (3) USDA/ARS, U.S.A. C. BULL (1), M. Trent (2), R. Hayes (3)
(1) Department of Plant Pathology and Environmental Microbiology, Penn State University, U.S.A.; (2) USDA/ARS, U.S.A.; (3) USDA/ARS, U.S.A. . Hayes (3)
ology and Environmental Microbiology, Penn State University, U.S.A.; (2) USDA/ARS, U.S.A.; (3) USDA/ARS, U.S.A. C. U
( ),
. e t ( ),
. ayes (3)
1) Department of Plant Pathology and Environmental Microbiology, Penn State University, U.S.A.; (2) USDA/ARS, U.S.A Xanthomonas campestris pv. vitians (Xcv), the causal agent of bacterial leaf spot on lettuce, reduces lettuce quality and yield worldwide. Although strain
specific, host resistance is the most feasible method to reduce losses. Therefore, we screened lettuce germplasm for resistance using the broadest
diversity within the pathogen population. A collection of 120 strains were assigned to one of six sequence types (A, B1, B2, C, D and E) by multilocus
sequence typing (MLST) using concatenated sequences of rpoD, dnaK, fyuA, gyrB, and gap1. The abaxial sides of lettuce leaves were infiltrated with
single bacterial isolates (1 × 108 CFU/ml) representing each sequence type. Tissue collapse beginning at 30 hr and resulting in light-brown papery lesions
at 48 hr was considered an incompatible reaction. Replicated assays with strains were conducted with germplasm for which resistance was identified. This method was used to determine that the single dominant gene, named Xanthomonas resistance 1 (Xar1), confers complete resistance to MLSTs B, D,
and E. Subsequently, germplasm was identified with complete resistance to strains from sequence type A and a separate source of resistance was
identified to strains from sequence type C. The genetics of resistance to sequence types A and C is being elucidated and we are completing analysis of all
strains on resistant germplasm. However, the data gathered to-date indicate that there are at least three races of Xcv. Candidatus Liberibacter solanacearum associated to Physalis philadelphica, a new solanaceous host
H. SILVA-ROJAS (1), A. Contreras-Rendon (2), J. Sanchez-Pale (2)
(1) Colegio de Postgraduados, Mexico; (2) Universidad Autonoma del Estado de Mexico, Mexico Candidatus Liberibacter solanacearum (CaLs) bacterium is an economically important plant pathogen of solanaceous is vectored by the psyllid
Bactericera cockerelli. Three races of Xanthomonas campestris pv. vitians causing bacterial leaf spot on lettuce identified
C BULL (1) M Trent (2) R Hayes (3) Recently, were observed in husk tomato (Physalis philadelphica) fields in Toluca Valley in the state of Mexico, Mexico. Plants
exhibiting stunting, severe leaf chlorosis, shortened internodes, curling of leaves, aborted flowers, deformation and reduced fruit size were observed,
affecting the productive period. Large numbers of the psyllid B. cockerelli were observed on the crop. The objective of this research was to detect CaLs
in husk tomato plants with similar symptoms as described above and whether this bacterium was present in B. cockerelli populations in the field. In
2015, we collected 250 samples from symptomatic plants and five psyliid B. cockerelli per plant in commercial plots in Toluca Valley. The molecular
detection of CaLs was performed using OA2/OI2c, CLipoF/OI2c and Lp Frag 1-25F/427R primers. The amplified fragments were sequenced using
Sanger methodology. Sequence alignment was carried out with the sequences belonging to the haplotypes currently recognized in GenBank database. The SNPs were identified visually. Haplotype B of CaLs was found in 100% of the plants tested, whereas in the insect found A and B haplotypes. This
information will enable the approach of management strategies to husk tomato production. of an unmanned aerial vehicle to assess tomato spotted wilt severity in large peanut mapping populations Use of an unmanned aerial vehicle to assess tomato spotted wilt severity in large peanut mapping populations
S. PELHAM (1), C. Holbrook (2), B. Guo (2), Y. Chu (3), P. Ozias-Akins (3), C. Li (4), R. Xu (4), A. Cubreath (1)
(1) University of Georgia - Department of Plant Pathology, Tifton, GA, U.S.A.; (2) United States Department of Agriculture - Agricultural Research
Service, Tifton, GA, U.S.A.; (3) University of Georgia - Department of Horticulture, Tifton, GA, U.S.A.; (4) University of Georgia - College of
Engineering, Athens, GA, U.S.A. ( )
( )
( )
( )
( )
( )
( )
( )
(1) University of Georgia - Department of Plant Pathology, Tifton, GA, U.S.A.; (2) United States Department of Agriculture - Agricultural Research
Service, Tifton, GA, U.S.A.; (3) University of Georgia - Department of Horticulture, Tifton, GA, U.S.A.; (4) University of Georgia - College of
Engineering, Athens, GA, U.S.A. Recombinant inbred line (RIL) populations of peanut (Arachis hypogaea L.) are being used to develop markers for resistance to several diseases,
including tomato spotted wilt, caused by Tomato spotted wilt virus (TSWV). A new ‘Candidatus Phytoplasma pini’-related strain associated with witches’-broom of Pinus spp. is detected in Maryland
S. COSTANZO (1), J. Rascoe (1), Y. Zhao (2), R. Davis (3), M. Nakhla (1)
(1) USDA-APHIS-PPQ-CPHST, U.S.A.; (2) USDA-ARS, U.S.A.; (3) USDA-ARS A new ‘Candidatus Phytoplasma pini’-related strain associated with witches’-broom of Pinus spp. is detected in Maryland
S. COSTANZO (1), J. Rascoe (1), Y. Zhao (2), R. Davis (3), M. Nakhla (1)
(1) USDA-APHIS-PPQ-CPHST, U.S.A.; (2) USDA-ARS, U.S.A.; (3) USDA-ARS Phytoplasmas are insect transmitted specialized bacteria that cause devastating diseases in crops and natural ecosystems. Pine trees (Pinus spp.) showing
abnormal shoot branching and witches’ broom symptoms in a wooded area of Laurel, Maryland, were examined for the presence of phytoplasmas. Nested PCR assays for amplification of the 16S ribosomal RNA gene (rDNA) sequences were used on pine tree DNA samples to confirm possible
association of a phytoplasma with the disease. Comparison of restriction fragment length polymorphism (RFLP) patterns and nucleotide sequence
analysis of 16S rRNA gene fragments revealed that several trees were infected by a ‘Candidatus Phytoplasma pini’ -related strain (MDPP). The 16S
rDNA sequence of MDPP shares 98.4% similarity with that of the ‘Candidatus Phytoplasma pini’ reference strain reported from Spain (isolate P127). The collective 16Sr DNA F2nR2 RFLP pattern is distinct from the reference patterns of all previously delineated subgroups, and is most similar to that
of subgroup 16SrXXI-A with a pattern similarity coefficient of 0.79. Since the similarity coefficient value is lower than the threshold (0.97) for new
subgroup recognition, MDPP may represent a new subgroup within the group 16SrXXI. The new subgroup is hereby designated as 16SrXXI-B. To our
knowledge, this is the first report of a ‘Ca. Phytoplasma pini’-related strain associated with pine trees in North America and possibly the entire western
hemisphere. Understanding fungal reservoirs: Tracking Aspergillus populations in air, soil, crop debris and the reproductive organs of Bt and non-Bt corn
H. ABBAS (1), M. Weaver (1), C. Accinelli (2), W. Shier (3), R. Zablotowicz (1)
(1) USDA-ARS, U.S.A.; (2) University of Bologna, Italy; (3) University of Minnesota, U.S.A. In October 2015, a Mexican lime exhibiting citrus canker-like symptoms was found by the USDA-APHIS-PPQ citrus disease survey in a residential
property in Cameron County, Texas. The Texas A&M University-Kingsville Citrus Center detected citrus canker using a real-time PCR analysis. The
USDA-APHIS-PPQ Lab in Beltsville, MD confirmed that it was a Xanthomonas citri subsp. citri isolate. A delimiting survey was initiated by USDA
and by February 2016, 169 suspect leaf samples were sent to the PPQ Beltsville lab for analysis. Of 118 samples positive for citrus canker, all within a 5-
mile radius, 116 were from Mexican lime, 1 was from Kaffir lime and 1 from Ponderosa lemon. Survey data collected on stem lesions suggested the
oldest lesions to be between 4 – 6 years old. To examine the host range of the TX citrus canker strain, four pots each of 11 different citrus varieties,
including the major commercial varieties grown in TX, were inoculated by syringe infiltration of symptomatic crude leaf extracts. The only citrus plants S4.99 that developed clear canker lesions were Mexican limes. A combination of serological and molecular tests also suggested that the Texas citrus canker
isolate was different from the typical Asiatic strain (Xac A) and more similar to other known X. citri subsp. citri strains with limited host range such as
Xac AW or A*. Xac AW strain was previously reported from Florida on Mexican lime and Alemow, a close relative of Kaffir lime. that developed clear canker lesions were Mexican limes. A combination of serological and molecular tests also suggested that the Texas citrus canker
isolate was different from the typical Asiatic strain (Xac A) and more similar to other known X. citri subsp. citri strains with limited host range such as
Xac AW or A*. Xac AW strain was previously reported from Florida on Mexican lime and Alemow, a close relative of Kaffir lime. The phytoplasma associated with purple woodnettle witches’-broom disease in Taiwan represents a new subgroup of the aster yellows
phytoplasma group
F. JAN (1), Y. Tseng (1), C. Chang (2)
(1) Department of Plant Pathology/ National Chung Hsing University, Taiwan; (2) Department of Plant Pathology/ University of Georgia, Taiwan The phytoplasma associated with purple woodnettle witches -broom disease in Taiwan represents a new subgroup of the aster yellows
phytoplasma group
F. JAN (1), Y. Tseng (1), C. Chang (2)
(1) Department of Plant Pathology/ National Chung Hsing University, Taiwan; (2) Department of Plant Pathology/ University of Georgia, Taiwan ( ),
g ( ),
g ( )
1) Department of Plant Pathology/ National Chung Hsing University, Taiwan; (2) Department of Plant Pathology/ Universit In October 2013, a new disease affecting purple woodnettle (Oreocnide pedunculata) plants was found in Miaoli County, Taiwan. Diseased plants
exhibited leaf yellowing and witches’-broom symptoms. Molecular diagnostic tools and electron microscopic cell observation were used to investigate
the possible cause of the disease with a specific focus on phytoplasmas. The result of PCR with universal primer pairs indicated that phytoplasmas were
strongly associated with the symptomatic purple woodnettles. The virtual restriction fragment length polymorphism (RFLP) patterns and phylogenetic
analysis based on 16S rDNA and ribosomal protein, rplV-rpsC region revealed that purple woodnettle witches’-broom phytoplasma (PWWB) belongs to
a new subgroup of 16SrI and rpI group and was designated as 16SrI-AH and rpI-Q, respectively, herein. RFLP analysis based on tuf gene region revealed
that the PWWB belongs to tufI-B, but phylogenetic analysis suggested that PWWB should be delineated to a new subgroup under the tufI group. Taken
together, our analyses based on 16S rRNA and rplV-rpsC region gave a finer differentiation while classifying the subgroup of aster yellows group
phytoplasmas. To our knowledge, this is the first report of a Candidatus Phytoplasma asteris-related strain in 16SrI-AH, rpI-Q and tufI-B subgroup
affecting purple woodnettle, and of an official documentation of purple woodnettle as being a new host of phytoplasmas. Identification of the causal agents of soft rot of potato in Bangladesh and activity of biocontrol agents against the pathogens
F. ELAHI (1)
(1) The Ohio state University, U.S.A. (1) The Ohio state University, U.S.A. Potato is a staple food crop in Bangladesh. Bacterial soft rot is a major postharvest threat to potato, reducing yield approximately 37% in storage
systems. Limited research has been conducted to identify and manage the causal agents of soft rot in Bangladesh. Eighteen bacterial isolates were
collected from twelve potato-growing regions of Bangladesh in 2015. Sixteen of the isolates produced deep pits on Crystal-Violet Pectate (CVP)
medium, were gram negative, oxidase negative, and hypersensitive response (HR) positive on tobacco, characteristic of Pectobacterium. Two isolates
produced shallow pits on CVP medium, were gram negative, oxidase positive, fluorescent, and weakly HR positive, characteristic of Pseudomonas. All
isolates caused soft rot on potato tubers. Partial 16s ribosomal DNA sequences from 16 presumptive Pectobacterium isolates exhibited >85% identity
with Pectobacterium ssp. sequences and two presumptive Pseudomonas isolates exhibited 90% identity with P. fluorescens and P. putida sequences
previously deposited in GenBank. Fifteen Pseudomonas sp. strains with known biocontrol activity were tested for in vitro antibiosis against the soft
rotting isolates. The biocontrol agents inhibited the growth of all Pectobacterium isolates but neither of the Pseudomonas isolates. Biological control of
potato soft rot by Pseudomonas spp. is promising but additional research is needed to identify potential biocontrol agents for soft rotting Pseudomonas
spp. Race characterization of Pyrenophora tritici-repentis population from Lithuania and Romania
A. SIDRAT (1), S. Ali (2), Z. Liatukas (3), M. Ittu (4), S. Sehgal (2), N. Kaur (2) Race characterization of Pyrenophora tritici-repentis population from Lithuania and Romania
A. SIDRAT (1), S. Ali (2), Z. Liatukas (3), M. Ittu (4), S. Sehgal (2), N. Kaur (2)
(1) South Dakota State University, Brookings, SD, U.S.A.; (2) South Dakota State Universty, Brookings, SD, U.S.A.; (3) Institute of Agriculture,
Lithuania Research Center for Agriculture and Forestry, Instituto al., Akademija 58344, Lithuania; (4) National Agricultural Research and Development
Institute Fundulea, Calarasi, Romania y
p
p
p p
A. SIDRAT (1), S. Ali (2), Z. Liatukas (3), M. Ittu (4), S. Sehgal (2), N. Kaur (2)
(1) South Dakota State University, Brookings, SD, U.S.A.; (2) South Dakota State Universty, Brookings, SD, U.S.A.; (3) Institute of Agriculture,
Lithuania Research Center for Agriculture and Forestry, Instituto al., Akademija 58344, Lithuania; (4) National Agricultural Research and Development
Institute Fundulea, Calarasi, Romania Tan spot, caused by Pyrenophora tritici-repentis (Ptr) is an economically important disease of wheat. Eight races exist of this fungal population. Three races of Xanthomonas campestris pv. vitians causing bacterial leaf spot on lettuce identified
C BULL (1) M Trent (2) R Hayes (3) In efforts to develop molecular markers to assist in selection for resistance
to TSWV, several populations have been developed from parents with varying levels of TSWV resistance. Mapping programs are faced with the
challenge of phenotyping large numbers of genotypes in a timely manner with a limited number of people. Through the use of an unmanned aerial
vehicle, imaging techniques, and ground truthing, we developed an analysis method to quickly assess spotted wilt severity in the field using selected
RILs from four mapping populations of peanut. With adequate ground truthing, spotted wilt is easily differentiated from other diseases in the field by the
color and the visible stunting of the plant. By using a greenness equation in Matlab to identify yellow pixels we can rate the severity of the disease in S4.100 many small plots in a short amount of time. Both Matlab greenness values and severity values from APS Assess analysis of aerial images correlated well
with field disease ratings. This technique allows for quick acquisition of field response data from large mapping populations. many small plots in a short amount of time. Both Matlab greenness values and severity values from APS Assess analysis of aerial images correlated well
with field disease ratings. This technique allows for quick acquisition of field response data from large mapping populations. Reporting the occurrence of Ralstonia based wilts of chillies in major vegetable growing areas of Punjab
A. HAMEED (1), S. Jameel (1), N. Liaqat (1), M. Ashfaq (2), R. Riaz (3), K. Riaz (1)
(1) Department of Plant Pathology, University of Agriculture Faisalabad, Pakistan; (2) Department of Plant Pathology, PMAS-Arid Agriculture
University Rawalpindi, Pakistan; (3) Centre of Agricultural Biochemistry and Biotechnology, University of Agriculture, Faisalabad-38040, Pakistan,
Faisalabad, Pakistan A. HAMEED (1), S. Jameel (1), N. Liaqat (1), M. Ashfaq (2), R. Riaz (3), K. Riaz (1)
(1) Department of Plant Pathology, University of Agriculture Faisalabad, Pakistan; (2) Department of Plant Pathology, PMAS-Arid Agriculture
University Rawalpindi, Pakistan; (3) Centre of Agricultural Biochemistry and Biotechnology, University of Agriculture, Faisalabad-38040, Pakistan,
Faisalabad, Pakistan ( ),
q
( ),
q ( ),
( ),
( )
Pathology, University of Agriculture Faisalabad, Pakistan; (2) Department of Plant Pathology, PMAS-Arid Agriculture
akistan; (3) Centre of Agricultural Biochemistry and Biotechnology, University of Agriculture, Faisalabad-38040, Pakistan, Ralstonia solanacearum (Rs), is one of the most severe pathogens of solanaceous crops with a very wide host range. A metagenomic study was conducted to identify viruses present in 180 leaf samples of Saccharum species collected in 2013/2014 from plants in
commercial fields in the Everglades Agricultural Area and the germplasm collection of the USDA-ARS Sugarcane Field station at Canal Point, FL. The
objective of this study was to identify known and potentially new sugarcane viruses. In addition to previously reported sugarcane viruses in Florida, we
identified the presence of a potential new Mastrevirus species. Since there are no Mastrevirus species reported from Florida, and species in this genus
such as Sugarcane streak virus and Maize streak virus are known to cause diseases in sugarcane, efforts were made to obtain full length viral genome
sequences from individual plants of Saccharum spp. Rolling circle amplification followed by enzymatic restriction and cloning was used to obtain nine
full genome length sequences (each approximately 2.8 kb): three from S. barberi, two from S. officinarum and four from S. spontaneum, all from the
germplasm collection. All nine genome sequences appeared to represent a new species of Mastrevirus after their pairwise comparison using the species Morphological and molecular identification of Phoma medicaginis var. medicaginis causing spring black stem and leaf spot of alfalfa in Nevada
R. Bomberger (1), S. Wang (1)
(1) Nevada Department of Agriculture, U.S.A. (1) Nevada Department of Agriculture, U.S.A. (1) Nevada Department of Agriculture, U.S.A. In June 2015, an outbreak of foliar blight disease was observed in an alfalfa (Medicago sativa L.) field with more than 50% of plants affected. Individual
plants exhibited rapid death of foliage with sporadic or coalesced lesions on both lower leaves and stems. To isolate the causative agent, necrotic stem
and leaf tissue, as well as pycnidia, were surface sterilized and then placed onto potato dextrose agar (PDA) amended with streptomycin sulfate and
incubated at 22ºC in the dark. Colonies of Phoma species were obtained from all samples collected from 5 separate field locations. Ten single spore
cultures (SSCs) were obtained from 10 isolates and compared morphologically. All SSCs and isolates produced almost black colonies with abundant
hyaline, oval to cylindrical, single-celled conidia with no significant morphological variation observed. A 540 bp DNA fragment was amplified from the
ITS regions of rRNA genes and it was sequenced directly from both strands. Sequence analysis revealed that all 10 SSCs had the same amplicon
sequence (Accession No. KU695570), with 100% homology to the corresponding regions of P. medicaginis var. medicaginis (Accession No. AY504634). Thus, the pathogen isolated from diseased alfalfa plants in Nevada was determined to be P. medicaginis var. medicaginis, the only pathogen
associated with the outbreak. This is the first confirmed outbreak of spring black stem disease in Nevada since 1977 when it was initially reported in the
state. q
(
),
gy
p
g
g
g
g
(
AY504634). Thus, the pathogen isolated from diseased alfalfa plants in Nevada was determined to be P. medicaginis var. medicaginis, the only pathogen
associated with the outbreak. This is the first confirmed outbreak of spring black stem disease in Nevada since 1977 when it was initially reported in the
state Identification of a new Mastrevirus of Saccharum barberi, Saccharum officinarum and Saccharum spontaneum in Florida
W. BOUKARI (1), R. Alcala-Briseño (2), S. Kraberger (3), E. Fernandez (4), D. Filloux (4), J. Comstock (5), A. Varsani (3), P. Roumagnac (4), J. Polston (1), P. Identification of the causal agents of soft rot of potato in Bangladesh and activity of biocontrol agents against the pathogens
F. ELAHI (1)
(1) The Ohio state University, U.S.A. In this
study, 223 single spore isolates from Lithuania (n=114), and Romania (n=109) were evaluated for their race structure through genotypic and phenotypic
characterization. Molecular variation was identified through PCR with Ptr ToxA and Ptr ToxB genes specific primer. Of these 223 isolates genotyped,
110 isolates were further phenotyped by inoculating them individually on two-week old seedlings of tan spot wheat differentials Glenlea, 6B365, 6B365,
and Salamouni. Nearly 86% (191/223) isolates genotyped contained ToxA genes. Phenotypic characterizations on 110 isolates identified 69, 6, 13, and 4
isolates Ptr race 1, 2, 3, and 4, respectively. Eighteen of 223 isolates lacking in Ptr ToxA gene could not fit into currently identified 8 races as they
produced necrosis on Glenlea and chlorosis on 6B365. These results indicate that a diverse Ptr population exists in Lithuania and Romania. This
information would help the regional wheat breeding programs in the development of durable tan spot resistance cultivars. Three races of Xanthomonas campestris pv. vitians causing bacterial leaf spot on lettuce identified
C BULL (1) M Trent (2) R Hayes (3) Recently, a survey was conducted in
districts of Punjab Province including Okara, Chiniot and Faisalabad to determine the incidence of bacterial wilt of chillies. The maximum disease
incidence (58%) was recorded in district Okara followed by Chiniot (43%). The least disease incidence was found in district Faisalabad with 20%
occurrence. The samples were collected and after surface sterilization, placed on casamino acid-peptone-glucose-agar (CPG) medium. The colonies
obtained on CPG medium were transferred on 2,3,5-triphenyltetrazolium chloride (TZC) medium. It was observed that the colonies on TZC were
irregular, mucoid and white with pink centers. Out of all the isolates tested, 72% showed positive hypersensitive reaction (HR) with variable response. Only 40% of these HR positive isolates were confirmed as R. solanacearum through simple staining, streaming, KOH solubility, biochemical,
pathogenicity and Plate Trapped Antigen-Enzyme Linked Immunosorbent Assay (PTA-ELISA) tests. Molecular confirmation of R. solanacearum was
also done through genomic DNA using Rs-specific primers. Fusarium canker on holly in Norway Fusarium canker on holly in Norway
G. STRØMENG (1), V. Talgø (1), A. Stensvand (1), J. Razzaghian (1)
(1) NIBIO, Norway Holly (Ilex aquifolium) thrives well in the mild and wet costal climate of southwestern Norway, where it is commonly harvested for Christmas
decorations. During the last decade, a Fusarium sp. has frequently been found to damage both natural and cultivated stands, causing leaf drop, dead
twigs, canker wounds and berry rot. The most severe outbreaks of the disease ever occurring were observed in late autumn 2015. Isolates of the fungus
are most similar to F. acuminatum (97% identical TEF sequences). On one occasion, the fungus was detected on dead shoots of Nordmann fir (Abies
nordmanniana). Inoculation tests proved it pathogenic to both host plants. Many holly stands are no longer intensively cultivated, and they have become
very dense and overgrown by other vegetation, thus creating an ideal microclimate for fungal pathogens. In an investigation in a natural stand in 2006-
2009, the quality of the holly improved by letting more air and light into the dense plantation by different combinations of pruning, thinning, clearance of
unwanted trees and bushes, and grazing with sheep. Thus, it is possible to gain control with the disease by sanitation and proper management, and
thereby increase both the quality and quantity for marketing. There is a potential market in other Nordic countries where the climate is too harsh for
holly, but earlier attempts of export fell through due to quality issues. Fungal Diseases of Stevia rebaudiana Grown in Eastern Tennessee
T. COLLINS (1), M. Dee (1), H. Korotkin (1), D. Hensley (1), B. Ownley (1)
(1) University of Tennessee, U.S.A. Extract of Stevia rebaudiana, a plant native to Brazil and Paraguay, is a substitute for sugar to sweeten food and drink products. In the last five years,
acreage of stevia for commercial production has increased significantly in the southeastern USA. Crops produced in large acreage monoculture are more
susceptible to pathogens; potentially destroying whole crops or limiting crop yields. The aim of this study was to identify fungi recovered from diseased
stevia field plants grown in Eastern Tennessee. Fungi were screened for pathogenicity in detached stevia leaf assays. Isolates that caused significant
necrosis on detached leaves were identified and evaluated in replicated, greenhouse plant disease assays. Pathogens with significant potential to cause
disease were identified as Fusarium armeniacum, Botrytis cinerea, and Alternaria alternata. Morphological and molecular identification of Phoma medicaginis var. medicaginis causing spring black stem and leaf spot of alfalfa in Nevada
R. Bomberger (1), S. Wang (1)
(1) Nevada Department of Agriculture, U.S.A. Rott (6)
(1) U i
it
f Fl
id
G i
ill
FL U S A (2) U i
it
f Fl
id
G i
ill
U S A (3) U i
it
f C
t b
Ch i t h
h N Identification of a new Mastrevirus of Saccharum barberi, Saccharum officinarum and Saccharum spontaneum in Florida
W. BOUKARI (1), R. Alcala-Briseño (2), S. Kraberger (3), E. Fernandez (4), D. Filloux (4), J. Comstock (5), A. Varsani (3), P. Roumagnac (4), J. Polston (1), P. Rott (6)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) University of Florida, Gainesville, U.S.A.; (3) University of Canterbury, Christchurch, New
Zealand; (4) CIRAD, Montpellier, France; (5) USDA-ARS, Canal Point, FL, U.S.A.; (6) University of Florida, Belle Glade, FL, U.S.A. A metagenomic study was conducted to identify viruses present in 180 leaf samples of Saccharum species collected in 2013/2014 from plants in
commercial fields in the Everglades Agricultural Area and the germplasm collection of the USDA-ARS Sugarcane Field station at Canal Point, FL. The
objective of this study was to identify known and potentially new sugarcane viruses. In addition to previously reported sugarcane viruses in Florida, we
identified the presence of a potential new Mastrevirus species. Since there are no Mastrevirus species reported from Florida, and species in this genus
such as Sugarcane streak virus and Maize streak virus are known to cause diseases in sugarcane, efforts were made to obtain full length viral genome
sequences from individual plants of Saccharum spp. Rolling circle amplification followed by enzymatic restriction and cloning was used to obtain nine
full genome length sequences (each approximately 2.8 kb): three from S. barberi, two from S. officinarum and four from S. spontaneum, all from the
germplasm collection. All nine genome sequences appeared to represent a new species of Mastrevirus after their pairwise comparison using the species S4.101 demarcation tool (SDTversion1.2). Sequence similarity among sequences also suggested the presence of two strains of this new virus. This new species
was found in plants that were introduced to Florida more than six decades ago. demarcation tool (SDTversion1.2). Sequence similarity among sequences also suggested the presence of two strains of this new virus. This new species
was found in plants that were introduced to Florida more than six decades ago. Mycosphaerellaceae associated with greasy spot of citrus in different climatic regions
A. VICENT (1), V. Aguilera-Cogley (2), J. Armengol (3), M. Morphological and molecular identification of Phoma medicaginis var. medicaginis causing spring black stem and leaf spot of alfalfa in Nevada
R. Bomberger (1), S. Wang (1)
(1) Nevada Department of Agriculture, U.S.A. First report of Botrytis pseudocinerea in blueberry fields in southern Chile
E. BRICEÑO (1), E. Briceño (2), S. Aguirre (3), A. Behn (2)
(1) Universidad Austral de Chile, Chile; (2) Universidad Austral Chile, Chile; (3) Univ austral Chile, Chile First report of Botrytis pseudocinerea in blueberry fields in southern Chile
E. BRICEÑO (1), E. Briceño (2), S. Aguirre (3), A. Behn (2)
(1) Universidad Austral de Chile, Chile; (2) Universidad Austral Chile, Chile; (3) Univ austral Chile, Chile Botrytis cinerea is the most important pathogen in blueberry crops (Vaccinium spp.) in southern Chile, where the rainy and windy weather are highly
favorable to its reproduction. Due we had observed a high morphological variability on Botrytis isolates from different commercial fields, the aim of this
work was to perform a molecular study of isolates of Botrytis associated with blueberry gray mold. To estimate the diversity of this pathogen, 39
monosporic cultures of Botrytis obtained from mature blueberry fruits from eight locations (Lat. 39º06’S to 41º28’S) and eight cultivars were genetically
characterized. Their genotype was determinate by PCR detection of transposons Boty and Flipper. In addition, coding fragment for the MS457 gene was
sequenced and a phylogenetic tree was built using the Neighbor-joining and UPGMA clustering method. The genetic studies showed the presence of four
genotypes, predominating Vacuma (57%) in the geographic region, then Boty (18%), Flipper (15%) and finally Transposa (10%). MS457 gene only was
present in 10/39 isolates, its homology and phylogenetic analysis showed the presence of two sympatric populations of Botrytis on blueberry, allowed us
to identify eight isolates as B. cinerea and two isolates as Botrytis pseudocinerea. In our knowledge this is the first report de B. pseudocinerea in
blueberries in Chile. Morphological and molecular identification of Phoma medicaginis var. medicaginis causing spring black stem and leaf spot of alfalfa in Nevada
R. Bomberger (1), S. Wang (1)
(1) Nevada Department of Agriculture, U.S.A. Berbegal (3)
(1) Instituto Valenciano de Investigaciones Agrarias (IVIA). Moncada 46113, Valencia, Spain; (2) Laboratorio de Protección Vegetal, Instituto de
Investigaciones Agropecuarias de Panamá (IDIAP), Los Canelos – Santa María, Panamá., Panama; (3) Instituto Agroforestal Mediterráneo, Universitat
Politècnica de València. 46022, Valencia, Spain., Valencia, Spain Mycosphaerellaceae associated with greasy spot of citrus in different climatic regions
A. VICENT (1), V. Aguilera-Cogley (2), J. Armengol (3), M. Berbegal (3)
(1) Instituto Valenciano de Investigaciones Agrarias (IVIA). Moncada 46113, Valencia, Spain; (2) Laboratorio de Protección Vegetal, Instituto de
Investigaciones Agropecuarias de Panamá (IDIAP), Los Canelos – Santa María, Panamá., Panama; (3) Instituto Agroforestal Mediterráneo, Universitat
Politècnica de València. 46022, Valencia, Spain., Valencia, Spain ( ),
g
g y ( ),
g
( ),
g
( )
(1) Instituto Valenciano de Investigaciones Agrarias (IVIA). Moncada 46113, Valencia, Spain; (2) Laboratorio de Protección Vegetal, Instituto de
Investigaciones Agropecuarias de Panamá (IDIAP), Los Canelos – Santa María, Panamá., Panama; (3) Instituto Agroforestal Mediterráneo, Universitat
Politècnica de València. 46022, Valencia, Spain., Valencia, Spain Citrus greasy spot is distributed in humid areas in the Caribbean and Central America. The disease is characterized by yellow-brown spots on leaves and
premature defoliation. Symptoms similar to greasy spot were observed in semi-arid areas in the Mediterranean Basin, although with low severity. The
fungus Zasmidium citri-griseum (= Mycosphaerella citri) has been identified as the causal agent of greasy spot in the Caribbean and Central America,
but disease etiology in the Mediterranean is unknown. A selection of 42 isolates of Mycosphaerellaceae obtained from greasy spot symptoms in humid
areas in Ghana and Panama and arid regions in Spain and Morocco was studied. Isolates were characterized based on morphology, growth rate at
different temperatures, multi-locus analysis (ITS, EF-1α and RPB2), and pathogenicity tests. Isolates from Panama and Ghana (n=24) were identified as
Z. citri-griseum whereas isolates from Spain and Morocco (n=20) were identified as Amycosphaerella africana. The optimum growth temperature of Z. citri-griseum was 27.9ºC while A. africana grew better at 22.8ºC. Isolates of Z. citri-griseum from Panamá were pathogenic to ‘Valencia’ sweet orange
plants. None of the A. africana isolates from Spain induced symptoms in ‘Ortanique’ plants. These results confirmed Z. citri-griseum as the causal agent
of greasy spot in Panama, being associated also with the disease in Ghana. Greasy spot symptoms in Spain and Morocco were associated with A. africana. Identifying and characterizing fungal pathogens causing seedling diseases of soybean through a multi-state surve
A. WARNER (1), J. Bond (2), A. Fakhoury (2)
(1) Southern Illinois University Carbondale, U.S.A.; (2) Southern Illinois University Carbondale, U.S.A. Identifying and characterizing fungal pathogens causing seedling diseases of soybean through a multi-state survey
A. WARNER (1), J. Bond (2), A. Fakhoury (2)
(1) Southern Illinois University Carbondale, U.S.A.; (2) Southern Illinois University Carbondale, U.S.A. Seedling diseases are common and very detrimental to soybean, Glycine max. They are caused by a variety of plant pathogens including fungi, bacteria,
and oomycetes. The central goal of this project was to identify fungal pathogens causing seedling diseases of soybean in various soybean producing
states. Two approaches were used for genus and species determination, including morphological features using microscopy and the sequencing of
specific genetic loci. For sequencing, up to three different barcodes were targeted, the internal transcribed spacer (ITS), the elongation factor EF-1α, and
the intergenic spacer (IGS). The data produced from this project included the identification of approximately 150 fungal isolates per state from eight
different states: Arkansas, Indiana, Illinois, Iowa, Nebraska, Michigan, Minnesota, and Kansas. Isolates were collected in 2012 and 2013 to help
determine the predominant causal agents of seedling diseases of soybean in those surveyed locations. A variety of genera were isolated from the fields
surveyed, with Fusarium species constituting approximately 74% of the isolates. Data analyses also involved determining associations and correlations
between different factors, such as cultural practices, soil physical and chemical properties, irrigation practices, cropping history, and the frequency of the
incidence of the species in the surveyed locations. Fusarium canker on holly in Norway The resistance of the 11 most important table cultivars to Neofusicoccum mediterraneum and Botryosphaeria dothidea, the causal agent of
“escudete” (small shield) of fruit, was also studied by inoculation of branches and immature fruits, respectively. The species Cytospora pruinosa, N. mediterraneum, Nothophoma quercina, Phoma incompta, and Phomopsis sp. were identified. Only N. mediterraneum and P. incompta were able to
induce the typical dieback symptoms and cankers that affected plants development. N. mediterraneum was the most virulent of the evaluated species
although difference of virulence among their isolates were observed. The remaining fungal species were weakly pathogenic on potted plants. According
to resistance tests, cv. Gordal Sevillana followed by the cvs. Manzanilla Cacereña and Manzanilla de Sevilla were the most susceptible to branch dieback
caused by N. mediterraneum. Furthermore, the fruits of cv. Aloreña de Atarfe followed by those of cvs. Ocal and Manzanilla de Sevilla were the most
susceptible to B. dothidea. Knowledge of the etiology and cultivar resistance of these diseases will help to establish better control measures. Identification of Alternaria species associated with tomato and potato early blight disease in Oman Identification of Alternaria species associated with tomato and potato early blight disease in Oman
H. MAYTON (1), A. Al-Rubaii (2), S. Al-Kaabi (2), M. Al-Jabri (2), R. Al-Maqbali (2), A. Al-Adawi (2)
(1) Ministry of Agriculture and Fisheries Sultanate of Oman, Cornell University, Oman; (2) Ministry of Agriculture and Fisheries Sultanate of Oman,
Oman Identification of Alternaria species associated with tomato and potato early blight disease in Oman
H. MAYTON (1), A. Al-Rubaii (2), S. Al-Kaabi (2), M. Al-Jabri (2), R. Al-Maqbali (2), A. Al-Adawi (2)
1) Ministry of Agriculture and Fisheries Sultanate of Oman, Cornell University, Oman; (2) Ministry of Agriculture and
Oman H. MAYTON (1), A. Al-Rubaii (2), S. Al-Kaabi (2), M. Al-Jabri (2), R. Al-Maqbali (2), A. Fusarium canker on holly in Norway Fungal identification was based on morphological charact-
eristics and sequence identity of the internal transcribed spacer region of 18S ribosomal DNA, and translation elongation factor 1-alpha. Nucleotide
amplicons obtained with PCR, were compared with published sequences in Fusarium-ID and the National Center for Biotechnology Information. In
greenhouse assays, inoculated plants exhibited necrotic leaf lesions, similar to those observed in field plants. The three fungi were re-isolated from
inoculated plants and identity was re-confirmed. Early identification and management of known stevia pathogens will help reduce crop loss. S4.102 Interaction between a rust fungus and Colletotrichum truncatum
J. DIANESE (1), É. Souza (1), H. Vale (1), R. Pereira-Carvalho (1)
(1) Departamento de Fitopatologia, Universidade de Brasília, Brazil Mixed natural infection by Uromyces and Colletotrichum species in Euphorbia hirta lead to characteristic symptoms with rust pustules surrounded by
black setose acervuli, formed exclusively in the presence of the rust fungus. Besides morphologically identified with precision, U. euphorbiae, was now
characterized comparing sequences of the 28S rDNA with GenBank accesses of Uromyces species. Bayesian Inference (BI) and Maximum Likelihood
(ML) analyses showed that U. euphorbiae is phylogenetically close to the type species, U. appendiculatus, and well distinguished from the remaining
species considered, including those pathogenic to Euphorbiaceae. The U. euphorbiae type species reported on E. hypericifolia was collected in Albany,
New York, USA in 1873. As the sequences from our specimen from Brazil, far from the type location, are not suited for its epitypification, it is here
designated as a reference specimen, obtained from genomic DNA extracted from teliospores, and deposited in GenBank under number: KU133293,
corresponding to our herbarium voucher: UB Mycol. Col. 22311. Two Colletotrichum isolates, one endophytic from symptomless areas of the leaves,
and another from an acervulus close to rust pustules were isolated. For both isolates, sequences of the ITS, GAPDH, BTUB, and HIS were obtained and
subjected to BI and ML analyses. The result clearly indicated, confirming the morphological analyses, that both isolates belong to the same species, C. trucatum. Thielaviopsis punctulata Causes Black Scorch Disease on Date Palm in the United Arab Emirates
K. EL-TARABILY (1), S. AbuQamar (1), E. Saeed (1), A. Sham (1)
(1) United Arab Emirates University, UAE Date palm (Phoenix dactylifera L.) is one of the most important plants grown in the arid and semi-arid land that tolerates extreme environmental desert
conditions. Fusarium canker on holly in Norway The main associated pathogens causing palm diseases are attributed to fungi and phytoplasma. In the United Arab Emirates (UAE), the causal
agent of black scorch on date palm was found to be the fungal pathogen, Thielaviopsis punctulata. The pathogen was isolated from all tissues of diseased
trees with virulent Thielaviopsis punctulata. Depending on the severity of the infection, symptoms included tissue necrosis, wilting, neck bending, death
of terminal buds, and eventually plant mortality. This fungus, which was consistently isolated on potato dextrose agar from infected tissues, produced
two types of conidia: the thick-walled aleuroconidia (chlamydospores) and phialoconidia (endoconidia). In addition, all target regions of 5.8S rRNA
(ITS), 28S rDNA, β-tubulin and transcription elongation factor 1-α (TEF1-α) genes were amplified using polymerase chain reaction. We also found that
the fungicide Score® inhibited the mycelial growth of Thielaviopsis punctulata both in vitro and in vivo. Altogether, the morphology of the fruiting
structures, pathogenicity tests and molecular identification confirmed that the causal agent of symptomatic tissues is Thielaviopsis punctulata. This is the
first report of the black scorch disease and the fungus Thielaviopsis punctulata on date palm in the UAE. Fungal Species Associated with Olive Dieback of Branches and Evaluation of Cultivar Resistance to Botryosphaeriaceae species
J. MORAL (1), C. Agustí-Brisach (2), M. Pérez-Rodríguez (2), C. Xavíer (2), A. Rhouma (3), A. Trapero (2)
(1) University of California, Davis, Kearney Agricultural Research and Extension Center, Parlier, CA, U.S.A.; (2) Departamento de Agronomía,
ETSIAM, Universidad de Córdoba, Campus de Rabanales, Edif. C4, 14071, Cordoba, Spain; (3) Lab. Improvement and protection of olive genetic
resources, Olive Tree Institute, BP 208 Mahrajene 9 City– 1082, Tunis, Tunisia Fungal Species Associated with Olive Dieback of Branches and Evaluation of Cultivar Resistance to Botryosphaeriaceae species
J. MORAL (1), C. Agustí-Brisach (2), M. Pérez-Rodríguez (2), C. Xavíer (2), A. Rhouma (3), A. Trapero (2)
(1) University of California, Davis, Kearney Agricultural Research and Extension Center, Parlier, CA, U.S.A.; (2) Departamento de Agronomía,
ETSIAM, Universidad de Córdoba, Campus de Rabanales, Edif. C4, 14071, Cordoba, Spain; (3) Lab. Improvement and protection of olive genetic
resources, Olive Tree Institute, BP 208 Mahrajene 9 City– 1082, Tunis, Tunisia Over two consecutive seasons, 16 olive orchards with trees exhibiting dieback symptoms of branches were surveyed in Southern Spain. The six most
frequent fungal species recovered were morphologically, molecularly (by sequencing of the ITS, TUB, and LSU regions), and pathogenically
characterized. Fusarium canker on holly in Norway Al-Adawi (2)
(1) Ministry of Agriculture and Fisheries Sultanate of Oman, Cornell University, Oman; (2) Ministry of Agriculture and Fisheries Sultanate of Oman,
Oman ( ),
( ),
( ),
( ),
q
( ),
( )
1) Ministry of Agriculture and Fisheries Sultanate of Oman, Cornell University, Oman; (2) Ministry of Agriculture and Fis
Oman ( ),
( ),
( ),
( ),
q
( ),
( )
(1) Ministry of Agriculture and Fisheries Sultanate of Oman, Cornell University, Oman; (2) Ministry of Agriculture and Fisheries Sultanate of Oman,
O In Oman, approximately 1400 hectares of tomatoes are planted each year with an annual production that exceeds 74000 tons. Tomatoes are ranked as the
most important vegetable crop grown by local farmers. Early blight is a devastating disease in Oman and affects both tomato and potato production. In
order to manage the disease more effectively, the Ministry of Agriculture and Fisheries in Oman initiated a project to characterize the pathogen
population. Samples were collected from infected tomato and potato plants in commercial production fields during the 2014 and 2015 growing seasons
from states in the north and south Al-Batinah governates in Oman. Alternaria spp. were isolated from symptomatic tissues. Microscopic examination of
cultures from single spore isolations revealed three distinct species: Alternaria tenuissima, A, alternata and A. solani. Molecular identification was
achieved through amplification and sequencing of internal transcribed spacer (ITS) and histone 3 gene regions. Phylogenetic analysis of the ITS gene
clearly separated Alternaria solani from the other two species. Partial coding of histone 3 gene revealed three clades representing A. alternata (440bp), A. solani (489bp) and A. tennusima (546bp). Pathogenicity tests of the sample isolates on detached tomato leaves of cultivar ‘Ginan’ showed brown lesions
similar to symptoms observed in field. No symptoms were observed in water-inoculated control tomato leaves. Vermiform plant-parasitic nematodes on soybean in North Dakota and their relationship with soybean cyst nematode
G. YAN (1), G. Yan (2), A. Plaisance (3) Caceres (1)
(1) Universidad de Talca, Chile; (2) Univerisdad de Talca, Chile CChilean apple industry is one of the major exporter of fresh apples worldwide with an export volume of 628.247 ton. Maule Region (35°25´) is the
most important apple production region in Chile with a 60% of production of fresh apple. The fungal diseases in postharvest, is one of the major
problems for Chilean industry of fresh apple. Recently was described speck rot caused by Phacidiopycnis washingtonensis in apple in Chile. During
survey for postharvest diseases of apple in 2014-2015, a postharvest rot was observed on stored apple cv. Jonagold and Pink Lady collected in
packinghouses. Symptomatic apples (n=40) were characterized by an initial light brown skin discoloration with spongy to firm flesh texture. With the
objective to isolate the causal agent, small fragments were collected from diseased tissues and aseptically placed on Corn Meal Agar and PDA. A
Phytophthora sp. was consistently isolated. Eight representative Phytophthora isolates were characterized for morphological and molecular
identification, pathogenicity tests and sensitivity to fungicide. Based on morphology and phylogenetic analyses, this fungus was identified as
Phytophthora syringae. All isolates grew at 0°C. Inoculated apple fruits developed necrotic lesions. The isolates were sensitive to dimethomorph. To our
knowledge, this study is the first description of P. syringae causing Phytophthora fruit rot on apple during postharvest in Chile. Phytophthora root and crown rot on field-grown lavender plants in 2015
S. JEFFERS (1), S. Sharpe (1), M. Williamson (2)
(1) Clemson University, U.S.A.; (2) Clemson University, U.S.A. Phytophthora nicotianae has a very wide host range, including numerous ornamental plants. In Jun 2015, P. nicotianae was isolated from lavender plants
and rooted cuttings (Lavandula angustifolia and L. ×intermedia) with symptoms of Phytophthora root and crown rot (PRCR). The plants recently had
been planted in a field in northwestern SC. When this was brought to the attention of the US Lavender Growers Association (USLGA), it was discovered
that other growers suspected problems with PRCR—particularly on recently-planted, nursery-grown plants. USLGA members were encouraged to send
samples to Clemson University to test for Phytophthora spp. Between Jul and Nov 2015, plant and soil samples were received from 12 states; all plants
were cultivars of L. angustifolia or L. ×intermedia. Samples from 11 states were diagnosed with PRCR; Phytophthora spp. were recovered from roots
and crowns by isolation on selective media and from soil with a baiting bioassay. Four species of Phytophthora recovered from roots of American and hybrid chestnut seedlings and associated soils in the southeastern US
S. SHARPE (1), S. Jeffers (1), S. Clark (2)
(1) Clemson University, U.S.A.; (2) USDA Forest Service, U.S.A. Four species of Phytophthora recovered from roots of American and hybrid chestnut seedlings and associated soils in the southeastern US
S. SHARPE (1), S. Jeffers (1), S. Clark (2)
(1) Clemson University, U.S.A.; (2) USDA Forest Service, U.S.A. Since Phytophthora root rot (PRR) was first described on American chestnut in 1932, the only species of Phytophthora reported as a causal agent has
been P. cinnamomi. In Europe, however, multiple species of Phytophthora are involved in PRR of native chestnut trees. In 2009, the USDA Forest
Service began evaluating American, Chinese, and hybrid chestnut seedlings in forest test plots in NC, TN, and VA, but PRR caused some seedlings to
die prematurely. The objective of this research was to determine if multiple species of Phytophthora may be causing PRR of American and hybrid
chestnut seedlings. A total of 260 root and 454 soil samples were assayed from 2010 to 2014. Phytophthora spp. were recovered by isolation from roots
on PARPH-V8 selective medium and baiting soil with rhododendron and camellia leaf pieces. All isolates were tentatively identified based on
morphology; species identifications will be confirmed by DNA sequences. P. cinnamomi was recovered most frequently—from 41 (16%) root and 109
(24%) soil samples. However, P. cambivora and P. heveae were also recovered—from 18 (7%) and 2 (<1%) root samples and 18 (4%) and 17 (4%) soil
samples, respectively. At a separate test site in SC, P. drechsleri was isolated from roots of several hybrid chestnut seedlings. This is the first report of
Phytophthora species other than P. cinnamomi associated with PRR of pure and hybrid American chestnut. These species are being tested for
pathogenicity to American chestnut. Two new races and several novel strains of the spinach downy mildew pathogen Peronospora farinosa f. sp. spinaciae
C. FENG (1), J. Correll (1), K. Saito (1), K. Kammeijer (2), S. Koike (3)
(1) University of Arkansas, U.S.A.; (2) University of California, U.S.A.; (3) University of California Cooperative Extension—Mon Downy mildew disease, caused by Peronospora farinosa f. sp. spinaciae (Pfs), is the most economically important disease of spinach. Current high-
density spinach production provides conducive conditions for disease development, particularly for the increasing acreages of organic spinach. The use
of resistant cultivars to manage downy mildew exerts strong selection pressure on the pathogen and many new races of Pfs have emerged in recent years
threatening spinach production worldwide. Vermiform plant-parasitic nematodes on soybean in North Dakota and their relationship with soybean cyst nematode
G. YAN (1), G. Yan (2), A. Plaisance (3) Vermiform plant-parasitic nematodes on soybean in North Dakota and their relationship with soybean cyst nematode
G. YAN (1), G. Yan (2), A. Plaisance (3) Vermiform plant-parasitic nematodes on soybean in North Dakota and their relationship with soybean cyst nematode
G. YAN (1), G. Yan (2), A. Plaisance (3)
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.; (3) North Dakota State
University, Department of Plant Pathology, U.S.A. ( ),
( ),
( )
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.; (3) North Dakota State
University, Department of Plant Pathology, U.S.A. ( ),
( ),
( )
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.; (3) North Dakota State
University, Department of Plant Pathology, U.S.A. Plant-parasitic nematodes (PPN) are an important group of pests on soybean. The occurrence and population densities of PPN other than soybean cyst
nematode (SCN; Heterodera glycines) are unknown in soybean fields of North Dakota. A survey was conducted in 2015 in soybean fields or fields with
history of SCN to ascertain the incidence and abundance of vermiform PPN and their possible association with SCN. Vermiform and cyst nematodes
were extracted separately from each sample (100 cm3 soil) and then identified and quantified. Out of the 155 soil samples collected from 14 counties in
North Dakota, 144 were found to be infested with PPN. Eight genera of vermiform PPN were detected including Helicotylenchus (incidence: 49%;
highest density: 1,800; average density: 174), Tylenchorhynchus (41%; 340; 30), Paratylenchus (37%; 2,480; 151), Pratylenchus (19%; 245; 9),
Xiphinema (7%; 180; 4), Paratrichodorous (4%; 60; 1), Hoplolaimus (3%; 140; 2), and Mesocriconema (1%; 300; 2). Both SCN juveniles (24%; 1,200;
46) from soil and SCN eggs (56%; 21,540; 501) from cysts were counted, but weak correlation was found between them for all samples (r = 0.489; p
<0.0001). Poor or no correlations between population densities of each genus of vermiform nematodes and SCN were observed with r ranging from -
0.307 to 0.248. More soil samples will be collected in 2016 to confirm the occurrence and abundance of nematodes in soybean fields and the relationship
of vermiform nematodes with SCN. Occurrence of Phytophthora syringae causing Phytophthora fruit rot in apple in Chile
G. DÍAZ (1), M. Lolas (1), R. Méndez (1), J. Contreras (2), M. Vermiform plant-parasitic nematodes on soybean in North Dakota and their relationship with soybean cyst nematode
G. YAN (1), G. Yan (2), A. Plaisance (3) Isolates were tentatively identified by morphology, but species
identification will be confirmed by DNA sequences. Three species of Phytophthora were isolated: P. nicotianae was isolated most frequently—from
samples from 11 states; P. palmivora was found in samples from 3 states; and Phytophthora sp. was found in one sample. Previously, PRCR has been
reported on English lavender, L. angustifolia, but not on hybrid lavender, L. ×intermedia. Lavender plants infected with Phytophthora spp. may have
come from the nursery. Authors acknowledgeCONICYT PhD fellowship (MV), CONICYT-GO (MV), USM 131562, FONDECYT 1151174& CBDAL
grants(MS). Morphological and Molecular Characterization of Plant-Parasitic Nematodes Populations from Corn Fields in Ohio
A. SIMON (1), T. Niblack (1), P. Paul (2), H. Lopez-Nicora (1)
(1) Ohio State University, U.S.A.; (2) Ohio State University, U.S.A. Morphological and Molecular Characterization of Plant-Parasitic Nematodes Populations from Corn Fields in Ohio
A. SIMON (1), T. Niblack (1), P. Paul (2), H. Lopez-Nicora (1)
(1) Ohio State University, U.S.A.; (2) Ohio State University, U.S.A. Results from an Ohio survey in 2013 and 2014 showed that root-lesion nematode, among the most economically important plant-parasitic nematodes,
was detected in more than 80% of the 425 fields sampled. Other plant-parasitic nematodes extracted were the lance, stunt, dagger, pin and spiral
nematodes, found in 48, 37, 57, and 94% of fields, respectively; however, the impact of these nematodes on corn in Ohio remains unclear. Because
damage caused by nematodes varies among genera and species within genera, it is necessary to characterize these nematodes to species. Nematodes were
killed, fixed, and mounted before examination with a compound microscope, and identified to species based on quantitative and qualitative
morphological characteristics with the aid of diagnostic keys. Three species with distinct morphological features of the genus Pratylenchus were
identified as P. penetrans, P. neglectus, and P. thornei. Two species of Tylenchorhynchus were identified as T. silvaticus and T. nudus. Species of the
lance, pin, spiral and dagger nematodes, namely Hoplolaimus galeatus, Paratylenchus neoamblycephalus and Helicotylenchus pseudorobustus were also
identified based on morphology. Species identity will be further confirmed based on analyses of the D2-D3 regions of 28S rRNA gene and ITS rRNA
gene. Findings from this study will be useful for establishing experiments to develop damage relationships and management programs for corn
nematodes in Ohio. S4.103 Raspberry leaf curl disease y
P. DI BELLO (1), A. Diaz-Lara (2), R. Martin (3) ( ),
( ),
( )
(1) Oregon State University, U.S.A.; (2) Oregon State University`, U.S.A.; (3) USDA-ARS Horticultural Crops Research Unit, U.S.A. Raspberry leaf curl disease (RLCD) was first reported in the late 19th century in eastern Canada and northeastern U.S. and is a sporadic destructive
disease of red raspberry. Symptoms include leaf curling, leaf distortion, leaf chlorosis, shoot dwarfing, and shoot proliferation. Infected plants produce
crumbly, unmarketable fruit, show severe decline within a few years and are much more susceptible to winter injury, which can kill infected plants. RLCD is vectored by the aphid Aphis rubicola in a persistent manner. Based on transmission properties it is suspected RLCD is caused by a virus or
virus complex. To determine the viral etiology of RLCD, total nucleic acids were extracted from two red raspberry plants showing typical symptoms of
RLCD, digested with DNase, rRNA removed and finally subjected to next generation sequencing on the Illumina Miseq platform using the paired end
150 bp kit. Sequences were analyzed with the VirFind pipeline and specific primers were designed to validate potential virus-like sequences. RLCD
infected plants were grafted to blackberries and raspberries, and vector studies with aphids were undertaken. The virome of the plants exhibiting RLCD-
like symptoms will be presented. Current Status of Grapevine Virus Diseases in British Columbia
S. POOJARI (1), J. Boulé (1), N. DeLury (1), T. Lowery (1), M. Rott (2), A. Schmidt (2), J. Úrbez Torres (1)
(1) Summerland Research and Development Centre, Canada; (2) Canadian Food Inspection Agency, Canada Grapevine leafroll disease (GLRD), caused by Grapevine leafroll associated viruses (GLRaVs), is considered the most wide spread virus disease of
grapevine (Vitis vinifera L.) worldwide. British Columbia (BC) is the second largest grape-growing region in Canada with most of the acreage planted in
the Okanagan Valley. To understand the epidemiology of GLRaVs in BC vineyards, a comprehensive survey was conducted during the 2014 and 2015
growing seasons throughout all wine growing regions of BC. The status of GLRaVs in BC was determined by analyzing a total of 2740 random
composite samples representing 12 white and 9 red cultivars. Both ELISA and PCR based diagnostic test results showed GLRaV-3 to be the most
prevalent (23.9%) followed by GLRaV-2 (7.1%), GLRaV-1 (2.7%) and GLRaV-4 (2.7%). Four species of Phytophthora recovered from roots of American and hybrid chestnut seedlings and associated soils in the southeastern US
S. SHARPE (1), S. Jeffers (1), S. Clark (2)
(1) Clemson University, U.S.A.; (2) USDA Forest Service, U.S.A. Internal transcribed spacer (ITS) and cytochrome c oxidase 1 (Cox1) gene regions were amplified and sequenced. BLAST search for ITS and
Cox1 sequences of isolates collected from Oman showed 100% similarity with sequences of P. infestans isolates available in genebank (NCBI). To
confirm pathogencity of P. infestans in tomato, three isolates were selected to fulfill Koch’s postulates. A spore suspension with concentration of 2.5 ×
104 sporangia/ml of each isolate was inoculated on tomato leaves of the cultivar “Ginan” and incubated at 18 Co for 12 days. Symptoms of water soaked
and greyish black lesions were observed on inoculated leaves while tomato leaves inoculated with sterile water remained healthy. Red clover vein mosaic virus (RCVMV), a recently reported disease agent from alfalfa, cultivated crops and weeds in Saudi Arabia
I. ALSHAHWAN (1), I. AlShahwan (2)
(1) King Saud University, Saudi Arabia; (2) College of Food and Agric. Sciences, King Saud University, Saudi Arabia Red clover vein mosaic virus (RCVMV), a recently reported disease agent from alfalfa, cultivated crops and weeds in Saudi
I. ALSHAHWAN (1), I. AlShahwan (2)
(1) King Saud University, Saudi Arabia; (2) College of Food and Agric. Sciences, King Saud University, Saudi Arabia During a two years survey (2012-2013), 1166 samples were collected from symptomatic alfalfa plants in the major alfalfa-producing regions in Saudi
Arabia to detect RCVMV and other viruses. Fourteen samples were positive by DAS-ELISA to RCVMV. In 2014, a detailed study was performed to
determine the status and to characterize RCVMV where 315 samples were collected from the three utmost producing regions. Fifty six samples were
positive, which were confirmed by RT-PCR. Re-PCR products of 932 bp were obtained from the cDNA of RCVMV-infected plants. In the host range
study five (alfalfa, black eye pea, cowpea, Gomphrena and glutinosa tobacco) out of 17 plant species resulted in variable symptoms which were
confirmed by ELISA, PCR and nucleic acid hybridization assay. This study reports for the first time that cowpea, black eye pea and Nicotiana glutinosa
are hosts for RCVMV. This is the first detailed report regarding RCVMV infecting alfalfa in Saudi Arabia and its characterization. Data regarding
infection of field crops and weeds with this virus will be included. Sequence Homology tree revealed high CP sequence similarity between the Saudi
isolates of RCVMV (99-100%), but low CP sequence similarity between the Saudi isolates and other foreign isolates of RCVMV (35%). Four species of Phytophthora recovered from roots of American and hybrid chestnut seedlings and associated soils in the southeastern US
S. SHARPE (1), S. Jeffers (1), S. Clark (2)
(1) Clemson University, U.S.A.; (2) USDA Forest Service, U.S.A. To monitor race diversity of Pfs, downy mildew samples were collected from major spinach production areas
and tested for race identification with a standard set of differentials. Two new races (races 15 and 16, sanctioned by the IWGP) and several novel strains
have been identified in the past 3 years. The disease reactions of Pfs15 (isolate UA4712) was identical to that of race 4 except the race 4 could not
overcome the RPF9 locus resistance and race 15 could. The RPF1, 2, 4, and 6 loci provided resistance to Pfs15. Pfs16 (isolate UA201519B) could
overcome the resistance of RPF2, 4, 5, 9, and 10 but not RPF1, 3, and 6. One novel strain (UA1014APLP) could overcome all known spinach resistant
loci, but it only infects cotyledons and not true leaves of some cultivars. None of the 360 USDA spinach germplasm accessions tested has resistance to
Pfs16 or UA1014APLP. Improved resistance is needed for protection of spinach to the highly variable spinach downy mildew pathogen. S4.104 First report of tomato late blight disease in Oman First report of tomato late blight disease in Oman
H. MAYTON (3), S. Al-Kaabi (1), M. Al-Jabri (1), W. Al-Shibili (1), W. Fry (2), A. Al-Adawi (1)
(1) Ministry of Agriculture and Fisheries Sultanate of Oman, Oman; (2) Cornell University, Ithaca, NY, U.S.A.; (3) Ministry of Agriculture and Fisheries
Sultanate of Oman, Cornell University, Oman p
g
H. MAYTON (3), S. Al-Kaabi (1), M. Al-Jabri (1), W. Al-Shibili (1), W. Fry (2), A. Al-Adawi (1)
(1) Ministry of Agriculture and Fisheries Sultanate of Oman, Oman; (2) Cornell University, Ithaca, NY, U.S.A.; (3) Ministry of Agriculture and Fisheries
Sultanate of Oman, Cornell University, Oman Prior to 2013, tomato late blight had not been reported from the Sultanate of Oman. Tomato is an important vegetable crop, with approximately 1400 ha
of tomatoes in Oman. However, in 2013 a disease resembling late blight was observed in several states, with some farms reporting destruction of 100%
of the area planted with tomatoes and decrease in production of 30-90% for other farms. The causal agent of late blight, Phytophthora infestans, was
successfully isolated from infected plant tissues in February and March 2013. Identification of P. infestans was achieved through microscopic
observation and molecular analyses. Sporangia were lemon shaped, semipapillate and caduceus ranging from 36 to 41 µm in length and 13 to 30 µm in
width. The prevalence of grapevine leafroll and red blotch diseases in Washington vineyards
J. ADIPUTRA (1), P. Swamy (1), B. Donda (1), B. Bagewadi (1), N. Natra (1), R. Naidu (1)
(1) Washington State University, U.S.A. Four species of Phytophthora recovered from roots of American and hybrid chestnut seedlings and associated soils in the southeastern US
S. SHARPE (1), S. Jeffers (1), S. Clark (2)
(1) Clemson University, U.S.A.; (2) USDA Forest Service, U.S.A. Phylogenetic
analysis of sequences of the Saudi isolates of RCVMV and 40 other CP sequences of Carlavirus species from GenBank grouped in the same clade
though they had low homology percentages. Rubus yellow net virus: An integrated element in the raspberry genome
A. Diaz-Lara (1), N. Mosier (2), K. Keller (2), R. Martin (2)
(1) Oregon State University, U.S.A.; (2) USDA-ARS Horticultural Crops Rese Rubus yellow net virus (RYNV) infects Rubus spp. causing a serious decline when present in mixed infections and a vein chlorosis in indicator plants. RYNV belongs to the family Caulimoviridae, which can exist as infectious particles (exogenous) or integrated elements (endogenous). It was observed
that RYNV PCR-positive plants often did not induce symptoms in bioassays, suggesting an integrated element. Molecular techniques were used to
discriminate between exogenous and endogenous RYNV sequences. Reverse transcription-PCR using RYNV specific primers after DNase treatment
produced positive results for the virus in graft transmissible isolates only. To confirm these results, rolling circle amplification on DNA preparations
from these plants resulted in amplicons whose sequence belonged to RYNV. This suggested that graft-transmissible isolates contained an exogenous
version of the virus. In Southern blot analysis using Rubus genomic DNA digested with BamHI (one recognition site in the RYNV genome), samples
that were positive in bioassays for RYNV gave a single band the size of the RYNV genome, while plants with non-transmissible isolates produced three
extra bands. Next generation sequencing and appropriate bioinformatics programs are being used to identify the specific integration sites. These results
show that RYNV can be integrated into the raspberry genome and highlight the need to consider this phenomenon in future Rubus quarantine and
certification programs. Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R POKHAREL (1) Total nucleic acids were isolated from leaves
of three symptomatic watermelon plants, and subjected to rolling circle amplification (RCA). Libraries prepared for the RCA amplicons were subjected
to Illumina MiSeq, and reads were assembled using SeqMan NGen software. BLASTn analysis of assembled contigs revealed the presence of the DNA-
A and DNA-B genomic components most closely related to the Old World bipartite WmCSV. The three DNA-A components, at 2752 bp, shared 99-
100% nucleotide (nt) identity with each other, and 99% nt with a WmCSV isolate from Leith, Saudi Arabia [KJ939448]. The three DNA-B component
sequences, at 2757 bp, shared 96-97% nt identity with each other, and 96% nt identity with the DNA-B component of an isolate, also from Leith
[KJ939447]. This is the first report of WmCSV in the Leith, a farming community separated from Usfan by a vast, inhospitable desert. Necrotic Streaking of Asiatic Lilies caused by Plantago asiatica mosaic virus in Chile
X. BESOAIN (1), A. Vidal Takasaki (2), R. Camps (2)
(1) Pontificia Universidad Católica de Valparaíso, Chile; (2) Pontificia Universidad Católica Necrotic Streaking of Asiatic Lilies caused by Plantago asiatica mosaic virus in Chile
X. BESOAIN (1), A. Vidal Takasaki (2), R. Camps (2)
(1) Pontificia Universidad Católica de Valparaíso, Chile; (2) Pontificia Universidad Católica de Valparaíso, Chile During the spring of 2015 a survey was done in Quillota, in greenhouses with Asiatic hybrid lilies for cut flower. Symptomatic plants were found in four
different cultivars. Symptoms were brown necrotic streaking associated with irregular leaf chlorosis, and severely infected plants also showed brown
streaks in the stem and irregular necrosis in tepal tips. Only in cv. Litouwen it was observed that microbulbs replaced flower buds. Tissue extracts from
symptomatic plants were obtained and RT-PCR of gene RdRp was performed employing specific primers for Potexvirus. The obtained sequences
revealed 99% identity with the consensus sequences of PlAMV. After positive results for PlAMV, a pathogenicity test was performed on plants of two
cultivars of Asiatic lilies. Two isolates of PlAMV were inoculated in three plants for each isolate, and other three plants were left as controls. Forty-five
days after inoculation, plants from Asiatic cv. Indian Summerset showed a shorter stem, necrotic streaks in leaves and in the stems and chlorosis in
irregular pattern. Litouwen plants showed symptoms of decreased growth, brown necrotic streaks in the leaves associated with chlorosis and microbulbs
instead of flower buds. Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R POKHAREL (1) Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R. POKHAREL (1) (1) Maryland Dept of Agriculture, U.S.A. Arabis mosaic virus (ArMV) and grape leaf roll associated virus (GRLaV) cause significant crop loss in grapes. However, their natural incidence in
Maryland vineyards is not known, and several growers have reported symptoms similar to those caused by these viruses. To find their distribution, 15
vineyards were surveyed during August to September 2015 in Maryland. Up to six varieties per vineyard were examined for virus symptoms. Up to five
samples (symptomatic, if present) were collected from each variety. Two hundred seventy samples were tested for each virus group, including the three
most symptomatic samples per variety. These samples were tested using a double-antibody sandwich (DAS)-enzyme-linked immunosorbent assay
(ELISA) kit developed by Bioreba for GRLaV, and by Agdia for ArMV. Three groups of GRLaV (GRLaV- 1+3 and GRLaV- 2) were tested in two
groups. Forty percent of vine samples collected were symptomatic for GRLaV and 29% were symptomatic for ArMV. Only ten percent of samples were
found positive for ArMV. Similarly, only 1.1% of samples tested were positive for (GRLaV 1 + GRLaV 3) and 1.5% of samples were positive for
GRLaV-2. This result indicated that many plants exhibiting symptoms similar to GRLaV and ArMV were negative for these viruses. This may be
because symptoms observed in the field were produced by causes other than the virus tested. Further testing of such vines for other virus and virus-like
pathogens may help growers to manage this problem. First report of Watermelon chlorotic stunt virus in rain-fed farms in Usfan, Saudi Arabia
N. CHINGANDU (1), M. Al-Saleh (2), A Idris (3), J. Brown (1)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) Department of Plant Protection, King Saud University, Saudi Arabia; (3) University of Arizona,
School of Plant Sciences, Tucson, AZ, U.S.A. Watermelon (Citrullus vulgaris L.), an important crop in Saudi Arabia, is cultivated in the lowlands and wadis following seasonal winter rainfall, along
the western coast. Production of watermelon faces constraints imposed by abiotic stresses and biotic diseases, and insects, including whiteflies. During
spring 2015, >95% of watermelon plants growing on a farm near Usfan exhibited foliar chlorosis and mottling, and overall stunting symptoms,
reminiscent of those caused by Watermelon chlorotic stunt virus (WmCSV) (Begomovirus, Gemniviridae). Raspberry leaf curl disease GLRaVs mixed infections were detected in different
combinations from composite samples with GLRaV-1 + GLRaV-3 (2.5%) to be the most common, followed by GLRaV-2 + GLRaV-3 (2.1%) and
GLRaV-3 + GLRaV-4 (0.9%). Our results also revealed the presence of Grapevine fan leaf virus, Grapevine fleck virus, Grapevine Pinot gris virus,
Grapevine red blotch associated virus and Rupestris stem pitting associated virus (RSPaV). These results along with information generated on the
disease progress and insect vectors in BC will emphasize the importance of a clean plan network program for sustainability of Canadian wine grapes. S4.105 Grapevine leafroll disease (GLD) is a significant constraint to the production of wine grapes (Vitis vinifera) in Washington State. Grapevine leafroll
associated virus (GLRaV) 1, 2, 3, and 4 have so far been documented, with GLRaV-3 being the most widely distributed in Washington vineyards. However, recent reports of the occurrence of grapevine red blotch disease (GRBD) have raised concerns about the extent of its distribution in
Washington vineyards. Since the symptomatology of GLD and GRBD is highly similar in wine grape cultivars, reliable information on the prevalence of
these two diseases is necessary for deploying appropriate disease mitigation strategies. Towards this objective, surveys of vineyards were conducted
during 2014 and 2015 seasons in seven American Viticultural Areas of Washington. A total of 1,469 samples collected from fourteen red-berried and
five white-berried wine grape cultivars were tested for the presence of GLRaV-3 and Grapevine red blotch-associated virus (GRBaV) by polymerase
chain reaction (PCR)-based diagnostic assays. The PCR results were further confirmed by cloning and sequencing of virus-specific amplicons. The
combined data showed that 83.7% and 13.7% of samples were positive for GLRaV-3 and GRBaV, respectively, indicating that GLD is predominant
relative to GRBD in Washington vineyards. A multiplex PCR assay has been optimized for high throughput testing of grapevine samples for the
presence of GLRaV-3 and GRBaV. Association of Grapevine rupestris stem pitting-associated virus and Grapevine Pinot gris virus in declining grapevines on Schwarzman rootstock
H. MCCOWN (1), S. Bag (1), M. Eng (1), M. Sudarshana (2)
(1) University of California, U.S.A.; (2) USDA-ARS, U.S.A. Association of Grapevine rupestris stem pitting-associated virus and Grapevine Pinot gris virus in declining grapevines on Schwarzman rootstock
H. MCCOWN (1), S. Bag (1), M. Eng (1), M. Sudarshana (2)
(1) University of California, U.S.A.; (2) USDA-ARS, U.S.A. In the fall of 2014, in Napa County, California, four-year-old grapevines of Cabernet Sauvignon (Vitis vinifera) on Schwarzmann (V. riparia X V. rupestris) rootstock were found to exhibit red canopy and vine decline. Upon examination of the woody cylinder, the rootstocks, but not the scions, had
extensive stem pitting. To investigate the causal agent(s), nucleic acid extracts from affected grapevines were analyzed for viruses by RT-PCR assays. These vines tested positive for the Syrah strain of Grapevine rupestris stem pitting-associated virus (GRSPaV-Syrah) and negative for five leafroll-
associated viruses, three vitiviruses, and Grapevine red blotch-associated virus. Further examination by deep sequencing of a cDNA library, prepared
from the dsRNA fraction of cambial scrapings from the affected trunks, and subsequent bioinformatics analysis, revealed the presence of Grapevine
Pinot gris virus (GPGV) in addition to GRSPaV-Syrah. Canopy surveys conducted in the fall of 2015 indicated that >40% (n=342) of the vines had
declined. It is likely that the association of GPGV and GRSPaV may have a synergistic effect resulting in the stem pitting symptom. Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plants
M. MANZOOR (1), A. Bibi (2) ( )
( )
(1) Institute of agricultural sciences, University of the punjab, Pakistan; (2) institute of agricultural sciences, university of the Cotton is damaged by a group of viruses, responsible for cotton leaf curl disease complex, belongs to the genus Begomovirus; family Geminiviridae. The
present study unveils another virus which belongs to genus of the same family causing leaf curl disease in cotton. Agrobacterium-mediated inoculation,
of strain L of the chickpea chlorotic dwarf virus (CpCDV) (mastrevirus) isolated from cotton plants, to Nicotiana benthamiana, alone or in combination
with other begomovirus showed a remarkable difference in symptoms from very mild symptoms to severe cup shaped with stunted growth. The
variability in symptoms and their development in other parts of tested plants and subject viruses, belonging to different genera, perhaps owing to
difference in ORFs of subject viruses. Nucleotide sequence and genome organization of a novel Panicovirus from Bermuda grass
M. TAHIR (1), B. Lockhart (2), S. Grinstead (1), D. Mollov (1)
(1) USDA-ARS, U.S.A.; (2) University of Minnesota, Department of Plant Pathology, U.S.A. Bermuda grass (Cynodon dactylon) is widely used in tropical and subtropical areas for golf greens, athletic fields, and landscapes. Samples of Bermuda
grass displaying symptoms of decline were tested at the University of Minnesota plant virology lab. Spherical virus particles (28-30 nm) were observed
by transmission electron microscopy. Total RNA was extracted and sent for Next Generation Sequencing (NGS) on an Illumina platform. Contigs were
assembled using CLC Workbench, and analyzed using BLAST searches against reference genomes. A contig of about 4 kb contained four predicted
ORFs in an arrangement typical of viruses in the family Tombusviridae. Overlapping primer pairs were designed from the consensus sequence for RT-
PCR verification and sequence confirmation. All amplicons were cloned and the resulting sequences matched the original NGS contig. Amino acid
sequence comparisons of the putative replicase (RdRp) and movement and coat proteins (CP) showed sequence similarities in the range of 37-66%
compared to Thin paspalum asymptomatic virus, Cocksfoot mild mosaic virus, and Panicum mosaic virus. Phylogenetic analyses using the CP and RdRP
of this newly identified virus place it in the genus Panicovirus. The sequence of this Bermuda grass virus is sufficiently different from other viruses to
conclude it is a new member of the genus Panicovirus, family Tombusviridae. Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R POKHAREL (1) All symptomatic plants tested positive with specific primer for PlAMV and control plants tested negative. Koch’s postulates were
fulfilled for PlAMV on Lilium plants and the disease was called Necrotic Streaking of Lily caused by PlAMV affecting Asiatic cultivars. Trichosanthes latent virus (TrLV), a novel potyvirus from Trichosanthes cucumeroides in Japan
O. KIM (1), K. Kobayashi (2), K. Natsuaki (2), H. Shinohara (2), H. Negishi (2)
(1) Tokyo University of Agriculture (TUA), Japan; (2) Tokyo University of Agriculture (TUA), Japan Only a few studies have been conducted on incidence of plant viruses on wild cucurbit weeds in Japan. As wild and horticultural cucurbits often share
same viruses, epidemiological survey as well as precise identification of causal virus(es) is required for the efficient control strategy. We once reported
un-common potyvirus tentatively named as JK virus isolated from Trichosanthes cucumeroides (Kim et al., 2011). By additional surveys, most of S4.106 collected T. cucumeroides in Kanto region were found to be infected with JK virus showing high co-incidence with Papaya ringspot virus (PRSV). On
the contrary, as far as examined, JK virus was not detected from any wild cucurbit samples including Trichosanthes spp. in Okinawa Prefecture where
Papaya leaf distortion mosaic virus (PLDMV) infection on cucurbit weeds have been reported (Maoka and Hataya, 2005). Mechanical inoculation of JK
virus indicated a narrow host range limited to family Cucurbitaceae and showed symptomless or mild symptom when back-inoculated to T. cucumeroides. Compared with sequences of CI or CP regions from other potyviruses, JK virus shared less than 80% identity with PLDMV which was
the most closely related potyvirus. Therefore, JK virus can be considered as a novel potyvirus species, for which the name as Trichosanthes latent virus
(TrLV) is proposed. collected T. cucumeroides in Kanto region were found to be infected with JK virus showing high co-incidence with Papaya ringspot virus (PRSV). On
the contrary, as far as examined, JK virus was not detected from any wild cucurbit samples including Trichosanthes spp. in Okinawa Prefecture where
Papaya leaf distortion mosaic virus (PLDMV) infection on cucurbit weeds have been reported (Maoka and Hataya, 2005). Mechanical inoculation of JK
virus indicated a narrow host range limited to family Cucurbitaceae and showed symptomless or mild symptom when back-inoculated to T. cucumeroides. Compared with sequences of CI or CP regions from other potyviruses, JK virus shared less than 80% identity with PLDMV which was
the most closely related potyvirus. Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R POKHAREL (1) Therefore, JK virus can be considered as a novel potyvirus species, for which the name as Trichosanthes latent virus
(TrLV) is proposed. g
y
y p
y p
cucumeroides. Compared with sequences of CI or CP regions from other potyviruses, JK virus shared less than 80% identity with PLDMV which was
the most closely related potyvirus. Therefore, JK virus can be considered as a novel potyvirus species, for which the name as Trichosanthes latent virus
(TrLV) is proposed. Identification and characterization of Zucchini tigre mosaic virus on creeping cucumber in Japan
K. KOBAYASHI (1), H. Shinohara (2), H. Negishi (2), O. Kim (2)
(1) Tokyo University of Agriculture (TUA), Japan; (2) Tokyo University of Agriculture (TUA), Japan Creeping cucumber (Melothria pendula), a wild cucurbit weed, showing mottle and distortion symptoms was observed in Okinawa main island, Japan in
September 2015. Total RNA using TRIzol reagent extracted from collected samples was used for reverse transcription-polymerase chain reaction (RT-
PCR) with degenerate primers (CIFor and CIRev) for potyviruses (Ha et al., 2008) followed by cloning and sequencing. Obtained 637 nucleotides (nts)
sequence of partial CI region from isolate Oki-47 showed 86% with corresponding sequence from Zucchini tigre mosaic virus (ZTMV; accession no. KC345554) as a highest identity. When the whole coat protein (CP) coding region was considered, the nt and amino acid (aa) sequence identities shared
94% and 97% with Papaya ringspot virus (PRSV; accession no. AB583208) respectively. The compared PRSV isolate was re-classified as one of
ZTMV isolates by Romay et al. (2014). Serological test by western blotting assay revealed that isolate Oki-47 was closely related to PRSV, but not to
Papaya leaf distortion mosaic virus (PLDMV). Absence of PRSV, PLDMV, and Zucchini yellow mosaic virus (ZYMV) were also confirmed which are
known as major causal potyviruses infecting to cucurbits in Japan. This is the first report of ZTMV incidence in Japan as well as creeping cucumber for
its natural host. Complete nucleotide sequences of a new bipartite begomovirus from Malvastrum sp. plants with bright yellow mosaic symptoms in South Texas
O. ALABI (1), C. Villegas (2), L. Gregg (3)
(1) Dept. of Plant Pathology & Microbiology, Texas A&M University AgriLife Research & Extension Center, U.S.A.; (2) South Texas College, U.S.A.;
(3) Texas A&M AgriLife Research and Extension Center, U.S.A. Complete nucleotide sequences of a new bipartite begomovirus from Malvastrum sp. plants with bright yellow mosaic symptoms in South Texas
O. Survey of Arabis Mosaic and Grape Leaf Roll Associated virus in Maryland vineyards
R POKHAREL (1) ALABI (1), C. Villegas (2), L. Gregg (3)
(1) Dept. of Plant Pathology & Microbiology, Texas A&M University AgriLife Research & Extension Center, U.S.A.; (2) South Texas College, U.S.A.;
(3) Texas A&M AgriLife Research and Extension Center, U.S.A. Two isolates of a new bipartite Begomovirus, tentatively named as Malvastrum bright yellow mosaic virus (MaBYMV), were molecularly characterized
from naturally-infected Malvastrum sp. plants showing bright yellow mosaic disease symptoms in South Texas. The host plant genus identity was
determined by DNA barcoding of the non-coding trnH-psbA intergenic spacer region and the matK plastid gene. Restriction enzyme-digested rolling
cycle amplification products from symptomatic plants were used as template in PCR to amplify complete virus genome segments with pairs of newly-
designed abutting primers. The obtained ~2.7 Kb fragments were cloned and sequenced. Six complete DNA-A and five DNA-B genome sequences of
MaBYMV obtained from the two isolates ranged in length from 2,608-2,609 nucleotides (nt) and 2,578-2,605 nt, respectively. Both genome segments
share a 178-180 nt common region. In pairwise comparisons, complete DNA-A and DNA-B of MaBYMV were most identical (87-88% and 79-81%,
respectively) and phylogenetically related to corresponding sequences of Sida mosaic Sinaloa virus-[MX-Gua-06]. Further analysis showed that
MaBYMV is a putative recombinant virus, thus supporting the notion that malvaceous hosts may be influencing the evolution of several begomoviruses. The design of new diagnostic primers enabled the detection of MaBYMV in cohorts of Bemisia tabaci collected from symptomatic Malvastrum sp. plants, thus implicating whiteflies as potential vector of the virus. Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plants
M. MANZOOR (1), A. Bibi (2) Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plant
M. MANZOOR (1), A. Bibi (2) Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plants
M. MANZOOR (1), A. Bibi (2) g ( ),
( )
(1) Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, China Viral disease is one of main diseases of pepper production in Guangdong province of China. During 2013-2015, we surveyed the occurrence of the viral
disease and identified the viruses infecting pepper. The diseased samples of pepper were collected randomly from the main pepper-growing areas of
Guangdong. The diseased samples of the same survey location were mixed and extracted total RNA for deep sequencing of small RNA. The viruses
were verified by RT-PCR, respectively using the specific primers designed according to the assembling sequences. The diseased plants in fields
exhibited diversiform symptoms, including stunting, mosaic, chlorosis, leaf narrowing and distortion, and mottled. The sequence analysis results showed
that there were 16 species viruses infecting pepper, including Chilli ringspot virus, Broad bean wilt virus, Cucumber mosaic virus, Pepper vein yellows
virus, Chilli veinal mottle virus, Pepper veinal mottle virus, Pepper yellow leaf curl virus, Capsicum chlorosis virus, Tobacco mild green mosaic virus,
Pepper cryptic virus, Potato virus Y, Pepper mild mottle virus, Watermelon silver mottle virus, Tobacco mosaic virus, Bell pepper endornavirus,
Nicotiana tabacum pararetrovirus-like. The co-infection with two, three and more than three viruses accounted for 6.02%, 21.29% and 69.88% in one S4.107 diseased sample, respectively. It is concluded that the number of virus species infecting pepper crop was abundant and co-infection was common in
Guangdong of China. diseased sample, respectively. It is concluded that the number of virus species infecting pepper crop was abundant and co-infection was common in
Guangdong of China. Beet curly top virus strains associated with sugar beet in Idaho, Oregon, and a survey collection
C. STRAUSBAUGH (1), I. Eujayl (1), B. Wintermantel (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Curly top of sugar beet is a serious yield limiting disease in semi-arid production areas caused by Beet curly top virus (BCTV) and vectored by the beet
leafhopper. The primary means of control for BCTV is host resistance, but effectiveness of resistance can vary with BCTV strain. BCTV variation was
last investigated in Idaho and Oregon during a 2006-2007 survey, but changes in disease severity suggested a need for reevaluation. Therefore, 406 leaf
samples symptomatic for curly top were collected from sugar beet plants in commercial sugar beet fields in Idaho and Oregon from 2012 to 2015. Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plants
M. MANZOOR (1), A. Bibi (2) DNA
was isolated and the BCTV strain composition was investigated based on polymerase chain reaction (PCR) assays with strain specific primers for Severe
(Svr) and California/Logan (CA/Logan) strains and nonspecific primers that amplified Worland (Wor)-like strains. The 2006-2007 ID/OR BCTV
positive samples from sugar beet included the following strains: 87% Svr, 7% CA/Logan, and 60% Wor-like. BCTV strain distribution in the new survey
averaged 2% Svr, 30% CA/Logan, and 87% Wor-like. Whole genome sequencing (GenBank accessions KT276895 to KT276920) with overlapping
primers, suggests that the Wor-like strains included Wor, Colorado (CO), and a previously undescribed strain designated Kimberly1 (Kim1). These data
indicate there was a shift from Svr being one of the dominant BCTV strains in commercial sugar beet fields in 2006-2007 to being undetected at times in
recent years. Virus diseases: A major threat to high value vegetable crops in Bangladesh and Nepal
A. FAYAD (1), A. Fayad (1), R. Naidu (2) Virus diseases: A major threat to high value vegetable crops in Bangladesh and Nepal
A. FAYAD (1), A. Fayad (1), R. Naidu (2)
(1) Virginia Polytechnic Institute and State University, U.S.A.; (2) Washington State University, U.S.A. ( ),
y
( ),
( )
(1) Virginia Polytechnic Institute and State University, U.S.A.; (2) Washington State University, U.S.A. The Feed the Future Innovation Lab for Integrated Pest Management (IPM IL), a USAID-funded program managed by Virginia Tech, has been working
on identifying major threats to vegetable production in Bangladesh and Nepal. Surveys have been conducted in major production areas including those of
smallholder farmers. Results show a trend of emerging and re-emerging virus disease in cucurbits including cucumber, squash, pumpkin and other
gourds, tomato, pepper, potato, and okra. Research is focused on identifying sources of virus, with a special emphasis on insect vector and seed
transmission pathways. The IPM IL is working with farmers, researchers, and local and international NGOs in Bangladesh and Nepal to address
management of these virus diseases, and developing ecologically-based and environmentally friendly IPM strategies that reduce the reliance on synthetic
pesticides and improve yield while at the same time reducing damage to the environment and improving nutrition and health. IPM packages have been
developed and are being disseminated through farmer participatory approaches including IPM demonstration plots and farmer groups. Tomato yellow mottle virus (ToYMoV): Characterization of a newly emergent begomovirus associated with tomato disease in Costa Rica
M. MALIANO (1), M. Rojas (1), T. Validation of a novel gene target for detection and quantification of Clavibacter michiganensis subsp. nebraskensis, the causal agent of Goss’s
wilt
R. MCNALLY (1), C. Ishimaru (2), D. Malvick (2)
( )
i
i
f
i
( )
i
i
f
i R. MCNALLY (1), C. Ishimaru (2), D. Malvick (2)
(1) University of Minnesota, U.S.A.; (2) University of Minnesota, U.S.A. R. MCNALLY (1), C. Ishimaru (2), D. Malvick (2)
(1) University of Minnesota, U.S.A.; (2) University of Minnesota, U.S.A. Goss’s wilt of maize is a reemerging and significant disease caused by the bacterium Clavibacter michiganensis subsp. nebraskensis (Cmn). Despite its
expansion in North America, molecular tools for diagnosing and studying the epidemiology of this disease remain limited. Here we report the
identification of CMN_01184 as a novel gene target and demonstrate its use for development of conventional PCR (cPCR) and quantitative PCR (qPCR)
assays for detection and quantification of Cmn. Primers designed for cPCR and qPCR were evaluated for specific amplification of CMN_01184 using a
diverse collection of 129 bacterial and fungal isolates, including multiple corn pathogens, environmental organisms from agricultural fields, and all
known subspecies of C. michiganensis. Of these, only isolates of Cmn tested positive for CMN_01184. To evaluate the utility of CMN_01184 for in situ
detection of Cmn, cPCR and qPCR based on this target gene was performed on infested field soil and naturally infected corn leaves containing Cmn. CMN_01184 was amplified only in soil samples and leaves containing Cmn. Finally, in greenhouse studies, systemic infection of corn leaves by Cmn
was quantified over a two-week infection period using the qPCR assay based on CMN_00184. The results demonstrate collectively that specific and
sensitive PCR assays based on CMN_01184 can aid in diagnosis as well as studies of the epidemiology and ecology of Goss’s wilt. In-field detection of the select agent Rathayibacter toxicus using loop-mediated isothermal amplification
M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Stack (5) M. ARIF (1), G. Busot (2), R. Mann (3), B. Rodoni (4), J. Infectivity analysis of strain L of chickpea chlorotic dwarf virus, a cotton mastrevirus, in Nicotiana benthamiana plants
M. MANZOOR (1), A. Bibi (2) Melgarejo (2), M. Macedo (3), N. Barboza (4), A. Inoue Nagata (3), R. Gilbertson (5)
(1) UC Davis, davis, CA, U.S.A.; (2) Universidad Nacional Agraria La Molina, Peru; (3) University of Brasilia, Brazil; (4) Universidad de Costa Rica,
Costa rica; (5) UC Davis, CA, U.S.A. Tomato yellow mottle virus (ToYMoV): Characterization of a newly emergent begomovirus associated with tomato disease in Costa Rica
M. MALIANO (1), M. Rojas (1), T. Melgarejo (2), M. Macedo (3), N. Barboza (4), A. Inoue Nagata (3), R. Gilbertson (5)
(1) UC Davis, davis, CA, U.S.A.; (2) Universidad Nacional Agraria La Molina, Peru; (3) University of Brasilia, Brazil; (4) Universidad de Costa Rica,
Costa rica; (5) UC Davis, CA, U.S.A. Tomato production in Costa Rica is affected by diseases caused by whitefly-transmitted begomoviruses. Since the early 1990s, the main virus involved
was the New World (NW) bipartite Tomato yellow mottle virus (ToYMoV), which was associated with stunting and yellow mottling. To fulfill Koch’s
postulates, putative full-length were obtained. Nicotiana benthamiana and tomato seedlings inoculated with the ToYMoV DNA-A and DNA-B clones
developed stunting and yellow mottling of leaves, confirming the infectivity of the clones. Sequence analysis revealed that ToYMoV is closely related to
bipartite tomato-infecting begomoviruses from Mexico and Guatemala. Multimeric clones were generated and used to assess the host range of ToYMoV. More recently, the NW bipartite Tomato leaf curl Sinaloa virus (ToLCSiV) and the invasive Old World (OW) monopartite Tomato yellow leaf curl virus
(TYLCV) were introduced to Costa Rica where they have caused yield losses. Pseudorecombinants made between infectious DNA-A and DNA-B clones
of ToYMoV and ToLCSiV did not induce symptoms. Tomato plants inoculated with cloned DNAs of TYLCV, ToLCSiV and ToYMoV alone or in
mixtures revealed that symptoms of ToLCSiV and ToYMoV appeared earlier than those of TYLCV. However, within 14 days after inoculation, TYLCV
symptoms became dominant, although ToLCSiV and ToYMoV were still detected at high levels. These results will be discussed in terms of synergy
among these viruses. Development of recombinase-polymerase amplification assay for the detection of Western X phytoplasma (‘Candidatu
sweet cherry VqPCR assay results obtained using two different chemistries including
SYBR® and TaqMan® will be presented. Development of a multiplex real-time PCR for the improved detection of citrus canker-causing Xanthomonas
V. MAVRODIEVA (1), G. Santillana (1), G. Dennis (2)
(1) USDA APHIS PPQ S&T Beltsville Laboratory, U.S.A.; (2) USDA APHIS PPQ S&T, U.S.A. To improve on the current assay for the detection of all citrus canker causing Xanthomonas which targets the pthA gene, a multiplex assay was developed
to incorporate the 16S rRNA gene as a second target. Two new pthA amplisets designed to have better sensitivity than the current one, and two new 16S
amplisets were evaluated individually, and in multiplex format. The PCR product of each ampliset was sequenced and verified to be the correct targets. Primers and probes interaction was determined and optimal concentrations selected followed by dNTP and MgCl2 concentrations optimization for the
different ampliset combinations. In silico and experimental specificity analyses were performed. All amplisets were found to have a 100% match with
the target organism. The pth-targeted amplisets showed cross-reactivity to some non-citrus Xanthomonas but not to other citrus-infecting genera. The
method being developed targets symptomatic citrus therefore cross-reactions of the primers with Xanthomonas spp. of other crops should not interfere
because most xanthomonads exhibit highly restricted host range (Delcourt et al., 2013). One of the 16S amplisets showed insufficient specificity thus
was excluded from further optimization studies. Initial comparability studies suggest that the new pthA amplisets (used in multiplex with 16S rRNA
gene) may be more sensitive than the currently used uniplex (pthA), having lower Ct values for the sets of archived diagnostic samples tested. Development of a rapid and reliable isothermal AmplifyRP diagnostic assay for specific detection of Xylella fastidiosa
R. LI (1), P. Russell (2), N. Mcowen (2), B. Davenport (2), S. Zhang (2)
(1) Agdia Inc., U.S.A.; (2) Agdia Inc, U.S.A. Development of a rapid and reliable isothermal AmplifyRP diagnostic assay for specific detection of Xylella fastidiosa
R. LI (1), P. Russell (2), N. Mcowen (2), B. Davenport (2), S. Zhang (2)
(1) Agdia Inc., U.S.A.; (2) Agdia Inc, U.S.A. Xylella fastidiosa, infecting 309 plant species belonging to 63 families and 193 genera, is a regulated bacterial pathogen in many countries. Recently X. fastidiosa was associated with the devastating olive quick decline syndrome (OQDS) in southeastern Italy, resulting in an unprecedented concern to its
spread in Mediterranean countries. Development of recombinase-polymerase amplification assay for the detection of Western X phytoplasma (‘Candidatu
sweet cherry Development of recombinase-polymerase amplification assay for the detection of Western X phytoplasma (‘Candidatus Phytoplasma pruni’) in
sweet cherry Resurgence of Western X disease (WX) of sweet cherry (P. avium), caused by WX phytoplasma (‘Candidatus Phytoplasma pruni’), has been observed in
Washington State (WA) in recent years. The disease presents a major economic impact in WA sweet cherry production as affected trees not only decline
but produce unmarketable small, insipid fruits. In this study, an isothermal recombinase-polymerase amplification assay (RPA) for the detection of WX
phytoplasma was developed. Using sequence data generated by high-throughput sequencing of three isolates of WX phytoplasma from WA along with
sequence available in the GenBank database, primers and probe were selected within the immunodominant protein (idpA) coding region. The RPA assay
system has three attributes that make it a very useful tool for detection of WX phytoplasma by cherry growers: (1) it is fast and simple – results are
obtained in 20 minutes and because it uses only crude sap preparation, no sophisticated equipment for nucleic acid extraction is necessary; (2) it is
sensitive – the RPA assay showed similar sensitivity with PCR both in temporal detection throughout the growing season and the amount of bacterial
DNA detected; and (3) it is specific only to WX phytoplasma. Additionally, RPA detected WX phytoplasma from total DNA extracts of three known
leafhopper vectors of the pathogen; this makes it a valuable tool in pathogen vector research. p
M. KUNTA (1), E. Louzada (1), P. Vedasharan (1)
(1) Texas A&M University-Kingsville Citrus Center, Citrus Huanglongbing, associated with Candidatus Liberibacter asiaticus (CLas), is the most serious disease in the USA causing substantial economic
losses. The real-time PCR (qPCR) assays used to detect CLas have a limitation that they cannot differentiate live and dead bacterial cells. Accurate
quantification of live CLas cells in the plant tissue is essential to devise effective disease management strategies and to test the efficacy of new disease
control methods. Several optimized quantitative real-time PCR methods using propidium monoazide (VqPCR), a DNA-binding dye, to quantify live
CLas populations were described. However, it is unclear if live CLas populations vary with age of the leaf and varying degrees of HLB disease symptom
development. To address this question, we have quantified the levels of live CLas populations in grapefruit leaves at different maturity stages and leaves
with varying levels of symptoms collected from naturally infected field trees. Development of recombinase-polymerase amplification assay for the detection of Western X phytoplasma (‘Candidatu
sweet cherry In order to meet the needs for quarantine detection and field diagnostics, Agdia developed an advanced AmplifyRP
assay for the detection of X. fastidiosa. The assay combined both endpoint (Acceler8) and real-time (XRT) detection in a single reaction PCR tube. This
characteristic allows users to either collect the quantitative fluorescence data using a portable fluorometer or observe the qualitative test result in a
disposable detection chamber. The assay is as sensitive as that of the published quantitative real-time PCR and has no cross-reaction to the closely related
Xanthomonas species and numerous tested host plants including grape, citrus, and olive. The assay uses crude plant extracts and is applicable for use in
both laboratories and fields. This assay provides users a fast and reliable tool to detect X. fastidiosa carried by plant materials and insect vectors from the
contaminated regions. Recombinase polymerase-based diagnostics for in-field detection of Pseudomonas syringae pv. actinidiae
J. STACK (1), M. Arif (2), J. Rascoe (3), M. Nakhla (3), G. Busot (1)
(1) Kansas State University, U.S.A.; (2) Kansas State Univesrity, U.S.A.; (3) USDA APHIS PPQ CPHST, U.S.A. In-field detection of the kiwifruit pathogen, P. syringae pv. actinidiae (Psa), will support plant biosecurity decisions regarding trade and production. To
detect and discriminate among Psa strains (including the 2008 global outbreak strain, Psa-V), a Recombinase Polymerase Amplification (RPA) assay
was developed for laboratory and field use. Primer sets targeting two effector genes (hopZ3 and hopZ5) were designed and screened against isolates of
highly virulent Psa and closely related P. syringae pathovars. All Psa strains can be detected by the presence of hopZ3 amplicons but only the virulent
type, Psa-V or biovar 3, is detectable by hopZ5 amplicons. Because RPA assays were coupled to lateral flow device (LFD), reverse primer were labeled
with either biotin or digoxigenin and the reaction was developed in the presence of a carboxyfluorescein (FAM) labeled probe. RPA assays had an
amplification time of 10 minutes. Sensitivity determinations indicated a detection limit of 1 pg or 100 fg depending of the targeted gene. Isothermal
assays are a rapid diagnostic assay that enables the early detection of pathogens and a valuable tool for in-field pathogen detection to support plant
biosecurity decisions. Evidence for seed transmission of Xylella fastisiosa in pecan (Carya illinoinensis)
K. CERVANTES (1), D. Ray (1), R. Stamler (2), J. French (1), J. Soneji (3), R. Heerema (4), L. Grauke (5), J. Evidence for seed transmission of Xylella fastisiosa in pecan (Carya illinoinensis)
K. CERVANTES (1), D. Ray (1), R. Stamler (2), J. French (1), J. Soneji (3), R. Heerema (4), L. Grauke (5), J. Randall (4)
(1) New Mexico State University, Las Cruces, NM, U.S.A.; (2) New Mexico State University, U.S.A.; (3) NMSU, Las Cruces, NM, U.S.A.; (4) New
Mexico State Universitye, Las Cruces, NM, U.S.A.; (5) USDA-ARS Pecan Breeding, Somerville, TX, U.S.A. Validation of a novel gene target for detection and quantification of Clavibacter michiganensis subsp. nebraskensis, the causal agent of Goss’s
wilt
R. MCNALLY (1), C. Ishimaru (2), D. Malvick (2)
( )
i
i
f
i
( )
i
i
f
i Stack (5)
(1) Kansas State University, Manhattan, KS, U.S.A.; (2) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A.; (3)
Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Bundoora, Australia; (4) Department of Economic
Development, Jobs, Transport and Resources, Latrobe University, Australia; (5) Department of Plant Pathology, Kansas State University, Australia (1) Kansas State University, Manhattan, KS, U.S.A.; (2) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A.; (3)
Department of Economic Development, Jobs, Transport and Resources, Latrobe University, Bundoora, Australia; (4) Department of Economic
Development, Jobs, Transport and Resources, Latrobe University, Australia; (5) Department of Plant Pathology, Kansas State University, Australia Early, accurate and sensitive detection of Rathayibacter toxicus by plant health officials would improve inspections of imported annual ryegrass hay and
seed at ports of entry and enhance in-field detection by biosecurity surveillance personnel. The gram positive bacterium and select agent R. toxicus
produces a toxin in annual ryegrass (Lolium rigidum). Livestock deaths in Australia due to toxin contaminated ryegrass have raised concerns about the
global spread of R. toxicus in ryegrass hay and seed. Genomes from all available R. toxicus populations were explored to design target-specific loop-
mediated isothermal amplification (LAMP) primers. Gene rpoD was selected for primers design. Internal LAMP primers targeting the ITS gene of host
plant L. rigidum were also designed to enhance reliability and accuracy. Genie II, Sybr Green I and lateral flow device were used for LAMP assays. The
developed assays were validated in silico against the NCBI GenBank nucleotide database and in vitro against the inclusivity and exclusivity panels for
specificity. In-field assays were performed in South Australia; accurately detected R. toxicus from infected annual ryegrass samples. The developed S4.108 LAMP assays are sensitive, accurate and easy to implement. The proposed LAMP method will be helpful in diagnostics, surveys, disease management,
and biosecurity decisions to support export/import of annual ryegrass. Real-time PCR detection and discrimination of the parsley pathogens Pseudomonas syringae pv. apii and Pseudomonas syringae pv.
coriandricola
J. REINTKE (1), G. Hiddink (2), D. Sanchez Mendez (2)
(1) Enza Zaden BV Netherlands; (2) Enza Zaden BV Netherlands Real-time PCR detection and discrimination of the parsley pathogens Pseudomonas syringae pv. apii and Pseudomonas syringae pv. coriandricola
J. REINTKE (1), G. Hiddink (2), D. Sanchez Mendez (2)
(1) Enza Zaden BV, Netherlands; (2) Enza Zaden BV., Netherlands detection and discrimination of the parsley pathogens Pseudomonas syringae pv. apii and Pseudomonas syringae pv. J. REINTKE (1), G. Hiddink (2), D. Sanchez Mendez (2)
(1) Enza Zaden BV, Netherlands; (2) Enza Zaden BV., Netherlands J. REINTKE (1), G. Hiddink (2), D. Sanchez Mendez (2)
(1) Enza Zaden BV, Netherlands; (2) Enza Zaden BV., Netherlands Bacterial leaf spot in parsley is caused by two different Pseudomonas syringae pathovars, Pseudomonas syringae pv. apii and Pseudomonas syringae pv
coriandricola (Koike, Bull, 2011 Bull et al, 2011). Both were identified as causal agents in outbreaks of bacterial leaf spot in parsley. Seed was claimed
to be the initial source of infection. Current seed test methods include a pathogenicity tests but lack confirmation methods. Therefor a realtime PCR
assay was developed to detect and discriminate the two pathovars causing leaf spot disease in parsley. The primers and probes were developed on
sequence variation in the gap1-gene of 35 closely related Pseudomonas syringae pathovars. Both P.s. apii and P.s. coriandricola were amplified with the
forward primer 5’-ACCCAGTCGATGATCCCGA-3’, reverse primer 5’-AGCGAAACGTTGATCACCGG-3’, while probes differentiated P.s. apii (5’-
6FAM-CAGGCAAACTGACCGGCATGGCCGTT-BHQ1-3’) from P.s. coriandricola (5’- HEX-CGGGCAAGCTCACGGGGATGGCTGTT-BHQ1-
3’). Primers and probe showed sufficient discriminative power at the genomospecies level when tested on 52 closely or non-related strains. Primers were
used in an improved seed health tests for the detection of P.s. apii and P.s. coriandricola on parsley seeds. The seed health test was validated and test
results were confirmed for biological relevance using grow-outs of all used seed lots. PCR Assays for the Detection of Xanthomonas euvesicatoria, Causal Agent of Bacterial Spot on Pepper and Tomato Plants
R. JEONG (1), S. Son (2), M. Kyeon (2), H. Lee (3), J. Cha (2)
(1) Chungbuk National University, Korea; (2) Department of Plant Medicine, Chungbuk National University, Korea; (3) Animal and Plant Quarantine
Agency, Korea Xanthomonas euvesicatoria (Xev) causes bacterial spot disease on pepper and tomato plants. A specific detection technique for this pathogen is
important for the management of the disease and an efficient plant quarantine services. To obtain species-specific primers for PCR assays, low
homologous ORFs of Xanthomonas euvesicatoria 85-10 to genes in NCBI GenBank were selected by BLASTn. Development of recombinase-polymerase amplification assay for the detection of Western X phytoplasma (‘Candidatu
sweet cherry Randall (4)
(1) New Mexico State University, Las Cruces, NM, U.S.A.; (2) New Mexico State University, U.S.A.; (3) NMSU, Las Cruces, NM, U.S.A.; (4) New
Mexico State Universitye, Las Cruces, NM, U.S.A.; (5) USDA-ARS Pecan Breeding, Somerville, TX, U.S.A. S4.109 Xylella fastidiosa is a gram-negative bacterial phytopathogen found exclusively in the xylem tissue of host plants. In pecan (Carya illinoinensis), X. fastidiosa was previously shown to be the causal agent of pecan bacterial leaf scorch (PBLS) in the United States and was shown to result in yield losses
and a reduction in overall plant health. We observed that X. fastidiosa in pecan is difficult to detect through PCR due to non-specific amplification and
inhibition from phenolic compounds, additional efforts are being made to improve PCR diagnosis of this pathogen in pecan tissue and to determine the
location of bacterial populations in infected trees. In previous studies on pecan, X. fastidiosa was presumed to be solely transmitted via xylem-feeding
insect vectors such as sharpshooters and spittlebugs. However, in this study, PCR and sequence analysis identified the presence of X. fastidiosa in pecan
seed from multiple cultivars. Currently, greenhouse studies are in progress to determine if X. fastidiosa in pecan seeds is viable and able to colonize
seedling tissues. In addition, a microbiome enrichment kit will be used to identify microbial populations present in the samples using next generation
sequencing (NGS). Real-time PCR detection and discrimination of the parsley pathogens Pseudomonas syringae pv. apii and Pseudomonas syringae pv.
coriandricola
J. REINTKE (1), G. Hiddink (2), D. Sanchez Mendez (2)
(1) Enza Zaden BV Netherlands; (2) Enza Zaden BV Netherlands Xev60 F/R primers that were designed
from one of the select ORFs amplified specific DNA from all of tested strains of Xev including the 9 internationally collected strains and 67 Korean
strains while the primers did not amplified any DNA from the 20 internationally collected strains of 3 other bacterial spot-causing Xanthomonads, X. vesicatoria, X, perforans, and X. gadneri and the other plant pathogenic bacteria. Taqman probe, Xev60-Tq was designed from the inside the PCR
amplicon. Real-time PCR with Xev60 F/R and the Xev60-Tq probe generated Ct values with dose-dependent of target DNA () and Ct values of Xev
strains were above of threshold Ct value for positive detection. PCR assays developed in this study can reliably detect and identify Xev. Loop-mediated isothermal amplification for the detection of soft rot causing Dickeya spp. G. MARRERO (1), J. Yasuhara-Bell (2), M. Melzer (2), A. Alvarez (2)
1) University of Hawaii at Manoa, U.S.A.; (2) University of Hawaii at Manoa, U.S.A. Dickeya spp. cause soft rot, wilt and blackleg diseases in a wide range of plants and crops of agricultural importance. The emerging pathogen D. solani
may be a contributing factor to the increased incidence of blackleg and soft rot diseases on potato in Europe, whereas D. dianthicola, a close relative, is
currently listed on the European and Mediterranean Plant Protection Organization’s list of pests recommended for regulation as quarantine pests. Presently, the North American Plant Protection Organization has placed D. solani on the U.S. list for emerging pest alerts. Symptoms caused by Dickeya
spp. can be confused with those produced by Pectobacterium spp. in the field; differentiation of these two soft rot causing groups is time-consuming and
requires multiple assays for confirmation. Therefore a robust rapid diagnostic test for the differentiation and detection of Dickeya spp. was developed
using loop-mediated isothermal amplification (LAMP). In this study, a genus-specific LAMP assay was developed using whole genome data. The
specificity of the assay was evaluated on six of the seven recognized Dickeya species and Pectobacterium spp. associated with potato; the LAMP assay
only showed positive reactions with Dickeya spp. Direct detection of Dickeya from infected plant tissue was assessed and provided a result in less than
30 minutes. This LAMP assay offers a rapid and sensitive way for testing of Dickeya spp. from plant samples. A computer program for fast and easy typing of Ralstonia solanacearum species complex strains into genospecies and sequevars 1&2
M. STULBERG (1), Q. Huang (2)
(1) FNPRU, USDA/ARS & ORISE, U.S.A.; (2) FNPRU, USDA/ARS, U.S.A. The phytopathogen Ralstonia solanacearum is a species complex that contains race 3 biovar 2 strains belonging to phylotype IIB sequevars 1 and 2 that
are quarantined or select agent pathogens. Recently, the R. solanacearum species complex strains have been reclassified into three genospecies: R. solanacearum, R. pseudosolanacearum and R. sygyzii. An unidentified R. solanacearum strain is considered a select agent in the US until proven to be a
non-race 3 biovar 2 (non-phylotype IIB sequevars 1&2). We wrote a computer program that analyzes a minimum 400-bp user-input egl sequence from a
R. solanacearum species complex strain for egl homology and SNP content to determine 1) whether it belongs to the R. solanacearum species complex,
2) if so, to which genospecies, and 3) whether it is of the sequevar type (sequevars 1 and 2) associated with the select agent/quarantined R. solanacearum
strain. The program correctly typed all 371 tested egl sequences with known sequevars. It also successfully typed 25 R. solanacearum strains with no
prior sequevar information, as well as 4 strains from infected plant samples, using their partial egl sequences amplified and sequenced with primers
designed in this study. The Ralstonia solanacearum typing program does not require expertise or specific knowledge to use, gives results in seconds, and
provides data interpretation for the user regarding the genospecies and sequevar 1 or 2 status of the strain in question. Real-time PCR detection and discrimination of the parsley pathogens Pseudomonas syringae pv. apii and Pseudomonas syringae pv. coriandricola Development of a loop-mediated isothermal amplification assay for the detection of Harpophora maydis
N. GONZALEZ (1), G. Munkvold (1)
(1) Iowa State University, U.S.A. Development of a loop-mediated isothermal amplification assay for the detection of Harpophora maydis
N. GONZALEZ (1), G. Munkvold (1)
(1) Iowa State University, U.S.A. Harpophora maydis, a seedborne fungal plant pathogen that causes late wilt of maize, is an important pathogen that occurs in Africa, Europe and Asia,
but not in the Americas. It is a high-priority quarantine pathogen listed on the APHIS-PPQ OPIS pest list. Thus, there is a need for effective pathogen
detection assays that can be used to identify contaminated seeds. We have developed a loop-mediated isothermal amplification (LAMP) assay to detect
H. maydis based on a specific AFLP sequence from GenBank. H. maydis isolates were grown on PDA and DNA was extracted with the Extract-N-Amp
plant kit. A primer set (AFLP 17) consisting of 5 primers recognizing different regions of the target sequence was designed using Primer Explorer V4
software. The LAMP reactions were performed in a 25 µl reaction mix (1X Isothermal master mix) and incubated at 67°C for 25 minutes. The amplified
products were detected by fluorescence and results were confirmed by gel electrophoresis. The LAMP assay showed specificity to the pathogen as shown
by negative amplification when tested with other fungal species and was developed without the need to standardize DNA concentrations. The assay was
effective for detecting the pathogen in seed samples containing inoculated seeds. This LAMP assay should be suitable as a fast, easy to perform and
reliable method to detect H. maydis, providing a tool to help prevent the introduction of this potentially devastating pathogen into the USA. Using Color Spectrophotometry to Evaluate Disease Severity of Macrophomina phaseolina in Soybean
J. JORDAN (1), A. Mengistu (2), H. Kelly (1)
(1) University of Tennessee, U.S.A.; (2) USDA, U.S.A. Charcoal rot is a soilborne disease of soybean caused by the fungus Macrophomina phaseolina (Tassi) Goid. The fungus is associated with hot dry
weather and can dramatically reduce yields. Two current methods are used to evaluate disease severity in root tissues: colony forming units (CFU) and
visual severity ratings. These methods are time consuming and expensive. Therefore, a more efficient methodology is needed to improve the screening
process. We evaluated the use of color spectrophotometry as an alternative method for screening disease severity in 2006-2010 using 340 conventional
and 893 roundup ready cultivars. Relative post-inoculation detection frequencies of ‘Candidatus Liberibacter solancearum’ haplotypes in three solanaceous hosts
C. RUSH (1), L. Paetzold (1), F. Workneh (1)
(1) T
A&M A
iLif R
h B
hl
d TX U S A Relative post-inoculation detection frequencies of ‘Candidatus Liberibacter solancearum’ haplotypes in three solanaceous hosts
C. RUSH (1), L. Paetzold (1), F. Workneh (1)
(1) Texas A&M AgriLife Research, Bushland, TX, U.S.A. Relative post-inoculation detection frequencies of ‘Candidatus Liberibacter solancearum’ haplotypes in three solanaceous hosts
C. RUSH (1), L. Paetzold (1), F. Workneh (1)
(1) Texas A&M AgriLife Research, Bushland, TX, U.S.A. ‘Candidatus Libreibacter solanacearum’ (Lso), vectored by the potato psyllid (Bactericera cockerelli), is a putative bacterial pathogen, which causes
potato zebra chip disease. The pathogen also infects all known solanaceous plants including peppers and tomatoes. Currently there are two haplotypes (A
and B) of the pathogen identified from potatoes, and individual psyllids can carry either A or B or both. Greenhouse experiments were conducted to
investigate post-inoculation relative incidences of the haplotypes in host plants (pepper, potato, and tomato) and in successive psyllid generations reared
on the hosts. Plants were infested with psyllids in 5 cages each (12 psyllids/cage) with each cage containing 2 plants. Psyllids were obtained from a S4.110 colony in which nearly 90% were positive for A+B (the rest B). Plant and psyllid samples from the cages were collected 3 times (about every 2 weeks)
beginning 6 weeks after infestation and tested for Lso haplotypes using qPCR and SYBR analysis. There was a highly significant difference among the
hosts in incidence of the haplotypes (Chisq=15.3, P<0.0001). In peppers, 70% of the haplotypes were A, and 30% A+B. Haplotype B by itself was not
detected. In potatoes, 75, 18, and 7% of haplotypes were A+B, B, and A, respectively. However, nearly all samples from tomatoes (96.7%) had
haplotype A+B (the rest B) but A as a single haplotype was not detected. Haplotype frequencies in psyllids followed a similar detection pattern. colony in which nearly 90% were positive for A+B (the rest B). Plant and psyllid samples from the cages were collected 3 times (about every 2 weeks)
beginning 6 weeks after infestation and tested for Lso haplotypes using qPCR and SYBR analysis. There was a highly significant difference among the
hosts in incidence of the haplotypes (Chisq=15.3, P<0.0001). In peppers, 70% of the haplotypes were A, and 30% A+B. Haplotype B by itself was not
detected. In potatoes, 75, 18, and 7% of haplotypes were A+B, B, and A, respectively. Relative post-inoculation detection frequencies of ‘Candidatus Liberibacter solancearum’ haplotypes in three solanaceous hosts
C. RUSH (1), L. Paetzold (1), F. Workneh (1)
(1) T
A&M A
iLif R
h B
hl
d TX U S A However, nearly all samples from tomatoes (96.7%) had
haplotype A+B (the rest B) but A as a single haplotype was not detected. Haplotype frequencies in psyllids followed a similar detection pattern. Early detection of Leifsonia xyli subsp. xyli, the causal agent of ratoon stunting disease, in sugarcane seedlings
D. OLIVERA (1), A. Urashima (1)
(1) Federal University of Sao Carlos, Brazil The first major change of the Brazilian sugarcane industry over the last decades occurred when mechanical harvest replaced the manual cuttings of
burned canes. The second transformation has started with mechanization of planting materials thanks to new methodologies such as pre-sprouted cane
(PSC). To ensure the success of this innovation, however, is paramount the use of clean seed cane especially against ratoon stunting disease, caused by
the fastidious bacterium Leifsonia xyli subsp. xyli (Lxx), which can only be spread over new areas by contaminated propagative materials. Therefore, the
purpose of this work was to develop a routine diagnostic test for early detection of Lxx in PSC seedlings. In the first assay, four previously published pair
of primers, Cxx ITSf#5/Cxx ITSr#5, Cxx1/Cxx2, C2F/C2R, LX23SF/LX23SR, was challenged under the original conditions, as well as, our own
modifications against adult diseased sugarcane with various concentrations of Lxx. In the second assay, two of the best primers/conditions were tested
against PSC of 45 and 60 days of age derived from propagative materials with different levels of Lxx (106 to 109 UFC/ml). Our result showed primers
Cxx ITSf#5/Cxx ITSr#5 run under our modified conditions was the most efficient since Lxx was detected in all 52 PSC seedlings of 45 days, including
all 18 resulted from propagative materials contaminated with 106 UFC/ml. Part of MSc dissertation by the second author at PPGPVBA, CAPES
Scholarship. Development of a loop-mediated isothermal amplification assay for the detection of Harpophora maydis
N. GONZALEZ (1), G. Munkvold (1)
(1) Iowa State University, U.S.A. Field plants were sampled at the R7 growth stage and evaluated using CFU, visual ratings (1-5 scale), and a color
spectrophotometer. As previously reported, CFU values and visual ratings were predictive of each other across all years (F=7.66, p<0.05). Color data
was not predictive of severity ratings (F = 2.70, p = 0.10), however they were negatively correlated across all years (r = -0.62, p<0.001). This association
suggests that this method may be used as alternative in disease severity quantification of charcoal rot. Detection of Erysiphe necator fungicide-resistant alleles in leaf and air samples using novel molecular diagnostic techniques
J. YAMAGATA (1), B. Warneke (2), T. Neill (3), W. Mahaffee (4), L. Miles (5), A. Schilder (6)
(1) CSU Monterey Bay, Seaside, CA, U.S.A.; (2) Oregon State University, Corvallis, OR, U.S.A.; (3) USDA ARS, Corvallis, RI, U.S.A.; (4) USDA
ARS, Corvallis, CA, U.S.A.; (5) Hartnell College, Salinas, CA, U.S.A.; (6) Michigan State University, Department of Plant, Soil and Microbial Sciences,
East Lansing, MI, U.S.A. Erysiphe necator (En) the causal agent of grapevine powdery mildew is managed using fungicides such as quinone outside inhibitors (QoIs). Unfortunately, En is known to develop resistance to QoIs by a single nucleotide polymorphism, resulting in an amino acid substitution (G143A) in
cytochrome b. To monitor this allele, a TaqMan assay was developed and validated against powdery mildew DNA from strawberry, blueberry, snap pea,
squash, Gerbera daisy, rose, and oak plants. Single spored DNA isolates (n = 103) were used to verify the accuracy of the TaqMan assay by comparing it
to previous trifloxystrobin germination tests. In-vitro tests of single spored isolates identified 20% as the necessary proportion of the mutant allele in a
mixed DNA sample to test positive for resistance. Leaf and air samples from Oregon (n = 130) were utilized in field validations. Digital droplet PCR was
also utilized to quantify the allele distribution in a mixed DNA sample and lowered the detection limit the mutant allele for positive resistance to <5% of
the total E. necator DNA present. This study resulted in novel allele-specific TaqMan and Digital droplet PCR assays that detect G143A in En. This
assay could be used to significantly reduce the labor required in dealing with leaf and air samples of En in the laboratory and could be used to more
closely monitor resistance development for a standard management program of grapevine powdery mildew. Inmunochemical detection of the Silvelrleaf disease of fruit trees caused by Chondrostereum pupureum
D. GRINBERGS (1), J. Chilian (1), A. France (1)
(1) Instituto de Investigaciones Agropecuarias, Chile The Silverleaf disease affects numerous species, including important fruit crops such as apple, blueberry, cherry, kiwi, peach, pear and plum. The leaves
silvering is caused by the acumulation of an enzyme (endoPG) produced by Chondrostereum purpureum, however, foliar symptoms are not visible untill
the third year after the orchard plantation. Curative control is not effective, thus, an early detection is essential to avoid the fungus dissemination. Therefore, the objective of this work was to develop an early and non destructive method to detect the disease. Using the endoPG’s aminoacidic
sequence, monoclonal antibodies were synthesized and DAS-ELISA protocol developed. Mature leaves showing different silvering intensity were
assessed, using healthy plants as negative control and purified endoPG as positive control. The presence of C. purpureum in the plants was confirmed
through its isolation on 25% potato dextrose agar (PDA) and by the amplification of the large intergenic spacer (IGS) región, located between 5S and
18S rDNA. Results indicated that there was a positive correlation between foliar symptoms intensity and endoPG concentration, and that the method was
able to discriminate among leaves from healthy and diseased but asymptomatic plants. This detection method was validated in apple, blueberry, peach
and plum, as far, becoming a useful tool to prevent the disemination of the Silverleaf disease. Evaluation of molecular diagnostic methods for Monilinia species of regulatory concern
S. HAYMES (1), K. Zeller (1), Z. Abad (1), L. Knight (1)
(1) USDA APHIS PPQ S&T Center for Plant Science and Technology, U.S.A. Brown rot caused by Monilinia species is an extremely destructive disease of pome and stone fruits in many producing areas of the world, resulting in
significant pre- and post-harvest losses. Diagnostics of species is difficult due to overlapping morphology, host-ranges, and symptoms. There are
currently no molecular diagnostics methods that clearly discriminate all closely related species. Monilinia fructicola and M. laxa are native to or
established in the US. Monilinia fructigena and M. polystroma are widely distributed in Europe and Asia and are exotic for the US. Both are listed as
level “A” pests of economic importance to US agriculture in the 2015 Prioritized Offshore Pest List and the 2016 Cooperative Agricultural Pest Survey
(CAPS) List. Monilinia mumecola and M. yunnanensis have been described recently (in 2004 and 2011, respectively) but are of less known impact, and
neither of these species is known from the United States. Development of a loop-mediated isothermal amplification assay for the detection of Harpophora maydis
N. GONZALEZ (1), G. Munkvold (1)
(1) Iowa State University, U.S.A. Investigation of primary infection period of apple blotch and circular leaf spot based on loop-mediated isothermal amplification assay in Korea
H. JUNG (1), S. Lee (2), S. Lee (2), J. Keum (2), S. Park (2), H. Woo (3), Y. Lim (4), I. Kang (2)
(1) College of Agricultural and Life Sciences, Kyungpook National University, Daegu, South Korea; (2) College of Agricultural and Life Sciences,
Kyungpook National University, South Korea; (3) Bayer Crop Science, South Korea; (4) Gyeongsangbuk-do Agricultural Research & Extension
Services, South Korea Investigation of primary infection period of apple blotch and circular leaf spot based on loop-mediated isothermal amplification assay in Korea
H. JUNG (1), S. Lee (2), S. Lee (2), J. Keum (2), S. Park (2), H. Woo (3), Y. Lim (4), I. Kang (2)
(1) College of Agricultural and Life Sciences, Kyungpook National University, Daegu, South Korea; (2) College of Agricultural and Life Sciences,
Kyungpook National University, South Korea; (3) Bayer Crop Science, South Korea; (4) Gyeongsangbuk-do Agricultural Research & Extension
Services, South Korea Loop-mediated isothermal amplification (LAMP) method is widely used to detect various plant pathogens. In this study, we surveyed primary infection
period of apple blotch (AB) on apple and circular leaf spot (CLS) on persimmon using developed LAMP method. The causal agent of AB and CLS;
Marssonina coronaria and Mycosphaerella nawae have long incubation period to appear the typical symptoms. Up to now, primary infection period was
predicted through conidia scattering period or measurement of number of conidia. To control the AB and CLS properly, primary infection periods should
to be clear. Following the M. coronaria and M. nawae have long incubation period, we developed two different LAMP assay which can apply to apple
and persimmon, and surveyed primary infection periods of AB and CLS in Korea using developed LAMP assay. As the results, not only infection was
confirmed in healthy apple and persimmon leaves, but also the infection periods were gradually earlier than before. Although the relationship between S4.111 primary infection period and fungicide program should to be studied, it is assumed that, to control and prevent economical losses of AB and CLS,
fungicide spray program should be change. primary infection period and fungicide program should to be studied, it is assumed that, to control and prevent economical losses of AB and CLS,
fungicide spray program should be change. A new paradigm for early diagnosis tool for major fungal disease in apple and persimmon
S. LEE (1), M. Jeon (2), J. Kim (3), H. Jung (1) A new paradigm for early diagnosis tool for major fungal disease in apple and persimmon
S. LEE (1), M. Jeon (2), J. Kim (3), H. Jung (1)
(1) College of Agricultural and Life Sciences, Kyungpook National University, Daegu, South Korea; (2) School of Electrical Engineering and Computer
Science, Kyungpook National University, Daegu, South Korea; (3) School of Electrical Engineering and Computer Science, Kyungpook National
University, South Korea S. LEE (1), M. Jeon (2), J. Kim (3), H. Jung (1)
(1) College of Agricultural and Life Sciences, Kyungpook National University, Daegu, South Korea; (2) School of Electrical Engineering and Computer
Science, Kyungpook National University, Daegu, South Korea; (3) School of Electrical Engineering and Computer Science, Kyungpook National
University, South Korea ( ),
( ),
( ),
g ( )
(1) College of Agricultural and Life Sciences, Kyungpook National University, Daegu, South Korea; (2) School of Electrical Engineering and Computer
Science, Kyungpook National University, Daegu, South Korea; (3) School of Electrical Engineering and Computer Science, Kyungpook National
University, South Korea To diagnose the fungal disease, it can be diagnose when the visible symptoms or sign are appeared. Or molecular biological method, such as polymerase
chain reaction (PCR) is widely used, however, it is hard to apply in field condition and takes long time. To overcome these problem, we applied optical
coherence tomography (OCT) tool for diagnosis the major fungal disease; apple blotch (AB) and circular leaf spot (CLS) in apple and persimmon. The
casual agents of AB and CLS is Marssonina coronaria and Mycosphaerella nawae, which has long incubation period in their host. Using these
characteristics, we tried to find the differences between healthy and infected leaves in the incubation period stage. OCT is non-invasive method which
can examine the leaf samples without treatment. A-scan analysis which showing signal intensity showed that there was difference between healthy and
infected leaves. Furthermore, infected leaves which had any visible symptoms were appeared similar pattern of signal intensity with diseased leaves. And
infection was re-confirmed using species-specific PCR assay. Based on these results, it is assumed that OCT can be a useful diagnostic tool for early
diagnose of two major fungal disease in apple and persimmon. Inmunochemical detection of the Silvelrleaf disease of fruit trees caused by Chondrostereum pupureum
D. GRINBERGS (1), J. Chilian (1), A. France (1)
(1) Instituto de Investigaciones Agropecuarias, Chile Inmunochemical detection of the Silvelrleaf disease of fruit trees caused by Chondrostereum pupureum
D. GRINBERGS (1), J. Chilian (1), A. France (1)
(1) Instituto de Investigaciones Agropecuarias, Chile The objective of this study is to evaluate two existing conventional PCR assays for
distinguishing between native and exotic Monilinia for regulatory purposes. We have verified analytical sensitivity and specificity of these assays and
determined the functional sensitivity with field-derived or spiked samples. A two-stage molecular diagnostic protocol that incorporates both assays
allows for discrimination among all six of these Monilinia species, and should facilitate the accurate diagnosis for CAPS surveys. Identification of genomics-based detection assay for Rhizoctonia solani anastomosis groups
T. MILES (1), J. Cerda (1)
(1) CSU Monterey Bay, U.S.A. Identification of genomics-based detection assay for Rhizoctonia solani anastomosis groups
T. MILES (1), J. Cerda (1)
(1) CSU Monterey Bay, U.S.A. Rhizoctonia is an important plant pathogen for many crops throughout the world causing plant tissue rot. Typically, diagnoses is accomplished using
pure culture “tester” isolates and determining an anastomosis group. In order to develop new diagnostic tools, three mitochondrial genomes of
Rhizoctonia solani were aligned with Mauve using the software Geneious 7.1. AG1 and AG3 had dramatically different mitochondrial genome sizes (160
Kb versus 250 Kb, respectively) due to the presence of introns. A region of the rRNA large subunit from the mitochondria was identified and several
primers were designed. DNA was extracted from 5 isolates of R. solani followed by the polymerase chain reaction and sequencing. Sequence length for
the large subunit of rRNA for each tested isolate varied significantly in size to what was expected. Difference in size is due to the presence and length of
introns in the mitochondrial genome. Sequences were aligned for homology and differences. We are in the process of extracting purified genomic
mitochondrial DNA from type isolates of R. solani to get a more complete picture of the significant diversity between AG groups. Even further research
will be done to convert this method into a rapid field detection tool via recombinase polymerase amplification. Development, testing and pending deployment of a LAMP diagnostic screening method for the Citrus Black Spot pathogen, Guignardia
citricarpa Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) Oregon State University U S A ( )
( )
(1) Oregon State University, U.S.A. Douglas-fir provides social, economic and ecological benefits in the Pacific Northwest (PNW). Minor defoliation has been linked to Swiss Needle Cast,
associated with Phaeocryptopus gaeumannii. Unprecedented defoliation has increased since the 1990s, leading to decreased growth and yield. Affected
areas exceed 500,000 acres in Oregon. Recent symptoms are inconsistent with predicted effects of P. gaeumannii. We hypothesize that the entire
endophytic community is relevant to disease ecology, though this has not been investigated to date. Dynamics of needle cast are explored and baseline
inventories of endophytes established by Sanger and Next-gen Sequencing (NGS). Endophytes were evaluated along environmental gradients at three
sites in the PNW. Probability of occurrence (presence or absence of any endophyte in needle) was hypothesized to be higher in cooler, wetter climates. Preliminary results suggest that the probability of endophyte occurrence at the cool, wet site was 2.6 (p<0.0007) times higher than at the warm, dry site,
and 3.7 (p<0.0001) times higher than at the warm, wet site. Despite advances in technology, few studies have identified endophytes in Douglas-fir by
molecular means. Traditional culturing is hypothesized to be less effective than NGS. More inclusive identification could lead to greater efficiency in
forest management. It is vital to understand the complete etiology of SNC and the ecological implications of disease in this important species. apid diagnostic assay development for detecting patch diseases on turf
. KARAKKAT (1), M. Franchett (1), M. Olson (1), C. Mullenberg (1), P. Koch
) Department of Plant Pathology, University of Madison, WI, U.S.A., (2) Department
oxicology Center, University of Wisconsin, Madison, Wisconsin, U.S.A. Rapid diagnostic assay development for detecting patch diseases on turf
B. KARAKKAT (1), M. Franchett (1), M. Olson (1), C. Mullenberg (1), P. Koch
(1) Department of Plant Pathology, University of Madison, WI, U.S.A., (2) Department of Plant Pathology and Molecular and Environmental
Toxicology Center, University of Wisconsin, Madison, Wisconsin, U.S.A. B. KARAKKAT (1), M. Franchett (1), M. Olson (1), C. Mullenberg (1), P. Koch
(1) Department of Plant Pathology, University of Madison, WI, U.S.A., (2) Department of Plant Pathology and Molecular and Environmental
Toxicology Center, University of Wisconsin, Madison, Wisconsin, U.S.A. Necrotic Ring Spot, Summer Patch, and Take-all Patch are turf root diseases caused by soil-borne plant pathogenic fungi. BioPCR: An improved method for detection of Colletotrichum acutatum in asymptomatic strawberry nursery plants
P. SUDARSHANA (1), K. Mani (1), P. Randhawa (1), T. Walters (2)
(1) California Seed and Plant Labs, U.S.A.; (2) Walters Ag Research, U.S.A. Colletotrichum acutatum infections in strawberry nurseries often stay symptomless. Infected plants usually collapse upon transplanting in grower fields
resulting in economic losses to the growers. A routine method to detect C. acutatum in asymptomatic plants is to culture root and crown tissue on semi-
selective agar media such as TPDA and BR and confirm identification by microscopic observations of spore morphology and PCR. In our experience,
the culture method often fails to detect C. acutatum when non-target fungi such as ?Trichoderma sp., ?Alternaria sp. and Aspergillus sp. are present in a
sample. The rapid growth of non-target fungi mask the pathogen in culture. To overcome this problem, we investigated BioPCR as an alternative method
to detect infections in asymptomatic tissue. In BioPCR, tissue was cultured for four days on agar media to enrich C. acutatum in the plant tissue. After 4
days, tissue was removed from the culture plates and tested by PCR using primers specific for C. acutatum (1). Culture plates were still available for
reading. During 2015, we analyzed 106 commercial samples from strawberry nurseries in California by culture and BioPCR method. BioPCR detected
C. acutatum in 83% plants compared to 42% by culture method. We conclude that BioPCR method is superior to culture method and can be used to
assay strawberry nursery plants for detection of C. acutatum in asymptomatic plants. Development of a quantitative PCR assay to quantify resistance to Diaporthe helianthi and Diaporthe gulyae in sunflower
T. OLSON (1), F. Mathew (1), A. Adhikari (1), B. Kontz (1), L. Marek (2)
(1) South Dakota State University, Brookings, SD, U.S.A., (2) Iowa State University, Ames, IA, U.S.A. / USDA-ARS In the U.S., Phomopsis stem canker was first detected in 1983, but it was not until the 2010 epidemic in Minnesota, North Dakota, and South Dakota that
two pathogens, Diaporthe helianthi and Diaporthe gulyae were identified as the causal agents. At this time, no commercial hybrids are available that
have complete resistance to the two pathogens. The objectives of this study were to (1) develop quantitative polymerase chain reaction (qPCR) assays for
quantification of D. helianthi and D. gulyae from sunflower and (2) evaluate sunflower germplasm for resistance to the two pathogens using qPCR
assays. The primers and probes for the two qPCR assays were designed from the translation elongation factor region for amplification of D. helianthi and
D. gulyae. Rapid differentiation of Claviceps species occurring in Oregon and Washington using high resolution melting curve analysis
N. KAUR (1), R. Cating (2), J. Dung (3), S. Alderman (4), D. Walenta (5), P. Hamm (1), K. Frost (1)
(1) Oregon State University, Hermiston, OR, U.S.A.; (2) Oregon State University, Corvallis, OR, U.S.A.; (3) Oregon State University, Madras, OR,
U.S.A.; (4) USDA-ARS National Forage Seed production Research Center, Corvallis, OR, U.S.A.; (5) Oregon State University, La Grande, OR, U.S.A. g and pending deployment of a LAMP diagnostic screening method for the Citrus Black Spot pathogen, Guignardia citricarpa
K. ZELLER (1), K. Levin (2), G. Wei (2), G. Abad (2), H. Gomez (3), T. Riley (3), Z. Liu (2)
(1) USDA-APHIS-PPQ, CPHST, U.S.A.; (2) USDA-APHIS-PPQ, CPHST, U.S.A.; (3) USDA-APHIS-PPQ, CHRP, U.S.A. p
K. ZELLER (1), K. Levin (2), G. Wei (2), G. Abad (2), H. Gomez (3), T. Riley (3), Z. Liu (2)
(1) USDA-APHIS-PPQ, CPHST, U.S.A.; (2) USDA-APHIS-PPQ, CPHST, U.S.A.; (3) USDA-APHIS-PPQ, CHRP, U.S.A. p
K. ZELLER (1), K. Levin (2), G. Wei (2), G. Abad (2), H. Gomez (3), T. Riley (3), Z. Liu (2)
(1) USDA-APHIS-PPQ, CPHST, U.S.A.; (2) USDA-APHIS-PPQ, CPHST, U.S.A.; (3) USDA- Guignardia citricarpa, the causal agent of Citrus Black Spot (CBS) was discovered in Florida during 2010. Today, three FL counties remain under
quarantine. G. citricarpa causes unsightly lesions that reduce fruit marketability, and CBS is subject to national and international quarantine restrictions. The affected packing houses must monitor all fruits coming into the facility before they ship to the EU. If CBS symptoms are found on just a single fruit,
entire shipments are put on hold where this perishable commodity’s time is extremely valuable and a decision must be made. Current protocol requires
that suspect fruit be shipped to PPQ or State Labs for confirmatory diagnosis which include a conventional and qPCR assay. We have developed a
diagnostic tool that will enable inspectors to turn a 2-3 day decision into less than 1 hour using a LiNK extraction method followed by Loop-Mediated
Isothermal AMPlification (LAMP). The LiNK column allows for rapid DNA extraction for use on the Genie III, a durable, sensitive, and user-friendly
isothermal platform. Our LAMP screening assay is able to detect down to 30 fg of DNA with amplification times between 5-20 minutes. The Genie has
been able to reproduce qPCR results on all 55 citrus samples tested from Florida as well as 32/33 CBS DNA diagnostic samples submitted to CPHST. Further testing on environmental samples and non-target hosts are underway. We will discuss the advantages and limitations of the method and
deployment. S4.112 Rapid diagnostic tools for soilborne pathogens of strawberry
A. BURKHARDT (1), T. Miles (2), M. Ramon (1), S. Koike (3), F. Martin (1)
(1) USDA, U.S.A.; (2) CSUMB, U.S.A.; (3) Cooperative Extension Monterey County, U.S. Rapid diagnostic tools for soilborne pathogens of strawberry
A. BURKHARDT (1), T. Miles (2), M. Ramon (1), S. g and pending deployment of a LAMP diagnostic screening method for the Citrus Black Spot pathogen, Guignardia Koike (3),
(1) USDA, U.S.A.; (2) CSUMB, U.S.A.; (3) Cooperative Extensi pid diagnostic tools for soilborne pathogens of strawberry The ability to rapidly identify and quantify strawberry pathogens in the soil allows growers to make faster decisions about what to plant and how to
manage diseases a field. Therefore, we are developing rapid assays using TaqMan real-time PCR and recombinase polymerase amplification (RPA) to
diagnose a variety of pathogens commonly infecting strawberry fields, including Verticillium dahliae, Fusarium oxysporum, Phytophthora spp., and
Macrophomina phaseolina. These assays can provide results in hours (TaqMan) or in as little as 20 minutes (RPA) using DNA extracted from either
infected plant tissue or soil. Species-specific TaqMan and RPA assays have been developed for Phytophthora and are very sensitive (0.2 pg) and
specific. For V. dahliae, a species-specific TaqMan assay with a sensitivity of 1-2 microsclerotia per gram of soil is being converted to an RPA assay. Host-specific markers for F. oxysporum f. sp. fragariae are currently being developed for both TaqMan and RPA using a locus previously published by
Suga et al. (Plant Dis. 2013). Additional loci for F. oxysporum f. sp. fragariae are being identified through sequencing and comparative genomics of
multiple isolates in order to expand the breadth of detection. For M. phaseolina, sequencing of multiple isolates has identified a genotype-specific locus,
and primers are being developed for RPA and TaqMan assays to detect isolates which have been found to only infect strawberry. BioPCR: An improved method for detection of Colletotrichum acutatum in asymptomatic strawberry nursery plants
P. SUDARSHANA (1), K. Mani (1), P. Randhawa (1), T. Walters (2)
1) California Seed and Plant Labs, U.S.A.; (2) Walters Ag Research, U.S.A. BioPCR: An improved method for detection of Colletotrichum acutatum in asymptomatic strawberry nursery plants
P. SUDARSHANA (1), K. Mani (1), P. Randhawa (1), T. Walters (2)
(1) California Seed and Plant Labs, U.S.A.; (2) Walters Ag Research, U.S.A. To evaluate sunflower germplasm for resistance to Diaporthe spp., 54 sunflower genotypes from 9 different countries were screened for
resistance using the stem-wound method in the greenhouse. Disease severity was evaluated 14 days after inoculation using a 0-5 rating scale from
Mathew et al. (2015). Preliminary results suggest significant differences among genotypes in their resistance to D. helianthi and D. gulyae; PI 561918
(HA 378) appeared to be less susceptible to the two pathogens than the susceptible check ‘HA 288’. The qPCR assays developed in this study will be
used to compare genotypes for resistance to D. helianthi and D. gulyae by quantifying the levels of pathogen DNA present in them after inoculation. Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) O
St t U i
it
U S A Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) Oregon State University U S A Yan (2)
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A. Real-time and conventional PCR assays for identifying the stubby root nematode Paratrichodorus allius
G. YAN (1), D. Huang (2), G. Yan (2)
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A. Stubby root nematode (SRN), Paratrichodorus allius, is an important pest on many crops, particularly, on potato due to its ability to transmit Tabacco
rattle virus causing corky ringspot disease on tubers. Nematode surveys revealed that SRN is present in many fields on different crops in North Dakota
and Minnesota. Detection and identification of SRN are important for effective disease management. Protocols of P. allius identification by real-time and
conventional PCR with species-specific primers were developed. Primers were designed from internal transcribed spacer of rDNA based on sequences of
P. allius and six closely related Paratrichodorus spp. A single amplicon (246 bp) was produced from DNA of P. allius only, but not from DNA of two
other SRN species and 21 non-SRN species. Detection sensitivity analysis indicated that an equivalent of 1/20 of a nematode could be detected by
conventional PCR and an equivalent of 1/1000 of a nematode by real-time PCR with Cq value at 32.6±0.5. The PCR assays were tested with SRN from
20 soil samples collected from various fields with five crops in ND and MN, and they successfully amplified DNA from all samples. These SRNs were
confirmed to be P. allius by sequencing of three genomic regions. The PCR assays are rapid and reliable and can be used in P. allius identification using
nematode individuals. This finding will help develop a real-time PCR assay for quantification of P. allius directly from DNA extracts of field soils. Development of species-specific qPCR tests for detection and quantification of Meloidogyne hapla
A. GORNY (1), X. Wang (2), S. Pethybridge (1)
(1) Cornell University, School of Integrative Plant Sciences, Plant Pathology & Plant-Microbe Biology Section, U.S.A.; (2) USDA-ARS, Plant
Protection Research Unit, Cornell University, U.S.A. A. GORNY (1), X. Wang (2), S. Pethybridge (1)
(1) Cornell University, School of Integrative Plant Sciences, Plant Pathology & Plant-Microbe Biology Section, U.S.A.; (2) USDA-ARS, Plant
Protection Research Unit, Cornell University, U.S.A. Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) Oregon State University U S A The infected turf shows
aboveground symptoms that are broadly categorized as ‘patch’ diseases that ruin the aesthetic value of cool-season turfgrass on lawns/fields in North
America from late spring to early summer. These fungal pathogens are notoriously difficult to isolate from roots. Therefore, we decided to develop a
rapid detection assay that can be performed on suspected root samples. We are testing two assays: Loop mediated isothermal amplification (LAMP) and
Recombinase polymerase amplification (RPA). Both LAMP and RPA do not require pure genomic DNA but only a solution of root sample. LAMP and
RPA rely on DNA strand displacement activity for its rapid amplification and can be completed at 65oC in an hour and 39oC in 20 minutes incubation,
respectively. Initial LAMP screening gave false positives repeatedly in almost all assays indicating that very pure conditions are needed, which is not
ideal in a diagnostic laboratory. Hence, we have started to work on RPA methodology available as Agdia’s discovery kit to eliminate any false positives. Once we achieve a consistent and specific amplification with these assays, we will proceed to screen samples that will be arriving in late Spring 2016. Assay development, primer-probe design and samples surveyed will be reported in this study. Rapid differentiation of Claviceps species occurring in Oregon and Washington using high resolution melting curve analysis
N. KAUR (1), R. Cating (2), J. Dung (3), S. Alderman (4), D. Walenta (5), P. Hamm (1), K. Frost (1)
(1) Oregon State University, Hermiston, OR, U.S.A.; (2) Oregon State University, Corvallis, OR, U.S.A.; (3) Oregon State University, Madras, OR,
U.S.A.; (4) USDA-ARS National Forage Seed production Research Center, Corvallis, OR, U.S.A.; (5) Oregon State University, La Grande, OR, U.S.A. S4.113 Ergot disease of grass seed crops can be caused by Claviceps purpurea and C. humidiphila, a species recently reported to occur in certain regions of OR
and WA. Routine identification of Claviceps species involves conventional PCR amplification and sequencing of ITS, β-tubulin or EF-1α genes. In this
study, a high resolution melting (HRM) assay was developed to rapidly identify and differentiate C. purpurea and C. humidiphila based on the melting
temperatures (Tm) of partial β-tubulin amplicons. PCR primers were designed to target and amplify a 110 bp region of the β-tubulin gene containing
multiple single nucleotide polymorphisms generating amplicons with distinct melting profiles for each species. Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) Oregon State University U S A Forty-six fungal cultures, previously
classified based on RAPD profiles, and ITS, β-tubulin, and EF-1α gene sequences, were used to validate the HRM assay. The Tm for C. purpurea and C. humidiphila ranged between 79.8 to 80.3 and 78.9 to 79.3, respectively. Classification of Claviceps species based on Tm using linear contrasts (P < 0.05)
correctly grouped 96% (N=46) of samples previously classified using sequence data. In two cases, C. purpurea was misclassified as a mixture of the two
Claviceps species. Therefore HRM analysis allows rapid detection and differentiation of these two Claviceps species and will be useful to study their
distributions within OR and WA cool-season grass seed growing regions. Specific detection of the root-lesion nematode Pratylenchus scribneri using conventional and real-time PCR
G. YAN (1), D. Huang (2), G. Yan (3)
(1) North Dakota State University, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.; (3) North Dakota State
University, Department of Plant Pathology, U.S.A. Pratylenchus scribneri is a plant-parasitic root-lesion nematode causing economic damage to various crops worldwide. Identifying root-lesion nematodes
to species using traditional morphological method is an arduous task requiring extensive training on nematode taxonomy. Consequently, molecular
methods were developed to identify P. scribneri by conventional and real-time PCR using a species-specific primer set that was designed based on the
alignment of 20 sequences of internal transcribed spacer of rDNA of seven Pratylenchus spp. The primer set specifically amplified DNA of P. scribneri
but not DNA from five other Pratylenchus spp. or ten non-Pratylenchus spp. A single melt curve was observed indicating a high specificity according to
real-time PCR analysis. The capability of specific PCR was tested using DNA extracts of root-lesion nematodes from 23 soil samples collected from
various fields with five crops in North Dakota and Minnesota. The PCR primers and protocols were successfully used in P. scribneri identification. The
conventional PCR could detect DNA of 1:8 dilution of two nematodes equivalent to 1/4 of a nematode. The real-time PCR was more sensitive and able
to amplify DNA of serial dilutions (2 nematodes - 1/128 nematode) with Cq values ranging from 25.4±0.0 to 33.6±0.4. The developed PCR assays
provide a rapid and reliable identification of P. scribneri, suitable for use in diagnostic laboratories for detection of field infestations with this nematode. Real-time and conventional PCR assays for identifying the stubby root nematode Paratrichodorus allius
G. YAN (1), D. Huang (2), G. Phytogenetic identification of pathogenic and endophytic fungal populations in west coast Douglas-fir foliage
D. DANIELS (1), J. Kiser (1)
(1) Oregon State University U S A The Northern root-knot nematode, Meloidogyne hapla, is an important soilborne pathogen of potatoes and other vegetables grown in the United States
and is common within New York State. Effective management of M. hapla and other plant-parasitic nematodes relies on the accurate identification and
timely quantification of pathogen populations prior to planting. Identification and quantification may be substantially improved by pre-plant soil tests
which utilize quantitative PCR (qPCR) techniques to target DNA sequences specific to the pathogen of interest. Here, qPCR primers were designed to
target unique regions of an effector gene 16D10 in M. hapla and assayed for specificity against plant-parasitic nematodes using qualitative PCR. The
primers developed in this study were shown to be specific to M. hapla. A qPCR tests was developed and the sensitivity of the primers determined. DNA-nanosensor based diagnostics of plant pathogens
A. BAETSEN-YOUNG (1), M. Vasher (1), E. Alocilja (1), B. Day (1)
(1) Michigan State University, U.S.A. Crop loss from plant pathogens is a leading threat to food security in the United States. Current pathogen detection assays have limited field operability,
leading to improper disease management decisions. Recently, rapid diagnostic DNA-nanosensors have increased perception and aided precision care of
human pathogens in resource limited locations. Here we demonstrate the application of DNA-based nanosensor to detect an obligate biotroph,
Pseudoperonospora cubensis. The detection of P. cubensis is based upon primers highly specific to a targeted gene, and the physical properties of DNA
and nanoparticles with sodium chloride. Diluted DNA was denatured and cooled in a solution with the primers. Then nanoparticles were added to the
solution followed by sodium chloride to reveal primer-target interaction. Target DNA presence was quantified colorimetrically (i.e. naked eye) and by
absorbance on a spectrophotometer over a 400 to 700 nm range. Current PCR amplified target can be detected to 5 pg/mL by the naked eye. Optimization of this DNA-nanosensor to detect extracted genomic DNA, and within environmental matrices will be discussed. The deployment of this
rapid bioassay has the potential to assist growers in developing sustainable disease management decisions in a field based setting. Optimization of a fluorescence in situ hybridization assay for detection and visualization of Plasmopara obducens from plants and soil
C. SALGADO-SALAZAR (1)
(1) USDA-ARS, Rutgers University, U.S.A. Evaluation of Recombinase Polymerase Amplification (RPA) Isothermal Amplification Diagnostic Assay for Phytophthora ramorum
J. BIENAPFL (1), L. Knight (1), Z. Abad (1) Evaluation of Recombinase Polymerase Amplification (RPA) Isothermal Amplification Diagnostic Assay for Phytophthora ramorum
J. BIENAPFL (1), L. Knight (1), Z. Abad (1)
(1) USDA APHIS PPQ S&T, U.S.A. Phytophthora ramorum was found as the causal agent of ‘Sudden Oak Death’ oaks and tanoaks in the coastal counties of California in the 1990s. Since
then, the pathogen has been confirmed on numerous native hosts and nursery plants in California, Oregon, and Washington, with sporadic occurrences in
other regions of the USA. The current methods of testing for P. ramorum include conventional and real-time PCR which are expensive and timely. The
primary purpose of this work is to enhance Plant Protection and Quarantine efforts in the detection of P. ramorum by evaluating a field-deployable,
simple, and rapid detection method. A previously published Recombinase Polymerase Amplification (RPA) Isothermal Amplification Assay for
detection of P. ramorum was evaluated for both sensitivity and specificity using the Twista™ apparatus. DNA extracted from pure culture, infected and
healthy rhododendron tissue, as well as environmental samples were used to validate the P. ramorum protocol for regulatory use. Preliminary data
comparing the isothermal amplification assay to current confirmatory P. ramorum diagnostic assays, evaluating ITS and Elicitin qPCRs shows that this
protocol was not as sensitive as the ITS qPCR, but was comparable to the Elicitin qPCR. We will present the value of RPA isothermal amplification as a
regulatory diagnostic tool for the rapid detection of P. ramorum. Extracting DNA for qPCR amplification from plant tissue in ELISA buffer
N. OSTERBAUER (1), S. Navarro (2)
(1) Oregon Dept. of Agriculture, U.S.A.; (2) Oregon Dept. of Forestry, U.S.A. USDA APHIS mandates testing protocols for Phytophthora ramorum. Diagnostic labs use an ELISA kit to screen for Phytophthora infection in leaves. If a leaf tests ELISA-positive, a second sample is collected from the leaf for DNA extraction and molecular testing. This may delay detection by a day. DNA extraction directly from macerated leaf tissue in ELISA buffer would speed testing. To determine if DNA extracted from such tissue would be
adequate for molecular testing, 198 leaf samples from a nursery were tested with ELISA, with 30 testing positive. For each ELISA-positive sample, leaf
tissue was collected and DNA extracted following WI-B-T-2-3 Rev. 1; DNA was also extracted from the macerated leaf tissue in ELISA buffer. Tissue-
DNA and ELISA-DNA was then tested for P. ramorum following N-R-WI-008-0 using the reporter dyes FAM (P. Optimization of a fluorescence in situ hybridization assay for detection and visualization of Plasmopara obducens from plants and soil
C. SALGADO-SALAZAR (1)
(1) USDA-ARS Rutgers University U S A Optimization of a fluorescence in situ hybridization assay for detection and visualization of Plasmopara obducens from plants and soil
C. SALGADO-SALAZAR (1)
(1) USDA-ARS, Rutgers University, U.S.A. Plasmopara obducens is the biotrophic oomycete responsible for downy mildew of ornamental impatiens, a destructive disease that significantly impacts
the production of Impatiens walleriana in the United States. To date, there are no methods to detect P. obducens from asymptomatic plants, which may
be contributing to the spread of the disease. Furthermore, the extent that P. obducens uses oospores to colonize and persist in the soil is undetermined. Fluorescence in situ hybridization (FISH) is a sensitive and robust method that uses sequence-specific, fluorescence-labeled oligonucleotide probes to
detect target organisms from the environment. A FISH assay for the impatiens downy mildew pathogen was designed by preparing DNA sequence
alignments of the rDNA-ITS region of P. obducens and other related taxa to identify suitable regions for species-specific probe development. Because P. obducens cannot be propagated in vitro, we developed a custom E. coli expression vector that transcribes the rDNA-ITS gene sequence of P. obducens S4.114 for use as a control and to allow for standardized fluorescence signal quantification (clone-FISH). The optimized probe hybridization stringency resulted
in good fluorescence signal compared to those of the negative controls. The standardized protocol developed using the clone-FISH reagents will be used
in subsequent experiments to directly visualize P. obducens in situ from plant and soil samples. for use as a control and to allow for standardized fluorescence signal quantification (clone-FISH). The optimized probe hybridization stringency resulted
in good fluorescence signal compared to those of the negative controls. The standardized protocol developed using the clone-FISH reagents will be used
in subsequent experiments to directly visualize P. obducens in situ from plant and soil samples. Evaluation of Recombinase Polymerase Amplification (RPA) Isothermal Amplification Diagnostic Assay for Phytophthora ramorum
J. BIENAPFL (1), L. Knight (1), Z. Abad (1) ramorum-specific) and JOE (internal
control); all DNA was tested undiluted and diluted 1:10. For all samples, the tissue-DNA and ELISA-DNA tested negative for P. ramorum (FAM Cq =
0.00) at both dilutions. For the internal control, the tissue-DNA tested positive for amplifiable DNA with a mean Cq of 27.30, whereas the ELISA-DNA
tested positive with a mean Cq of 26.41. For diluted DNA, the mean Cq for tissue-DNA was 20.45 and for ELISA-DNA was 20.79. The results suggest
amplification of the internal control was comparable between DNA extracted from leaf tissue and DNA extracted from macerated leaf tissue in ELISA
buffer. Utilizing mitochondrial loci to develop TaqMan and recombinase polymerase amplification assays for the genus Pythium
T. MILES (1), A. Burkhardt (2), F. Martin (2)
(1) California State University Monterey Bay, U.S.A.; (2) USDA-ARS, U.S.A. Mitochondrial marker systems have been utilized in other oomycete systems to develop novel molecular diagnostic tools in both laboratory and field
settings. For Pythium a mitochondrial gene order difference was identified that allowed for genus specific amplification of more than 75 species across a
wide range of clades within the genus. PCR results for this locus tested negative on Phytophthora and several Phytopythium spp. A TaqMan diagnostic
assay was developed using a FAM labeled probe and validated on environmental samples from over 40 host plants (nursery and field samples). A
sequencing protocol was also developed to confirm a positive, however, if multiple species are present amplicon cloning will be needed to get clean data. In addition to the TaqMan assay an assay using the isothermal technology known as recombinase polymerase amplification (RPA) was developed. Using
the same purified and field samples the RPA technique was effective at detecting Pythium species in less than 20 minutes without a laborious DNA
extraction. The use of this marker system will not only help confirm Pythium infection in plants, it may also be useful in environmental samples and it
will complement the other marker system developed for Phytophthora. Sequencing of additional species is in progress to evaluate species specific
detection/identification capabilities. Due to the amplicon size, this locus may also be useful in future metagenomic studies of Pythium diversity. Development of molecular diagnostic tools for the invasive oomycete pathogen Phytophthora tentaculata
N. Luecke (1), S. Koenig (1), T. Developing an innovative molecular toolbox for identification of Phytophthora species with emphasis on species of regulatory concern
Z. Abad (1), J. Bienapfl (1), L. Knight (1), K. Jennings (1), M. Galvez (1), L. Schena (2)
(1) USDA APHIS PPQ S&T, U.S.A.; (2) Mediterranean University of Reggio Calabria, Italy Developing an innovative molecular toolbox for identification of Phytophthora species with emphasis on species of regulatory concern
Z. Abad (1), J. Bienapfl (1), L. Knight (1), K. Jennings (1), M. Galvez (1), L. Schena (2)
(1) USDA APHIS PPQ S&T, U.S.A.; (2) Mediterranean University of Reggio Calabria, Italy Developing an innovative molecular toolbox for identification of Phytophthora species with emphasis on species of regulatory concern
Z. Abad (1), J. Bienapfl (1), L. Knight (1), K. Jennings (1), M. Galvez (1), L. Schena (2)
(1) USDA APHIS PPQ S&T, U.S.A.; (2) Mediterranean University of Reggio Calabria, Italy The genus Phytophthora consists of 155 species, many of which cause significant economic impact to crops, ornamentals, and forest ecosystems
worldwide. Many species are also exotic and of regulatory importance for the USA. Accurate species identification can be extremely challenging due to
the need for extensive training and experience, as well as many misidentified DNA sequences deposited in public databases. In order to facilitate correct
identification of Phytophthora species, we are pioneering work with international collaborators for the implementation of a “Molecular Toolbox”
containing DNA sequences generated from the type specimens used for the original descriptions. Ten nuclear genes and five mitochondrial genes
currently used for identification and phylogenic studies have been evaluated. Six nuclear genes, including the YPT1 gene that is amplified with new
primers developed by Schena, and one mitochondrial gene have been selected for use in our “Molecular Toolbox” based on their utility in the robust
identification and phylogenetic studies of Phytophthora species. However, many of the types lack sequences for these different genes (over 50%) and
predominantly only have ITS sequences available. We will provide all files generated from the DNA sequencing, which will also demonstrate the high
quality of data generated, to be used for identification purposes. Emphasis of this project is for species of high economic impact and regulatory concern
for the USA. Early detection and quantification of Pseudoperonospora cubensis airborne sporangia using real-time PCR
A. RAHMAN (1), L. Quesada-Ocampo (1)
(1) NCSU U S A Early detection and quantification of Pseudoperonospora cubensis airborne sporangia using real-time PCR
A. RAHMAN (1), L. Quesada-Ocampo (1)
(1) NCSU, U.S.A. Pseudoperonospora cubensis, the causal agent of cucurbit downy mildew, recently reemerged as a major destructive pathogen of a broad range of crops
belonging to the Cucurbitaceae. Airborne sporangia of P. cubensis are the most important source of inoculum to initiate disease as well as cause
secondary plant infections. Furthermore, airborne sporangia of this obligate oomycete are known to be able to travel long distances and survive for
prolonged periods of time to solar radiation. Therefore, early and rapid detection of the airborne sporangia could serve as a warning for potential disease
outbreaks. By designing genome specific primers and using SYBR green-based qPCR method, a preliminary threshold detection level of target pathogen
DNA was determined in extracted DNA from P. cubensis sporangia and infected plant tissue. While the method successfully detected up to 5.3 pg/ml of
sporangia DNA, the minimum DNA concentration required from infected plant material for successful detection was found to be almost 10-fold higher
(69 pg/ml). Using Next Generation Sequencing (NGS) and bioinformatics tools, several unique and conserved candidate genomic regions were also
generated to serve as diagnostic genomic markers for P. cubensis. These candidate genomic regions were tested for their suitability as diagnostic markers
for detecting and monitoring airborne P. cubensis sporangia inoculum level in the field using real-time qPCR following entrapment with spore traps. On-site detection of Pythium ultimum in potatoes using loop-mediated isothermal amplification (LAMP)
J. WOODHALL (1), P. Wharton (2), S. Dangi (2), K. Perkins (3), J. Azcona (3)
1) University of Idaho, U.S.A.; (2) University of Idaho, U.S.A.; (3) Fera Science Ltd, United Kingdom Pythium ultimum is a soil-borne plant pathogen that causes damping off and root rot diseases in a wide range of crops. In potatoes, Pythium leak caused
by P. ultimum has been a major storage disease problem in the Pacific Northwest potato production areas for many years, but in recent years reported
losses have increased. Since similar symptoms can be caused by other pathogens, rapid and robust tests are required to detect the pathogen. Loop-
mediated isothermal amplification (LAMP) has great potential for diagnostic use offering fast, specific and sensitive detection. In this study a new
LAMP assay was designed for P. ultimum and evaluated in terms of specificity and sensitivity. Evaluation of Recombinase Polymerase Amplification (RPA) Isothermal Amplification Diagnostic Assay for Phytophthora ramorum
J. BIENAPFL (1), L. Knight (1), Z. Abad (1) Miles (2)
(1) CSU M
t
B
U S A (2) C lif
i St t U i
it M
t
B
U S A Development of molecular diagnostic tools for the invasive oomycete pathogen Phytophthora tentaculata
N. Luecke (1), S. Koenig (1), T. Miles (2)
(1) CSU Monterey Bay, U.S.A.; (2) California State University Monterey Bay, U.S.A. (1) CSU Monterey Bay, U.S.A.; (2) California State University Monterey Bay, U.S.A. Phytophthora basal rot (PBR) of plants is a disease recently observed in Central California Native plant nurseries and restoration locations. The primary
causal agent of this disease is the oomycete pathogen Phytophthora tentaculata. Prior to 2012, P. tentaculata was among the ~30 Phytophthora species
not known to be present in the US. Previous research had developed an isothermal diagnostic tool known as recombinase polymerase amplification
(RPA), which had Phytophthora genus specific detection capability with results obtainable within as little as 15 minutes directly in the field without
conventional DNA extraction. A P. tentaculata species-specific RPA assay was developed and specificity validated against pure DNA from 135
Phytophthora taxa. To test this technique for detection of the pathogen in PBR, 113 symptomatic samples were collected and evaluated with the new
RPA assay as well as the previously validated TaqMan assay, Immunostrip and conventional culturing and baiting techniques. Results were similar
across the various amplification platforms, with qPCR being the most sensitive in general. Finally, spatial models were created to test if elevation
correlated with the presence of the pathogen. These results indicate that P. tentaculata is often present in low-lying areas when infected plant material is
used for restoration. This information will assist in more efficient, rapid, specific pathogen detection for management decisions in a field. S4.115 A CANARY Assay for Phytophthora spp. A CANARY Assay for Phytophthora spp. Z. LIU (1), D. Kalkofen (1), A. Flannery (1), G. Wei (2), F. Nargi (3), Z. Liu (2), G. Abad (2), J. Bienapfl (2), M. Nakhla (2)
(1) PathSensors, Inc., Baltimore, MD, U.S.A.; (2) USDA-APHIS-PPQ-S&T-Center for Plant Health Science and Technology (CPHST), U.S.A.; (3)
Bioengineering Systems & Technologies, MIT Lincoln Laboratory (MIT-LL), U.S.A. Phytophthora is a genus of Oomycetes (water molds) that can cause serious plant diseases and considerable economic loss. A notable example is P. Early detection and quantification of Pseudoperonospora cubensis airborne sporangia using real-time PCR
A. RAHMAN (1), L. Quesada-Ocampo (1)
(1) NCSU U S A Choi (1)
(1) N i
l I
i
f H
i
l
l
d H b l S i
S
h K
(2) N i
l I
i
f H
i
l
l
d H b l S i
S
h Evaluation of Recombinase Polymerase Amplification (RPA) Isothermal Amplification Diagnostic Assay for Phytophthora ramorum
J. BIENAPFL (1), L. Knight (1), Z. Abad (1) infestans, which was responsible for the potato late blight that caused the Great Irish Famine in the 1840s, and is still the most destructive pathogen of
solanaceous crops. Another example is P. ramorum, the cause of Sudden Oak Death which has had devastating effects on forests in California and
Oregon. Efficient management of Phytophthora diseases requires early detection and accurate identification of the pathogen. CANARY® (Cellular
Analysis and Notification of Antigen Risks and Yields) is a fast, sensitive, and easy to use technology that has been successfully utilized for the detection
of bacteria, viruses, and toxins. We are developing a CANARY® assay for Phytophthora spp. Using pure culture preparations, the assay was able to
detect all species of Phytophthora tested, including P. cactorum, P. cambivora, P. capsici, P. cinnamomi, P. citrophthora, P. kernoviae, P. infestans, P. nicotianae, P. niederhauserii, P. ramorum, and P. sojae. Importantly, exclusivity studies showed that the assay did not cross-react with Pythium spp. Preliminary testing with infected plant material indicates that the assay takes less than 20 minutes to complete. A user-friendly software interface guides
the user through all steps of the assay, providing a simple and rapid screening method for Phytophthora spp. Early detection and quantification of Pseudoperonospora cubensis airborne sporangia using real-time PCR
A. RAHMAN (1), L. Quesada-Ocampo (1)
(1) NCSU U S A The assay was highly specific when tested with DNA
from 30 other isolates consisting of closely related Pythium species and other potato pathogens. The assay was also highly sensitive detecting as little as
17.5 fg of DNA in less than 30 minutes when used with a Genie® II for fluorescence measurement. A simple, rapid on site DNA extraction method for
tubers was developed for use with the assay which resulted in a highly sensitive test capable of detecting the pathogen in range of both naturally infected
asymptomatic and symptomatic tubers. In conclusion, LAMP assays can offer a rapid, sensitive, on-site test for the presence of P. ultimum in potato
tubers. Sensitive detection and discrimination of HPWMoV, WSMV and TriMV using multiplex RT-PCR and High Resolution Melting: Part II
A. LARREA-SARMIENTO (1), M. Arif (2), F. Ochoa-Corona (3), A. Olmedo-Velarde (4), J. Olson (3)
(1) Universidad de las Américas, Quito, OK, Ecuador; (2) Kansas State University, Manhattan, KS, U.S.A.; (3) Oklahoma State University, Stillwater,
OK, U.S.A.; (4) Universidad de las Fuerzas Armadas ESPE, Sangolqui, Ecuador High Plains wheat mosaic virus (HPWMoV), Wheat streak mosaic virus (WSMV) and Triticum mosaic virus (TriMV) cause disease in wheat crops in
Central and Western USA, including Oklahoma and Kansas. Although these viruses are from different families, they are transmitted by Aceria tosichella,
the wheat curl mite (Prostigmata: Eriophyidae). These viruses may infect simultaneously single plants. Melting curve analysis of RT-PCR products
obtained by High Resolution Melting (HRM) enables to detect and to discriminate different virus species. The method is rapid, sensitive and allows
discrimination among multiple samples. Specific primers for original single endpoint RT-PCR and reference positive controls from Agdia® were used as
previously reported (Part I this research, 2013) to generate cDNA. uMELTSM analysis of expected PCR products was used to predict HRM scenarios. Special attention was given to PCR product size, GC percentage and melting temperature (Tm). Tm derived from dF/dT plots in vitro were similar to
predictions by uMELTSM in silico. All primers sets showed a sensitivity down to 1 fg/uL from cDNA in single-endpoint RT-PCR reactions. HRM assays
are sensitive and allows detection and discrimination of viruses causing diseases and significant economic losses in wheat and corn. Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Development and characterization of polyclonal and monoclonal antibodies to Rose rosette virus
R. JORDAN (1), M. Guaragna (1), J. Hammond (1)
1) US National Arboretum, USDA-ARS, U.S.A. Garden roses, which form the cornerstone of the multi-billion dollar landscape industry, annually generate wholesale US domestic production valued at ~
$400 million. Over the past few decades Rose rosette disease, caused by Rose rosette virus (RRV; genus Emaravirus), has become a major threat to the
rose industry in the U.S. The only strategy currently available for disease management is early identification and eradication of the infected plants,
thereby limiting its potential spread. Key to this effort is the development of efficient diagnostic tools to enable sensitive, rapid, user-friendly and
accurate detection of the virus; currently limited to nucleic acid-based methods, such as PCR. With the aim of developing a serological diagnostic tool,
rabbit polyclonal and several mouse monoclonal antibodies have been developed to the nucleocapsid protein (NP) of RRV. These antibodies were
evaluated against NP peptides, cloned NP expressed in bacteria and plants, and RRV-infected plants. These results and those using the antibodies in
various serological assay formats, including double- and triple-antibody sandwich ELISA and membrane-based assays, for lab and field detection of
Rose rosette virus in infected sources, will be presented. Validation of RT-PCR High Resolution Melting as a detection method of Tombusvirus
F. OCHOA-CORONA (1), Y. Carrillo Tarazona (1)
(1) Oklahoma State University, U.S.A. Plant waterborne viruses, such as some in the genus Tombusvirus, spread as colloids in water and also by mechanical transmission. Broad detection and
simultaneous species discrimination of viruses in this genus is needed for testing field samples. RT-PCR coupled to High Resolution Melting (HRM) has
been used for different forensic applications and allows species differentiation as well as SNP detection. Tombusvirus. complete genomic sequences
retrieved from the NCBI-Genbank were used to design primers for broad detection using this method. Ten different virus species, Carnation italian
ringspot virus (CIRV), Cucumber necrosis virus (CNV), Cymbidium ringspot virus (CymRSV), Grapevine Algerian latent virus (GALV), Neckar river
virus (NRV), Pelargonium leaf curl virus (PLCV), Pelargonium necrotic spot virus (PNSV), Petunia asteroid mosaic virus (PetAMV), Tomato bushy
stunt virus (TBSV) and Pelargonium line pattern virus (PLPV) were sourced by the DSMZ (Germany) and AGDIA (USA) and used for nucleic acid
extraction. All viruses tested positive to broad detection endpoint RT-PCR with primers designed to react when coupled to HRM. Melting curve
predictions calculated by uMeltSM algorithms were compared with data obtained using three DNA dyes (SYBR® Green, SYTO®9 and LCGreen®). Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science South Korea; (2) National Institute of Horticultural and Herbal Scicence Sout CLD is also caused by
Citrus leprosis virus nuclear type (CiLV-N) a possible Dichorhavirus (Dichorhabdovirus) and Hibiscus green spot virus 2 (HGSV 2) a Higrevirus S4.116 infecting citrus trees in Hawaii. The presence of CiLV-C in the western plains of Colombia was reported in 2005 using reverse transcription polymerase
chain reaction (RT-PCR). A second report of CiLV-C2 sequenced from symptomatic citrus samples using next generation sequencing was made in 2013. These two reports had raised questions about distribution of CiLV-C and CiLV-C2 in Colombia and whether both viruses coinfect citrus groves. This
study analyzed genomic sequences of CiLV-C and CiLV-C2 seeking target sequences for detection and discrimination using reverse transcription
multiplex PCR. The developed assay is fast, sensitive and specific for detection and discrimination of these two species of Cilevirus infecting citrus. Only CiLV-C2 and no coinfections were found in samples collected in the citrus growing region of Meta and Casanare, Colombia. infecting citrus trees in Hawaii. The presence of CiLV-C in the western plains of Colombia was reported in 2005 using reverse transcription polymerase
chain reaction (RT-PCR). A second report of CiLV-C2 sequenced from symptomatic citrus samples using next generation sequencing was made in 2013. These two reports had raised questions about distribution of CiLV-C and CiLV-C2 in Colombia and whether both viruses coinfect citrus groves. This
study analyzed genomic sequences of CiLV-C and CiLV-C2 seeking target sequences for detection and discrimination using reverse transcription
multiplex PCR. The developed assay is fast, sensitive and specific for detection and discrimination of these two species of Cilevirus infecting citrus. Only CiLV-C2 and no coinfections were found in samples collected in the citrus growing region of Meta and Casanare, Colombia. Development of conventional and Real-time RT-PCR assays for Strawberry necrotic shock virus
T. THEKKE VEETIL (1), T. Ho (2), V. Whitaker (3), I. Tzanetakis (2)
(1) University of Arkansas, U.S.A.; (2) University of Arkansas, U.S.A.; (3) University of Florida, U.S.A. Strawberry necrotic shock virus (SNSV) is one of the several viruses reported in strawberry and Rubus as a component of viral complexes that cause
plant decline. Highly sensitive conventional and real-time RT-PCR detection assays were developed; able to detect all sequenced isolates of the virus. Primers and probes were designed from conserved regions of the virus coat protein gene and reactions were optimized to ensure both specificity and
sensitivity. Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science South Korea; (2) National Institute of Horticultural and Herbal Scicence Sout ection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LA
WON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1) Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science South Korea; (2) National Institute of Horticultural and Herbal Scicence South Korea ,
( ),
( ),
( )
Horticultural and Herbal Science, South Korea; (2) National Institute of Horticultural and Herbal Scicence, South Korea ( )
( )
( )
( )
( )
(1) National Institute of Horticultural and Herbal Science, South Korea; (2) National Institute of Horticultural and Herbal Sc Apple scar skin viroid (ASSVd) is one of the most important pathogen causing scar skin, dappling or cracking on the surface of apple fruits. A reverse
transcription loop-mediated isothermal amplification (RT-LAMP) assay was developed for detection of ASSVd. A set of two primers were designed
inner primers (FIP and BIP) and outer primers (F3 and B3) from sequences of the Korean strain of ASSVd. The LAMP reaction was optimized using Bst
DNA polymerase for 30 min at 65°C. The RT-LAMP products were evaluated as ladder-like bands by electrophoresis and visualized in the reaction tube
by staining with SYBR Green I dye. RT-LAMP was more sensitive than that of conventional RT-PCR for the detection of ASSVd. The RT-LAMP assay
developed in this study is a simple, rapid and sensitive and can be applied as a practical molecular diagnostic tool. Three genomic regions of Cilevirus allows detection and discrimination of two related species infecting citrus
W. TURIZO (1), O. Oliveros (1), F. Ochoa-Corona (2) Three genomic regions of Cilevirus allows detection and discrimination of two related species infecting citrus
W. TURIZO (1), O. Oliveros (1), F. Ochoa-Corona (2)
(1) Universidad Nacional de Colombia, Colombia; (2) Oklahoma State University, U.S.A. Citrus leprosis disease (CLD) is caused by diverse etiological agents such as Citrus leprosis virus C (CiLV-C) and a newly proposed Citrus leprosis virus
cytoplasmic type 2 (CiLV-C2), both in the genus Cilevirus and transmitted by Tenuipalpidae (false spider mites) Brevipalpus spp. Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science South Korea; (2) National Institute of Horticultural and Herbal Scicence Sout Ochoa-Corona (3), G. Knox (1)
(1) North Florida Research and Education Center, University of Florida, Quincy, FL, U.S.A.; (2) Department of Biological Science, Florida State
University, Tallahassee, FL, U.S.A.; (3) Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK, U.S.A. (1) North Florida Research and Education Center, University of Florida, Quincy, FL, U.S.A.; (2) Department of Biological Science, Florida State
University, Tallahassee, FL, U.S.A.; (3) Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK, U.S.A. Rose rosette disease, caused by Rose rosette virus (genus Emaravirus) is a major threat to the rose industry in the U.S. The only strategy currently
available for disease management is early identification and eradication of the infected plants, thereby limiting its potential spread. Current RT-PCR
based diagnostic methods for RRV are time consuming and is inconsistent in detecting the virus even from symptomatic plants. Hence a novel probe-
based isothermal reverse transcription-recombinase polymerase amplification (RT-exoRPA) assay, based on the nucleocapsid gene of the RRV, has been
developed. The assay is highly specific as tested against other common rose infecting viruses (both inclusive and exclusive). Dilution assays using the in
vitro transcript showed that the assay is highly sensitive, with a detection limit of 1 fg. Moreover a rapid technique for the extraction of viral RNA (< 5
min) has been standardized from RRV infected tissue sources, using a single buffer which facilitates virus adsorption, followed by denaturation to
release the RNA. RT-exoRPA analysis of the infected plants indicated that the virus could be detected from leaves, stems, petals, primary roots and
secondary roots. The entire process including the extraction can be completed in less than 15 min, with less sophisticated equipments. The developed
assay is currently evaluated for efficiency in large scale field testing for rapid detection of RRV in commercial nurseries and landscape. Development and characterization of polyclonal and monoclonal antibodies to Rose rosette virus
R. JORDAN (1), M. Guaragna (1), J. Hammond (1)
(1) US National Arboretum, USDA-ARS, U.S.A. Detection of Apple scar skin viroid in apple fruits by reverse transcription loop-mediated isothermal amplification (RT-LAMP)
S. KWON (1), I. Cho (2), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science South Korea; (2) National Institute of Horticultural and Herbal Scicence Sout Comparison between the two assays revealed an at-least 100-fold higher sensitivity for the latter. Both tests were successfully validated using
samples collected from several areas in the United States as well as a collection of isolates from around the world. These assays could be integrated into
virus screening programs in certification, nursery or commercial field settings in both strawberry and Rubus. Rose rosette virus detection using loop-mediated isothermal amplification (LAMP)
A. SALAZAR AGUIRRE (1), S. Molina Cárdenas (1), F. Ochoa-Corona (2), J. Olson (2)
(1) Universidad de las Fuerzas Armadas ESPE, Ecuador; (2) Oklahoma State University, U.S.A. Rose rosette virus (RRV) is an Emaravirus transmitted by Phyllocoptes fructiphilus strongly associated with Rose rosette disease (RRD). Visual
diagnosis maybe confusing and specific, sensitive, easy to use with visual detection methods are required. LAMP is an isothermal amplification that
combines these criteria. Alignment of 20 RRV P4 (RNA 4) accessions allowed primer design seeking broad detection of reported isolates. Optimal
amplification was obtained with Bst 2.0 WarmStart® DNA polymerase (0.32 u), outer primers F3 and B3 (0.2 µM), internal primers FIP and BIP (0.8
µM) and MgSO4 (4 mM) at 66.5°C for 1 hour. Bovine serum albumin (BSA) (4 mg/mL) and polyvinylpyrrolidone (PVP) (1%) were added as isothermal
amplification enhancers. The detection limit was 1 pg/µL with plasmid carrying the targeted sequence. Products were visualized by electrophoresis. The
visual detection limit of plasmid in colorimetric reactions using Hydroxynaphthol blue (HNB) (120 µM) without BSA and PVP was 0.01 ng/µL. No
cross-reactions with cDNA from ten frequently rose co-infecting or related viruses (HPV, MSV, INSV, TSWV, GRSV, ApMV, ArMV, PNRSV, TRSV
and TMV) was detected. Healthy tissue and non-template controls were included in all reactions. RRV-LAMP tested successfully with 25 tissue samples
of symptomatic RRD roses from Oklahoma. The method has potential applications in biosecurity, microbial forensics and nursery virus-free monitoring
of germplasm. nt of a field-based detection technique for Rose rosette virus using isothermal reverse transcription-recombinase polym Development of a field-based detection technique for Rose rosette virus using isothermal reverse transcription-recombinase polymerase
amplification Development of a field-based detection technique for Rose rosette virus using isothermal reverse transcription-recomb
amplification Development of a field-based detection technique for Rose rosette virus using isothermal reverse transcription-recombinase polymerase
amplification p
B. BABU (1), B. Washburn (2), S. Miller (2), F. Ochoa-Corona (3), G. Knox (1) B. BABU (1), B. Washburn (2), S. Miller (2), F. Multiplex RT-PCR detection of eight viruses infecting cucurbits and discrimination using High Resolution Melting analysis
L. PEÑA ZUNIGA (1), F. Ochoa-Corona (1), A. Ali (2)
(1) Oklahoma State University, U.S.A.; (2) University of Tulsa, U.S.A. Cucurbits are one of the largest horticultural commodities in United States and Oklahoma largely contributes with watermelon production. However, the
cucurbit cultivated acreage of Oklahoma had decreased, in part, due to viral infections. This research targets eight disease-causing viruses: Cucumber
mosaic virus (CMVI and CMVII), Cucurbit yellow stunting disorder virus (CYSDV), Melon necrotic spot virus (MNSV), Papaya ringspot virus
(PRSV), Squash mosaic virus (SqMV), Watermelon mosaic virus (WMV), and Zucchini yellow mosaic virus (ZYMV). A rapid detection and
discrimination method is needed for biosecurity and breeding for resistance against these viruses. Sequences from the polymerase protein gene (RNA)
from the six genera were retrieved from NCBI and aligned using MEGA 6. Primer sets were designed from conserved regions using the web application
PrimerQuest® and the thermodynamic features of each primer were tested using Oligonalyzer 3.1. A Multiplex RT-PCR was developed to be coupled to
High Resolution Melting (HRM) analysis for rapid detection of the targeted viruses. The obtained melting profiles allowed a clear discrimination among
these viruses. This Multiplex RT-PCR High Resolution Melting method has potential to be applied in epidemiological studies of viral diseases in
cucurbit crops, microbial forensics and biosecurity. Toward broad detection of emaraviruses: Endpoint RT-PCR
A. OLMEDO-VELARDE (1), F. Ochoa-Corona (2), T. Elbeaino (3)
(1) Universidad de las Fuerzas Armadas ESPE, Ecuador; (2) Oklahoma State University, U.S.A ( )
( )
( )
Universidad de las Fuerzas Armadas ESPE, Ecuador; (2) Oklahoma State University, U.S.A.; (3) Istituto Agronomico Medite uerzas Armadas ESPE, Ecuador; (2) Oklahoma State University, U.S.A.; (3) Istituto Agronomico Mediterraneo di Bari, Italy Emaravirus has six confirmed species and two unclassified species. Rapid detection and an effective screening of existing and new emaraviruses is
needed for detection, identification, plant virus discovery and biosecurity applications. Available sequences of RNA dependent RNA polymerase (RNA
1) for European mountain ash ringspot-associated virus (EMARaV), Fig mosaic virus (FMV), Pigeonpea sterility mosaic virus (PPSMV), Pigeonpea
sterility mosaic virus 2 (PPSMV2), Rose rosette virus (RRV), High Plains wheat mosaic virus (HPWMoV) formerly High plains virus (HPV), Raspberry
leaf blotch virus (RLBV) and Redbud yellow ringspot-associated virus (RYRSaV), were aligned using Mega 6. A primer set (EMARA F&R7/8) was
designed from conserved domains after strand sense normalization. The sensitivity of EMARA F&R7/8 was found to be 100 fg/reaction assessed using a
reference positive control of HPWMoV (Agdia). Virus detection of Tobamovirus with wide spectrum degenerate oligonucleotides by TD RT-PCR High Resolution Melting
J. GARCIA SUAREZ (1), S. Dobhal (1), F. Ochoa-Corona (1)
(1) Oklahoma State University, U.S.A. Tobamoviruses cause notable plant diseases worldwide in Solanaceae, Cucurbitaceae, orchids and some are reported to be waterborne. Molecular tools
exist for detection of this genus, however, a detection method combining genus detection and species discrimination is needed. Eleven reference positive
controls from the DMSZ repository (Germany) and AGDIA (USA), were studied. Complete Tobamovirus genomes were aligned and a single antisense
primer was designed to target the RNA dependent RNA polymerase (RdRp). This antisense primer co-reacted with five sense primers for selective
subgroup detection by RT-PCR and HRM discrimination of eleven species within five subgroups. A protocol for detection and discrimination based on
Touchdown Reverse transcription-Polymerase Chain Reaction (TD RT-PCR) coupled to High Resolution Melting (HRM) was developed. Species
specific dF/dT Tm curves ranged 75-85°C and were generated for each primer groups as follow: I (BpEMV, PMMoV, TMV, ToMV), II (PaMMV,
TMGMV), III (SFBV, RMV), IV (ORSV, CGMMV) and V (SHMV). The method allows the incorporation of new groups of tobamoviruses to the assay
by designing additional group specific sense primers. The resulting 11 diagnostic sequences showed 98-100% identity regarding the targeted viruses. HRM facilitates a reliable discrimination of species specific profiles for each virus species. The method is amenable to microbial forensics diagnosis and
biosecurity applications. Discriminating Potexvirus species by RT-PCR coupled to High Resolution Melting
A. OLMEDO-VELARDE (1), F. Ochoa-Corona (2)
(1) Universidad de las Fuerzas Armadas ESPE, Ecuador; (2) Oklahoma State University, U.S.A. Potexvirus is a cosmopolitan plant virus genus and most of its thirty-seven confirmed species are mechanically transmitted, causing mosaic and ringspot
symptoms on herbaceous hosts. High Resolution Melting analysis (HRM) allows the discrimination at species and strain levels and has application in
diagnostics. Complete genome sequences for Alternanthera mosaic virus (AltMV), Clover yellow mosaic virus (ClYMV), Lettuce virus X (LeVX),
Opuntia virus X (OpVX), Papaya mosaic virus (PapMV), Pepino mosaic virus (PepMV), Potato aucuba mosaic virus (PAMV), Potato virus X (PVX),
Schlumbergera virus X (SchVX), Strawberry mild yellow edge virus (SMYEV) and Hosta virus X (HVX), were retrieved from NCBI Genebank and
aligned using Mega 6 and screened for conserved domains. Primer set Potex F3/R3 was selected to discriminate among eleven potexviruses by a melting
temperature prediction using uMeltSM, a melting curve prediction software program. Reference positive controls for these eleven viruses were obtained
from DMSZ (Germany) and Agdia, Inc. (USA) and tested using RT-PCR coupled to HRM with Potex F3/R3. Development and characterization of polyclonal and monoclonal antibodies to Rose rosette virus
R. JORDAN (1), M. Guaragna (1), J. Hammond (1)
1) US National Arboretum, USDA-ARS, U.S.A. Results with LCGreen® are closer to the predicted data calculated by uMeltSM when the amplicon size is between 50-200bp. S4.117 Virus detection of Tobamovirus with wide spectrum degenerate oligonucleotides by TD RT-PCR High Resolution Melting
J. GARCIA SUAREZ (1), S. Dobhal (1), F. Ochoa-Corona (1)
(1) Oklahoma State University, U.S.A. Virus detection of Tobamovirus with wide spectrum degenerate oligonucleotides by TD RT-PCR High Resolution Melting
J. GARCIA SUAREZ (1), S. Dobhal (1), F. Ochoa-Corona (1)
(1) Oklahoma State University, U.S.A. All viruses tested positive and showed
different melting temperatures ranging from 77.9°C to 82.4°C allowing for their discrimination through HRM analysis. The combination of RT-PCR-
HRM can be used in diagnostic laboratories to discriminate eleven Potexviruses with high confidence. A preemptive detection system to screen water for the presence of plant viruses
J. Daniel (1), B. Gallucci Mazziero (1), B. Dunn (1), F. Ochoa-Corona (1)
(1) Oklahoma State University, U.S.A. Growers are expanding cultivation into non-favorable cropping areas pumping water from nearby lakes, rivers, wells, aquifers, and runoff, increasing the
need for waterborne plant pathogen monitoring. Particulate matter dilution factors due to high water volumes, make detection and identification of
potential pathogens a challenge because of the extremely low virion numbers. Current plant pathogen detection methods are passive, and sampling and
testing occurs after disease symptoms appear. In the event of highly virulent pathogen incursions, detection may be too late to limit losses. This project
seeks to develop a preemptive detection system that will easily sample large volumes of water to screen for the presence of plant pathogens. Three
waterborne plant viruses: Tomato bushy stunt virus, Pepino mosaic virus, and Pepper mild mottle virus were used as models for this purpose. Previously
developed multiplex detection protocols, were modified to detect these three waterborne viruses. Recovery of viruses using polyethylene glycol from 250
ml, 500 ml, and 1 L of water was demonstrated. Adaptation of an inexpensive, durable, and field-ready sampling device is presented. The testing of
waterborne virus movement in two different microcosms is described. Monitoring of microbial loads in agricultural irrigation systems, and other water
sources, is essential for effective surveillance and disease prevention for plant health. Multiplex RT-PCR detection of eight viruses infecting cucurbits and discrimination using High Resolution Melting analysis
L. PEÑA ZUNIGA (1), F. Ochoa-Corona (1), A. Ali (2)
(1) Oklahoma State University, U.S.A.; (2) University of Tulsa, U.S.A. Multiplex RT-PCR detection of eight viruses infecting cucurbits and discrimination using High Resolution Melting analysis
L. PEÑA ZUNIGA (1), F. Ochoa-Corona (1), A. Ali (2)
(1) Oklahoma State University, U.S.A.; (2) University of Tulsa, U.S.A. The multiple Emaravirus detection was confirmed with three rose samples showing symptoms caused
by RRV from three locations in Stillwater, OK, a HPWMoV reference positive control, and cDNA of EMARaV and FMV. All samples were screened by
endpoint RT-PCR and tested positive for HPWMoV, RRV, EMARaV and FMV. Other emaraviruses (RLBV, RYRSaV, PPSMV and PPSMV2) were
detected in-silico using Primer-Blast. This method addresses the need for sensitive molecular detection methods and discovery of novel emaraviruses. Waterborne plant virus sampling and detection in aqueous environment Waterborne plant virus sampling and detection in aqueous environment
B. GALLUCCI MAZZIERO (1)
(1) Oklahoma State University, U.S.A. S4.118 S4.118 The aim of this research studying water sampling as a critical tool for detection of unwanted plant pathogenic virus that can seriously damage agriculture
and environment. Water sources, such as reservoirs, lakes, farm ponds, tanks, and irrigation systems are vulnerable to inadvertent (most frequent) and
intentional (rare) contamination by microbial pathogens. Pathogen detection in large bodies of water is complex because volume, dilution and water
dynamics. This project assesses the development of a method for water sampling and detection of waterborne plant viruses of concern for water-security. Rapid detection and monitoring of high consequence plant pathogens in water systems, where may be present at extremely low titers present a significant
challenge. The project seeks statistically validation of a water sampling model that uses quantitative-PCR as the method to detected Potexvirus, a genera
of plant virus reported to have water borne members. In order to determine the minimum amount detectable in water, sensitivity tests will be conducted
by ELISA and qPCR. Different pH will be tested during a process of virus filtration using a filtration system based on glass-wool. The capture is based
on the isoelectric point affinity of the virus capsid protein with glass wool at an acid-neutral pH. This research is needed to support decision-making and
will be useful for survey analysis and prevention, detection, and mitigation of unwanted waterborne plant viruses. Occurrence of endornaviruses in non-cultivated plant species Occurrence of endornaviruses in non-cultivated plant species
R. HERSCHLAG (1), E. Rodrigues de Souto (2), R. Valverde (1)
(1) Louisiana State University Agricultural Center, U.S.A.; (2) Universida Occurrence of endornaviruses in non-cultivated plant species
R. HERSCHLAG (1), E. Rodrigues de Souto (2), R. Valverde (1)
(1) Louisiana State University Agricultural Center U S A ; (2) Uni p
p
R. HERSCHLAG (1), E. Rodrigues de Souto (2), R. Valverde (1)
(1) L
i i
St t U i
it A
i
lt
l C
t
U S A (2) U Large dsRNAs have been extracted from plants infected with acute and persistent viruses and from fungi infected with mycoviruses. These extracted
dsRNAs have been used for viral disease diagnosis and virus identification. We used a modified version of the non-phenol batch method, in combination
with reverse-transcription PCR (RT-PCR), to test symptomless, non-cultivated, plant species for endornaviruses. Foliar tissues were collected from
different plant species from various locations within the city of Baton Rouge, Louisiana. S4.118 Tissues were desiccated with silica gel and used for dsRNA
extractions. After testing 132 plant species, belonging to 60 families, six yielded dsRNAs similar in size (14-15 kb) to reported endornaviruses. Putative
endornaviruses were detected in Alternanthera philoxeroides (alligator weed), Geranium carolinianum (wild geranium), Sonchus asper (spiny sow
thistle), Sorghum halepense (Johnson grass), and Hydrocotyle umbellata (dollar weed). The same endornaviruses were also detected in at least 10
individual plants of the same species. RT-PCR tests using endornavirus-degenerate primers were conducted with the dsRNAs of the six putative
endornaviruses. Results of this investigation suggest that endornaviruses occur at a rate of approximately 5% in non-cultivated plant species and that like
endornaviruses of cultivated plants, their vertically transmission rate is high. Development and validation of a quadruplex real-time RT-PCR assay for simultaneous detection of three Citrus leprosis viruses in plants
G. WEI (1), A. Roy (2), W. Schneider (3), R. Brlansky (2), M. Nakhla (1)
(1) USDA-APHIS-PPQ-S&T-CPHST, U.S.A.; (2) University of Florida, IFAS, Plant Pathology Department, Citrus Research and Education Center,
U.S.A.; (3) USDA-ARS-FDWSRU, U.S.A. Citrus leprosis virus (CiLV) is the causal agent of Citrus leprosis - one of the most destructive diseases of citrus. CiLV is an RNA virus transmitted by
Brevipalpus mite species. There are two major types of CiLV being described – one is the cytoplasmic type residing in the cytoplasm of infected cells
and the other is the nuclear type primarily residing in the nucleus of infected cells. In the last decade CiLV spread swiftly from South America to Central
America and recently has been detected in Mexico. The proximity and the potential threat to the multi-billion dollar US citrus industry have caused
concerns in the United States where the disease has not been found since the 1960s. Molecular identification and early detection of each the cytoplasmic
and nuclear types are essential to prevent CiLV from introduction and establishment in the US. In order to reduce testing time, cost and labor, we are
developing and validating a quadruplex real-time RT-PCR assay for simultaneous detection of cytoplasmic CiLV-C, CiLV-C2, and nuclear CiLV-N with
a Nad5 plant RNA internal control. From our repeated experiments, the results showed that sensitivity and specificity for the quadruplex RT-PCR assay
were comparable to the level of monoplex RT-PCR detecting CiLV-C, CiLV-C2, and CiLV-N respectively. Further validation for the quadruplex RT-
PCR assay including tests with additional field samples is in progress. S4.118 al assessment of Potato virus Y in western Washington: Barriers and bridges to adopting new management practices
GER (1), C. Benedict (2), J. Goldberger (3), D. Inglis (1) A sociological assessment of Potato virus Y in western Washington: Barriers and bridges to adopting new management practices
A. BEISSINGER (1), C. Benedict (2), J. Goldberger (3), D. Inglis (1)
(1) Washington State University Northwestern Washington Research and Extension Center, Mount Vernon, WA, U.S.A.; (2) Washington State
University Whatcom County Extension, Bellingham, WA, U.S.A.; (3) Washington State University, Pullman, WA, U.S.A. ( )
( )
g
( )
g
( )
(1) Washington State University Northwestern Washington Research and Extension Center, Mount Vernon, WA, U.S.A.; (2) Washington State
University Whatcom County Extension, Bellingham, WA, U.S.A.; (3) Washington State University, Pullman, WA, U.S.A. Seed and commercial potatoes are grown in separate geographic areas of western Washington (WWA). In 2012, recombinant strains of Potato virus Y
(PVY), PVYNTN and PVYN-Wi, were reported in WWA potato fields. The strains are largely asymptomatic on potato foliage and difficult to detect by
visual field inspections and winter greenhouse grow-out tests. The problem led to tuber yield and quality losses of ~40% for commercial producers who
purchased inaccurately certified seed. In 2015-16, most (N=6) of the seed potato growers in WA and approximately one-third (N=6) of the large-scale
commercial potato growers in WWA were interviewed about the barriers and bridges to adopting updated PVY detection approaches such as ELISA and
PCR-based laboratory tests, tropical winter field grow-outs, and PVY recognition trainings. The major barriers to adoption were logistical learning
curves (67%), uncertainty that updated techniques would be advantageous (67%), and distrust of laboratory results (50%). The major bridges included
premiums paid by customers for reliable PVY-free seed (75%), customer demand for more sensitive PVY testing methods (67%), and faster grow-out
results (33%). The study results can guide researchers and extension educators who make PVY management recommendations that must be relevant to
the needs and perceptions of growers. Further, they suggest that sociological studies of plant pathogens can provide a valuable tool for assisting in plant
disease management. stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change Objectives include determination of the susceptibility of peach/almond rootstock to PBTS isolates and the influence of root and shoot
infections on symptom development and host colonization. Either roots or shoots of clonal ‘Hansen 536’ rootstock were dipped in a bacterial suspension
containing both PBTS isolates. Uninoculated control plants were dipped in buffer solution. Plant growth metrics and shoot and root biomass were
determined 8 weeks after inoculation, and leaves were sampled for endo- and epiphytic populations of Rf and Rc. Root-inoculated plants were stunted
and exhibited increased node density in comparison to control plants. Foliar-inoculated plants remained asymptomatic, but foliar inoculation resulted in
endophytic colonization of leaves. Root-inoculations resulted in aboveground plant colonization. The results demonstrate that ‘Hanson 536’ rootstock is
susceptible to the PBTS isolates. The results indicate a need for field evaluation for disease in PBTS-affected orchards replanted to almond. Xylella fastidiosa isolates differ in the ability to undergo genetic recombination
P. KANDEL (1), R. Almeida (2), L. De La Fuente (1)
(1) Department of Entomology and Plant Pathology, Auburn University, U.S.A.; (2) Department of Environmental Science, Policy and Management, UC
Berkeley, U.S.A. Xylella fastidiosa isolates differ in the ability to undergo genetic recombination
P. KANDEL (1), R. Almeida (2), L. De La Fuente (1)
(1) Department of Entomology and Plant Pathology, Auburn University, U.S.A.; (2) Department of Environmental Science, Policy and Management, UC
Berkeley, U.S.A. (1) Department of Entomology and Plant Pathology, Auburn University, U.S.A.; (2) Department of Environmental Science, Policy and Management, UC
Berkeley, U.S.A. Xylella fastidiosa (Xf) is a bacterium causing incurable diseases in economically important crops such as grapevines, citrus, and olives. Historically
assumed to be restricted to the Americas, Xf diseases have been reported in both new locations and new crops in recent years. Inter-subspecific
recombination (ISR) has been proposed to contribute to host shifts based on genetic diversity studies. Natural competence, as a mode of recombination,
has been shown to occur in vitro in systems mimicking natural habitats. However, little is known about the recombination potential of Xf isolates, which
are believed to be somewhat host specific. Therefore, in this study we compared the recombination frequencies of twelve Xf isolates belonging to two
subspecies (fastidiosa and multiplex), using plasmids containing antibiotic markers flanked on either side by Xf homologous regions. The recombination
frequency varied greatly (3.14 × 10–2 – 2.3 × 10–8) among isolates. Generally, subsp. tive detection of tomato chlorotic dwarf viroid in crude plant extracts using isothermal RT-recombinase polymerase Rapid and sensitive detection of tomato chlorotic dwarf viroid in crude plant extracts using isothermal RT-recombinase polymerase
amplification
R. HAMMOND (1), S. Zhang (2)
(1) USDA ARS, U.S.A.; (2) Agdia, Inc., U.S.A. Tomato chlorotic dwarf viroid (TCDVd) is a serious threat to tomato production worldwide. Infection leads to reduced plant vigor, small and deformed
fruit, and yield loss. TCDVd is easily transmitted mechanically from plant to plant once introduced and through seed; seed treatments do not control
transmission of disease. The most effective control is the use of certified viroid-free planting materials. We developed a molecular diagnostic assay
utilizing reverse transcription-recombinase polymerase amplification (RT-RPA) at an isothermal constant temperature of 39°C and target-specific
primers and probe for the rapid, sensitive, and specific detection of TCDVd in crude extracts of infected leaf and seed tissues. The performance of the
AmplifyRP® Acceler8™ RT-RPA diagnostic assay, utilizing a lateral flow strip contained within an amplicon detection chamber, was evaluated and the
results were compared with a standard RT-PCR assay. The AmplifyRP® Acceler8™ assay was specific for TCDVd and its sensitivity was comparable to
conventional RT-PCR. The assay does not require extensive sample purification, specialized equipment, or technical expertise. It is easy to perform and
can be used under both laboratory and field conditions. Distribution and vertical transmission of Southern tomato virus in tomato
S. COSKAN (1), R. Alcalá-Briseño (1), J. Polston (1)
(1) University of Florida, U.S.A. Southern tomato virus (STV) is a recently identified virus that infects tomato cultivars worldwide. STV has is a monopartite virus with a double-stranded
RNA genome (3.5 kb) containing two overlapping open reading frames (ORFs) and is the type species of the genus Amalgavirus (family Southern tomato virus (STV) is a recently identified virus that infects tomato cultivars worldwide. STV has is a monopartite
RNA genome (3.5 kb) containing two overlapping open reading frames (ORFs) and is the type species of the genus Amalgav S4.119 Amalgaviridae). A reverse-transcription polymerase chain reaction (RT-PCR) using virus-specific primers was used to detect STV in 21 tomato
cultivars. STV was detected in plants produced by a number of seed companies which indicates that the virus is widely distributed in the vegetable seed
industry. STV was detected for the first time in four cultivars: ‘Agriset 761’, ‘Mexico Midget’, ‘Roma’ and ‘Sweet Hearts’. ‘Sweet Hearts’ tomato plants
were evaluated for the presence of STV using RT-PCR at different developmental stages of tomato plants. stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change Moilno-Lova (5)
(1) American University of Beirut, Beirut, Lebanon, (2) FAFS, AUB, (3) LARI, (4) UNIMI, Milan, Italy, (4) IDISAFA, Univ. Di Torino, Torino, Italy,
(5) NNIMI, Milan, Italy Introduced into North Lebanon in the early 1990s, almond witches’ broom (AlmWB) disease spread rapidly in Lebanon killing about 200,000 almond,
peach and nectarine trees. The disease is associated with ‘Candidatus Phytoplasma phoenicium’ that belongs to 16S rRNA subgroup IX-B. The major
symptoms are proliferation, small chlorotic leaves, development of witches’ broom followed by dieback and death of almond trees. So far, AlmWB has
been reported in Lebanon and Iran. In Lebanon, AlmWB was considered of quarantine importance and official containment measures were initiated in
major stone fruit production areas. Specific, sensitive and reliable PCR and real-time PCR detection methods were developed. Preliminary data revealed
that a leafhopper and planthoppers are vectors of the disease and two weed species are suspected to act as alternative hosts. An integrated disease
management appraoch is considered for highly infested regions. Grafting experiements are in progress and preliminary results look encouraging, a
recovery phenomemon was observed. Finally, regional and international cooperation are highly recommended to continue studies on the epidemiology of
this invasive disease and to adopt phytosanitary control measures and strategies in order to contain the further spread of the disease. Root and shoot susceptibility of peach/almond rootstock to pistachio bushy top syndrome isolates of Rhodococcus spp
E. Fichner (1), S. Dhaouadi (2) Root and shoot susceptibility of peach/almond rootstock to pistachio bushy top syndrome isolates of Rhodococcus spp. E. Fichner (1), S. Dhaouadi (2)
(1) University of California Division of Agriculture and Natural Resources, U.S.A.; (2) University of California Division of Agriculture and Natural
Resources, U.S.A. E. Fichner (1), S. Dhaouadi (2)
(1) University of California Division of Agriculture and Natural Resources, U.S.A.; (2) University of California Division of Agriculture and Natural
Resources, U.S.A. ( ),
( )
(1) University of California Division of Agriculture and Natural Resources, U.S.A.; (2) University of California Division of Agriculture and Natural
Resources, U.S.A. Approximately 30,000 acres of UCB-1 clonal pistachio rootstock planted in California from 2011- 2014 were affected with pistachio bushy top
syndrome (PBTS) caused by two phytopathogenic bacteria highly related to Rhodococcus fascians (Rf) and Rhodococcus corynebacteriodes (Rc). Orchards with high disease incidence were removed and replanted to pistachio or almond. The susceptibility of almond rootstock to PBTS isolates is
unknown. Emergence of a novel white stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change
i Emergence of a novel white stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Pun
i tive detection of tomato chlorotic dwarf viroid in crude plant extracts using isothermal RT-recombinase polymerase STV could be detected in the 1 to 2 week-old
germinated seedlings at a frequency similar to that of older plants from the same seed lot. The presence or absence of STV was consistent across all four
developmental stages. Seed transmission studies of progeny produced from crosses of different combinations of parents that were STV-positive or
negative, revealed that STV could be transmitted to the next generation by either ovule or pollen. Emergence of a novel white stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change
scenario stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change K. RIAZ (1), K. Riaz (2), A. Dilferoze (3), M. Alam (3), A. Riaz (4), S. Jameel (5), S. Khan (6), A. Hannan (7)
(1) Department of Plant Pathology, University of Agriculture Faisalabad, Pakistan; (2) University of Agriculture Faisalabad, Pakistan; (3) University of
Agriculture Faisalabad, Pakistan; (4) Plant Protection Division NIAB, Faisalabad, Pakistan; (5) Department of Plant Pathology, University of
Agriculture, Faisalabad-38040, Pakistan; (6) Centre of Agricultural Biochemistry and Biotechnology, University of Agriculture, Faisalabad-38040,
Pakistan; (7) Department of Botany, Ghazi University, Dera Ghazi Khan, Dera Ghazi Khan, Pakistan Under severe fluctuations in temperature and rainfall patterns several previously unimportant pathogens are gaining importance especially in chief cash
crops in many parts of the world. Recent surveys over the last three years in the rice Kallar belt districts of Punjab (Kala Shah Kaku, Hafizabad,
Sheikhupura, Narowal, Shakargarh, and Sialkot) depicted the presence of a novel disease and its associated pathogen which is responsible for the
appearance of white stripe symptoms on leaves that start from the leaf tip and extend along the midrib through the leaf lamina towards the base of the
leaf sheath. Under severe infection leaf size got reduced, whole leaves got dried and panicles matured very late. Diseases incidence ranged from 25-30%
inflicting 20-25% yield losses. Pathogen was isolated on nutrient agar that formed dark to pale yellow raised colonies with fluffy appearance and was
reconfirmed through pathogenicity testing on susceptible rice variety. The most aggressive and most virulent isolate belonged to Sialkot region and was
characterized as Stenotrophomonas maltophilia strain Sia5 through the BLAST searches and phylogenetic analysis of its PCR amplified 16srDNA
sequence (GB: KT924441.1) and other biochemical characteristics. This is the first report on the occurrence of white stripe disease in rice from Pakistan. An invasive lethal phytoplasma disease threatening stone fruit production: Detection, epidemiology and management
Y. A. JAWDAH (1), M Jawhari (2), P. Tawidian (2), E. Choueiri (3), F. Quaglino (4), P. Bianco (4), A. Alma (4), M. Moilno-Lova (5)
(1) American University of Beirut, Beirut, Lebanon, (2) FAFS, AUB, (3) LARI, (4) UNIMI, Milan, Italy, (4) IDISAFA, Univ. Di Torino, Torino, Italy,
(5) NNIMI, Milan, Italy An invasive lethal phytoplasma disease threatening stone fruit production: Detection, epidemiology and management
Y. A. JAWDAH (1), M Jawhari (2), P. Tawidian (2), E. Choueiri (3), F. Quaglino (4), P. Bianco (4), A. Alma (4), M. Soil survival potential of pistachio bushy top syndrome isolates of Rhodococccus spp.
E. FICHTNER (1), S. Dhaouadi (1), E. Molina (2), R. Stamler (2), J. Randall (2)
(1) University of California Division of Agriculture and Natural Resources, U.S.A.; (2) New Mexico State University, U.S.A. Soil survival potential of pistachio bushy top syndrome isolates of Rhodococccus spp. stripe disease pathogen Stenotrophomonas maltophilia strain Sia5 in rice fields of Punjab under the climate change fastidiosa isolates had higher recombination frequencies than
multiplex isolates, and within a subspecies, the most virulent isolates had higher frequencies. When combinations of marker-tagged, heat-killed donor
and live recipient cells from two subspecies were mixed, ISR occurred with a genomic region of ~10kb transferred from the donor to the recipient cell. This study demonstrates different recombination abilities, and therefore suggests different evolutionary potentials among Xf isolates. Bacterial black spot of mango, Mangifera indica, caused by Xanthomonas citri pv mangiferaeindicae, is confirmed in the Western Hemisphere
G. SANAHUJA (1), R. Ploetz (1), P. Lopez (1), J. Konkol (1), A. Palamateer (1)
(1) University of Florida U S A Thus, the most sustainable way to reduce yield losses is using resistant cultivars. Preliminary studies showed that
different isolates did not share the same lettuce host range. Therefore, different X. hortorum pathotypes should be considered in a breeding program for
resistance. The objective was to determine which pathotypes are present in Canada by sampling diseased lettuce plants in commercial production. In
2014 and 2015, 376 lettuce samples were collected in the main lettuce production area. Xanthomonas isolates were recovered from leaf lesions and
characterized based on DNA sequences of four housekeeping genes (dnaK, fyuA, gyrB and rpoD). Concatenated DNA sequences of these genes for the
isolates and reference strains were analyzed with Neighbor-Joining method using MEGA v6.04 to generate a phylogenetic tree. The 363 isolates formed
two major clusters. Cluster I includes 17 strains representing 358 isolates and grouped with the Xhv reference strain BS3046. This Cluster can be
separated into two sub-groups and preliminary evidence shows that they shared different lettuce host range. The Cluster II, a distinct group of X. hortorum, contains eight new strains, but the pathotype has to be determined. Further investigation is needed on the epidemiology of this unknown
pathotype. Wheat blast is caused by multiple Pyricularia species, including Pyricularia graminis-tritici sp. nov. V. CASTROAGUDIN (1), S. Moreira (2), D. Pereira (3), S. Moreira (4), P. Brunner (3), J. Maciel (5), P. Crous (6), B. McDonald (3), E. Alves (7), P. Ceresini (4) ( )
(1) University of Sao Paulo State, Ilha Solteira, Brazil; (2) Federal University of Lavras, Lavras, Brazil; (3) Institute of Integrative Biology, ETH Zurich,
Zurich, Switzerland; (4) University of Sao Paulo State, Ilha Solteira, Brazil; (5) Brazilian Agriculture Research Corporation-Wheat (EMBRAPA-Trigo),
Passo Fundo, Brazil; (6) CBS-KNAW Fungal Biodiversity Centre, Utrech, Netherlands; (7) Federal University of Lavras, Lavas, Brazil Presently, Pyricularia oryzae pathotype Oryza (Po-O) is considered the widely distributed rice blast pathogen, whereas P. oryzae pathotype Triticum
(Po-T) is the South American wheat blast pathogen. In this study, we investigated whether Po-O and Po-T were distinct at species level. We also
described a new Pyricularia species causing blast on several Poaceae, including wheat, from Brazil. Bayesian phylogenetic analyses were conducted on
10 genes from an extensive sampling (N = 128) of populations of Pyricularia adapted to rice, wheat and other Poaceae. Isolates were grouped into two
major clusters (Clusters I and II, P=0.99). Bacterial black spot of mango, Mangifera indica, caused by Xanthomonas citri pv mangiferaeindicae, is confirmed in the Western Hemisphere
G. SANAHUJA (1), R. Ploetz (1), P. Lopez (1), J. Konkol (1), A. Palamateer (1)
(1) University of Florida U S A During the summer of 2015, symptoms of what appeared to be bacterial black spot (BBS) were observed on mature fruits of mango, Mangifera indica, i
the vicinity of Boynton Beach, FL. Star-shaped lesions, up to 2 cm in diameter, erupted from the surface of ‘Keitt’ and other cultivars, and oozed a
sticky, clear exudate. From lesions, a cream-colored bacterium was recovered on YPGA and characterized with housekeeping genes used by Bui Thi
Ngoc et al. (2010) (efp and dnaK). Amplicons from a representative isolate were sequenced (KU746336 and KU746337) and were 100% homologous
with strains of Xanthomonas citri pv mangiferaeindicae (Xcm) in GenBank. ML analysis (Tamura-Nei model) with MEGA 6.06 placed the isolate
among other strains of Xcm. In incubator studies (30°C day, 26°C night, 12h light), the mesophyll of leaves on potted ‘Keitt’ and ‘Haden’ plants were
injected with a hypodermic needle and 1 × 105 CFU mL–1 of the isolate. After 7 days, black lesions developed on inoculated leaves, but not on leaves
injected with sterile deionized H2O. Diagnostic amplicons for Xcm were generated for isolates recovered from the lesions, and the experiment was
conducted twice. BBS is widespread in the Eastern Hemisphere, but this is the first report of the disease in the Western Hemisphere. Environmental
conditions in southern Florida appear to be ideal for an increased importance of BBS in the region. Survey on pathogenic Xanthomonas recovered from different lettuce cultivars in Canada
V. TOUSSAINT (1), D. Xu (1), P. Hébert (1), M. Cadieux (1), M. Ciotola (1), H. Van der Heyden (2), D. Rekika (3), S. Jenni (1)
(1) Agriculture and Agri-Food Canada, St-Jean-sur-Richelieu, QC, Canada; (2) Compagnie de recherche Phytodata, Sherrington, QC, Canada; (3)
Fondation pour l’amélioration génétique de la laitue et des légumes feuilles, Napierville, QC, Canada Survey on pathogenic Xanthomonas recovered from different lettuce cultivars in Canada
V. TOUSSAINT (1), D. Xu (1), P. Hébert (1), M. Cadieux (1), M. Ciotola (1), H. Van der Heyden (2), D. Rekika (3), S. Jenni (1)
(1) Agriculture and Agri-Food Canada, St-Jean-sur-Richelieu, QC, Canada; (2) Compagnie de recherche Phytodata, Sherrington, QC, Canada; (3)
Fondation pour l’amélioration génétique de la laitue et des légumes feuilles, Napierville, QC, Canada Bacterial leaf spot, caused by X. hortorum pv. vitians (Xhv), is an important lettuce disease. In Canada, the main difficulty for disease control is the
absence of registered chemicals. Soil survival potential of pistachio bushy top syndrome isolates of Rhodococccus spp. Bacterial black spot of mango, Mangifera indica, caused by Xanthomonas citri pv mangiferaeindicae, is confirmed in the Western Hemisphere
G. SANAHUJA (1), R. Ploetz (1), P. Lopez (1), J. Konkol (1), A. Palamateer (1)
(1) University of Florida, U.S.A. Bacterial black spot of mango, Mangifera indica, caused by Xanthomonas citri pv mangiferaeindicae, is confirmed in the Western Hemisphere
G. SANAHUJA (1), R. Ploetz (1), P. Lopez (1), J. Konkol (1), A. Palamateer (1)
(1) University of Florida, U.S.A. Bacterial black spot of mango, Mangifera indica, caused by Xanthomonas citri pv mangiferaeindicae, is confirmed in the Western Hemisphere
G. SANAHUJA (1), R. Ploetz (1), P. Lopez (1), J. Konkol (1), A. Palamateer (1)
(1) University of Florida U S A Cluster I contained isolates from wheat and another Poaceae (P=0.98). Cluster II was sub-divided in three
clades (P>0.75). Clades 1 and 2 grouped wheat-derived isolates, and Clade 3 contained rice-derived isolates. The Clusters I and II corresponded to two
distinct species: Pyricularia graminis-tritici sp. nov. (Pgt), newly described here, and Pyricularia oryzae (Po). The clades of Po concurred with Po-T and
Po-O, and were not distinct at species level. Among species, morphological differences were not recorded; however, a distinctive pathogenicity spectrum
was observed. Pgt and Po-T were highly virulent on wheat, barley, signal grass, and oats. Po-O was highly virulent on rice, wheat, barley, and oats, but
not on signal grass. We demonstrated that blast disease on wheat and other Poaceae from Brazil is caused by multiple Pyricularia species. Soil survival potential of pistachio bushy top syndrome isolates of Rhodococccus spp. Over 35,000 acres of pistachio planted from 2011-2014 in California were affected by pistachio bushy top syndrome (PBTS), a disease caused by
bacteria related to Rhodococcus corynebacteriodes (Rc) and Rhodococcus fascians (Rf). Because the survival potential of PBTS isolates in soil is
unknown, growers are reluctant to replant pistachios in affected orchards. The goal of this work was to assess the longevity of Rc and Rf in field soils S4.120 exposed to environmental conditions and in potting medium under greenhouse conditions. An in situ field study was established in a PBTS orchard with
each isolate embedded on wooden sticks and buried at various depths. Another study utilized excavated field soils incubated outdoors to investigate the
influence of soil type and moisture on survival. In a greenhouse study, potting medium was infested with Rf in the presence and absence of dried
pistachio plant material. After three months, populations of Rf in potting medium remained similar to initial populations, regardless of incorporation of
plant tissue. After one month, Rf populations increased in moist, non-saline field soil, but Rc was almost eliminated. Both isolates were inhibited by
salinity and drying, but depth did not influence survival. The results suggest saprophytic competence of Rf, and a consequent concern for persistence of
Rf in affected orchards and nurseries and illustrate the need for vigilance in sanitation from the nursery to the field. exposed to environmental conditions and in potting medium under greenhouse conditions. An in situ field study was established in a PBTS orchard with
each isolate embedded on wooden sticks and buried at various depths. Another study utilized excavated field soils incubated outdoors to investigate the
influence of soil type and moisture on survival. In a greenhouse study, potting medium was infested with Rf in the presence and absence of dried
pistachio plant material. After three months, populations of Rf in potting medium remained similar to initial populations, regardless of incorporation of
plant tissue. After one month, Rf populations increased in moist, non-saline field soil, but Rc was almost eliminated. Both isolates were inhibited by
salinity and drying, but depth did not influence survival. The results suggest saprophytic competence of Rf, and a consequent concern for persistence of
Rf in affected orchards and nurseries and illustrate the need for vigilance in sanitation from the nursery to the field. Unraveling Silverleaf disease: Reversion of foliar symptoms and plants recovery
D. GRINBERGS (1), A. France (1), J. Chilian (1)
(1) Instituto de Investigaciones Agropecuarias, Chile Unraveling Silverleaf disease: Reversion of foliar symptoms and plants recovery
D. GRINBERGS (1), A. France (1), J. Chilian (1)
(1) Instituto de Investigaciones Agropecuarias, Chile Silverleaf, caused by the Basidiomycete Chondrostereum purpureum, is an important disease in fruit trees which produce wood necrosis and leaves
silvering. In apple has been increasing due to changes in management, reducing orchards viability. Plants deteriorate their physiological condition, being
water uptake and chlorophyll content the most affected parameters. The latter alters photosynthesis, reducing fruit yield and quality. Field studies have
shown the spontaneous reversion of foliar symptoms, thus, the objective was to compare the physiological and sanitary condition of Brookfield plants
before and after reversion. The sanitary condition was determined assessing symptoms severity, isolating the fungus on PDA, amplificating the large
intergenic spacer (IGS) rDNA región and measuring foliar endopoligalacturonase concentration using DAS-ELISA. Physiological condition was
measured through xylem water potential, chlorophyll fluorescence, a, b and a + b chlorophyll content and stomatal conductance. Besides, yield and fruit
quality parameters such as color and starch were assessed. Isolation, PCR and ELISA indicated that the fungus was present in symptomatic plants and
after reversion. Symptomatic plants presented alterations in all physiological parameters (P<0,05%), reduction of yield (38%), maduration disorders and
lack of color. However, after reversion of silvering, physiological condition, yield and fruit quality were restored. Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. The Botrytis cinerea species complex comprises two cryptic species, originally referred as Group I and Group II based on Bc-hch gene RFLP
haplotyping. Group I was described as a new cryptic species B. pseudocinerea. During a survey of Botrytis spp. causing gray mold in blueberries and
table grapes in the Central Valley of California, six isolates, three from blueberries and three from table grapes, were placed in Group I but showed a
distinct morphological character with conidiophores significantly longer than those of B. cinerea and B. pseudocinerea. We compared these isolates with
B. cinerea and B. pseudocinerea by examining morphological and physiological characters, sensitivity to fenhexamid, and phylogenetic analysis inferred
from sequences of three nuclear genes. Phylogenetic analysis using the three partial gene sequences encoding glyceraldehyde-3-phosate dehydrogenase
(G3PDH), heat-shock protein 60 (HSP60), and DNA-dependent RNA polymerase subunit II (RPB2), supported the proposal of a new Botrytis species, B. californica, which is genetically closely related to B. cinerea, B. pseudocinerea, and B. sinoviticola, all known as causal agents of gray mold of grapes. B. californica caused decay on blueberry and table grape fruit inoculated with the fungus. This study suggests that B. californica is a cryptic species
sympatric with B. cinerea on blueberries and table grapes in California. Multiple Pestalotiopsis and Neopestalotiopsis species cause flower bight of macadamia in Australia
O. AKINSANMI (1), S. Nisa (1), O. Jeff-Ego (1), A. Drenth (2)
(1) University of Queensland, Brisbane, Australia; (2) University of Queensland, Australia Incidence of ‘dry flower’ the disease, has been increasing and now occurs in different production regions in Queensland and New South Wales,
Australia. Although yield losses range between 10% and 30%, total crop failures have occurred in certain cultivars. Therefore, this study examined the
etiology of the disease in Australia. Results from a survey of over 240 macadamia racemes in different orchards in Australia revealed that all the four
developmental stages of macadamia racemes including the florets and the rachis were affected. Several fungi genera including Alternaria, Epicoccum,
Fusarium, Botrytis, Cladosporium, Penicillium, Aspergillus and Diaporthe were obtained from tissue samples, however, their occurrence was irregular
between samples and significantly (P <0.05) less than Pestalotiopsis -like isolates, which constituted 41% of the total isolates. Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. We collected decayed
mandarin fruit from three citrus packinghouses in the Central Valley of California in 2015 and identified this disease as Mucor rot caused by Mucor spp. Mucor rot occurred in 11 of the 15 grower lots sampled, and the incidence of the disease in the total decayed fruit varied among affected grower lots,
ranging from 3.3 to 93.1% with an average of 49.2%. In total, 197 isolates of Mucor spp. were obtained from decayed mandarin fruit and identified
based on ITS sequence and morphological characteristics. Of the 197 isolates, 92.4%, 3.6%, 2.0%, 1.5%, and 0.5% were identified as M. piriformis, M. circinelloides, M. racemosus, M. hiemalis, and M. mucedo, respectively. Pathogenicity tests on mandarin fruit showed that M. piriformis was the most
virulent among all tested species. Our results indicated that Mucor rot of mandarins in California is caused by Mucor species consisting of M. piriformis,
M. circinelloides, M. racemosus, M. hiemalis, and M. mucedo, with M. piriformis being the most prevalent species. Previously, M. racemosus was
reported on citrus. This is the first report of Mucor rot on citrus caused by M. piriformis, M. circinelloides, M. hiemalis, and M. mucedo. Botrytis californica, a new Botrytis species causing gray mold in blueberries and table grapes in California
S. SAITO (1), D. Margosan (2), T. Michailides (3), C. Xiao (1)
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, Parlier, CA, U.S.A.; (2) USDA-Agricultural Re
Agricultural Sciences Center, Parlier, CA, U.S.A.; (3) Kearney Agricultural Research & Extension Center, Parlier, Botrytis californica, a new Botrytis species causing gray mold in blueberries and table grapes in California
S. SAITO (1), D. Margosan (2), T. Michailides (3), C. Xiao (1)
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, Parlier, CA, U.S.A.; (2) USDA-Agricultural Research Service, San Joaquin Valley
Agricultural Sciences Center, Parlier, CA, U.S.A.; (3) Kearney Agricultural Research & Extension Center, Parlier, CA, U.S.A. S. SAITO (1), D. Margosan (2), T. Michailides (3), C. Xiao (1)
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, Parlier, CA, U.S.A.; (2) USDA-Agricultural Research Service, San Joaquin Valley
Agricultural Sciences Center, Parlier, CA, U.S.A.; (3) Kearney Agricultural Research & Extension Center, Parlier, CA, U.S.A. ( ),
g
( ),
( ),
( )
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, Parlier, CA, U.S.A.; (2) USDA-Agricultural Research Service, San Joaquin Valley
Agricultural Sciences Center, Parlier, CA, U.S.A.; (3) Kearney Agricultural Research & Extension Center, Parlier, CA, U.S.A. Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. germanus, while Ambrosiella xylebori, another common food source of ambrosia beetles, was only isolated from the interior and exterior of
one beetle. Interestingly, however, A. xylebori was predominantly recovered from infested wood tissue. Our results suggest that X. germanus can
establish fungal gardens of N. haematococca and A. xylebori within vascular tissue of apple trees, however it is unclear if tree decline is likely due to
direct tunneling or colonization of A. xylebori. Additional investigations are ongoing to understand the implications of A. xylebori colonization of apple. High diversity in the population of an emerging blackberry pathogen, Fusarium oxysporum
A. PASTRANA (1), S. Kirkpatrick (1), T. Gordon (1)
(1) University of California, Davis, U.S.A. A wilt disease of blackberry, caused by the soilborne fungus Fusarium oxysporum, has become a more widespread problem in California over the past
two years. This emerging pathogen is severely reducing fruit production in affected fields. To improve our understanding of the structure of pathogen
population, isolates collected from symptomatic blackberry plants in California and Mexico were evaluated for morphology, pathogenicity and
vegetative compatibility. The translation elongation factor 1 alpha (TEF1-α), the intergenic spacer (IGS) and the β-tubulin regions were also sequenced. The combination of TEF1-α, β-tubulin and IGS sequences identified clusters of isolates that corresponded to vegetative compatibility groups (VCGs). A
high number of distinct populations were founded both in California and Mexico. However, one VCG included isolates from both countries. No relation
was found between VCG and cultivar or geographic origin. Diversity in the pathogen population suggests that the capacity to cause disease on
blackberry is not a recent development. Emerging Postharvest Disease of Mandarin Fruit Caused by Mucor piriformis and other Mucor spp. in California
Michailides (2), C. Xiao (1) Mucor Rot – An Emerging Postharvest Disease of Mandarin Fruit Caused by Mucor piriformis and other Mucor spp. in California
S. SAITO (1), T. Michailides (2), C. Xiao (1)
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, U.S.A.; (2) Kearney Agricultural Research & Extension Center, UC-Davis, Division
of Agriculture and Natural Resources, U.S.A. S. SAITO (1), T. Michailides (2), C. Xiao (1)
(1) USDA-ARS, San Joaquin Valley Agricultural Sciences Center, U.S.A.; (2) Kearney Agricultural Research & Extension Center, UC-Davis, Division
of Agriculture and Natural Resources, U.S.A. In recent years, an emerging, undescribed postharvest disease was observed on mandarin fruit after extended storage in California. Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
ANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
h C
li
St t U i
it
U S A (2) C
ll U i
it
U S A (3) C
ll C
ti
E t
i
U S A Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. The ambrosia beetle, Xylosandrus germanus, is considered an emerging threat to Western New York apple orchards. There are concerns that fungal
farms established by X. germanus within vascular tissue play a role in the collapse of young apple trees. To gain further insight into the identity and
relationship between fungi associated with X. germanus and decline of Malus x domestica, fungal isolations were performed from X. germanus wood S4.121 galleries and adjacent vascular tissue, and beetles recovered from galleries. Fungal identity was confirmed by sequencing the 2 internal transcribed
spacer regions and the 5.8S gene of ribosomal DNA. Five distinct fungal species were recovered from the exterior of 36 beetles, while only 2 fungal
species were recovered from the beetles’ interior. Nectria haematococca (an. Fusarium solani) was most frequently isolated from the exterior and
interior of X. germanus, while Ambrosiella xylebori, another common food source of ambrosia beetles, was only isolated from the interior and exterior of
one beetle. Interestingly, however, A. xylebori was predominantly recovered from infested wood tissue. Our results suggest that X. germanus can
establish fungal gardens of N. haematococca and A. xylebori within vascular tissue of apple trees, however it is unclear if tree decline is likely due to
direct tunneling or colonization of A. xylebori. Additional investigations are ongoing to understand the implications of A. xylebori colonization of apple. galleries and adjacent vascular tissue, and beetles recovered from galleries. Fungal identity was confirmed by sequencing the 2 internal transcribed
spacer regions and the 5.8S gene of ribosomal DNA. Five distinct fungal species were recovered from the exterior of 36 beetles, while only 2 fungal
species were recovered from the beetles’ interior. Nectria haematococca (an. Fusarium solani) was most frequently isolated from the exterior and
interior of X. Cytospora canker on peaches (Prunus persica (L.) Batsch) is known to be caused by three species, Cytospora cinctum, C. leucostoma, and C.
paraleucostoma within growing areas of the United States. In Colorado, recent surveys show that over 90% of the trees on the Western Slope are
infected with Cytospora canker, causing significant economic impacts to peach growers. Understanding how these species differ phenotypically and in
disease cycle and progression is important for disease management. The objectives of this study were to identify Cytospora isolates collected from high
and low elevation sites, examine population structure and recombination, and assess each species/population for phenotypic characters such as virulence,
temperature growth and culture morphology. The ITS region was sequenced to identify 106 isolates. Both C. leucostoma and C. paraleucostoma were
recovered, although Cytospora leucostoma was the most prevalent. Additional sequencing of 4 genetic loci (ca. 1950 bps), suggested that C. leucostoma
and C. paraleucostoma recombine and that well-supported clades do not exist for 3 of the 5 loci. Phenotypic characterization indicates overlapping Fungi in the wood: The fungi associated with the ambrosia beetle, Xylosandrus germanus and its galleries in Malus domestica
S. VILLANI (1), K. Ayer (2), D. Breth (3), K. Cox (2)
(1) North Carolina State University, U.S.A.; (2) Cornell University, U.S.A.; (3) Cornell Cooperative Extension, U.S.A. Based on the concatenated
partial sequence of three gene loci (Internal transcribed spacer, β-tubulin and translation elongation factor 1-alpha) the phylogenectic analysis of 32
Pestalotiopsis -like isolates showed they formed two novel taxa in the Neopestalotiopsis and Pestalotiopsis genera. The grouping of the isolates was
regardless of location or plant part. Koch’s postulates were confirmed with the different Neopestalotiopsis and Pestalotiopsis species and this is the first
report of these two genera as causal agents of raceme blight of macadamia. Cytospora leucostoma is the most virulent and prevalent causal agent of Cytospora Canker on peaches on the Western Slope of Colorado
J. Stewart (1), K. Otto (1), I. Minas (2), S. Miller (1) Powdery mildews on native plants in Utah
E. LAURITZEN (1)
(1) Utah State University, U.S.A. Many people want to grow more native plants in their yards. However, there is little information on plant diseases of native plants of the western United
States. Powdery mildew is very common in Utah on many cultivated plants. The purpose of this project was to determine the presence of powdery
mildew on native plants and identify the powdery mildew species using morphological and molecular techniques. Plants from the families Asteraceae,
Geraniaceae and Polemoniaceae with powdery mildew were collected from a high elevation mountain valley (2,750 meters) in Northern Utah in fall
2015. Chasmothecia and conidia were collected from the plant tissue for morphological identification using a compound microscope. Identification to
genuse and/or species was confirmed using polymerase chain reaction (PCR) amplifying the internal transcribed spacer (ITS) region and DNA
sequencing. The resulting sequences were compared in a BLAST search to powdery mildew sequences in the NCBI GenBank database. Several species
of powdery mildew including Podosphaera sp. on sticky purple geranium (Geranium viscosissimum) which to our knowledge is the first report of
powdery mildew on this species in the United States and Golovinomyces magnicellulatus on Polemonium sp., the first report of this powdery mildew in
Utah. Diaporthe and spruce decline: Incidence, pathogenicity, and population genetics
C. MCTAVISH (1), D. Fulbright (2), A. Jarosz (1)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A.; (3) Michigan State University, U.S.A. Diaporthe and spruce decline: Incidence, pathogenicity, and population genetics
C. MCTAVISH (1), D. Fulbright (2), A. Jarosz (1)
(1) Michigan State University, U.S.A.; (2) Michigan State University, U.S.A.; (3) Michigan State University, U.S.A. Spruce decline, characterized by needle loss and branch dieback, is found throughout Michigan. A survey of fungi from cankers in the Lower Peninsula
of Michigan found Diaporthe (formerly Phomopsis) to be the most common, disease-causing fungus. Sequencing Diaporthe isolates using ITS1 and
ITS4 established 5 different groups. Pathogenicity studies were performed on these groups by inserting mycelial agar plugs containing a representative
isolate of each group into a small wound, sealing the wound with Parafilm, and measuring the canker area 9 weeks post-inoculation. Groups 4 and 5 were
the most virulent, while group 3 was the least virulent group. Groups 1 and 2 were intermediate on the virulence spectrum. Colorado blue spruce (Picea
pungens) was the most susceptible species, and 9 different seed sources of P. pungens did not differ in susceptibility. Cytospora leucostoma is the most virulent and prevalent causal agent of Cytospora Canker on peaches on the Western Slope of Colorado
J. Stewart (1), K. Otto (1), I. Minas (2), S. Miller (1) Further sequencing of RPB2, Hsp60, NEP1, and NEP2 genes for three representative isolates revealed that these isolates were identical to isolates of
Botrytis fragariae, a species recently discovered infecting strawberry in Germany, but never before observed in the United States. In order to determine
the distribution and prevalence of this species in the eastern United States, primers were developed that distinguish Botrytis cinerea and Botrytis
fragariae. Preliminary data suggest that Botrytis fragariae isolates are more likely to have reduced sensitivity to the new fungicide polyoxin D. The
discovery of a new species of Botrytis causing gray mold of strawberry may require adjustments in gray mold management strategies. Laurel wilt, caused by Raffaelea lauricola, is detected for the first time outside the southeastern USA
R. PLOETZ (1), Y. Thant (2), M. Hughes (3), T. Dreaden (4), J. Konkol (1), A. Kyaw (2), J. Smith (3), C. Harmon (3)
(1) University of Florida, Homestead, FL, U.S.A.; (2) Winrock International, Farmer-to-Farmer Program, Yangon, Myanmar, Yangon, Burma; (3)
University of Florida, Gainesville, FL, U.S.A.; (4) U.S. Forest Service, Lexington, KY, U.S.A. Agriculture is an important industry in Myanmar (aka Burma), accounting for 60% of the GDP and employing 65% of the work force. In October 2014, a
survey for diseases and pests of an emerging fruit crop in the country, avocado (Persea americana), was conducted in Southern Shan State. Around
Tuanggyi, monocultures of up to 20 hectares have been established, whereas avocado is an over-story tree where coffee is grown in the Ywangan area. Symptoms of laurel wilt, including sapwood discoloration, leaf necrosis, defoliation, and tree mortality were observed during the survey in both areas. In
Myanmar, isolates that resembled the laurel wilt causal agent, Raffaelea lauricola, were recovered from symptomatic sapwood on ½ strength potato
dextrose agar + streptomycin sulfate. In the USA, R. lauricola-specific amplicons were generated for isolates from eight different trees with PCR primers
for two taxon-specific microsatellite loci. In a quarantine greenhouse in Gainesville, FL, three of the isolates caused laurel wilt in each of two tests on
avocado and swamp bay (P. palustris), with disease severities similar those caused by an isolate of R. lauricola from the USA. Although R. lauricola
was probably introduced from Asia to the southeastern USA with its ambrosia beetle symbiont, Xyleborus glabratus, it had previously been reported
only in the southeastern USA. Cytospora leucostoma is the most virulent and prevalent causal agent of Cytospora Canker on peaches on the Western Slope of Colorado
J. Stewart (1), K. Otto (1), I. Minas (2), S. Miller (1) ( )
( )
( )
( )
(1) Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO, U.S.A.; (2) Department of H
Architecture; Western Colorado Research Center Colorado State University, Grand Junction, CO, U.S.A. Cytospora canker on peaches (Prunus persica (L.) Batsch) is known to be caused by three species, Cytospora cinctum, C. leucostoma, and C. paraleucostoma within growing areas of the United States. In Colorado, recent surveys show that over 90% of the trees on the Western Slope are
infected with Cytospora canker, causing significant economic impacts to peach growers. Understanding how these species differ phenotypically and in
disease cycle and progression is important for disease management. The objectives of this study were to identify Cytospora isolates collected from high
and low elevation sites, examine population structure and recombination, and assess each species/population for phenotypic characters such as virulence,
temperature growth and culture morphology. The ITS region was sequenced to identify 106 isolates. Both C. leucostoma and C. paraleucostoma were
recovered, although Cytospora leucostoma was the most prevalent. Additional sequencing of 4 genetic loci (ca. 1950 bps), suggested that C. leucostoma
and C. paraleucostoma recombine and that well-supported clades do not exist for 3 of the 5 loci. Phenotypic characterization indicates overlapping S4.122 variation in temperature, growth, culture morphology, and virulence. These data suggest that isolates are genetically distinct populations of C. leucostoma rather than cryptic species. variation in temperature, growth, culture morphology, and virulence. These data suggest that isolates are genetically distinct populations of C. leucostoma rather than cryptic species. New Botrytis species affecting strawberry on the east coast
G. SCHNABEL (1), M. Dowling (1), M. Hu (1)
(1) Clemson University, U.S.A. We detected a new species of Botrytis infecting strawberries in the United States. While monitoring fungicide resistance of 459 Botrytis isolates collected
from South Carolina (211), Maryland (123), North Carolina (101), Virginia (17), and Ohio (7), we observed isolates with phenotypes different from
typical Botrytis cinerea. These isolates produced fluffy, white mycelium and sporulated poorly on potato dextrose agar, minimal medium, strawberries,
apples, and tomatoes. These isolates were found in 11 different locations across South Carolina (20), and North Carolina (4). The G3PDH gene was
sequenced for these isolates and nucleotide BLAST search revealed that they formed a cluster separate from Botrytis species previously described. Pathogenicity tests confirm Macrophomina phaseolina as an aggressive fungal pathogen of flowering dogwood (Cornus florida L.)
L. MACKASMIEL (1)
(1) Tennessee State University, Nashville, TN, U.S.A. (1) Tennessee State University, Nashville, TN, U.S.A. Pathogenicity tests where seedlings of flowering dogwood (C. florida L.) were challenged with extracted spores of Macrophomina phaseolina from 10
day-old cultures, while control were mocked inoculated with plain malt extract agar in sterile deionized water, demonstrated the capability of the
pathogen to cause severe root rot in C. florida. Roots of juvenile seedlings vernalized in sterilized vermiculite; then grown on large water agar petri
plates overlaid with sterile, moisten-filter paper, after being inoculated with the pathogen, showed high percentage of necrotic tissue in the first 10 mm of
root tips. Concurrently, juvenile seedlings grown in large containers after similar treatment exhibited presence of fungal structures in roots from
challenged plants that were not observed in the control. On 35 day-young dogwood seedlings grown in sterile soil under greenhouse conditions and
inoculated on wounded stems, fungus-treated plants produced decay and large canker-like lesions that were not on the control. The extent of fungal
growth in millimeter (mm) as the index to evaluate the host’s response(s) showed marked difference between treatments and control. The level of
aggressiveness of the pathogen was determined by measuring the duration and number of dead tissues or plants per given time, and cell death confirmed
the amount of infection inside the roots. Powdery mildews on native plants in Utah
E. LAURITZEN (1)
(1) Utah State University, U.S.A. Cytospora leucostoma is the most virulent and prevalent causal agent of Cytospora Canker on peaches on the Western Slope of Colorado
J. Stewart (1), K. Otto (1), I. Minas (2), S. Miller (1) This is the first report of laurel wilt in the Asian homeland of R. lauricola and X. glabratus. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Pondberry is a rhizomatous, clonally reproducing, woody shrub species that is federally endangered. Like other members of the Lauraceae that occur in
the United States (US), pondberry is highly susceptible to laurel wilt, a disease caused by Raffaelea lauricola and vectored by the redbay ambrosia beetle
(Xyleborus glabratus). A study was initiated in 2012 to assess the potential impact of the disease on clonal populations of pondberry. Individual
pondberry plants were planted in nursery beds near Athens, Georgia and grown for approximately 3 years, and during this time individual plants
produced many ramets. The original plant in two populations were inoculated with R. lauricola in July, 2015 and plants were monitored regularly. After
12 wk, 55 ramets died in one population at distances up to 172 cm from the original inoculated plant, and in the other population 22 ramets died at
distances up to 337 cm. R. lauricola was reisolated from 84% of the wilted ramets. The study confirms that pondberry is highly susceptible to laurel wilt
and that the disease can spread rapidly through rhizomes of infected plants. Although pondberry is a small shrub that is not often attacked by X. glabratus, when infections occur they could be detrimental to populations. Additional studies are being conducted to examine the feasibility of using
trenching around infected plants to prevent disease transmission, and the use of chemicals to protect plants from infection. The laurel wilt story: Introduction and impact of an exotic vector (Xyleborus glabratus) and pathogen (Raffaelea lauricola)
M. HUGHES (1), J. Riggins (2), A. cognato (3), F. Koch (4), C. Anderson (5), T. Dreaden (6), J. Formby (2), R. Ploetz (7), J. Smith (8)
(1) University of Florida, School of Forest Resources and Conservation, Gainesville, FL, U.S.A.; (2) Mississippi State University, Department of
Biochemistry, Molecular Biology, Entomology, and Plant Pathology, U.S.A.; (3) Michigan State University, Department of Entomology, MI, U.S.A.; (4)
U.S. Forest Service, Southern Research Station, Eastern Forest Environmental Threat Assessment Center, NC, U.S.A.; (5) Research School of Biology,
Australian National University, Australia; (6) U.S. Forest Service, Southern Research Station, U.S.A.; (7) University of Florida, Department of Plant
Pathology, FL, U.S.A.; (8) University of Florida, School of Forest Resources and Conservation, U.S.A. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Laurel wilt is a lethal vascular disease that affects plants in the Lauraceae family. Since the exotic vector (Xyleborus glabratus) and its pathogenic fungal
symbiont (Raffaelea lauricola) were introduced to the USA in 2002, laurel wilt has killed redbay (Persea borbonia) and related trees in southern forests. Many questions remain about the disease in the USA, including the number of introduction events, the genetic diversity of the vector and pathogen, and
how many host trees have died. To infer the number of introduction events and assess genetic variability, Amplified Fragment Length Polymorphism
(AFLP) markers were used to screen a collection of R. lauricola isolates, and a portion of the cytochrome oxidase I (COI) gene was sequenced and
compared for X. glabratus samples. Results suggest that R. lauricola and X. glabratus are both clonal organisms in the USA that were likely introduced
in a single event. Forest Inventory and Analysis (FIA) data were used to obtain pre- and post-epidemic redbay population levels, which were then used to
calculate redbay mortality due to laurel wilt. The FIA data suggest that laurel wilt has spread over 250,000 km2 and killed nearly half a billion redbay
trees. These data highlight the devastating impact that invasive organisms can have on native forests. Susceptibility of eight untested species of Cucurbitaceae to gummy stem blight under field conditions
G. RENNBERGER (1), A. Keinath (1) Susceptibility of eight untested species of Cucurbitaceae to gummy stem blight under field conditions
G. RENNBERGER (1), A. Keinath (1)
(1) Coastal Research and Education Center, Clemson University, U.S.A. Susceptibility of eight untested species of Cucurbitaceae to gummy stem blight under field conditions
G. RENNBERGER (1), A. Keinath (1)
(1) Coastal Research and Education Center, Clemson University, U.S.A. To date, 23 species of 12 genera in the Cucurbitaceae are known to be affected by the cucurbit disease gummy stem blight (GSB), caused by the fungus
Stagonosporopsis spp. (Didymella bryoniae). Eight different species representing seven genera of Cucurbitaceae were selected for taxonomic and
geographic diversity. Muskmelon (Cucumis melo ‘Athena’), which is highly susceptible, was included as a control. A field trial was set up as a
randomized complete block design with four replications and seven inoculated plants per replication to assess the susceptibility of these species. The
severity of the foliar blight phase and the incidence of the crown canker phase of GSB were rated. Powdery mildews on native plants in Utah
E. LAURITZEN (1)
(1) Utah State University, U.S.A. Other tree taxa tested, in order from
most to least susceptible, were Norway (P. abies), white (P. glauca), Black Hills (P. glauca var. densata), Serbian (P. omorika), and Meyer (P. meyeri)
spruce. Group 1 was more common in the eastern Michigan, and fell into a Diaporthe eres clade. Group 3 was more common in the central region, and
also fell into a D. eres clade. Group 2 was most common in the central region, and was unresolved taxonomically. Groups 4 and 5 were common
throughout the Lower Peninsula and were also unresolved. Future work includes sequencing more gene regions to resolve Diaporthe groups. S4.123 New canker disease of Incense-cedar in Oregon caused by Phaeobotryon cupressi
J. WEILAND (1), R. Sniezko (2), M. Wiseman (3), M. Serdani (3), M. Putnam (3)
(1) USDA-ARS, Horticultural Crops Research Laboratory, Corvallis, OR, U.S.A.; (2) USDA Forest Service, Dorena Genetic Resource Center, Cottage
Grove, OR, U.S.A.; (3) Oregon State University, Botany and Plant Pathology Department, Corvallis, OR, U.S.A. Incense-cedar (Calocedrus decurrens) is a tree native to Oregon and California. Since the early 2000’s, a canker disease has been observed with
increasing frequency on ornamental and windbreak trees planted in the Willamette Valley of Oregon. Symptoms appear as dead, flagging, small-
diameter (<1 cm) branches that are scattered throughout the crown. Phaeobotryon cupressi was consistently isolated from symptomatic trees located
along the length of the Willamette Valley. Identification was based on morphology and on sequences from the internal transcribed spacer (ITS) and the
translation elongation factor 1-α (EF1-α) region. Six isolates were tested for pathogenicity on potted 0.6-1 m tall incense-cedar saplings. Approximately
1 to 1.5 months after inoculation, inoculated branches began to turn brown and die, while control branches that received no inoculum remained healthy. P. cupressi was described as a new species in 2009, and was originally found causing cankers on Italian cypress (Cupressus sempervirens) in Iran. The
pathogen was also detected once in the U.S. from Juniperus squamosus in Kansas. It is unknown whether P. cupressi affects native stands of incense-
cedar, where similar symptoms have been observed, but studies are underway to evaluate the extent of this disease in Oregon. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. This survey effort will continue through 2016, focusing on PPV, ESFY and the Light Brown Apple Moth (LBAM). This survey is
monitor for possible introduction of these pests and allows for early detection. Red rust of bromeliads caused by a parasitic alga in Florida
G. Sanahuja (1), P. Lopez (1), A. Palmateer (1)
(1) University of Florida, U.S.A. Cephaleuros is a genus of plant parasitic thalloid green algae containing at least two species C. virescens and C. parasiticus that are reported to cause
disease on ornamental plants. Florida has 165 plant species belonging to 53 families that have been reported as hosts of Cephaleuros. Recent outbreaks
of a “red rust” disease affecting bromeliads in production nurseries and landscapes led to an investigation of the causal agent, which was determined to
be a Cephaleuros species. Morphological characteristics from Cephaleuros isolates recovered from Neoregelia hybrids match with isolates of C. parasiticus collected from leaves of Psidium guajava (guava). Molecular analyses were performed from 18S ribosomal RNA and ribulose-1,5-
bisphosphate carboxylase/oxygenase large subunit (rbcL) genes. Pathogenicity tests were conducted using Cephaleuros isolates collected from leaves of
Neoregelia hybrids and isolates of C. parasiticus from guava. Both produced symptoms consistent with those originally described as “red rust” on
Neoregelia hybrids and the causal agent of red rust on Neoregelia hybrids provisionally will be Cephaleuros parasiticus. First detection of the stubby root nematode Paratrichodorus allius on potato in North Dakota and on sugarbeet in Minnesota
G. Yan (1), A. Plaisance (2), D. Huang (1), Z. Handoo (3)
(1) North Dakota State University, Department of Plant Pathology, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.;
(3) USDA-ARS, Nematology Laboratory, U.S.A. G. Yan (1), A. Plaisance (2), D. Huang (1), Z. Handoo (3)
(1) North Dakota State University, Department of Plant Pathology, U.S.A.; (2) North Dakota State University, Department of Plant Pathology, U.S.A.;
(3) USDA-ARS, Nematology Laboratory, U.S.A. Stubby root nematodes (SRN) are migratory ectoparasites that feed on roots, transmit tobraviruses and cause significant crop loss. In 2015, 49 soil
samples were collected from a potato field in Sargent County, ND of which seven contained SRN with population densities ranging from 135 to 300/kg
soil. Subsequently, 13 soil samples were collected from a sugarbeet field in Clay County, MN and six of them had SRN from 200 to 1,000/kg soil. Individual SRN were examined morphologically and molecularly for species identification. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. The specimens from both potato and sugarbeet fields were
identified as Paratrichodorus allius. Observations of female morphological characteristics critical for identification included rod like/oval and well
separated vaginal sclerotization, onchiostyle 42-45μm, absence of lateral body pores, and small ventral pharyngeal overlap. DNA was extracted from
single nematodes. D2/D3 region of 28S rRNA, partial 18S rRNA and ITS1 rDNA were amplified and PCR products were cloned and sequenced. The
consensus sequence from each region was deposited into GenBank and compared with known sequences. The sequence information supported the
identity as P. allius. P. allius is known to be the prevalent vector of Tobacco rattle virus causing potato corky ringspot disease. Until now, problems with
infestations of SRN on sugarbeet have been confined to parts of Europe, California and Idaho. This represents the first occurrence of P. allius in North
Dakota and Minnesota. Phytophthora nicotianae causing foliar blight of Codiaeum variegatum and Zamioculcas zamiifolia in Florida
G. Sanahuja (1), P. Lopez (1), A. Palmateer (1)
(1) University of Florida, U.S.A. Phytophthora is an oomycete plant pathogen, commonly known as a ‘water mold’ that attacks all parts of the host plant, causing root, crown and stem rot
and foliar blight. Phytophthora diseases affect numerous ornamentals in nurseries, garden centers and landscapes generally during the hot and humid
rainy season in south Florida. Phytophthora nicotianae was isolated for the first time from diseased Codiaeum variegatum (‘variegated’ croton) and
Zamioculcas zamiifolia (‘ZZ’ plant) plants. Initially the leaves appeared water soaked and eventually turned dark brown to black in both plants. Morphological characteristics, molecular analysis of the ITS region, and pathogenicity test revealed that P. nicotianae was the causal agent. Tropical
foliage plants typically account for the greatest percentage of sales within the ornamental industry and we anticipate these diseases will have a substantial
impact on tropical foliage in south Florida. Local tropical foliage producers lost 10% and 35% of croton and ZZ plant production, respectively. Therefore, it is important to enlist the use of effective, registered pesticides to provide preventative control of Phytophthora blight during the periods
where consistent outbreaks occur. Characterization of viral particles formed by Grapevine vein clearing virus (GVCV)
Y. ZHANG (1), M. Adhab (1), J. Schoelz (1)
(1) University of Missouri, U.S.A. Grapevine vein clearing virus (GVCV) is closely associated with a grapevine vein clearing syndrome observed in Missouri and surrounding states. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Matheron (2)
(1) University of Arkansas, U.S.A.; (2) University of Arizona, U.S.A. A unique foliar disease of spinach caused by P. aphanidermatum was observed in spinach in the Yuma, AZ/Imperial Valley, CA spinach production
areas in October of 2015. The foliar symptoms of the disease included water soaked foliage, rapid collapse of young plants, with evidence of white
cottony mycelium. The disease was associated with hot and wet conditions under high density (>3.0 M seed/A) plantings. Pure cultures were isolated
from symptomatic spinach leaves and isolates were sequenced using ITS1/ITS4 primers. BLAST searches showed 100% homology with ITS sequences
of P. aphanidermatum in GenBank. The objective of this research was to determine the effect of the P. aphanidermatum recovered on damping-off and
foliar web blight on a broad range of hosts. Pathogenicity was tested in the greenhouse on spinach, cotton, soybean, pepper, tomato, cucumber, melon,
squash, lettuce, corn, wheat, and rice, by either infesting the soil or doing foliar inoculations with colonized plugs of PDA. P. aphanidermatum caused
severe damping off of all dicots tested, but only caused some seedling size reduction in corn and wheat. Web blight symptoms were severe with spinach,
and all other dicot hosts. No web blight symptoms were observed on lettuce, corn, wheat, or rice. Metalaxyl provided complete protection for damping
off of spinach and protected spinach plants for 10-20 days for U.S. treatment rates or 20-30 days after planting for E.U treatment rates, respectively. Stone fruit survey efforts in Texas monitoring for Plum Pox Virus, European Stone Fruit Yellows & Light Brown Apple Moth: 2015-2016
K. ONG (1), S. Rhodes (1)
(1) Texas A&M AgriLife Extension Service, U.S.A. The Texas Plant Disease Diagnostic Lab continues participation in the National Stone Fruit Survey in FY15, monitoring for pathogens of concern for the
stone fruit industry in Texas. The Texas A&M stone fruit breeding plots and four (4) commercial peach orchards in 3 counties were tested for the
presence of Plum Pox Virus (PPV) and European Stone Fruit Yellows (ESFY) phytoplasma in 2015. A total of 667 foliar peach and plum samples were
tested for PPV. For virus detection, each sample was tested by ELISA using Agdia ELISA kits and following USDA APHIS PPQ and National Plant
Diagnostic Network protocols. All 667 samples tested negative for all five strains of PPV. ESFY was not observed or detected in any of the surveyed
peach orchards. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Ecballium elaterium showed the highest severity to
foliar blight, followed by Apodanthera sagittifolia and Kedrostis leloja. These species were more susceptible than the control. A group of five species,
Acanthosicyos horridus, Cucurbita digitata, Cucurbita ecuadorensis, Cucumis zambianus and Melothria scabra, were as susceptible to foliar
blight as the control. The highest incidence of cankers was observed on crowns of K. leloja and ‘Athena’ muskmelon, followed by C. zambianus, A. sagittifolia and E. elaterium in decreasing order. The pathogen was recovered from crowns of all species. This is the first report of susceptibility of these
eight cucurbit species to GSB. Raffaelea arxii may be the primary symbiont of Xyleborus affinis
J. SAUCEDO (1), R. Ploetz (2), D. Carrillo (2), J. Konkol (2), J. Smith (1), J. Rollins (1), S. Ochoa (3)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A.; (3) Universidad Michoacana de San Nicolás de Hidalgo, Mexico Symbioses between fungi and ambrosia beetles are poorly understood. Most of the ambrosia beetles that have been studied have a primary fungal
symbiont that predominates in a species’ mycangium and natal gallery, where it is cultivated as a food source. However, there is increasing evidence that
species of fungal symbionts can be laterally transferred to other beetle species (are not uniquely associated with a single species). For example, the
primary symbiont of Xyleborus glabratus, Raffaelea lauricola (cause of laurel wilt), has been found in at least nine other species of ambrosia beetle. Symbiont composition was examined in several of the latter species. Mandibular mycangia of one of the species, X. affinis reared from laurel wilt-
affected logs of avocado (Persea americana), were assayed for fungal communities. Partial sequences of LSU of rDNA regions identified high
concentrations of phenotypically variable populations of R. arxii in 95%, whereas Raffaelea sp., R. lauricola, and Ambrosiozyma platypodis were
recovered from, respectively, 45, 20 and 15% of 20 assayed individuals. Although R. arxii was first reported in South Africa as the primary symbiont of
X. torquatus (syn. X. volvulus), the abundance and persistent association between R. arxii and X. affinis suggests that R. arxii may also be the primary
symbiont of X. affinis. Primary and secondary symbionts of X. affinis, X. volvulus and other potential vectors of R. lauricola will be discussed. S4.124 Web blight of spinach in the desert southwest caused by Pythium aphanidermatum
C. FENG (1), B. Liu (1), M. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Pairwise comparisons of the polymerase conserved domains of BGMV and established members of the genus showed amino acid
identity ranging from 57-61% whereas phylogenetic analysis placed the virus in a distinct clade within the genus. The virus has been found in all plants
showing green mosaic symptoms and its distribution and role in symptomology are currently being evaluated. Genome sequence analysis of a legume-infecting Tomato chlorotic spot virus isolate
R. ADEGBOLA (1), R. Kemerait (2), S. Adkins (3), R. Naidu (1)
(1) Washington State University, U.S.A.; (2) Department of Plant Pathology, The Univer iversity, U.S.A.; (2) Department of Plant Pathology, The University of Georgia, U.S.A.; (3) USDA ARS USHRL, U.S.A. Tomato chlorotic spot virus (TCSV, genus Tospovirus, family Bunyaviridae) has emerged as a significant constraint to economically important
horticultural crops in Florida and the Caribbean region. In this study, we have determined the full genome sequence of a TCSV isolate from peanut
(Arachis hypogea) collected in Haiti. Total RNA isolated from virus-infected leaves was used to generate sequences of the S-, M-, and L-RNA genomic
segments by a combination of conventional Sanger sequencing and next-generation sequencing (NGS). The consensus sequences generated from Sanger
sequencing were compared against those derived from de novo assembly of the filtered NGS reads to confirm the quality and accuracy of the complete
genome sequences of the three RNA segments. The 8,873 nucleotide (nt) L-RNA shared 98% nt identity with the L-RNA sequence of a TCSV isolate
from Brazil. The 4,847 nt M-RNA shared 99% nt identity with the M-RNA sequence of a Groundnut ringspot virus and TCSV reassortant from Florida. The 3,310 nt S-RNA shared 32.5 to 73.8% nt identity with S-RNA sequences of other tospoviruses. Phylogenetic analysis of proteins encoded by
individual TCSV genomic RNA segments with corresponding proteins encoded by other tospoviruses is in progress. This study demonstrates advantages
of NGS methods for high throughput, insightful analysis of genome segment sequences of a multi-partite negative-stranded RNA virus directly from
field infected tissue with no viral enrichment. Viral metagenomics of Caladium x hortulanum (Araceae) in Florida
R. ALCALA BRISEÑO (1), M. Londoño (1), J. Polston (1)
(1) University of Florida, U.S.A. Viral metagenomics and high-throughput sequencing were used to identify novel viruses present caladiums (Caladium x hortulanum, Araceae), collected
from Lake Placid, Florida in 2013. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Survey for viruses of grapevine (Vitis vinifera L.) in coastal vineyards of Croatia
D. VONCINA (1), M. Al Rwahnih (2), A. Rowhani (2), R. Almeida (3)
(1) Department of Plant Pathology, University of Zagreb Faculty of Agriculture, Zagreb, Croatia; (2) Department of Plant Pathology, University of
California, Davis, Davis, CA, U.S.A.; (3) Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley,
CA, U.S.A. Viticulture in Croatia has a very long tradition representing an important branch of the national economy. Approximately 70 grapevine (Vitis vinifera L.)
cultivars are considered to be autochthonous and are mostly grown in Croatian coastal region. Virus diseases of grapevines generally have a worldwide
distribution and some have significant impact on vineyard longevity as well as quality and quantity of the fruit. This survey was initiated due to the
limited data about the presence of economically most important viruses in Croatia. A survey was done on 10 autochthonous grapevine cultivars on a total
of 48 vines from 22 vineyards. Extraction of total RNA was done from leaf petioles collected in August 2015 and vines were tested on the presence of 32
viruses by RT-qPCR. The most common virus found was GLRaV-3 (91,7%), followed by GVA and GRSPaV (81,3%), GFkV (68,8%), ArMV and
GLRaV-1 (33,3%), GVB (10,4%), GPGV (8,3%) and GLRaV-2 (4,2%). Six viruses were detected for the first time in Croatia: GRVFV (14,6%), GRGV
(12,5%), viruses from GLRaV-4 group, GVD and GVF (6,3%) and GSyV-1 (2,1%). Mixed infections were also common in individual grapevines. The
survey indicates a poor sanitary status of autochthonous grapevine cultivars, demonstrating the necessity to extend work on sanitary selection programs. Blueberry green mosaic symptoms are associated with the presence of a new vitivirus
T. THEKKE-VEETIL (1), T. Ho (1), J. Polashock (2), I. Tzanetakis (1)
(1) University of Arkansas, U.S.A.; (2) USDA-ARS, U.S.A. A virus was discovered in blueberry plants showing green mosaic symptoms, distinct symptomology from that associated with mosaic disease and was
provisionally named as Blueberry green mosaic virus (BGMV). The genome was amplified using overlapping PCRs and has the typical organization of
members of the genus Vitivirus, family Betaflexiviridae including five open reading frames (ORFs) and a 3’ polyadenylated terminus. The ORFs code
for the viral replicase, a 16 kDa protein of unknown function, the movement, coat and nucleic acid binding proteins, the latter presumably involved in
RNA interference. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Caladium cultivars showing viral-like symptoms were sequenced, reads were assembled and contigs were analyzed
using BLASTX showing homology with viral species in the Potyviridae, Rhabdoviridae and Caulimoviridae. The bioinformatic results were validated
by reverse transcription (RT)-PCR for RNA viruses and PCR for DNA viruses. Only two potyvirus species, Dasheen mosaic virus (DsMV), and Konjac
mosaic virus (KoMV) were able to be confirmed by RT-PCR amplification and sequencing of the coat protein region (CP). DsMV was previously
reported from caladium in Florida, however this is the first report of KoMV in Florida as well as North America. In order to explore the abundance and
diversity of these viruses, 315 plants from 15 caladium cultivars were screened using RT-PCR with CP primers. DsMV was present in 69.5% of tested
plants and in all cultivars. KoMV was present in 11% of tested plants, and in eight out of 15 cultivars. Sixty-one and thirteen CP sequences of DsMV and
KoMV were sequenced, respectively. Pairwise comparison analysis indicated sequence similarity of 87.4% and 96.5% among isolates of DsMV and
KoMV, respectively. The low diversity, abundance and phylogenetic analysis are consistent with a single introduction event for both DsMV and KoMV. Sequence variation between isolates of Plantago asiatica mosaic virus from lily and other hosts
J HAMMOND (1) M Reinsel (1) Sequence variation between isolates of Plantago asiatica mosaic virus from lily and other hosts
J. HAMMOND (1), M. Reinsel (1)
(1) USDA ARS USNA Floral and Nursery Plants Research Unit U S A uence variation between isolates of Plantago asiatica mosaic virus from lily and other hosts Sequence variation between isolates of Plantago asiatica mosaic virus from lily and other hosts
J. HAMMOND (1), M. Reinsel (1)
(1) USDA-ARS, USNA, Floral and Nursery Plants Research Unit, U.S.A. Sequence variation between isolates of Plantago asiatica mosaic virus from lily and other hosts
J. HAMMOND (1), M. Reinsel (1)
(1) USDA-ARS, USNA, Floral and Nursery Plants Research Unit, U.S.A. Plantago asiatica mosaic virus (PlAMV) was reported from Plantago asiatica in the Russian Far East, and Nandina mosaic virus was reported from
heavenly bamboo (Nandina domestica) in California, both in the 1970’s. Nandina mosaic virus has not been reported to naturally infect any other hosts
and was recognized as a strain of PlAMV (PlAMV-NMV) only when the full sequence was determined. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. The
virus was initially characterized through deep sequencing of small RNAs isolated from symptomatic grape tissue. Three overlapping fragments of GVCV
genomes were cloned and sequenced, from which the GVCV genome was assembled. The nucleotide sequence revealed that GVCV belonged to the
Badnavirus genus. However, GVCV virions have never been observed under electron microscope. A GVCV infectious clone has been constructed in
order to characterize GVCV virions and to complete Koch’s postulates. The GVCV infectious clone was infiltrated into Nicotiana benthamiana young S4.125 leaves, and leaves were collected at 7 dpi, followed by a virion purification procedure involving ultracentrifugation through sucrose gradients. In contrast
to the expected bacilliform virions, a flexuous rod structure was observed that had a 15nm diameter and varied in length from 83 to 930 nm. The same
virion purification procedure was applied to GVCV-infected grape leaves showing typical vein clearing symptoms and two types of virion particles were
observed from a single virion prep: a flexuous rod 15nm in width and up to 8,025 nm in length, as well as the typical bacilliform structure. Antibodies
targeting the GVCV coat protein were designed from the GVCV coding sequence and will be applied to test the nature of these two potential GVCV
particles. leaves, and leaves were collected at 7 dpi, followed by a virion purification procedure involving ultracentrifugation through sucrose gradients. In contrast
to the expected bacilliform virions, a flexuous rod structure was observed that had a 15nm diameter and varied in length from 83 to 930 nm. The same
virion purification procedure was applied to GVCV-infected grape leaves showing typical vein clearing symptoms and two types of virion particles were
observed from a single virion prep: a flexuous rod 15nm in width and up to 8,025 nm in length, as well as the typical bacilliform structure. Antibodies
targeting the GVCV coat protein were designed from the GVCV coding sequence and will be applied to test the nature of these two potential GVCV
particles. Survey for viruses of grapevine (Vitis vinifera L.) in coastal vineyards of Croatia
D. VONCINA (1), M. Al Rwahnih (2), A. Rowhani (2), R. Almeida (3)
(1) Department of Plant Pathology, University of Zagreb Faculty of Agriculture, Zagreb, Croatia; (2) Department of Plant Pathology, University of
California, Davis, Davis, CA, U.S.A.; (3) Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley,
CA, U.S.A. Molecular Detection of Ti ringspot associated virus, a novel emaravirus associated with ti ringspot disease of Cordyline fruticosa (L.) in Hawai’i
M. MELZER (1), A. Park (1)
(1) University of Hawaii, U.S.A. Molecular Detection of Ti ringspot associated virus, a novel emaravirus associated with ti ringspot disease of Cordyline fruticosa (L.) in Hawai’i
M. MELZER (1), A. Park (1)
(1) University of Hawaii, U.S.A. Molecular Detection of Ti ringspot associated virus, a novel emaravirus associated with ti ringspot disease of Cordyline fruticosa (L.) in Hawai’i
M. MELZER (1), A. Park (1)
(1) University of Hawaii, U.S.A. An emerging virus-like disease of ti plant (Cordyline fruticosa L.) is spreading quickly throughout the Hawaiian Islands. Foliar symptoms include
chlorotic lesions constricted by secondary veins or circular ring-spots that can coalesce into amorphous lesions. Tissue samples were collected from
various locations across Hawaii and RNA was extracted. Degenerate RT-PCR primers targeting the polymerase gene of known emaraviruses amplified a
~400 bp product from the RNA of symptomatic plants. The RT-PCR products were sequenced and found to be >97.5% identical, indicating they
represent a single virus species, designated Ti ringspot associated virus (TiRaV). When translated into amino acid sequences, this virus was found to be
70% identical to Raspberry leaf blotch virus, 55% to European mountain ash ringspot-associated virus, 53% to Redbud yellow ringspot virus, 50% to
Rose rosette virus, 49% to Fig mosaic virus (FMV), and 46% to Pigeon pea sterility mosaic virus. These sequences and the C. fruticosa large rubisco
subunit sequence were used to create specific primers and probes for a multiplex RT-qPCR detection assay. This assay was able to reliably detect TiRaV
in symptomatic samples collected from various locations across Hawaii, and did not react to asymptomatic samples or cross react with an isolate of
FMV. Is there resistance to Rose Rosette Disease among cultivated roses? Is there resistance to Rose Rosette Disease among cultivated roses? g
K. ONG (1), J. Olson (2), T. Evans (3), M. Windham (4), E. Roundey (5), J. Lau (5), D. Byrne (5) ( ),
( ),
( ),
( ),
y ( ),
( ),
y
( )
(1) Texas A&M AgriLife Extension Service, College Station, TX, U.S.A.; (2) Oklahoma State University, Stillwater, OK, U.S.A.; (3) Department of
Plant and Soil Sciences, University of Delaware, Newark, DE, U.S.A.; (4) Entomology and Plant Pathology Department, University of Tennessee,
Knoxville, TN, U.S.A.; (5) Department of Horticultural Sciences, Texas A&M University, College Station, TX, U.S.A. Rose Rosette Disease (RRD) is caused by the Rose Rosette Virus (RRV) and transmitted by a wind-blown, eriophyid mite (Phyllocoptes fructiphilus). The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. In contrast, PlAMV was reported to affect lilies
(Lilium spp.) and primrose (Primula seiboldii) in Japan, and in lilies in the Netherlands, Italy, Hungary, Spain, the UK, Taiwan, Chile, and the USA. Cut-
flower Oriental and Asiatic hybrid lilies suffer significant losses of foliar and flower quality, or are even rendered unmarketable by PlAMV infection,
showing foliar mosaic and necrosis, and streaking or distortion of the flowers. We have sequenced the coat protein (CP) gene and 3’ non-coding region
of PlAMV isolates from multiple imported lily cultivars, and compared these sequences to isolates from other countries and hosts, including PlAMV-
NMV. Sequences from all imported lilies fall within the same clade as PlAMV isolates from Europe; lily and primula isolates from Japan fall into
another clade; whereas PlAMV-type (P. asiatica) and PlAMV-NMV form monophyletic clades. PlAMV-type and PlAMV-NMV share multiple CP S4.126 amino acids differentiating them from other isolates; other residues are uniquely conserved within the ‘European’ clade, or within the ‘Japanese’ (lily and
primrose) clade. amino acids differentiating them from other isolates; other residues are uniquely conserved within the ‘European’ clade, or within the ‘Japanese’ (lily and
primrose) clade. Detection and characterization of a novel potyvirus, Crinum mosaic virus, in ornamental Crinum
R. JORDAN (1), A. Khawaja (1), M. Guaragna (1)
(1) US National Arboretum, USDA-ARS, U.S.A. Ornamental flower bulbs (including true bulbs, bulbils, corms, tubers and rhizomes) are increasingly important floriculture crops. Crinum is a large
genus of herbaceous perennial flowering bulbs in the family Amaryllidaceae and most of the species are grown in the summer and have large, showy,
fragrant flowers. Only two viruses have been reported to infect cultivated Crinum, both potyviruses - Nerine yellow stripe virus (NeYSV; in India) and
Crinum mosaic virus (CriMV; in Australia, FL and HI). CriMV has not been characterized and infection has only been noted by the presence of
potyvirus particles or characteristic potyviral inclusions. Leaf samples from several Crinum plants growing at the US National Arboretum exhibiting
mosaic symptoms tested positive for the presence of Potyvirus in an RT-PCR screen using several universal potyvirus primers yielding the expected
1,600 bp product corresponding to the partial NIb gene, full-length coat protein (CP) gene and 3’UTR. The RT-PCR amplicon was cloned and sequenced
and NCBI BLAST analysis of the consensus sequence revealed highest similarities, but not identity, with isolates of NeYSV. Molecular Detection of Ti ringspot associated virus, a novel emaravirus associated with ti ringspot disease of Cordyline fruticosa (L.) in Hawai’i
M. MELZER (1), A. Park (1)
(1) University of Hawaii, U.S.A. Little is known about resistance of roses to the virus or the mite vector. A few rose species, such as Rosa palustris, R. setigera, R. carolina, R. virginiana,
and R. spinosissima have been reported to be resistant to RRD, but resistance in cultivated roses is unknown. Although it is possible to genetically
introgress disease resistance from a wild species into the cultivated rose, the development of commercial roses would be quicker if there was a good
source of resistance within the cultivated germplasm. Preliminary observational data on over 400 rose accessions indicates that there is resistance to RRD
among the cultivated rose germplasm. Large field trials to assess RRD resistance of about 300 rose accessions have been planted in Tennessee and
Delaware. The disease pressure in these trials is being augmented by inter-planting RRD infected roses among and by placing mite infested shoot tips
from infected plants onto the plants to be tested for their resistance. In addition, smaller trials are being planted in Oklahoma and Texas to assess the
level of RRD resistance of selected roses. Since disease symptoms may not appear for many weeks to months after inoculation with the virus, we
anticipate this will be a long term study and it may be 1 or more years before we know if resistance occurs in cultivated roses. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. The impact of laurel wilt caused by Raffaelea lauricola on clonal populations of pondberry (Lindera melissifolia)
S. BEST (1), S. Fraedrich (1)
(1) USDA Forest Service, Athens, GA, U.S.A. Pair-wise analyses of the
258 amino acid sequence of the predicted CP had 65-68% sequence identity with the NeYSV isolates from Crinum, Hymenocallis, Nerine, Stenomesson,
and Vallota; whereas the seven NeYSV isolates share 85-98% CP identity. We propose to associate this unique potyvirus sequence with the
aforementioned CriMV. Grapevine Pinot gris virus (GPGV) is a new member of the genus Trichovirus in the family Betaflexiviridae. The virus was first discovered by high-
throughput sequencing from an Italian Pinot gris grapevine (Vitis vinifera) showing chlorotic mottling, leaf deformation and stunting symptoms. Since
then, GPGV has been reported in symptomatic and asymptomatic plants of other cultivars in many countries. Recent transmission studies indicated that
the eriophyid mite Colomerus vitus (Pagenstecher) is the suspected vector. This vector infests grapevine wherever they are grown and it has been
reported in California. To address the possible presence and prevalence of GPGV in the collections of the Foundation Plant Services (FPS, University of
California, Davis), 2,014 vines from the collection were screened including 23 vines of Pinot gris. Among all the vines tested, only one asymptomatic
vine cv. Touriga Nacional was positive for GPGV. This grapevine cultivar has been imported from Portugal in 1981and planted in the FPS collection in
2001. This is believed to be the first reported detection of GPGV in the U.S. Twenty samples in close proximity to the GPGV-positive vine were also
collected and tested. These vines were all tested negative for GPGV. As a leading source of orchard and vineyard planting stock in the U.S., in addition
to being a central component of the Grape Clean Plant Network, these negative results indicate that FPS stock is not a major source of GPGV. Viruses of brugmansia in Mississippi g
pp
N. ABOUGHANEM-SABANADZOVIC (1), A. Lawrence (1), S. Sabanadzovic (1)
(1) Mississippi State University, U.S.A. Brugmansia (Brugmansia spp.), or Angel’s trumpet, is an ornamental woody plant/shrub originating from South America and belonging to the family
Solanaceae. Because of production of attractive large and fragrant flowers, they are now commonly grown in the temperate climate worldwide, including
USA. As any other plant, it is susceptible to different pathogens including viruses. During the late summer/fall of 2015, several symptomatic brugmansia
samples of different cultivars were brought to our attention by a local plant enthusiast. Symptoms varied among samples and, generally speaking,
consisted of leaf mosaics and distortion. Samples were examined separately by biological, serological and molecular methods, including deep
sequencing, and resulted in identification of several potyviruses, such as Colombian datura virus (CDV) and Brugmansia mosaic virus (BruMV). CDV
was previously reported from brugmansia collected in Florida and few other states in the USA; however, this study represents the first state record for
this virus in Mississippi. BruMV was not previously known to occur in the United States and was probably recently introduced into the country by
infected plant material. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. of Plant Pathology & Microbiology, Texas A&M University AgriLife Research & Extension Center, Weslaco, TX, U.S.A.; (2) Department of
Plant Pathology, University of California, Davis, Davis, CA, U.S.A.; (3) School of Plant Sciences, University of Arizona, Tucson, AZ, U.S.A.; (4)
Department of Horticultural Sciences, Texas A&M AgriLife Research and Extension Center, Weslaco, TX, U.S.A.; (5) Texas A&M University,
Kingsville Citrus Center, Weslaco, TX, U.S.A.; (6) Texas A&M AgriLife Research and Extension Center, Weslaco, TX, U.S.A.; (7) Department of
Agriculture, Agribusiness, and Environmental Sciences, Texas A&M University, Kingsville Citrus Center, Weslaco, TX, U.S.A. Association of a mixed infection of Lettuce chlorosis virus, Papaya ringspot virus, and Tomato yellow leaf curl virus-IL in a Texas papaya orchard
O. ALABI (1), M. Al Rwahnih (2), J. Brown (3), J. Jifon (4), J. Park (5), L. Gregg (6), M. Sétamou (7), A. Idris (3)
(1) Dept. of Plant Pathology & Microbiology, Texas A&M University AgriLife Research & Extension Center, Weslaco, TX, U.S.A.; (2) Department of
Plant Pathology, University of California, Davis, Davis, CA, U.S.A.; (3) School of Plant Sciences, University of Arizona, Tucson, AZ, U.S.A.; (4)
Department of Horticultural Sciences, Texas A&M AgriLife Research and Extension Center, Weslaco, TX, U.S.A.; (5) Texas A&M University,
Kingsville Citrus Center, Weslaco, TX, U.S.A.; (6) Texas A&M AgriLife Research and Extension Center, Weslaco, TX, U.S.A.; (7) Department of
Agriculture, Agribusiness, and Environmental Sciences, Texas A&M University, Kingsville Citrus Center, Weslaco, TX, U.S.A. Severe virus-like symptoms consisting of mosaic, distortion, yellowing, and brittleness were observed on papaya plants in a 50-ha orchard in South
Texas during the 2014-2015 growing season. Disease incidence increased from ~40 to 100% within six-months of the outbreak and severely affected
plants were stunted with reduced fruit loads and poor fruit quality. cDNA library constructed from DNAse-treated total nucleic acids from symptomatic
plants was subjected to high-throughput sequencing (HTS). Based on BLASTn analysis of the assembled HTS contigs, the plant viruses detected were
validated by Sanger sequencing of the complete genome sequences. The collective sequencing results indicated the presence of Papaya ringspot virus
(PRSV; Potyvirus), Lettuce chlorosis virus (LCV; Crinivirus), and Tomato yellow leaf curl virus (TYLCV-IL; Begomovirus). RT-PCR analyses of leaves
from 51 randomly sampled papaya plants indicated the presence of PRSV, LCV, and TYLCV-IL in 100, 39.2 and 15.7% of the samples, respectively. Seed-borne virome in cucurbits S. SABANADZOVIC (1), N. Aboughanem-Sabanadzovic (1)
(1) Mississippi State University, U.S.A. In this work we investigated the ‘community’ of seed-borne viruses in more than 50 cultivars and PI lines/accessions belonging to different botanical
species of cucurbits by the next-generation sequencing approach. To this aim, double stranded RNAs (dsRNAs) were extracted from plant tissue
collected at the first true leaf stage from a pool of young seedlings belonging to the same genotype and grown under greenhouse conditions in order to
prevent contamination by horizontally transmitted viruses. Polyacrylamide gel electrophoreses (PAGE) revealed the presence of single or multiple
dsRNA bands in the majority of tested plants indicating ongoing infections by vertically transmitted viruses. The dsRNA extracts were reverse
transcribed, tagged, and submitted to Illumina sequencing. Results of the sequence analyses demonstrated the widespread presence of persistent viruses
in tested cucurbits, mainly those belonging to the families Partitiviridae, Amalgaviridae, Endornaviridae and Totiviridae. In this study, we identified and
characterized numerous viruses, representatives of new species and confirmed the prevalence of Cucumis melo endornavirus and Lagenaria siceraria
endornavirus in tested melons and bottle gourds, respectively. The importance of widespread presence of persistent viruses in some cucurbits and their
possible effects to the host are yet to be understood. Reemergence of the torradovirus, Tomato necrotic dwarf virus, in processing tomatoes in the Central Valley of California
O. BATUMAN (1), M. Vasquez-Mayorga (1), J. Nunez (2), L. Hladky (3), W. Wintermantel (3), R. Gilbertson (1)
(1) University of California Davis, Davis, CA, U.S.A.; (2) University of California Cooperative Extension, Bakersfield, CA, U.S.A.; (3) United States
Department of Agriculture, Salinas, CA, U.S.A. Reemergence of the torradovirus, Tomato necrotic dwarf virus, in processing tomatoes in the Central Valley of California
O. BATUMAN (1), M. Vasquez-Mayorga (1), J. Nunez (2), L. Hladky (3), W. Wintermantel (3), R. Gilbertson (1)
(1) University of California Davis, Davis, CA, U.S.A.; (2) University of California Cooperative Extension, Bakersfield, CA, U.S.A.; (3) United States
Department of Agriculture, Salinas, CA, U.S.A. In the fall of 2015, processing tomato plants (Solanum lycopersicum) in a late-planted field in Kern County, California had high populations of whiteflies
and developed virus-like symptoms including stunting and distorted growth; leaf curling, crumpling and necrosis; and stem and shoot necrosis. The
symptoms resembled those induced by Tomato spotted wilt virus (TSWV), but immunostrip and RT-PCR tests were negative for TSWV and other
tospoviruses. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. Augustine, Trinidad; (4) Cocoa Research Center, The University of the West Indies, St. Augustine, Trinidad; (5) Centre National de
Recherché Agronomique (CNRA) Programme Cacao, Divo, Ivory Coast; (6) Cocoa Research Institute of Ghana, Tafo, Ghana; (7) USDA-ARS
Subtropical Horticultural Research Station, Miami, FL, U.S.A. ( ),
( ),
( )
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) IAGS, University of Punjab, Lahore, Pakistan; (3) Cocoa Research Centre, The University of the
West Indies, St. Augustine, Trinidad; (4) Cocoa Research Center, The University of the West Indies, St. Augustine, Trinidad; (5) Centre National de
Recherché Agronomique (CNRA) Programme Cacao, Divo, Ivory Coast; (6) Cocoa Research Institute of Ghana, Tafo, Ghana; (7) USDA-ARS
Subtropical Horticultural Research Station, Miami, FL, U.S.A. ( )
( )
( )
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) IAGS, University of Punjab, Lahore, Pakistan; (3) Cocoa Research Centre, The University of the
West Indies, St. Augustine, Trinidad; (4) Cocoa Research Center, The University of the West Indies, St. Augustine, Trinidad; (5) Centre National de
Recherché Agronomique (CNRA) Programme Cacao, Divo, Ivory Coast; (6) Cocoa Research Institute of Ghana, Tafo, Ghana; (7) USDA-ARS
Subtropical Horticultural Research Station, Miami, FL, U.S.A. Sustained production of cacao (Theobroma cacao) in West Africa, which supplies over 70% of the world’s bulk cacao, is hindered by virus-like diseases. To date, Cacao swollen shoot virus (CSSV) (Caulimoviridae, Badnavirus), endemic to West Africa, is the only known cacao-infecting badnavirus. In
West Africa, CSSV-like symptoms became prevalent during 2000-2003, and continue to persist. Since the 1940s, virus-like symptoms in cacao of
suspect badnaviral etiology have been recognized in Trinidad at the International Cocoa Genebank, one of the custodians of cacao germplasm resources. To identify the suspect viruses, total DNA isolated from symptomatic cacao leaves collected in Ghana, Cote d’Ivoire and Trinidad was subjected to
rolling circle amplification and sequenced using Illumina HiSeq. DNA sequences were assembled using DNASTAR, and annotated using the NCBI ORF
Finder, and the results were validated by sequencing PCR-amplified full-length genomes. Genome characterization revealed seven previously
unidentified badnavirus isolates, each with four open reading frames, characteristic of other badnaviruses. Pairwise comparisons using Standard
Demarcation Tool (SDT) of the RT-RNaseH sequence (80% nucleotide identity) with analogous badnavirus sequences indicated that the isolates
represented three new badnavirus species. However, SDT analysis of the full-length genome sequences suggested at least five previously unidentified
badnavirus species are associated with cacao. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. First report and characterization of Taro bacilliform virus in the USA
M. MELZER (1), K. Dey (1), A. Chan Borges (1), M. Long (1), W. Borth (1), N. Wichitrnithed (1), J. Hu (1), R. Li (2)
(1) University of Hawaii, U.S.A.; (2) USDA-ARS, U.S.A. Taro bacilliform virus (TaBV) is a member of the genus Badnavirus (Family Caulimoviridae) and a pathogen of taro (Colocasia esculenta), an important
starch staple in tropical regions. TaBV is transmitted by mealybugs and appears to be widely distributed throughout the tropical Pacific. Taro has
cultural, economic and nutritional importance in Hawaii, but only Dasheen mosaic virus and Taro vein chlorosis virus have been reported in the state. We surveyed 328 taro plants from 35 sites on the islands of Kauai, Oahu, Molokai, Maui, and Hawaii for the presence of TaBV by PCR using degenerate
badnavirus and TaBV-specific primers. Of these, 171 samples (52%) tested positive using the degenerate primers, but only 153 tested positive using
TaBV-specific primers (47%), indicating the presence of novel badnaviruses and/or strains of TaBV in Hawaii’s taro. The 7825 bp genome of one isolate
of TaBV was sequenced and found to be 80% identical and 367 bp larger than the only complete TaBV genome in GenBank (accession AF357836),
indicating that considerable genetic diversity exists for this virus. PCR, RT-PCR and Southern hybridization assays were conducted and provided
evidence that TaBV is integrated into the genome of some Hawaiian taro varieties. TaBV was mechanically inoculated onto eight herbaceous plant
species, and after 25 days, TaBV could be detected by PCR in Cucurbita pepo, Pisum sativum, Cucumis sativus, Vigna unguiculata, and Phaseolus
vulgaris. Association of a mixed infection of Lettuce chlorosis virus, Papaya ringspot virus, and Tomato yellow leaf curl virus-IL in a Texas papaya orchard
O. ALABI (1), M. Al Rwahnih (2), J. Brown (3), J. Jifon (4), J. Park (5), L. Gregg (6), M. Sétamou (7), A. Idris (3)
(1) Dept. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. Plants with mixed infections of PRSV, in combination with LCV and/or TYLCV-IL, exhibited more severe symptoms compared to plants with PRSV
alone. The association of LCV and TYLCV-IL with symptomatic plants represents first report of these whitefly-transmitted viruses in papaya. Papaya, a
perennial crop, could serve as an over-seasoning reservoir for TYLCV-IL and LCV presenting new challenges to disease management in papaya and
other crop hosts of these viruses. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. Survey for Grapevine Pinot gris virus infecting Grapevine in the Foundation Plant Services Vineyards at the University of California, Davis
M. AL RWAHNIH (1), N. Westrick (2), D. Golino (2), A. Rowhani (2)
(1) University of California, Davis, U.S.A.; (2) University of California, Davis, U.S.A. Grapevine Pinot gris virus (GPGV) is a new member of the genus Trichovirus in the family Betaflexiviridae. The virus was first discovered by high-
throughput sequencing from an Italian Pinot gris grapevine (Vitis vinifera) showing chlorotic mottling, leaf deformation and stunting symptoms. Since
then, GPGV has been reported in symptomatic and asymptomatic plants of other cultivars in many countries. Recent transmission studies indicated that
the eriophyid mite Colomerus vitus (Pagenstecher) is the suspected vector. This vector infests grapevine wherever they are grown and it has been
reported in California. To address the possible presence and prevalence of GPGV in the collections of the Foundation Plant Services (FPS, University of
California, Davis), 2,014 vines from the collection were screened including 23 vines of Pinot gris. Among all the vines tested, only one asymptomatic
vine cv. Touriga Nacional was positive for GPGV. This grapevine cultivar has been imported from Portugal in 1981and planted in the FPS collection in
2001. This is believed to be the first reported detection of GPGV in the U.S. Twenty samples in close proximity to the GPGV-positive vine were also
collected and tested. These vines were all tested negative for GPGV. As a leading source of orchard and vineyard planting stock in the U.S., in addition
to being a central component of the Grape Clean Plant Network, these negative results indicate that FPS stock is not a major source of GPGV. S4.127 Identification and proposed species demarcation for Cacao swollen shoot virus and previously unidentified badnaviruses of Theobroma cacao
N. CHINGANDU (1), M. Zia-Ur-Rehman (2), T. Sreenivasan (3), S. Surujdeo-Maharaj (4), P. Umaharan (4), K. Kouakou (5), R. Aka (5), G. Ameyaw
(6), O. Gutierrez (7), J. Brown (1) Identification and proposed species demarcation for Cacao swollen shoot virus and previously unidentified badnaviruses of Theobroma cacao
N. CHINGANDU (1), M. Zia-Ur-Rehman (2), T. Sreenivasan (3), S. Surujdeo-Maharaj (4), P. Umaharan (4), K. Kouakou (5), R. Aka (5), G. Ameyaw
(6), O. Gutierrez (7), J. Brown (1)
(1) University of Arizona, Tucson, AZ, U.S.A.; (2) IAGS, University of Punjab, Lahore, Pakistan; (3) Cocoa Research Centre, The University of the
West Indies, St. Seed-borne virome in cucurbits The severity is estimated as an interval scale value and is used to determine a disease severity index (DSI). However, very
few studies have investigated the effects of different scales on accuracy of the DSI. Using an interval scale designed for pecan scab (Fusicladium
effusum), we investigated performance of the DSI. We used interval scale values, the scale data converted to midpoint values of each category, and
nearest percent estimates (NPEs). Results of the pecan scab data indicate that there is a consistent bias of the mean value when applying the interval scale
values directly. The mean value of the DSI per cultivar is underestimated as compared with that of NPEs; results of the mid-point conversion are akin to
those of the NPEs. Furthermore, based on the data used, the simulation studies were executed to explore the mean value of DSI for three different
parameters. The results of these simulation studies are consistent with those of studies which used real data. Finally, a new disease index, which uses
equal intervals with additional grades at low severities, was developed to minimize the effect of the scale on error. Predicting Robust Candidates for a Boxwood Blight Immunoassay: An Automated Computational Workflow with Broad Applications for
Phytopathology
D. VELTRI (1), D. Luster (2), M. McMahon (2), J. Crouch (1)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Predicting Robust Candidates for a Boxwood Blight Immunoassay: An Automated Computational Workflow with Broad Applications for
Phytopathology
D. VELTRI (1), D. Luster (2), M. McMahon (2), J. Crouch (1)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. The boxwood blight fungal pathogens Calonectria pseudonaviculata and C. henricotiae have emerged as a serious threat to natural and cultivated plant
populations around the world. These pathogens can persist as latent infections in asymptomatic plant tissue even after fungicide treatment. Therefore, a
fast and field-deployable diagnostic test based on immunological detection would provide a useful tool to help minimize spread of the pathogen. Although several nucleic acid-based approaches are available to detect boxwood blight pathogens, none are field-deployable solutions. We are
developing an integrated computational pipeline using recent genomic and RNA-Seq data to identify quality candidate sequences for use in designing a
diagnostic immunoassay. The pipeline first identifies proteins likely to be secreted using SECRETOOL. To robustly test the putative secreted proteins
for solubility, we developed a new classifier with improved recognition performance over other methods using a publicly-available dataset of secreted
proteins. Seed-borne virome in cucurbits RT-PCR tests were then performed for Tomato mosaic virus (ToMV), Alfalfa mosaic virus (AMV), Tomato necrotic spot virus (ToNSV), S4.128 and torradoviruses (family Secoviridae) were performed. The expected size DNA fragments were amplified for ToMV and torradovirus (degenerate
primers for RNA-1 and RNA-2), whereas negative results were obtained for AMV and ToNSV. Analysis of the DNA sequences of the PCR-amplified
torradovirus RNA-1 and RNA-2 fragments revealed that these plants were infected with a torradovirus that was most similar (~94%) to RNA-1 and
RNA-2 of Tomato necrotic dwarf virus (ToNDV). This is the first report of ToNDV in the Central Valley of California, although it was previously
reported from the Imperial Valley of California in the 1980s. Surveys to determine inoculum sources and further sequencing and biological
characterization of ToNDV isolates in California are in progress. and torradoviruses (family Secoviridae) were performed. The expected size DNA fragments were amplified for ToMV and torradovirus (degenerate
primers for RNA-1 and RNA-2), whereas negative results were obtained for AMV and ToNSV. Analysis of the DNA sequences of the PCR-amplified
torradovirus RNA-1 and RNA-2 fragments revealed that these plants were infected with a torradovirus that was most similar (~94%) to RNA-1 and
RNA-2 of Tomato necrotic dwarf virus (ToNDV). This is the first report of ToNDV in the Central Valley of California, although it was previously
reported from the Imperial Valley of California in the 1980s. Surveys to determine inoculum sources and further sequencing and biological
characterization of ToNDV isolates in California are in progress. Discussion on calculation of disease severity index values from scales with unequal intervals
K. CHIANG (1), H. Liu (1), C. Bock (2)
(1) Division of Biometrics, Department of Agronomy, National Chung Hsing University, Taiwan; (2) USDA-ARS-SEFTNRL, U.S.A. Discussion on calculation of disease severity index values from scales with unequal intervals
K. CHIANG (1), H. Liu (1), C. Bock (2) ( ),
( ),
( )
(1) Division of Biometrics, Department of Agronomy, National Chung Hsing University, Taiwan; (2) USDA-ARS-S ( )
( )
( )
of Biometrics, Department of Agronomy, National Chung Hsing University, Taiwan; (2) USDA-ARS-SEFTNRL, U.S.A. When estimating severity of disease, a disease interval (or category) scale comprises a number of categories of known numeric values – with plant
disease this is generally the percent area with symptoms (e.g., the Horsfall-Barratt (H-B) scale). Studies in plant pathology and plant breeding often use
quantitative interval scales. Seed-borne virome in cucurbits Gevens (1)
(1) University of Wisconsin-Madison, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Comparing epidemics of unique Phytophthora infestans clonal lineages with biometrically enhanced spatio-temporal modeling tools
K. MOREY GOLD (1), Z. Zhang (2), D. Rouse (1), A. Gevens (1)
(1) University of Wisconsin-Madison U S A ; (2) University of Wisconsin-Madison U S A The oomycete Phytophthora infestans causes late blight, a plant disease notorious for giving rise to the Irish Potato Famine of the 1840s. In 2009, a
pandemic caused by a newly emerged clonal lineage of P. infestans (US-22) destroyed gardens and small farm tomatoes and potatoes across the US. In
the following years, three clonal lineages (US-22, -23, -24) comprised national epidemics, with US-23 predominating from 2013 onward. US-23 is of
noteworthy aggressiveness, has small sporangial size compared to previous lineages, and is highly pathogenic on both potato and tomato. Previously, two
disease dispersal models were fit using Markov chain Monte Carlo (MCMC) for late blight epidemics in central Wisconsin caused by clonal lineage US-
8. In our current work, we validated and enhanced these models using the late blight epidemic caused by US-23 in this region for 2009-2015 and we fit a
spatial-temporal semivariogram for both epidemics. Disease data were collected from scouting records of a cooperating crop consultant and were
manipulated using ArcGIS and RStudio. The power law model predicted disease dispersion accurately with R2 values between 0.2 and 0.9. Sporangial
size greatly influenced dispersion rate which played a role in disease progression. Modeling of specific clonal lineage epidemics in high-risk production
regions can aid in developing prescriptive, risk-averse late blight management plans to reduce disease perpetuation and economic loss. Impacts of climate change on wheat powdery mildew epidemics in China
Y. Zhou (1), X. Tang (1)
(1) Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Chin Seed-borne virome in cucurbits The candidate proteins are further narrowed down through a comparative genomics analysis that identifies proteins with predicted antigenicity
that are specific to the target pathogens yet share low similarity to outgroup species. This pipeline stands to help speed up immunoassay development and
lower costs by providing a starting set of candidate proteins with a higher likelihood of success in further wet laboratory experiments. Identification of conducive temperatures for decision support modeling of sugarcane rusts in Florida
B. CHAULAGAIN (1), M. Hincapie (1), S. Sanjel (1), C. Fraisse (2), R. Raid (1), P. Rott (1)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Most sugarcane varieties grown in Florida are currently susceptible to either brown (Puccinia melanocephala) or orange (Puccinia kuehnii) rust, two
diseases that have been reported to cause economic losses in sugarcane industries worldwide. In Florida, sugarcane rusts are controlled using fungicides
and application schedules are solely based on disease scouting. In order to develop a forecasting system to optimize fungicide applications, disease
severity data were collected during the entire 2014 crop season. Percent rust affected area of the top visible dewlap leaf was recorded every two weeks
from seven sugarcane varieties susceptible to brown or orange rust and planted in October, November and December 2013. Brown and orange rust
progress curves were generated using maximum disease severity values at each scoring date, whatever variety and planting date. Because relative
humidity and leaf wetness does not appear to be a limiting factor for development of sugarcane rusts in Florida, efforts were focused on temperature that
is also known to affect rust progress. Curves of cumulative average daily temperatures between 17°C and 29°C were compared with disease progress
curves. Temperature ranges of 17-25.5°C and 17-26.5°C appeared to be the best fit for progress of brown and orange rust, respectively. Weather and
disease data from additional crop seasons need to be analyzed to confirm these first results and to develop a decision support model for rusts in Florida. Comparing epidemics of unique Phytophthora infestans clonal lineages with biometrically enhanced spatio-temporal modeling tools
K. MOREY GOLD (1), Z. Zhang (2), D. Rouse (1), A. Gevens (1)
(1) University of Wisconsin-Madison, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Comparing epidemics of unique Phytophthora infestans clonal lineages with biometrically enhanced spatio-temporal modeling tools
K. MOREY GOLD (1), Z. Zhang (2), D. Rouse (1), A. Distribution models of common bean dry root rot in Brazil: Current and predicted disease distribution in climate change scenarios
R. Macedo (1), L. Abud (1), F. Yoshida (1), L. Sales (1), E. Barbosa (2), M. Lobo (2), R. Macedo (1)
(1) Universidade Federal de Goiás, Brazil; (2) Brazilian Corporation for Agricultural Research (Embrapa), Brazil Distribution models of common bean dry root rot in Brazil: Current and predicted disease distribution in climate change scenarios
R. Macedo (1), L. Abud (1), F. Yoshida (1), L. Sales (1), E. Barbosa (2), M. Lobo (2), R. Macedo (1)
(1) Universidade Federal de Goiás, Brazil; (2) Brazilian Corporation for Agricultural Research (Embrapa), Brazil Dry root rot is an ubiquitous problem on common beans in Brazil, with yearly yield losses attributed to the Fusarium solani species complex. Species
distribution models (SDMs) based on 21 field disease records were developed to assess dry root rot current geographical distribution, and estimate disese
range expected in IPCC scenarios A1B and A2 by the year 2030. Projections were adjusted by an ensemble of three modelling methods: Generalized
Adittive Models, Surface Range Envolop and Artificial Neural Networks, built with “biomod” and “raster” packages from R statistical software. Also,
we verified if three inoculum threshholds (1200, 3700 and 4500 propagules of F. solani per soil, in 2623 records) could work as disease spatial proxies,
supported by Sperman’s correlations between inoculum thresholds and disease records. The best disease × soil inoculum density correlation was found
with 3700 progules per soil gram (r=0.85, P<0.001). The current projection shows high climatic suitability for common bean dry root rot in the Brazilian
central region. According to IPCC scenarios, the geographical area affected by the disease will be reduced by almost 23%, but highly favorable areas will
move towards Brazil South Region, which represents 40% of the country’s common bean yields. Implications and consequences of these results will be
discussed to support future plans on root rot management. Discovery of biological drivers of pitch canker disease in a changing climate
T. QUESADA (1), T. Quesada (1), C. Staub (1), M. Marsik (1), K. Shin (1), K. Smith (2), J. Hughes (1)
(1) University of Florida, U.S.A.; (2) US Forest Service / University of Florida, U.S.A. Natural and agricultural ecosystems are affected by climate change through increased temperature, humidity, and unusual weather patterns. They are
increasingly threatened by invasions by non-native pests and pathogens. The fungus Fusarium circinatum causes pitch canker disease in several pine
species, leading to high economic losses in the timber industry. Favored by high temperatures and humidity, future outbreaks may become more frequent
under predicted changes in environmental conditions over the next 50-100 years. A better understanding of F. Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg
M. EL JARROUDI (1), L. Kouadio (2), J. Junk (3), B. Tychon (1), P. Delfosse (3)
(1) University of Liege, Belgium; (2) University of Southern Queensland, Australia; (3) Luxembourg Institute of Science & Technology ( )
( )
y
( )
( )
(2) University of Southern Queensland, Australia; (3) Luxembourg Institute of Science & Technology, Luxembourg Climate change will affect wheat crop production both in the main processes of plant growth and development and in the occurrences and severities of
plant diseases. We assessed the potential infection periods of wheat leaf rust (WLR) in a changing climate at two climatologically different sites in
Luxembourg using a threshold-based model for WLR. Field experiments were conducted during 2003–2013 at the selected sites to test the model. Projected climate data, from a multi model ensemble of regional climate models (spatial resolution 25 km) as well as an additional projection with a
higher spatial resolution of 1.3 km, were used to investigate the potential WLR infection periods for two future time spans. The model simulated
satisfactorily WLR infection periods at both sites during 2003–2013: probabilities of detection were close to 1 and the critical success index ranged from
0.80 to 0.94. Regional climate projections indicate an increase in temperatures over the 2014-2050 and 2091-2100 periods compared to the reference
period 1991–2000. Annual precipitation is also expected to increase slightly in the future. Moreover, trends in increased favourable days of WLR
infection would likely occur at both sites due to projected climatic conditions more conducive than in the reference period. Our methodology can be
easily transferred to other regions and other fungal diseases by adjusting the meteorological threshold values essential for a specific disease development. Screening some rust universal-susceptible wheat varieties for ozone tolerance and some applications
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2), A. Abdelrhim (1), F. Ullah (1)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A. Screening some rust universal-susceptible wheat varieties for ozone tolerance and some applications
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2), A. Abdelrhim (1), F. Ullah (1)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A. Elevated ground-level ozone associated with climate change and the rapidly evolving rust races are major challenges to wheat production worldwide. Because of higher susceptibility, rust universal-susceptible varieties are used as susceptible hosts to maintain and increase inoculum for most of the rust
races. These varieties could also be used to study the interactive effects of ozone on different rust races. A first step is to assess the O3 responses of these
wheat varieties. Pseudotsuga menziesii and Armillaria solidipes are native forest host/pathogen species of the interior western USA that have co-evolved over millions of
years. Armillaria root disease caused by A. solidipes is a major limitation for growth, survival, and economic/environmental benefits of P. menziesii.
Historically, A. solidipes played a beneficial ecological role by preferentially attacking maladapted trees. However, under increasing climate change,
more forest trees will likely become progressively maladapted, leading to increased damage from Armillaria root disease. We developed species- J. HANNA (1), M. Warwell (2), H. Maffei (3), M. Fairweather (4), J. Blodgett (5), P. Zambino (6), J. Worrall (7), K. Burns (8), J. Jacobs (9), S. Ashiglar
(2), J. Lundquist (10), M. Kim (11), A. Ross-Davis (2), C. Hoffman (12), R. Mathiasen (12), R. Hofstetter (12), J. Shaw (13), E. Pitman (2), E. Nelson
(12), G. McDonald (2), M. Cleary (14), S. Brar (15), B. Richardson (16), N. Klopfenstein (2)
(1) USDA Forest Service - RMRS, Moscow, ID, U.S.A.; (2) USDA Forest Service, RMRS, Moscow, ID, U.S.A.; (3) USDA Forest Service, FHP Region
6, Bend, OR, U.S.A.; (4) USDA Forest Service, Region 5 Regional Office, Vallejo, CA, U.S.A.; (5) USDA Forest Service, FHP Region 2, Rapid City,
SD, U.S.A.; (6) USDA Forest Service, FHP Region 1, Coeur d’Alene, ID, U.S.A.; (7) USDA Forest Service, FHP Region 2, Gunnison, CO, U.S.A.; (8)
USDA Forest Service, FHP Region 2, Lakewood, CO, U.S.A.; (9) USDA Forest Service, FHP Region 3, Albuquerque, NM, U.S.A.; (10) USDA Forest
Service, FHP Region 10/PNWRS, Anchorage, AK, U.S.A.; (11) Department of Forestry, Environment and Systems, Kookmin University, Seoul, South
Korea; (12) School of Forestry, Northern Arizona University, Flagstaff, AZ, U.S.A.; (13) USDA Forest Service, Interior West Forest Inventory and
Analysis, Ogden, UT, U.S.A.; (14) Swedish University of Agricultural Sciences, Uppsala, Sweden; (15) SCION/Massey University, New Zealand; (16)
USDA Forest Service, RMRS, Provo, UT, U.S.A. Impacts of climate change on wheat powdery mildew epidemics in China
Y. Zhou (1), X. Tang (1) ( ),
g ( )
(1) Institute of Plant Protection, Chinese Academy of Agricultural Sciences, China Epidemics of wheat powdery mildew (Blumeria graminis f. sp. tritici) have been highly destructive to winter wheat in China. We analyzed trends in the
regions of wheat powdery mildew epidemics in China from 1970 to 2012 and PA (percent area affected by wheat powdery mildew) in response to
climate change. Using PA and temperature for pathogen oversummering and overwintering periods, a model was constructed and subsequently used to
predict changes in PA for 15 Global Climate Models under low (B1), medium (A1B), and high (A2) climate emission scenarios for the 2020s, 2050s, and
2080s relative to the 1970–2009 period. Our results showed a significant increase in T (mean monthly air temperature) (P < 0.001), while SH (sunshine
hours) and RH (relative humidity) decreased. Using the original value method, there was a significant positive relationship between T and PA (P < 0.05). Using the first-differences time-series value method, ΔT (first-differences in T) in oversummering and late spring periods were negative for ΔPA (first-
differences in PA) while positive relationships were recorded in the rest of the periods. The results using the first-differences time-series value method S4.129 were more precise for disease epidemics. The results of model prediction indicate that the values for the percent area affected by powdery mildew will
increase in future. These findings will aid in decision making for management strategies of wheat powdery mildew. Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg
M. EL JARROUDI (1), L. Kouadio (2), J. Junk (3), B. Tychon (1), P. Delfosse (3)
(1) University of Liege, Belgium; (2) University of Southern Queensland, Australia; (3) Luxembourg Institute of Science & Technology, Luxembourg Distribution models of common bean dry root rot in Brazil: Current and predicted disease distribution in climate change scenarios
R. Macedo (1), L. Abud (1), F. Yoshida (1), L. Sales (1), E. Barbosa (2), M. Lobo (2), R. Macedo (1)
(1) Universidade Federal de Goiás, Brazil; (2) Brazilian Corporation for Agricultural Research (Embrapa), Brazil circinatum biology is needed to inform
predictions of which pathogen variants would likely cause outbreaks in future climate settings. We evaluated growth, spore production and germination
among F. circinatum isolates cultured at various temperatures (25, 28, and 31°C). We also implemented spore trapping experiments in three north-
Florida sites to survey spore release throughout the spring and summer, and to test if weather events trigger increased spore discharge. Results show
significant temperature effects (p<0.05) in mycelium growth and sporulation among isolates. Though spore trapping experiments need to be followed
across several growth seasons, we present preliminary trends on spore release in the environment. These results will constitute the baseline for future
research on fungal diversity, spatial distribution patterns and disease prediction, aimed at mitigating adverse effects of climate change on forest health. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg
M. EL JARROUDI (1), L. Kouadio (2), J. Junk (3), B. Tychon (1), P. Delfosse (3)
(1) University of Liege, Belgium; (2) University of Southern Queensland, Australia; (3) Luxembourg Institute of Science & Technology In this research, we screened the wheat lines Chinese Spring, CSA, Line E, Little Club, LMPG-6, McNair 701, Morocco, Rusty and
Thatcher for O3 tolerance at four O3 concentrations. Results showed that Thatcher is the most sensitive and Chinese Spring is the most tolerant among
the nine lines tested. For future studies of the effects of ozone on different stem rust races, LMPG-6, Rusty and McNair 701 could be used as O3-
sensitive if compared to the more ozone-tolerant CSA or Chinese Spring. Similarly, Thatcher is a suitable O3-sensitive line that could be used with either
Little Club or Morocco for studying O3 effects on different races of leaf rust. Identification of lines having differential ozone response will enable further
genetic studies on ozone tolerance. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior Resende (3)
(1) UFLA, Brazil; (2) Lavras Federal University, UFLA, Brazil; (3) Lavras Federal University, UFLA, Brazil The brown eye spot of coffee (Cercospora coffeicola), reduces both productivity and quality of the beverage. Thus, the objective was to evaluate the
spatio-temporal disease progress in coffee farm irrigated by center pivot. The pivot area, located in the southern state of Minas Gerais in Brazil, was
georeferenced with 50 points in 17 ha to proceed the geostatistical analysis. The disease incidence was evaluated in 60 leaves, in five plants/point at 60-
days intervals, from August 2012 to December 2014, totaling 15 evaluations. Climatic variables were obtained by weather station installed in the area
and the data were correlated with disease incidence. The production of the years 2013 and 2014 were correlated with the area under the incidence
progress curve (AUIPC). The disease progress curves were plotted and the adjustment of semivariogram models was done. Then, the data were
interpolated by ordinary kriging, and the maps of disease were constructed (ArcGIS 9.2®). The incidence reaching in August 2013 and 2014, 23 and
21%, respectively. The exponential model was adjusted to the semivariogram. In over 50% of the area, the intensity was high, exceeding 20%, with
spatial gradient. There was negative correlation between incidence of the disease with minimum and medium temperatures and AUIPC and productivity
in 2014. Effect of pre-anthesis rainfall patterns on fusarium head blight and deoxynivalenol in wheat: A multi-state study
W. BUCKER MORAES (1), K. F. Andersen (1), C. Cowger (2), R. Dill-Macky (3), L. V. Madden (1), P. Anderson Paul (1)
(1) Department of Plant Pathology, The Ohio State University, Wooster, OH, U.S.A.; (2) Department of Plant Pathology, North Carolina State
University, Raleigh, NC, U.S.A.; (3) Department of Plant Pathology, University of Minnesota, Saint Paul, MN, U.S.A. Although there is often a correlation between visual symptoms of Fusarium head blight (FHB) and deoxynivalenol (DON) in wheat, under certain
conditions, DON levels may be higher than one would expect based on visual symptoms. Between 2012 and 2015, field experiments were conducted at
three locations (Minnesota, North Carolina, and Ohio), representing different wheat growing regions and market classes, to investigate the effects of
intermittent rainfall during the 7-8-day pre-anthesis window on FHB and DON in wheat. Plots were inoculated with corn kernels colonized by Fusarium
graminearum at jointing (Feekes GS 6). Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior solidipes and P. menziesii are highly correlated, and the predicted suitable climate space moves dramatically northward for year 2070
under the RCP8.5 scenario. In many areas of the inland west, A. solidipes is predicted to persist under climate change, and it will likely cause major
damage where maladapted forest trees remain. distribution models using Maximum Entropy (MaxEnt) to predict area suitable for A. solidipes and P. menziesii under changing climatic conditions. We
compared contemporary (1950-2000) predicted suitable climate for A. solidipes and P. menziesii versus year 2070 (2061-2080) predictions using the
“business as usual” greenhouse gas-emissions pathway 8.5 (RCP8.5) paired with the HadGEM2-ES global circulation model. Our predictions of suitable
climate for A. solidipes and P. menziesii are highly correlated, and the predicted suitable climate space moves dramatically northward for year 2070
under the RCP8.5 scenario. In many areas of the inland west, A. solidipes is predicted to persist under climate change, and it will likely cause major
damage where maladapted forest trees remain. Effects of vernalization on the differential ozone response of two winter wheat genotypes
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A Effects of vernalization on the differential ozone response of two winter wheat genotypes
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2) Elevated ground-level ozone, associated with climate change is a limiting factor to wheat production. Evaluating winter wheat for ozone responses could
be accomplished more rapidly at the seedling stage using unvernalized seedlings. However, there is no information available on the effects of
vernalization on the expression of ozone injury responses, and the association of these responses to yield losses at adult plant stage. Twenty five winter
wheat genotypes (including historical and recent varieties and breeding lines) were evaluated for ozone tolerance (at CF, 50, 70, 90 and 110 ppbv,
8hrs/day for 1 week), and two lines with differential ozone response were selected, Coker-9553 (O3-sensitive) and MD01W28-08-11 (O3-tolerant). These two genotypes were used to study the effects of vernalization on the differential ozone response, and the validity of results if unvernalized
seedlings are used. Foliar Injury results at the seedling stage showed that vernalization has no significant effect on the differential ozone responses, and
the two genotypes could be separated using vernalized or non-vernalized plant material. The differential response obtained at the seedling stage was
validated at the adult-plant stage. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior Yield losses under elevated ozone treatments in open-top chambers were associated with increased foliar injury
observed at the seedling stage. Screening the monosomic lines of the Chinese Spring wheat variety for ozone tolerance
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2), R. Ullah (1), A. Abdelrhim (3)
1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S. Screening the monosomic lines of the Chinese Spring wheat variety for ozone tolerance
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2), R. Ullah (1), A. Abdelrhim (3)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A.; (3) North Carolina State University, U.S.A. Screening the monosomic lines of the Chinese Spring wheat variety for ozone tolerance
A. MASHAHEET (1), D. Marshall (2), K. Burkey (2), R. Ullah (1), A. Abdelrhim (3)
(1) North Carolina State University, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A.; (3) North Carolina State University, U.S.A. versity, U.S.A.; (2) USDA-ARS, North Carolina State University, U.S.A.; (3) North Carolina State University, U.S.A. Elevated tropospheric ozone is currently a major challenge to wheat production worldwide and is anticipated to be more challenging in the future. Breeding wheat for ozone tolerance is needed to maintain or increase wheat yield. However, there is limited information on the genetic control of ozone
tolerance in wheat. The current understanding is that genome A and genome B are responsible for tolerance, whereas genome D is responsible for ozone
sensitivity of modern wheat. In this study, we investigated the contribution of each of the 21 chromosomes of the Chinese Spring variety towards its
ozone tolerance. We screened the 21 monosomic lines of Chinese Spring, at four ozone concentrations (CF, 50, 70 and 90 ppbv, 12 hr daily average, for
2 weeks). Ozone-induced foliar injury results showed that the absence of chromosome 7A reduces ozone tolerance. In contrast, the absence of
chromosome 4A increases tolerance. None of the chromosomes of the genome D were found to individually reduce ozone tolerance. Future studies are
needed to identify the genetic basis of ozone tolerance and the associated DNA markers to facilitate the incorporation of ozone tolerance into wheat
breeding programs. Spatio-temporal brown eye spot progress of irrigated coffee by central pivot
M. SILVA (1), M. Silva (2), E. Pozza (2), E. Chaves (3), G. Vasco (2), P. Paula (3), G. Dornelas (3), M. Silva (3), M. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing cli tributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interio J. HANNA (1), M. Warwell (2), H. Maffei (3), M. Fairweather (4), J. Blodgett (5), P. Zambino (6), J. Worrall (7), K. Burns (8), J. Jacobs (9), S. Ashiglar
(2), J. Lundquist (10), M. Kim (11), A. Ross-Davis (2), C. Hoffman (12), R. Mathiasen (12), R. Hofstetter (12), J. Shaw (13), E. Pitman (2), E. Nelson
(12), G. McDonald (2), M. Cleary (14), S. Brar (15), B. Richardson (16), N. Klopfenstein (2)
(1) USDA Forest Service - RMRS, Moscow, ID, U.S.A.; (2) USDA Forest Service, RMRS, Moscow, ID, U.S.A.; (3) USDA Forest Service, FHP Region
6, Bend, OR, U.S.A.; (4) USDA Forest Service, Region 5 Regional Office, Vallejo, CA, U.S.A.; (5) USDA Forest Service, FHP Region 2, Rapid City,
SD, U.S.A.; (6) USDA Forest Service, FHP Region 1, Coeur d’Alene, ID, U.S.A.; (7) USDA Forest Service, FHP Region 2, Gunnison, CO, U.S.A.; (8)
USDA Forest Service, FHP Region 2, Lakewood, CO, U.S.A.; (9) USDA Forest Service, FHP Region 3, Albuquerque, NM, U.S.A.; (10) USDA Forest
Service, FHP Region 10/PNWRS, Anchorage, AK, U.S.A.; (11) Department of Forestry, Environment and Systems, Kookmin University, Seoul, South
Korea; (12) School of Forestry, Northern Arizona University, Flagstaff, AZ, U.S.A.; (13) USDA Forest Service, Interior West Forest Inventory and
Analysis, Ogden, UT, U.S.A.; (14) Swedish University of Agricultural Sciences, Uppsala, Sweden; (15) SCION/Massey University, New Zealand; (16)
USDA Forest Service, RMRS, Provo, UT, U.S.A. Pseudotsuga menziesii and Armillaria solidipes are native forest host/pathogen species of the interior western USA that have co-evolved over millions of
years. Armillaria root disease caused by A. solidipes is a major limitation for growth, survival, and economic/environmental benefits of P. menziesii. Historically, A. solidipes played a beneficial ecological role by preferentially attacking maladapted trees. However, under increasing climate change,
more forest trees will likely become progressively maladapted, leading to increased damage from Armillaria root disease. We developed species- S4.130 distribution models using Maximum Entropy (MaxEnt) to predict area suitable for A. solidipes and P. menziesii under changing climatic conditions. We
compared contemporary (1950-2000) predicted suitable climate for A. solidipes and P. menziesii versus year 2070 (2061-2080) predictions using the
“business as usual” greenhouse gas-emissions pathway 8.5 (RCP8.5) paired with the HadGEM2-ES global circulation model. Our predictions of suitable
climate for A. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior In this study, airborne spores were trapped on the tape with a
Burkard sporewatch spore samplers mounted in a rice field in Panjin, Liaoning province, China from July 1 to October 13, 2015. The spores were
washed off the tape and followed by DNA extraction by using Mobio Power Soil DNA Isolation Kit, and quantified by TaqMan Real-time PCR. Specific
primers and probe were designed to target the 28S rDNA of Magnaporthe oryzae and reaction system was optimized. qPCR results of field samples
revealed two sporepeaks during the study period. They were 9.46 spores /m3 from July 18 to 20 and 2.95 spores /m3 from August 15 to 17, which were
followed by a high incidence of leaf blast on August 4 and first observation of neck blast on August 22. This suggested that quantity of airborne spores of
Magnaporthe oryzae could be useful in disease forecasting of rice blast. The qPCR system combined with spore samplers provided an efficient way to
quantify airborne pathogen for disease forecasting and guiding disease management of rice blast. The seasonal dynamics of Phyllosticta spp. in Floridian citrus grove leaf litter
K. ZHANG (1), J. Rollins (2), M. Dewdney (3) The seasonal dynamics of Phyllosticta spp. in Floridian citrus grove leaf litter
K. ZHANG (1), J. Rollins (2), M. Dewdney (3)
(1) Plant Pathology Department, Citrus Research and Education Center, University of Florida, Lake Alfred, FL, U.S.A.; (2) Plant Pathology Department,
University of Florida, Gainesville, FL, U.S.A.; (3) Plant Pathology Department, Citrus Research and Education Center. University of Florida, Lake
Alfred, FL, U.S.A. ( ),
( ),
y ( )
(1) Plant Pathology Department, Citrus Research and Education Center, University of Florida, Lake Alfred, FL, U.S.A.; (2) Plant Pathology Department,
University of Florida, Gainesville, FL, U.S.A.; (3) Plant Pathology Department, Citrus Research and Education Center. University of Florida, Lake
Alfred, FL, U.S.A. The causal agent of Citrus Black Spot (CBS), Phyllosticta citricarpa, is a restricted pathogen in Europe and quarantined in the US after it was found in
Florida in 2010. Additionally, an endophytic fungus P. capitalensis, associated with a wide range of hosts including citrus, is globally distributed and
commonly found in Floridian citrus. These two species cannot be distinguished morphologically; therefore, previous CBS epidemiology studies included
both endophyte and pathogen. Both fungi overwinter and produce ascospores and conidia in leaf litter. Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G D bb h (1) A S hild
(2) Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) ( ),
( )
(1) CSU Monterey Bay, U.S.A.; (2) Michigan State University, Department of Plant, Soil and Microbial Sciences, U.S.A. Monilinia vaccinii-corymbosi (Mvc), is the causal agent of a disease known as mummy berry in highbush blueberries (Vaccinium corymbosum L.). The
primary inoculum of Mvc is discharged from apothecia grown from mummified blueberry fruits that fall to the ground in previous seasons. In order to
better predict the release of primary inoculum a study of ascospore discharge was conducted using aerial spore trapping and several weather variables. A
Burkard spore trap was used to collect ascospores within infested blueberry fields in 2002, 2003, 2004, and 2009. A previously developed degree-day
model was also assessed in order to compare the amount of chill-hours and degree-days required for southwest Michigan grown blueberries. Peak
ascospore discharge was inversely related to daily relative humidity and the majority of ascospores were discharged between 67-107 growing degree-
days and after 3000 chill-hours were attained. Additionally, peak ascospore discharge was reached when apothecial cup size was between 2-7mm in
diameter which correlated with previous laboratory studies. The information in the study may be used to better understand the conditions needed to
predict mummy berry apothecia emergence and ascospore discharge with the aim of improving future disease management practices. A leaf litter and fruit brown rot life style of Phytophthora syringae in California citrus
W. HAO (1), H. Förster (1), T. Miles (2), F. Martin (3), G. Browne (4), J. Adaskaveg (1)
(1) University of California, Riverside, Riverside, CA, U.S.A.; (2) California State University, Monterey Bay, Seaside, CA, U.S.A.; (3) USDA-ARS,
Salinas, CA, U.S.A.; (4) University of California, Davis and USDA-ARS, Davis, CA, U.S.A. A leaf litter and fruit brown rot life style of Phytophthora syringae in California citrus
W. HAO (1), H. Förster (1), T. Miles (2), F. Martin (3), G. Browne (4), J. Adaskaveg (1)
(1) University of California, Riverside, Riverside, CA, U.S.A.; (2) California State University, Monterey Bay, Seaside, CA, U.S.A.; (3) USDA-ARS,
Salinas, CA, U.S.A.; (4) University of California, Davis and USDA-ARS, Davis, CA, U.S.A. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior In contrast, the high prevalence of avirulence genes Avrlm4, AvrLm6, AvrLm7, and AvrLm11 indicates their interacting resistance genes could
be safely used. protection. In contrast, the high prevalence of avirulence genes Avrlm4, AvrLm6, AvrLm7, and AvrLm11 indicates their interacting resistance genes could
be safely used. Transmission of Rhodococcus spp. causing pistachio bushy top syndrome in California
E. FICHTNER (1), S. Dhaouadi (1), T. Kapaun (2), J. Cardwell (3)
(1) University of California Division of Agriculture and Natural Resources, Tulare, CA, U.S.A.; (2) University of California Division of Agriculture and
Natural Resources, Exeter, CA, U.S.A.; (3) Companion Animal Clinic, Visalia, CA, U.S.A. Pistachio bushy top syndrome (PBTS) is a new pistachio disease caused by two Rhodococcus spp., highly related to Rhodococcus fascians (Rf) and
Rhodococcus corynebacteriodes (Rc). Determination of potential modes of pathogen transmission is necessary for protection of replants and
asymptomatic trees in orchards, as well as prevention of similar future epidemics. The objectives of this study were to assess the potential for PBTS
isolates to be transmitted to healthy plants via naturally-infested soil at replant sites, using pruning tools, or by rodents. Clonal UCB-1 (Pistacia atlantica
x Pistacia integerrima) plants were planted in naturally-infested soil; positive and negative control treatments were established by placing root-
inoculated and uninoculated plants in steam-disinfested soil. Pruning transmission studies were conducted by cutting into symptomatic tissue in advance
of cutting healthy plants; positive and negative control treatments were established by artificial infestation and flame sterilization of pruners,
respectively. Mice trapped in the greenhouse were evaluated for internal and external populations of Rf and Rc. The results demonstrate that naturally
infested soil and infested pruning tools may transmit the bacteria to healthy plants. Mice were also found to carry Rhodococcus sp. on fur and in their
digestive tract. The results underscore the need for vigilant sanitation, both in the orchard and in nursery propagation systems. Quantification of airborne inoculums of Magnaporthe oryzae by using TaqMan Real-time PCR
X. CHEN (1), K. Yuan (1), S. Wang (2), F. Guo (2), B. Wu (2)
(1) China Agricultural University, China; (2) China Agricultural University, China Rice blast caused by Magnaporthe oryzae is one of the most devastating diseases in China and worldwide. Accurate and timely quantification of airborne
spores of the pathogen is important to disease forecast and management of the disease. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior The experimental design was a randomized complete block with five pre-anthesis simulated rainfall treatments:
1) rainfall every day (Rain_1); 2) rainfall only on the first and last two days of the window (Rain_2); 3) rainfall only on the middle 3-4 days of the
window (Rain_3); 4) rainfall every other day (Rain_4); and 5) check. Plots that received simulated rain had numerically higher mean FHB incidence
(INC), index (IND), Fusarium damaged kernels (FDK), and DON than the check at all locations. Rain_1 consistently resulted in higher mean INC and
IND than Rain_2, Rain_3 and Rain_4. However, Rain_2 and Rain_4 had comparable mean FDK and DON to Rain_1. Thus, dry-wet moisture cycles
may be associated with disproportionately high DON for a given level of IND. Changes in frequency of Leptosphaeria maculans avirulence genes in North Dakota
S. Mansouripour (1), K. Chittem (1), Z. Liu (1), L. del Rio Mendoza (1)
(1) North Dakota State University, U.S.A. Blackleg, caused by Leptosphaeria maculans is resurging as a threat to North Dakota canola industry. A shift in the virulence profile of L. maculans
populations is thought to be responsible for it. Estimating the prevalence of specific avirulence genes in L. maculans populations could be used to infer
the relative value of its interacting resistance genes for a plant breeding program. The objective of this study was to determine the frequency of
avirulence genes in L. maculans isolates from North Dakota. Single-spore cultures of L. maculans isolates collected from commercial grower’s fields in
2004, 2007 and 2014 were used. Presence of avirulence genes AvrLm1, AvrLm6, AvrLm4-7 and AvrLm11 was determined using PCR assays. The results
indicated that the frequency of AvrLm1 increased from 3% among isolates collected in 2004 to 45% among isolates collected in 2014 while the
frequencies of AvrLm6 and AvrLm11 remained unchanged (91 to 100% and 91 to 95%, respectively) between the same two periods. AvrLm4 and AvrLm7
alleles were present in 90 and 100% of the isolates, respectively in 2014. Determination of frequencies of AvrLm4 and AvrLm7 in 2004 and 2007 is
underway. The higher frequency of isolates carrying avrLm1 in 2014 suggests its corresponding resistance gene, Rlm1, can no longer provide effective S4.131 protection. In contrast, the high prevalence of avirulence genes Avrlm4, AvrLm6, AvrLm7, and AvrLm11 indicates their interacting resistance genes could
be safely used protection. Potential species distributions of Armillaria solidipes and Pseudotsuga menziesii under contemporary and changing climates in the interior Understanding the seasonal dynamics of these two
species in leaf litter can provide knowledge to control CBS inoculum in Floridian groves. 1000 leaves were collected biweekly from 40 arbitrarily
selected trees in a grove in south Florida since May 2014. The number of leaves with fructifications, the number of Phyllosticta spores collected from the
leaf litter, and the average leaf degradation level from each sample were recorded. The quantity of P. citricarpa and P. capitalensis DNA in leaf litter
and spore suspensions was determined via qPCR. The results showed that the fructification abundance is correlated with leaf degradation level
(pseudothecium: P = 0.0008, pycnidium: P = 0.0333), conidia were always present, and ascospores were occasionally absent. The quantity of P. capitalensis DNA was constant while the quantity of P. citricarpa DNA increased throughout the two-year sample collection period. Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) In recent years, Phytophthora syringae has become a major pathogen causing brown rot of citrus fruit in California during the winter season. This is a
serious concern for the citrus industry because P. syringae is a quarantine pathogen in some export countries. The source of P. syringae inoculum
infecting citrus fruit has never been clearly established. Roots and rhizosphere soil from trees where brown rot was found to be caused by P. syringae
were sampled in three orchards. Samples were plated onto a Phytophthora-selective medium and TaqMan qPCR and Droplet Digital PCR were
performed. P. citrophthora and P. parasitica were consistently detected by isolation in roots and soil and by PCR in roots. P. syringae was not found
causing root rot and was not detected in the soil using these methods. Leaf litter on the ground and soil were sampled from the same locations and
immersed in water. Mature green pears were used as baits and incubated at 12°C for 1 to 2 wk. Brown lesions that developed on pears at the water line
were plated onto selective medium. P. syringae was detected in most leaf litter samples but only in two soil samples. Thus, leaf litter is a major inoculum
source for P. syringae and changes our understanding of the disease cycle of this important pathogen and separates it from other Phytophthora species
that cause citrus root and brown rots. Recognition of the distinct epidemiology of the disease opens the opportunity for new cultural management
practices. S4.132 Specific TaqMan qPCR and a PvABC qPCR assays for monitoring airborne sporangia of Plasmopara viticola f. sp. riparia, aestivalis and vinifera
O. CARISSE (1), M. Tremblay (2), A. Lefebvre (3)
(1) Agriculture and AgriFood Canada, Canada; (2) Agriculture and Agroalimentaire Canada, Canada; (3) Agriculture and AgriFood Canada, Canada d a PvABC qPCR assays for monitoring airborne sporangia of Plasmopara viticola f. sp. riparia, aestivalis and vinifera
ay (2), A. Lefebvre (3) Grape downy mildew (Plasmopara viticola) is among the most important grapevine diseases in eastern Canada. Recently, five new cryptic formae
speciales of P. viticola from wild and cultivated Vitis species were described. In Eastern Canada, only P. viticola f.sp. riparia (clade A) and P. viticola
f.sp. aestivalis (clade B) have been detected. Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) As part of a biovigilance network aiming at tracking new pathogens and new genotypes, molecular assays
for simultaneous quantification of sporangia of clade A and B and detection of clade C (P. viticola f. sp. vinifera) from air samples were developed. The
assays are a specific triplex TaqMan qPCR and a PvABC qPCR developed from sequence alignments of internal transcribed spacer 1 and 2 (ITS1-2)
DNA regions for P. viticola clade A, B, C and other closely related species. These essays were used to study the temporal and spatial occurrence of these
genotypes in two vineyards. At one site, almost exclusively (99%) clade A was found while at the other site it was mostly (83%) clade B. Hence the
genotype A was found at both sites, however, it was observed for the first time in early July at one site and in early June at the other site. The impact
of these genotypes on grape downy mildew development is under study. Using these new tools, it will be possible to acquire knowledge on
aerobiology and spatio-temporal distribution of genotypes A and B and to monitor clade C not present in Eastern Canada, but detected in north-east
of USA. First report of the Asian citrus psyllid, vector of Candidatus Liberibacter asiaticus in Tanzania and their potential further spread in Africa
M. SHIMWELA (1), H. Narouei-Khandan (1), S. Halbert (2), M. Keremane (3), G. Minsavage (1), S. Timilsina (1), D. Massawe (4), J. Jones (1), A. van
Bruggen (1)
(1) U i
i
f Fl
id
G i
ill
FL U S A (2) Di i i
f Pl
I d
G i
ill
FL U S A (3) USDA Ri
id
CA U S A (4) (1) University of Florida, Gainesville, FL, U.S.A.; (2) Division of Plant Industry, Gainesville, FL, U.S.A.; (3) USDA, Rivers
Sokoine University of Agriculture, Morogoro, Tanzania (1) University of Florida, Gainesville, FL, U.S.A.; (2) Division of Plant Industry, Gainesville, FL, U.S.A.; (3) USDA, Riverside, CA, U.S.A.; (4)
Sokoine University of Agriculture, Morogoro, Tanzania Citrus surveys were conducted at high (>700m), medium (300-600m) and low (<200m) altitudes in Tanzania. Adults and nymphs of Trioza erytreae
were abundant in the highlands and less abundant at medium altitudes. Unexpectedly, adults and nymphs of Diaphorina citri, the Asian citrus psyllid,
were found at medium altitudes, around Morogoro. No psyllids were observed at low altitudes. Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) Severe huanglongbing symptoms and tree decline were
evident at high altitudes, while mild symptoms were observed at intermediate and low altitudes. DNA was extracted from leaf and psyllid samples and
subjected to conventional PCR with seven different primer sets and qPCR with two primer sets for Candidatus Liberibacter spp. PCR products were
sequenced and subjected to phylogenetic analysis. C. Liberibacter africanus (Laf) was detected in leaf and T. erytreae samples from high and medium
altitudes by all methods. Sequences of C. Liberibacter DNA from leaves and psyllids were similar to those of Laf from South Africa. Even though Las
primers gave a positive reaction in qPCR with medium altitude leaf samples, cPCR and sequencing results were negative for Las, suggesting cross
reactivity of Las primers with Laf. Neither Laf nor Las were detected in D. citri samples. This is the first report of D. citri in Africa. Further surveys are
needed to detect Las. The potential distribution of D. citri and Las in Africa was predicted using the correlative models MAXENT and Multi-Model
Framework. Genetic diversity of pathogenic Clavibacter michiganensis subsp. michiganensis strains from Central Chile
M. VALENZUELA (1), S. Fuentes (2), F. Claverias (2), X. Besoain (3), M. Seeger (4) Genetic diversity of pathogenic Clavibacter michiganensis subsp. michiganensis strains from Central Chile
M. VALENZUELA (1), S. Fuentes (2), F. Claverias (2), X. Besoain (3), M. Seeger (4)
(1) C
d
i
l
í
A
i
id d
i
d i
S
i
l
i
Chil
(2) C
d
i
l
í
A Genetic diversity of pathogenic Clavibacter michiganensis subsp. michiganensis strains from Central Chile
M. VALENZUELA (1), S. Fuentes (2), F. Claverias (2), X. Besoain (3), M. Seeger (4)
(1) Centro de Biotecnología DAL, Universidad Tecnica Federico Santa Maria, Valparaiso, Chile; (2) Centro de Biotecnología DAL, Universidad T (1) Centro de Biotecnología DAL, Universidad Tecnica Federico Santa Maria, Valparaiso, Chile; (2) Centro de Biotecnología DAL, Universidad Técnica
Federico Santa María, Valparaíso, Chile; (3) Escuela de Agronomía, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile; (4) Laboratorio de
Microbiología Molecular y Biotecnología Ambiental, Universidad Técnica Federico Santa María, Valparaíso, Chile The bacterial canker of tomato caused by Clavibacter michiganensis subsp. michiganensis (Cmm) is the most important bacterial disease in tomato. The
genetic diversity of Cmm strains isolated during 20 years from tomato plants in different Chilean tomato regions was studied. Spatiotemporal analysis of wheat blast epidemiology (Magnaporthe oryzae Triticum pathotype) under natural field conditions
K. MILLS (1), L. Madden (1), P. Paul (1), D. Salgado (1)
(1) The Ohio State University, U.S.A. Spatiotemporal analysis of wheat blast epidemiology (Magnaporthe oryzae Triticum pathotype) under natural field conditions
K. MILLS (1), L. Madden (1), P. Paul (1), D. Salgado (1)
(1) The Ohio State University, U.S.A. Wheat blast is an emerging fungal disease of wheat caused by the Triticum pathotype of Magnaporthe oryzae. In years when weather is conducive for
disease development, growers can suffer total crop losses. In order to understand the epidemiology of wheat blast, it is important to characterize the
pattern of disease spread within a field. This pattern provides clues about the characteristics of the pathogen that affect the spatiotemporal dynamics of
the disease. In this study, inoculum build-up and temporal and spatial spread from naturally occurring in-field disease foci (hotspots) were investigated in
six 27 × 27 m2 plots at three locations in Bolivia during the 2015 growing season. Plots were assessed for spike blast incidence and severity every 3 days. Assessments were made on a grid, with twenty spikes rated every 2.7 m. Hotspots increased in size over time and were associated with the highest
disease ratings. Initially, plants adjacent to the hotspots had higher disease levels than plants located farther from the hotspots. As the disease progressed
the steepness of the disease gradient decreased away from hotspots, and high levels of incidence and severity were observed throughout the plots. This
trend was observed across the three locations. Preliminary spatial analyses suggest that hotspots are important in-field sources of inoculum. Field observations of ascospore discharge of Monilinia vaccinii-corymbosi in northern highbush blueberries
G. Dabbah (1), A. Schilder (2) Twenty five isolates were
characterized by growth on different media, Gram staining and enzymatic activities. For bacterial identification PSA8/R PCR amplification and 16S
rRNA gene sequencing were used. In addition, the housekeeping gyrB and kdpA genes and the pathogenicity tomA and chpC genes were sequenced. All
genes were polymorphic in these isolates. The kdpA gene showed the highest variability. Except for the kdpA gene, Chilean isolates genes showed high
identity with genes from reference strain NCPPB382. Phylogenetic trees of gyrB and pathogenicity genes showed close relationship between Chilean
stains and those from New York and Serbia. Analyses of concatenated kdpA-gyrB genes yield 7 Chilean haplotypes. Geographical distribution of the
isolates was analyzed. Most of the Chilean isolates clustered separately from the Serbian and New Yorker strains, suggesting that Chilean bacteria have a
different origin. Additional housekeeping genes and a higher number of isolates will be studied. A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
(1) University of Florida - IFAS A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
1) University of Florida - IFAS Citrus black spot (CBS) an emerging disease of citrus in Florida caused by the fungus Guignardia citricarpa Kiely (anamorph Phyllosticta citricarpa
(McAlpine) van der Aa) was identified in March 2010. The source of the introduction into the United States is still unknown. Disease inoculum, conidia
and ascospores are dispersed by water and wind respectively. Due to quarantine restrictions and the potential for severe climatic events – hurricanes, it is
imperative that the spatial distribution of the disease be monitored within the state and within infected groves. This study investigates the spatial
distribution in two commercial ‘Valencia’ citrus groves located within the quarantine zones mandated by the USDA. Trees were mapped for the presence
or absence of CBS in groves. Positive trees were defined as having fruit with at least a single hard or shot-hold spot lesion. The hard or shot-hole spot
lesion was chosen due to its ease of recognition as a symptom of CBS. Preliminary spatial analysis of disease intensity and clustering were analyzed in R
using the binomial dispersion index (D), and Ripley’s K function (K). The incidence of CBS in Grove 1 and 2 were 7.1% and 2.6% respectively in the
2013-2014 citrus season. The binomial dispersion index (D), revealed clustering of symptomatic trees for both groves in all quadrant sizes tested. Monte
Carlo simulations for the L function confirmed CBS aggregation in both groves. Monitoring is ongoing. S4.133 Sensitivity survey of Alternaria species to SDHI fungicides reveals regional and temporal resistance changes in pistachio orchards of California
P. LICHTEMBERG (1), R. Puckett (1), C. Cunningham (2), V. Leschenne (3), T. Michailides (1)
(1) University of California - Davis, U.S.A.; (2) Fresno State University, U.S.A.; (3) Swiss Federal Institute of Technology, Switzerland In California, resistance of Alternaria spp. to succinate dehydrogenase inhibitor (SDHI) fungicides is common in pistachio orchards and results in
difficulties in managing Alternaria late blight (ALB). The objective of this study was to monitor the development and spread of SDHI resistant
Alternaria phenotypes and evaluate the cross-resistance among fluopyram (Fp), penthiopyrad (Pe), fluxapyroxad (Fd) and boscalid (Bo). In total, 798
isolates of Alternaria spp. were collected from 35 pistachio orchards where SDHI were used. A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
(1) University of Florida - IFAS Tomato chlorotic spot virus (TCSV), Groundnut
ringspot virus (GRSV) and Tomato spotted wilt virus (TSWV), are three tospoviruses currently known to infect tomato in this area. These tospoviruses
can cause losses in tomato ranging from a reduction in fruit quality to a complete destruction of the crop. TCSV was first detected from tomato plants in
Homestead, FL in 2012, and it has caused significant losses to commercial tomato growers since the fall of 2014. During 2015-2016 growing season, a
survey on tospoviruses infecting tomato in Homestead, Florida was conducted to determine the disease incidence and distribution of the tospoviruses in
commercial tomato production fields. The percentage of tomato plants showing tospovirus-like symptoms in Homestead tomato fields ranged from 4 -
80% with an average of 35%. Two hundreds and seventy two tomato samples showing the symptoms were collected from over forty tomato fields. RNAs were extracted from the samples and tested by Reverse Transcription-Polymerase Chain Reaction (RT-PCR) using specific primers against TCSV,
GRSV and TSWV to determine the incidence of both single and mixed infection of these viruses. RT-PCR results confirmed the infection of tomato
plants with tospoviruses in Homestead. The results of the RT-PCR tests will be presented and more details will be discussed. Spatial dynamics of a begomovirus disease in processing tomato in central Brazil
A. BERGAMIN FILHO (1), A. Bergamin Filho (1)
(1) University of Sao Paulo, Brazil The begomovirus disease is one of the most important viral diseases in the tomato crop in Brazil. The objective of this work was to study the spatial
aggregation of begomovirus disease in two central-pivot irrigated areas for processing tomatoes in central Brazil. A total of 24 plots (15 × 15 plants) was
weekly evaluated by visual inspection for identification of begomovirus symptomatic plants (BSP). The spatial distribution of the disease was analyzed
by: binominal index of dispersion, Taylor’s power law, and ordinary run. Tomato severe rugose virus was the predominant begomovirus species in
tomato. It was also detected in a few non-tomato plants. The apatial pattern of sumptomatic plants was slightly aggregated. A relevant difference was
observed between plots located at the center (PC) and at the edge (PE) of the pivots. The distribution of BSP in PC was more aggregated than in PE. It is
most likely that at PE the primary spread is the major component of virus epidemics in the field. A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
(1) University of Florida - IFAS Classification
and regression tree analysis indicated that host species was the most important segregating factor based on severity, were E. tereticornis plantations
showed a significantly lower severity than E. camaldulensis and their hybrids. KLB is widespread and serious on susceptible Eucalyptus spp., posing a
threat to commercial plantation forestry in Uruguay. Future studies will concentrate on understanding the genetic diversity of a large collection of
isolates that have emerged from this study and on selecting planting stock resistant to KLB. The occurrence pattern of plant viruses and their vectors in pepper fields in Korea
S. KWON (1), S. Kwon (1), I. Cho (1), S. Choi (1), J. Yoon (1), G. Choi (1)
(1) National Institute of Horticultural and Herbal Science, South Korea Pepper viruses usually cause severe symptoms on pepper resulting in a significant loss of the yield. While many viruses have been reported to infect
pepper, some of them, including Cucumber mosaic virus (CMV), Broad bean wilt virus 2 (BBWV2), Pepper mottle virus (PepMoV), Pepper mild mottle
virus, Tomato spotted wilt virus (TSWV), Beet western yellows virus (BWYV), and Potato virus Y, have already caused epidemics in pepper in Korea. In this study, we performed nationwide surveys from May to October 2015 to examine the occurrence of pepper viruses. Interestingly, the incidence of
TSWV was highest in May but decreased dramatically month by month, whereas the occurrence of BWYV and PepMoV was detected from July and
increased gradually until October. In addition, CMV and BBWV2 are the most prevalent in July and August and their incidences were maintained at high
levels until October. In our surveys, we also investigated the incidences of thrips and aphids. Interestingly, the rate of population of thrips was greatest in
May but decreased dramatically from July. On the other hand, the population of aphids gradually increased from May to August and the rate of alate
aphids in the population was increased in September in pepper fields. Taken together, our survey results on the occurrence of viruses and their insect
vectors suggested that the incidence of the pepper viruses is highly correlated with the population dynamic and life-cycle of their insect vectors. Field Survey of Tospoviruses Infecting Tomato in South Florida
O. Abdalla (1), S. Zhang (1)
(1) University of Florida, U.S.A. Several viruses are known to infect tomato plants in south Florida, leading to serious losses to growers. A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
(1) University of Florida - IFAS In vitro assays were used to identify the frequency of SDHI
resistant phenotypes and to compare the sensitivity distribution of isolates from previous years. The results revealed 85.8, 83, and 80% phenotypes in the
current population resistant to Bo, Fd, and Pe, respectively. The Fp showed the smallest EC50 value 16.74 µg/ml and the greatest frequency of sensitive
phenotypes, at 45.8%. For the first time, highly resistant phenotypes for Fp were observed in California pistachio orchards, showing a moderate cross-
resistance with Bo, Fd and Pe. Finally, the current population of Alternaria isolates (2015) showed sensitivity shifts toward resistance for Fd and Fp in
comparison to those of the 2010 survey. Regional and temporal changes in the resistance of Alternaria spp. population will be discussed as well as the
impact of future studies in order to delay SDHI resistance in California. Teratosphaeria pseudoeucalypti: An emerging pathogen with uncertain impact on Eucalyptus plantations
C. PEREZ (1), G. Balmelli (2), S. Simeto (2), E. a (3), M. Codina (3), R. Garcia (3), N. Ramirez (3), O. Bentancur (3), M. Wingfield (4)
(1) EEMAC, Universidad de la Republica, Paysandu, Uruguay; (2) INIA Tacuarembo, Uruguay; (3) EEMAC, Universidad de la Republica, Uruguay; (4)
FABI, University of Pretoria, Uruguay Teratosphaeria pseudoeucalypti: An emerging pathogen with uncertain impact on Eucalyptus plantations
C. PEREZ (1), G. Balmelli (2), S. Simeto (2), E. a (3), M. Codina (3), R. Garcia (3), N. Ramirez (3), O. Bentancur (3), M. Wingfield (4)
(1) EEMAC, Universidad de la Republica, Paysandu, Uruguay; (2) INIA Tacuarembo, Uruguay; (3) EEMAC, Universidad de la Republica, Uruguay; (4)
FABI, University of Pretoria, Uruguay Teratosphaeria pseudoeucalypti was first discovered in Queensland, Australia in 2010 causing a serious leaf blight disease known as Kirramyces Leaf
Blight (KLB) on Eucalyptus commercial plantations. The pathogen was subsequently reported in 2014 in Argentina, Brazil and Uruguay, representing
the first occurrence outside Australia. During 2015, a survey was conducted to assess prevalence, incidence and severity of KLB on Eucalyptus
camaldulensis and E. tereticornis in Uruguay. A total of 80 plantations were visited, including these species and their hybrids. In each plantation, one
transect of 20 trees in a row was scored for crown damage, based on percentage of defoliation and overall disease severity. The disease was found in all
regions of the country. There was no clear pattern of distribution or severity of the disease with a distribution appearing to be generalized. Composition of leaf fibrous ring mediates Diaphorina citri preference of Citrus sinensis over Citrus aurantium
H. SHUGART (1), M. Rogers (1)
(1) University of Florida- Citrus Research & Education Center, U.S.A. 6SrIII-L phytoplasma by leafhoppers (Scaphytopius marginelineatus) to cassava (Manihot esculenta Crantz) in Colom
BETANCOURTH (1) As much as 30% of cassava production in Colombia, is affected by cassava frogskin disease (CFSD). The disease is associated with a 16SrIII-L
phytoplasma that is transmitted between plants through vegetative propagation or by sap-sucking insect vectors. We collected 250 insect samples in
Palmira and Santander de Quilichao; analyzed them for the presence of phytoplasmas during 2009 and 2012–2014; and detected a 16SrIII-L
phytoplasma. Greenhouse experiments with symptomatic plants showed that potential insect vectors for cassava were hemipterans, particularly the
Cicadellidae and Cixiidae families, and include the cicadellid leafhopper Scaphytopius marginelineatus. Colonies of this leafhopper were mass-reared on
cassava (‘SM 909-25’) and bean (‘ICA Pijao’) plants. To determine the acquisition period, 50 individual insects were selected and exposed to
phytoplasma-infected cassava plants for 2, 4, 6, and 8 days. The insects then underwent an additional 2 weeks’ incubation period, after which surviving
insects were allowed to infest healthy cassava plants over a 5-to-7-day inoculation period. Molecular studies of plant tissues, based on PCR amplification
and DNA sequencing, confirmed both the acquisition (6 days after inoculation) and transmission (3 weeks) of a phytoplasma. Sequences KP75989, and
KP759898-KP759902 were reported to GenBank. Previous studies indicated that potential infestations of cassava crops by leafhoppers can be controlled
by organic neem oil spray. Cladosporium interactions with the introduced insect spotted wing drosophila (Drosophila suzukii) may alter raspberry fruit rot epidemiology
C. SWETT (1), C. Carignan (1), K. Hamby (1), E. Koivunen (1)
(1) University of Maryland, U.S.A. In fruit crops, the interaction between frugivorous insects and fungi can alter pest and disease epidemiology, reducing marketable crop yields. In 2015
field surveys of fall red raspberries in Maryland, Cladosporium was recovered from fruit-rot affected berries at three farms, and 30% of Cladosporium-
infested berries were co-infested with SWD larvae. Analyses of larval frass microbes recovered Cladosporium from 45% of larvae, with 3.3 colony
forming units/ larvae on average. Sequence analysis identified both berry and larval frass isolates as either Cladosporium cladosporioides or C. pseudocladosporioides. All three tested isolates of each species were pathogenic on raspberries in detached berry assays, and one tested isolate could
infect both ripe and unripe fruit in attached-berry assays. Disease incidence was significantly enhanced (P < 0.05) both when inoculated detached berries
were mechanically wounded and when naturally infested attached berries were exposed to lab-reared SWD adults (ovipositor wounds), compared
tounwounded controls. First report of laurel wilt on sassafras in Arkansas
R. OLATINWO (1), C. Barton (2), J. Hwang (3), W. Johnson (3)
(1) USDA Forest Service, Southern Research Station, U.S.A.; (2) Arkansas Forestry Commision, U.S.A.; (3) USDA Forest Service, Forest Health
Protection, U.S.A. A Snapshot of Citrus Black Spot in Southwest Florida: Spatial Distribution in Two ‘Valencia’ Citrus Groves
K. HENDRICKS (1), P. Roberts (1)
(1) University of Florida - IFAS These results suggest that the distribution of BSP in PC
and PE is ruled out by at least three different dissemination mechanisms: a random (primary spread), and two aggregation components, a real secondary
spread, and a “false” secondary spread. However, it is clear that the primary spread is the most important component in begomovirus epidemics. Hence,
management of begomovirus diseases focusing only on the target fields is certainly not enough for an efficient control. S4.134 Candidatus Liberibacter asiaticus, causal agent of citrus greening disease, is transmitted by Diaphorina citri, and together they pose the greatest risk to
Citrus production worldwide. Currently research into host plant resistance to the vector and bacterial pathogen is ongoing, with the aim of developing
resistant Citrus selections. Our objective was to test the influence of leaf anatomy on D. citri probing behaviors that regulate bacterial transmission. Leaf
morphometrics might inhibit bacterial transmission, and thus could be candidates for resistance breeding. We performed an electropenetrographic study
and histological examination of leaves of two Citrus species differently preferred by the psyllid, C. sinensis (var. Valencia) and C. aurantium (var. Sour
orange). We quantified durations, frequencies, and order of probing behaviors associated with bacterial transmission, and correlated those behaviors with
leaf anatomy. Young Sour Orange leaves were less preferred and exhibited a thicker and more complete fibrous ring than did same-aged Valencia leaves. This more developed barrier impacted probing behaviors such that D. citri took longer to reach the phloem and ingested from it for shorter durations. Delay and reduction of phloem associated behaviors influences the success of bacterial transmission by D. citri. Future resistant varieties could use
fibrous ring morphometrics as an anatomical marker for resistance to pathogen transmission. 6SrIII-L phytoplasma by leafhoppers (Scaphytopius marginelineatus) to cassava (Manihot esculenta Crantz) in Colom
BETANCOURTH (1) Many endophytic Cladosporium species are entomopathogens, so species causing fruit rot may be deleterious to SWD fitness;
alternately, this may represent a commensal or mutually beneficial interaction. Overall, these results are among the first to suggest that SWD may
interact with Cladosporium to significantly alter pre- and post-harvest fruit rot epidemiology. The ability of Olpidium brassicae to vector blueberry mosaic virus in southern highbush blueberries
T MILES (1) A Shands (1) The ability of Olpidium brassicae to vector blueberry mosaic virus in southern highbush blueberries
T. MILES (1), A. Shands (1)
(1) CSU Monterey Bay, U.S.A. The ability of Olpidium brassicae to vector blueberry mosaic virus in southern highbush blueberries
T. MILES (1), A. Shands (1)
(1) CSU Monterey Bay, U.S.A. Blueberry mosaic associated Virus (BlMaV) is a recently described ophiovirus that is of concern in blueberry propagation systems. Members of the
fungal genus Olpidium commonly found in plant roots, have the ability to move in these production systems using flagella, and possess the ability to
vector Ophioviruses. In 2015, BlMaV affected blueberry plants were identified in a propagation nursery and a series of trap plants were utilized to
determine potential vectors. Trap plant experiments were conducted with varying soil treatments (n=5), and hosts (carrot, lettuce, broccoli, cucumber) to
determine the presence of Olpidium spp. Olpidium was observed in only lettuce trap plants (average of 6 resting spores/cm of root) and absent in the
remaining trap plants. The ability of Olpidium species to vector BlMaV was tested through a series of concurrent inoculation experiments consisting of
inoculated groups and control groups, treated with lettuce roots containing Olpidium resting spores or water, respectively. Each series of inoculation
experiments varied in exposure time (10, 8, and 6 months) to root inoculum containing Olpidium resting spores and water, respectively. Transmission
experiments showed Olpidium to be readily observed in the roots of inoculated southern highbush blueberry. By determining the ability of Olpidium spp. to vector BlMaV will aid in the management of blueberry propagation and increase our understanding of the basic biology of BlMaV. Olive Escudete, caused by Botryosphaeria dothidea, as Result of the Interaction fly-mosquito-fungus Olive Escudete, caused by Botryosphaeria dothidea, as Result of the Interaction fly-mosquito-fungus
J. MORAL (1), I. Eldesouki-Arafat (2), F. López-Escudero (3), E. Vargas-Osuna (2), T. Antonio (4), H. Aldebis (2)
(1) University of California, Davis, Kearney Agricultural Research and Extension Center, Parlier, CA, U.S.A.; (2) Dpto. Ciencias y Recursos Agrícolas y
Forestales, Universidad de Córdoba. Campus de Rabanales, Edifico C4, 14071, Cordoba, Spain; (3) Dpto. Agronomía, ETSIAM, Universidad de
Córdoba, Campus de Rabanales, Edif. C4, 14071, Cordoba, Spain; (4) Dpto. Agronomía, ETSIAM, Universidad de Córdoba, Campus de Rabanales,
Edif. C4, 14071, Cordoba, Saint Kitts Nevis J. MORAL (1), I. Eldesouki-Arafat (2), F. López-Escudero (3), E. Vargas-Osuna (2), T. Antonio (4), H. Aldebis (2)
(1) University of California, Davis, Kearney Agricultural Research and Extension Center, Parlier, CA, U.S.A.; (2) Dpto. Ciencias y Recursos Agrícolas y
Forestales, Universidad de Córdoba. The ability of Olpidium brassicae to vector blueberry mosaic virus in southern highbush blueberries
T. MILES (1), A. Shands (1)
(1) CSU Monterey Bay, U.S.A. Campus de Rabanales, Edifico C4, 14071, Cordoba, Spain; (3) Dpto. Agronomía, ETSIAM, Universidad de
Córdoba, Campus de Rabanales, Edif. C4, 14071, Cordoba, Spain; (4) Dpto. Agronomía, ETSIAM, Universidad de Córdoba, Campus de Rabanales,
Edif. C4, 14071, Cordoba, Saint Kitts Nevis The Dalmatian disease or escudete, caused by Botryosphaeria dothidea, is the most important disease of table olive fruit. The typical escudete (small
shield) symptom is a sunken, necrotic, and circular (≈8mm) lesion that appears in green fruits. The olive fly (Bactrocera oleae) and mosquito
(Prolasioptera berlesiana) whose larvae prey on fly eggs, are disputed as vectors of the pathogen. Here, we study the interaction among these three
agents: fly-mosquito-fungus. In the field, we periodically sampled for the presence of the mosquito in fruits, which were naturally punctured by the olive
fly or artificially by a needle for three seasons. Under lab conditions, the presence of the fungus in the mosquito and the fly was studied by microscopy,
isolation on media, and DNA sequencing. According to our results, the mosquito is attracted by ovipositor punctures on the olive surface made by the
olive fly. When the mosquito deposits its own egg adjacent to the fly egg, it also inoculates the fungus in the puncture. This allows the mosquito larvae to
feed on B. dothidea mycelium when the fly egg is absent; a need that arises due to frequent false punctures (no oviposition) made by the fly to avoid
predation by the mosquito larvae. Microscopic studies show that the mosquito female has a special structure (mycangia) to carry B. dothidea spores in
the last abdominal segments close to the ovipositor, which suggests a mutualistic association between B. dothidea and P. berlesiana. First report of laurel wilt on sassafras in Arkansas
R. OLATINWO (1), C. Barton (2), J. Hwang (3), W. Johnson (3)
(1) USDA Forest Service, Southern Research Station, U.S.A.; (2) Arkansas Forestry Commision, U.S.A.; (3) USDA Forest Service, Forest Health
Protection, U.S.A. S4.135 Laurel wilt, caused by the fungus Raffaelea lauricola T.C. Harrin., Aghayeva & Fraedrich, is a lethal disease of redbay (Persea borbonia (L.) Spreng.),
sassafras (Sassafras albidum (Nutt.) Nees), and other species in the laurel family (Lauraceae). The fungus is transmitted by an exotic ambrosia beetle
(Xyleborus glabratus Eichh.) native to Asia introduced into the United States in 2002. It was first reported at Port Wentworth, Georgia and rapidly spread
across the south causing extensive redbay mortality. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster The recombinant isolate H12 was chosen because it does not elicit symptoms in turnips; the aphid’s preference of H12-infected plants
over healthy turnips indicated that aphids were not attracted to plants based on differences in color or a pattern associated with disease. We are now
focused on identifying differences in volatile profiles between healthy, W260- and NY8153-infected turnips that might influence the preference of an
aphid for a specific host. These results suggest that CaMV infection affects the aphid’s choice of host and this in turn may have implications for the
spread of different strains of CaMV. Aphid-mediated potyvirus transmission: Host plant chemistry, vector biology and component interactions
K. GADHAVE (1), B. Dutta (2), J. Schmidt (2), R. Srinivasan (2)
(1) University of Georgia U S A ; (2) University of Georgia U S A ; (3) University of Georgia U S A Aphid-mediated potyvirus transmission: Host plant chemistry, vector biology and component interactions
K. GADHAVE (1), B. Dutta (2), J. Schmidt (2), R. Srinivasan (2)
(1) University of Georgia, U.S.A.; (2) University of Georgia, U.S.A.; (3) University of Georgia, U.S.A. Potyviruses pose a significant threat to cucurbit production in Georgia and in the Southeastern United States. Aphids transmit these viruses in a non-
circulative manner, causing extensive yield losses worth millions of dollars annually. The present virus and aphid management strategy involves the use
of insecticides and transgenic cucurbit cultivars. However, none of these approaches have proven to be sustainable, especially due to the development of
vector resistance to insecticides, and the narrow spectrum of virus resistance in transgenic cultivars. It is therefore critical to explore the novel avenues
for reducing vector populations and viral incidences. To attain this, we have undertaken a holistic approach that explores the fundamental mechanisms
underlying aphid-potyvirus interactions in cucurbit systems. Through an array of lab and field experiments, we have been studying the virus
transmission, component interactions in the pathosystem and their impacts on vector behavior, fitness and transcriptome. The impact of these results in
the context of virus epidemics and management will be discussed. Transovarial and Sexual Transmission of Tomato yellow leaf curl virus in Whiteflies
W. MARCHANT (1), R. Srinivasan (1)
(1) University of Georgia, U.S.A. Tomato yellow leaf curl virus (TYLCV) is whitefly-transmitted Geminivirus that causes yield losses in tomato crops. The virus is persistently transmitted
by the sweetpotato whitefly, Bemisia tabaci. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster Determination of vector population trends, species composition, and the role they play in the barley yellow dwarf com Determination of vector population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeastern
Kansas
M. RAMOS (1), D. Rotenberg (1), A. Laney (1), A. Kieffaber (1), A. Whitfield (1)
(1) Kansas State University, U.S.A. M. RAMOS (1), D. Rotenberg (1), A. Laney (1), A. Kieffaber (1), A. Whitfield (1)
1) Kansas State University, U.S.A. Barley yellow dwarf is a complex disease that includes grass hosts, aphid vectors, and yellow dwarf viruses (YDVs) in the family Luteoviridae. BYD is
responsible for crop losses worldwide, and is an especially important disease of KS wheat. The goals of this project were to characterize aphid vector
species composition in native grasses and crops, and to document associated YDVs in NE KS. Aphid populations were monitored during fall, spring, and
summer using yellow sticky cards that were placed in fields of sorghum, corn, wheat, and big bluestem, and aphids were identified via morphological
features. Rhopalosiphum padi was found to be the most prevalent aphid species. Other species of importance were Sitobion avenae, R. rufiabdominalis,
and Schizaphis graminum. Aphid species overlapped between crops and native grasses, supporting the hypothesis that perennial grasses can serve as
reservoirs for YDVs. Multiplex RT-PCR was used for virus detection in plants and aphids, and both tested positive for several YDVs. We found barley
yellow dwarf virus (BYDV)-PAS to be the virus species most common in both aphids and plants, followed by BYDV-PAV and BYDV-RPV. Aphids
and plants were either singly- or co-infected with YDV species. Ultimately, this will lead to determination of the most efficient vectors of YDVs, their
association with YDV-species composition in croplands, and the temporal influx of viruliferous aphid populations across agroecosystems in KS. Variation in transmission of Tomato spotted wilt virus (TSWV) from Thrips tabaci is not solely influenced by virus titer within individual thrips
J. BROWN (1), A. Jacobson (2), G. Kennedy (1), S. Lommel (1), T. Sit (1)
(1) North Carolina State University, U.S.A.; (2) Auburn University, U.S.A. Thrips tabaci, a vector of TSWV, has been shown to vary greatly in the ability to transmit different isolates of TSWV. The objective of this study is to
determine if the virus titer in individual T. tabaci influences the variation in transmission of TSWV from established T. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster tabaci isofemale lines collected
from several locations in North Carolina. The isofemale lines were previously shown to differ in their ability to transmit various TSWV isolates collected
from the same series of locations as the thrips. The virus-thrips line combinations were grouped in sympatric and allopatric pairings and the groups
classified as low, moderate, or high transmitters based on the percent transmission of TSWV to Emilia sonchifolia leaf discs. Quantitative real-time PCR
was done on T. tabaci from 12 selected virus-thrips line combinations to quantify virus titer in transmitting and nontransmitting individuals to determine
if the variation in transmission was correlated with virus titer. The results show that variation in transmission efficiency of the different virus-thrips
pairings are not explained by differences in virus titer within the thrips. This is in contrast to findings with other TSWV thrips vectors where virus titer
was directly correlated with transmission efficiency. This suggests that the differences in transmission among these thrips-virus isolate pairings may be
determined by the genetics of both the virus and the thrips, and their interaction. Turnip aphid preference for turnip plants infected with different strains of Cauliflower mosaic virus
M. ADHAB (1), J. Schoelz (1), D. Finke (1)
(1) University of Missouri - Columbia, MO, U.S.A. Turnip aphid preference for turnip plants infected with different strains of Cauliflower mosaic virus
M. ADHAB (1), J. Schoelz (1), D. Finke (1)
(1) University of Missouri - Columbia, MO, U.S.A. (1) University of Missouri - Columbia, MO, U.S.A. Cauliflower mosaic virus (CaMV) is transmitted in a semi-persistent manner by several species of aphids. In this study, we investigated whether the
turnip aphid (Lipaphis erysimi) exhibits a preference for healthy turnip plants (Brassica rapa L. var. rapa) or plants infected with CaMV. Two strains of
CaMV, W260 and NY8153, as well as one recombinant isolate, H12, were used in this study. Preference assays were conducted with detached leaves in
petri dishes or with whole plants. When given a choice between infected or healthy plants, aphids chose W260-infected and H12-infected plants
significantly more often, regardless of the test. Interestingly, aphids did not exhibit a preference for turnips infected with CaMV strain NY8153 over
healthy plants. The ability of Olpidium brassicae to vector blueberry mosaic virus in southern highbush blueberries
T. MILES (1), A. Shands (1)
(1) CSU Monterey Bay, U.S.A. On December 2, 2015, visit to a landowner in Bradley County near Warren, Arkansas (33.64511°N,
92.05134°W) led to the first reported mortality of sassafras caused by laurel wilt in Arkansas. Moderate degrees of staining and beetle galleries were
found from symptomatic trees at this location. Suspect beetles collected from sapwood of affected trees were later identified as X. glabratus. The
presence of R. lauricola was confirmed by morphological characterization and molecular identification of cultures obtained from stained sapwood
tissues. This is the first report of laurel wilt on sassafras or any other Lauraceae species in Arkansas. In 2014, laurel wilt was reported on sassafras in
northern Louisiana (83 miles southwest). This new report in Arkansas may indicate northward movement of the disease into natural habitat of sassafras. However, the lack of redbay (a more attractive host) in this region may slow the northward spread of laurel wilt in Arkansas. The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan
C. CHUNG (1), Y. Chen (2), M. Lai (3), C. Wu (2), A. Cheng (2), T. Lin (3), A. Cheng (4), C. Yang (2), H. Wu (5), S. Chu (6), C. Kuo (7), Y. Wu (4),
G. Lin (4), M. Tseng (8), Y. Tsai (9), C. Lin (10), C. Chen (11), J. Huang (11), H. Lin (2)
(1) National Taiwan University, Taipei City, Taiwan; (2) National Taiwan University, Taiwan; (3) Taiwan Agricultural Research Institute, Taiwan; (4)
T i
Di t i t A
i
lt
l R
h
d E t
i
St ti
T i
(5) T
Di t i t A
i
lt
l R
h
d E t
i
St ti
T i
(6) C. CHUNG (1), Y. Chen (2), M. Lai (3), C. Wu (2), A. Cheng (2), T. Lin (3), A. Cheng (4), C. Yang (2), H. Wu (5), S. Chu (6), C. Kuo (7), Y. Wu (4),
G. Lin (4), M. Tseng (8), Y. Tsai (9), C. Lin (10), C. Chen (11), J. Huang (11), H. Lin (2) (1) National Taiwan University, Taipei City, Taiwan; (2) National Taiwan University, Taiwan; (3) Taiwan Agricultural Research Institute, Taiwan; (4)
Tainan District Agricultural Research and Extension Station, Taiwan; (5) Taoyuan District Agricultural Research and Extension Station, Taiwan; (6)
Miaoli District Agricultural Research and Extension Station, Taiwan; (7) Taichung District Agricultural Research and Extension Station, Taiwan; (8)
Kaohsiung District Agricultural Research and Extension Station, Taiwan; (9) Hualien District Agricultural Research and Extension Station, Taiwan; (10)
Taitung District Agricultural Research and Extension Station, Taiwan; (11) National Chung Hsing University, Taiwan Fusarium fujikuroi is the causal agent of bakanae disease, a common rice disease causing abnormal growth of seedlings and poorly filled grains. In
Taiwan, the disease has long been well managed, but a disease outbreak was found in eastern Taiwan in 2009. To better understand the population
genetics of F. fujikuroi, 16 polymorphic simple sequence repeat markers were newly developed and used to analyze 637 F. fujikuroi isolates collected in
14 rice-growing areas around Taiwan from 1996 to 2013. The isolates were classified into four highly differentiated clusters by Bayesian clustering
analysis. The highly diversified vegetative compatibility groups and good numbers of MAT1-1 and MAT1-2 isolates sampled from all around Taiwan
supported sexual reproduction. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster The virus is considered non-propagative and non-transmissible transovarially or through mating. Feeding on
infected plant tissue is the only method of acquisition according to most of the literature. However, a few recent studies from Israel demonstrate
transovarial and sexual transmission of TYLCV as well as propagation within the whitefly. We have tested to see if transovarial and sexual transmission
occur with the whiteflies and TYLCV present in Georgia using both molecular methods and plant transmission experiments. We found a very low rate of
transovarial and sexual transmission suggesting negligible impact on virus epidemics. COI sequences from our local Bemisia tabaci and full-length TYLCV S4.136 genomes have been compared with sequences from Israel available on GenBank. Our B. tabaci COI haplotype is present in Israel, but differences in the
TYLCV genome were found at the amino acid level. These differences could potentially explain the differences seen in insect-virus interactions. genomes have been compared with sequences from Israel available on GenBank. Our B. tabaci COI haplotype is present in Israel, but differences in the
TYLCV genome were found at the amino acid level. These differences could potentially explain the differences seen in insect-virus interactions. Molecular interactions between citrus tristeza virus and its aphid vector, Toxoptera citricida
N. KILLINY (1), S. Harper (2), C. C. El Mohtar (2), B. Dawson (2)
(1) University of Florida, IFAS, CREC, Department of Plant Pathology, U.S.A.; (2) University of Florida, Depart Molecular interactions between citrus tristeza virus and its aphid vector, Toxoptera citricida
N. KILLINY (1), S. Harper (2), C. C. El Mohtar (2), B. Dawson (2)
(1) University of Florida, IFAS, CREC, Department of Plant Pathology, U.S.A.; (2) University of Florida, Department of Plant Pathology, U.S.A. AS, CREC, Department of Plant Pathology, U.S.A.; (2) University of Florida, Department of Plant Pathology, U.S.A. Citrus tristeza virus is transmitted by several aphid species, including Aphis gossypii, Aphis spiraecola, Toxoptera aurantii, and Toxoptera citricida. Considerable variations in the efficacy of transmission both among different vector species, and among CTV isolates are recorded. T. citricida, the
brown citrus aphid, is the most efficient and specialized vector. It has a host range limited primarily to rutaceous species and transmits most CTV isolates
at higher rates than other aphids. We demonstrated that CTV binds specifically to the lining of the cibarium of the aphid using fluorescently-labelled
virions. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster In vitro competitive-binding assays between fluorescent virions and free viral proteins determined that the minor coat protein and two heat-
shock-like proteins (p61 and p65) are involved in vector interaction. Treating the dissected mouthparts with proteases prior to the binding assay did not
affect the binding of CTV virions while, chitinase treatment reduced the CTV binding to foregut. These findings suggest that CTV binds to sugar
moieties of the cuticular surface of the aphid cibarium and not to embedded proteins. Additionally, the specific binding involves the concerted activity of
three virally-encoded proteins. A strategy to study population variation of Xanthomonas axonopodis pv. manihotis using a new set of multiple-locus variable number tand
repeats A strategy to study population variation of Xanthomonas axonopodis pv. manihotis using a new set of multiple-locus variable number tandem
repeats A strategy to study population variation of Xanthomonas axonopodis pv. manihotis using a new set of multiple-locus v
repeats o study population variation of Xanthomonas axonopodis pv. manihotis using a new set of multiple-locus variable num p
L. RACHE CARDENAL (1), C. Flores (2), C. López (3), B. Szurek (2), C. Vernièr (2), R. Koebnik (2), S. Restrepo (4), A. Bernal (4)
(1) Universidad de los Andes, BOGOTA, Colombia; (2) UMR Interactions Plantes Microorganismes Environnement, IRD-Cirad-UM, Montpellier,
France, France; (3) Universidad Nacional de Colombia, Colombia; (4) Universidad de los Andes, Colombia L. RACHE CARDENAL (1), C. Flores (2), C. López (3), B. Szurek (2), C. Vernièr (2), R. Koebnik (2), S. Restrepo (4), A. Bernal (4)
(1) Universidad de los Andes, BOGOTA, Colombia; (2) UMR Interactions Plantes Microorganismes Environnement, IRD-Cirad-UM, Montpellier,
France, France; (3) Universidad Nacional de Colombia, Colombia; (4) Universidad de los Andes, Colombia Multiple-Locus Variable Number Tandem Repeat Analysis (MLVA) is being used to analyze genetic diversity in phytopathogenic microorganisms. One
of the most important pathogens affecting Cassava crops is Xanthomonas axonopodis pv. manihotis (Xam) as its infection relates to high loses in crop
productivity. Several studies have reported that Xam populations change over time. It is important to assess population diversity in this pathogen as one
of the basis to develop cassava resistant varieties. Studies to typify Xam strains performed by our group showed that using Variable Number of Tandem
Repeats (VNTRs) have advantages over Amplified Fragment Length Polymorphisms (AFLPs), such as low costs and high discriminatory power using
small sets of markers. ctor population trends, species composition, and the role they play in the barley yellow dwarf complex in Northeaster Consequently, in this study we standardized and tested a new scheme of VNTR loci to analyze Xam populations. First, by
analyzing 12 of 65 previously sequenced genomes of Xam, which represent the worldwide variability, we selected 16 VNTR loci. We standardized four
multiplex PCR to amplify four microsatellite loci in each multiplex. Finally, the 16-VNTR scheme was used to assess population diversity of Xam strains
collected in four Colombian Caribbean-region localities from 2008 to 2010, 2013 and 2014. Our results show that most of Xam genetic diversity is found
within populations, and that the 16-VNTR scheme is a useful tool to discriminate Xam populations up to a local scale. q
y
y
y
p p
y
analyzing 12 of 65 previously sequenced genomes of Xam, which represent the worldwide variability, we selected 16 VNTR loci. We standardized four
multiplex PCR to amplify four microsatellite loci in each multiplex. Finally, the 16-VNTR scheme was used to assess population diversity of Xam strains
collected in four Colombian Caribbean-region localities from 2008 to 2010, 2013 and 2014. Our results show that most of Xam genetic diversity is found
within populations, and that the 16-VNTR scheme is a useful tool to discriminate Xam populations up to a local scale. Diversity of Aspergillus flavus on important agricultural crops produced in Bangladesh
M. ISLAM (1), P. Cotty (2) Diversity of Aspergillus flavus on important agricultural crops produced in Bangladesh
M. ISLAM (1), P. Cotty (2) Diversity of Aspergillus flavus on important agricultural crops produced in Bangladesh
M. ISLAM (1), P. Cotty (2)
(1) USDA ARS, U.S.A.; (2) USDA-ARS, School of Plant Sciences, the University of Arizona, U.S.A. Diversity of Aspergillus flavus on important agricultural crops produced in Bangladesh
M. ISLAM (1), P. Cotty (2)
(1) USDA ARS, U.S.A.; (2) USDA-ARS, School of Plant Sciences, the University of Arizona, U.S.A. M. ISLAM (1), P. Cotty (2)
(1) USDA ARS, U.S.A.; (2) USDA-ARS, School of Plant Sciences, the University of Arizona, U.S.A. . S
( ),
. Co y ( )
1) USDA ARS, U.S.A.; (2) USDA-ARS, School of Plant Sciences, the University of Arizona, U.S.A. ( ),
y ( )
DA ARS, U.S.A.; (2) USDA-ARS, School of Plant Sciences, th The hot, humid climate of Bangladesh is ideal for aflatoxin producing fungi. As a result, rice, maize, peanut, wheat and other crops grown in Bangladesh
may become infected by these fungi and contaminated with dangerous concentrations of aflatoxins. Aflatoxins are toxic fungal metabolites produced by
A. flavus, A. parasiticus, and closely related species. Aflatoxins cause increased risk of liver cancer, stunting, immune suppression, and in cases of acute
exposure, liver necrosis and death. However, frequencies of aflatoxins and diversity of aflatoxin-producing fungi in crops of Bangladesh are poorly
understood. To assess the magnitude of aflatoxin contamination and diversity of A. flavus in crops produced in Bangladesh, maize, rice, wheat and
peanut samples were collected from 12 districts covering the major agro-ecological regions of Bangladesh. Aflatoxins were quantified in crop samples
using immunochromatographic assays. Variable levels of aflatoxins were detected across the samples with a maximum concentration of 122.8 µg/kg
total aflatoxins. Fungi associated with the maize and belonging to the L-strain morphotype were genotyped using 16 SSR markers. Genetic diversity of
the L morphotype was high with 5 to 24 alleles per SSR locus, and 46 haplotypes among 50 isolates. Atoxigenic strains of A. flavus of potential value in
aflatoxin prevention and native to Bangladesh were characterized. The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan pseudophaseolina clades with a bootstrap support value of 100%. Population structure of the wheat pathogen Zymoseptoria tritici in France at different scales
A. SIAH (1), L. EL CHARTOUNI (2), B. TISSERANT (2), P. HALAMA (1), P. REIGNAULT (3)
(1) Institut Charles Viollette (EA 7394), Institut Supérieur d’Agriculture, Lille, France; (2) Unité de Chimie Environnementale et Interactions sur le
Vivant (EA 4492), Université du Littoral Côte d’Opale, Calais, France; (3) Unité de Chimie Environnementale et Interactions sur le Vivant (EA 4492),
Université du Littoral Côte d’Opale, Lille, France Population structure of the wheat pathogen Zymoseptoria tritici in France at different scales
A. SIAH (1), L. EL CHARTOUNI (2), B. TISSERANT (2), P. HALAMA (1), P. REIGNAULT (3)
(1) Institut Charles Viollette (EA 7394), Institut Supérieur d’Agriculture, Lille, France; (2) Unité de Chimie Environnementale et Interactions sur le
Vivant (EA 4492), Université du Littoral Côte d’Opale, Calais, France; (3) Unité de Chimie Environnementale et Interactions sur le Vivant (EA 4492),
Université du Littoral Côte d’Opale, Lille, France . S
( ),
. C
OUN ( ),
. SS
N
( ),
. ( ),
. GN U
(3)
(1) Institut Charles Viollette (EA 7394), Institut Supérieur d’Agriculture, Lille, France; (2) Unité de Chimie Environnementale et Interactions sur le
Vivant (EA 4492), Université du Littoral Côte d’Opale, Calais, France; (3) Unité de Chimie Environnementale et Interactions sur le Vivant (EA 4492),
Université du Littoral Côte d’Opale, Lille, France Zymoseptoria tritici is currently the most damaging disease on wheat crops in Europe, especially in France, where it causes each year 1.7 t/ha yield loss
in average. In order to better understand its genetic features, we characterized several Z. tritici populations (more than 1500 isolates), isolated in France
over a ten-year period (2005-2015) and at different spatial scales (whole country, Nord-Pas de Calais region, field, 30 cm2 square, plant, leaf and lesion)
using SSR markers and mating type idiomorphs. Results revealed high and similar levels of genic and genotypic diversities at the country, region and
field scales, but the diversity values gradually decreased from the field to finer scales such as plant, leaf and lesion. Bayesian and non-Bayesian statistical
analyses revealed significant structuration of the global French population into three genetic clusters, and the Nord-Pas de Calais population into three
sub-clusters, all distributed according to their geographical origin. However, no differentiation was found at finer scales. Preliminary screening of genetic markers for population analyses of Magnaporthe oryzae Triticum pathotype
J. STACK (1), C. Cruz (1), S. Dobham (1) Wood (4)
(1) USDA/ARS SE Fruit & Tree Nut Research Laboratory, 21 Dunbar Rd., Byron, GA, U.S.A.; (2) USDA-ARS SE Fruit and Tree Nut Research
Laboratory, Byron, GA, U.S.A.; (3) Department of Plant Pathology, University of Georgia, Tifton, GA, U.S.A.; (4) USDA/ARS SE Fruit & Tree Nut
Research Laboratory, Byron, GA, U.S.A. Scab (Fusicladium effusum) is the most destructive disease of pecan in the Southeast US. Infection is thought to occur solely through asexually produced
conidia. To explore the population structure and genetic diversity of F. effusum, populations were hierarchically sampled from 11 orchards in Alabama,
Florida, Georgia, Illinois, Kansas, Louisiana, Mississippi, Oklahoma and Texas. A total of 734 isolates was collected from up to 20 leaves from each of 3
to 6 trees in each orchard. Isolates were screened against 30 microsatellite markers. Polymorphic loci per population were ≥96.7%. Populations were
genetically diverse (Nei’s measure of genetic diversity = 0.505-0.692). An analysis of molecular variance showed 81% of variation occurred in the
populations of F. effusum within trees, 3% in populations between trees within orchards, and 16% between orchards. Population differentiation was low
(GST = 0.17) and gene flow relatively high (Nm=2.5). However, there was some association between population genetic and log physical distance
(r=0.471, P=0.0003). Ten of the 11 populations showed evidence of gametic disequilibrium (r?d = 0.024-0.057), which might be explained by a
predominance of within-season asexual reproduction, or possibly by founder effects or migration rates. The results show that F. effusum is a genetically
diverse pathogen, with the degree and distribution of genetic diversity often associated with sexual recombination. Spatial and temporal structure of Sclerotinia sclerotiorum in New York State
A. DUNN (1), J. Kikkert (2), S. Pethybridge (3)
(1) Hobart and William Smith Colleges, U.S.A.; (2) Cornell Cooperative Extension, Cornell Vegetable Program, U.S.A.; (3) Cornell University, U.S.A. Spatial and temporal structure of Sclerotinia sclerotiorum in New York State
A. DUNN (1), J. Kikkert (2), S. Pethybridge (3) ( ),
( ),
y
g ( )
(1) Hobart and William Smith Colleges, U.S.A.; (2) Cornell Cooperative Extension, Cornell Vegetable Program, U.S.A.; (3) Cornell University, U.S.A. 1) Hobart and William Smith Colleges, U.S.A.; (2) Cornell Cooperative Extension, Cornell Vegetable Program, U.S.A.; (3) Sclerotinia sclerotiorum causes white mold on many vegetable and field crops in New York State, but the population structure has not been thoroughly
studied. To assess spatial and temporal variation of S. Preliminary screening of genetic markers for population analyses of Magnaporthe oryzae Triticum pathotype
J. STACK (1), C. Cruz (1), S. Dobham (1) Preliminary screening of genetic markers for population analyses of Magnaporthe or
J. STACK (1), C. Cruz (1), S. Dobham (1)
(1) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A. ( ),
( ),
( )
(1) Department of Plant Pathology, Kansas State University, Manhattan, KS, U.S.A. ( )
( )
nt Pathology, Kansas State University, Manhattan, KS, U.S.A. Wheat blast, caused by Magnaporthe oryzae Triticum pathotype (MoT), is a devastating disease of wheat in South America; primarily in Brazil, Bolivia
and Paraguay, and recently in a small area of northeast Argentina. It is a potential threat to wheat production worldwide with implications for food
security. Very little is known about the population biology of the MoT. Therefore, understanding the population biology of wheat blast is important. Screening of current populations from Bolivia, Brazil, and Paraguay was performed using 30 inter-simple sequence repeat (ISSR) and retrotransposon
microsatellite amplified polymorphism (REMAP) primers. Genes for MLST were also screened using primer sets targeting conserved genes and genes
involved in different cellular functions. Combined phylogenetic analyses using ISSR and REMAP loci was able to differentiate populations from the
three different regions based on 151 total loci, including 119 polymorphic and 32 monomorphic loci; showed 78.80% of percent polymorphism. The
MLST based on genes involved in cellular function was found to be informative for the population genetics study. The screening of more markers for the
population study is underway. This study will provide valuable information about genetic variation within and among current MoT populations of value
for disease management and for the development of reliable and accurate detection tools for this emerging disease. Population structure and genetic diversity of Fusicladium effusum in the USA
C. BOCK (1), M. Hotchkiss (2), K. Stevenson (3), B. Wood (4)
(1) USDA/ARS SE Fruit & Tree Nut Research Laboratory, 21 Dunbar Rd., Byron, GA, U.S.A.; (2) USDA-ARS SE Fruit and Tree Nut Research
Laboratory, Byron, GA, U.S.A.; (3) Department of Plant Pathology, University of Georgia, Tifton, GA, U.S.A.; (4) USDA/ARS SE Fruit & Tree Nut
Research Laboratory, Byron, GA, U.S.A. C. BOCK (1), M. Hotchkiss (2), K. Stevenson (3), B. epidemics of wheat and barley and races of Puccinia striiformis identified in the United States in 2015
) A W
(2) Stripe rust epidemics of wheat and barley and races of Puccinia striiformis identified in the United States in 2015
X. CHEN (1), A. Wan (2) Stripe rust epidemics of wheat and barley and races of Puccinia striiformis identified in the Un
X. CHEN (1), A. Wan (2)
(1) USDA-ARS, U.S.A.; (2) Department of Plant Pathologist, Washington State University, U.S.A. ( ),
( )
1) USDA-ARS, U.S.A.; (2) Department of Plant Pathologist, Washington State University, U.S.A. ( ),
( )
(1) USDA-ARS, U.S.A.; (2) Department of Plant Pathologist, Washington State University, U.S.A. In 2015, stripe rust of wheat, caused by Puccinia striiformis f. sp. tritici (Pst), occurred throughout the United States and caused severe yield losses in the
Great Plains. Stripe rust of barley, caused by P. striiformis f. sp. hordei (Psh), occurred in California, Montana, Oregon, Utah, and Washington. For
monitoring virulence changes of the pathogens, stripe rust samples collected from 21 states were tested on 18 wheat and 12 barley differentials to
identify Pst and Psh races, respectively. From 32 Psh isolates, three previously existing races were detected, of which PSH-48 (virulent only on Topper
among the 12 barley differentials) and PSH-33 (virulent on differentials Topper and Abed Binder 12) were the major races with frequencies of 53% and
54%, respectively, similar to 2014. From 310 Pst isolates, 32 races were detected including 5 new races (PSTv-140, PSTv-141, PSTv-142, PSTv-143,
and PSTv-144). The top five frequent Pst races were PSTv-37 (36%), PSTv-52 (33%), PSTv-18 (5%), PSTv-53 (4%), and PSTv-48 (3%). PSTv-37 and
PSTv-52 were detected in every epidemiological regions, while PSTv-18, PSTv-53, and PSTv-48 were detected only in the western U.S. High virulence
frequencies (>50%) were detected for Yr6, Yr7, Yr8, Yr9, Yr17, Yr27, Yr43, Yr44, and YrExp2; moderate (10-50%) for Yr1, YrTr1, and YrTye; low
(<10%) for Yr10, Yr24, Yr32, and YrSP; and none for Yr5 and Yr15. The information is useful for breeding for resistance and management of stripe rust. The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan However, the biased mating type ratios, reduced effective population numbers, and linkage disequilibrium suggest
nonrandom mating between individuals. Analysis of isolation by distance revealed a significant relationship between spatial distance and genetic
similarity, which implies a geographical restricted gene flow and low dissemination ability of F. fujikuroi. Evaluation of 24 representative isolates on 8
rice varieties revealed differential levels of virulence, however no clear pattern of specific variety x isolate interaction was observed. Investigations of 60
representative isolates from early and recent years indicate that F. fujikuroi in Taiwan has developed increased resistance to prochloraz. Exploring genetic diversity in Macrophomina phaseolina, the causal agent of charcoal rot on soybean
V. ORTIZ LONDONO (1), M. Chilvers (1), K. Wise (2)
(1) Michigan State University, U.S.A.; (2) Purdue University, U.S.A. Macrophomina phaseolina is a soil and seed-borne fungal pathogen infecting more than 500 plant species and causing charcoal rot disease on soybean
(Glycine max). Recently, a set of Macrophomina isolates collected from three plant species in Senegal, morphologically similar and phylogenetically
closely related to M. phaseolina, were described as a new species, M. pseudophaseolina. However, occurrence of M. pseudophaseolina is unknown
outside of Senegal. In this study, 36 putative M. phaseolina isolates, collected from soybean grown in the northern and the southern US were identified to
the species level. ITS, EF-1α and ACT loci were sequenced and analyzed. Additional sequences were obtained from GenBank. The Incongruence Length
Difference (ILD) test was not significant (p=0.95) and supported a decision to combine the sequences. Phylogenetic relationships of the isolates were
explored using Maximum Parsimony (MP), Neighbor-Joining (NJ), Maximum Likelihood (ML) and Bayesian Inference (BI). The MP, ML, NJ and BI S4.137 phylogenies resulted in two separate clades corresponding to M. phaseolina and M. pseudophaseolina and placed all 36 isolates from soybeans in the
U.S. in M. phaseolina. The Shimodaira-Hasegawa test indicates the ML tree as the best, but there were not significant differences among any of them. The ML tree reconstructed the M. phaseolina and the M. pseudophaseolina clades with a bootstrap support value of 100%. phylogenies resulted in two separate clades corresponding to M. phaseolina and M. pseudophaseolina and placed all 36 isolates from soybeans in the
U.S. in M. phaseolina. The Shimodaira-Hasegawa test indicates the ML tree as the best, but there were not significant differences among any of them. The ML tree reconstructed the M. phaseolina and the M. The genetic structure, virulence, and fungicide sensitivity of Fusarium fujikuroi in Taiwan Both mating types were found
at equal proportions at the country, region and field scales and co-occurred at all other investigated scales. This study highlighted for Z. tritici in France a
high potential for sexual reproduction and genetic diversification, as well as a structuration of its populations at largest scales, agreeing with its high
fitness degree and its ability of adaptation to local agro-climatic conditions. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nuclear markers
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
(1) North Carolina State University, U.S.A. Mycosphaerella fijiensis is the causal agent of black sigatoka, a devastating disease of banana that can cause 20-80% yield loss in the absence of
fungicides. M. fijiensis first appeared in Honduras in 1972 and spread to the rest of the western hemisphere, including major banana production regions
such as Costa Rica. In order to characterize the genetic diversity of M. fijiensis in Costa Rica, one hundred and eighteen isolates, collected from Costa
Rica and Honduras between 2010 and 2014, were examined using multilocus genotyping of six loci and compared to a previously published global
dataset. A total of 13 haplotypes were identified from concatenated sequences of Honduran and Costa Rican populations, six of which were unique. Outside of the Americas, Costa Rican and Honduran populations shared haplotype diversity with populations in both Oceania and Southeast Asia for all
loci, in particular Australia, Futuna, Tonga, and Papua New Guinea, the latter of which has been proposed as the center of origin for both banana and M. fijiensis. The genetic similarity to both regions suggests M. fijiensis may have been introduced into Honduras and Costa Rica multiple times. Given a
relatively recent introduction, subsequent admixture events are expected to increase diversity of Costa Rican populations over time. Genetic and phenotypic diversity of Puccinia kuehnii of sugarcane from Brazil
T. MISTURA (1), A. Urashima (1), L. Porto (1), C. Sakuno (2), R. Arias (3)
(1) Federal University of Sao Carlos, Brazil; (2) Syngenta Crop Protection, Brazil; (3) USDA, ARS, South Atlantic Area Nat Peanut Res Lab, U.S.A. Genetic and phenotypic diversity of Puccinia kuehnii of sugarcane from Brazil
T. MISTURA (1), A. Urashima (1), L. Porto (1), C. Sakuno (2), R. Arias (3)
(1) Federal University of Sao Carlos, Brazil; (2) Syngenta Crop Protection, Brazil; (3) Resistant genotypes are the most employed method to control orange rust of sugarcane (Puccinia kuehnii). This approach has been adopted in Brazil;
however, recent outbreaks on previously unreported varieties show that the efficacy of this method is dependent and requires better knowledge of
pathogen diversity. This can be achieved by applying genetic and phenotypic tools. Therefore, the present work aimed to examine the genetic distance
and pathotype variability among isolates of P. kuehnii from São Paulo, the most important growing state of the Country. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nuclear markers
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
(1) North Carolina State University, U.S.A. Thirty six rust isolates were
genotyped by eight SSR markers and their genetic distances verified by the UPGMA clustering analysis using the software NTSYSpc v.2.2. Phenotypic
data employed 22 isolates inoculated on five sugarcane varieties and evaluated at 21 days by examining percent diseased leaf area with Assess 2.0 and
rating resistant/susceptible based on Santos et al. (2004). Moreover, an assay of disease progress over time was carried out with three isolates against five
sugarcane cultivars examining disease score (Tai et al., 1981) at days 21, 28, 35 and 42. Our results showed two genetically distinct subpopulations of
the pathogen with 79% of diversity, phenotypic data identified nine physiological races. In addition, disease progress over time showed that one cultivar
considered resistant at day 21 became susceptible at day 42. Part of MSc dissertation by the second author at PPGPVBA, CAPES Scholarship. Short-term Host Selection Pressure Has Little Effect on the Evolution of Verticillium dahliae
K. PURI (1), S. Gurung (1), D. Short (2), G. Sandoya (3), R. Hayes (4), K. Subbarao (1)
(1) University of California, Salinas, CA, U.S.A.; (2) Division of Plant and Soil Sciences, West Virginia University, Morgantown, WV, U.S.A.; (3) UC
Davis Genome Center, Davis, CA, U.S.A.; (4) United States Department of Agriculture, Agricultural Research Service, Salinas, CA, U.S.A. Short-term Host Selection Pressure Has Little Effect on the Evolution of Verticillium dahliae K. PURI (1), S. Gurung (1), D. Short (2), G. Sandoya (3), R. Hayes (4), K. Subbarao (1)
(1) University of California, Salinas, CA, U.S.A.; (2) Division of Plant and Soil Sciences, West Virginia University, Morgantown, WV, U.S.A.; (3) UC
Davis Genome Center, Davis, CA, U.S.A.; (4) United States Department of Agriculture, Agricultural Research Service, Salinas, CA, U.S.A. ( ),
g ( ),
( ),
y ( ),
y
( ),
( )
(1) University of California, Salinas, CA, U.S.A.; (2) Division of Plant and Soil Sciences, West Virginia University, Morgantown, WV, U.S.A.; (3) UC
Davis Genome Center, Davis, CA, U.S.A.; (4) United States Department of Agriculture, Agricultural Research Service, Salinas, CA, U.S.A. Understanding pathogen evolution over time is vital for breeding and deployment of host resistance. To study this in the context of a soilborne pathogen,
within-field population structure from three major hosts (spinach, tomato and lettuce) and the potential of host-directed evolution of V. dahliae race 1
were determined. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nuclear markers
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
(1) North Carolina State University, U.S.A. A total of 408 representing 192, 44, and 172 isolates from spinach, tomato and lettuce, respectively, were collected from WA and CA. An additional 411 isolates were recovered over five years from an experimental screening plot infested with a race 1 strain in Salinas, CA. Isolates were
genotyped using 13 microsatellite loci, race and mating type-specific primers. Results indicated no significant variation among the within-field
populations from the three hosts. Isolates recovered from the screening plot over five years revealed no demonstrable changes in the race, species
composition and mating type structure, except for six SSR locus variants. Replicated virulence assays of these six variants with the wild type race 1
strain on susceptible and resistant lettuce differentials suggested no significant virulence differences between them. This suggests that the deployed host
resistance will remain stable against the native V. dahliae population, unless novel pathogen genotypes are introduced into the system. Population structure of Sclerotinia subarctica in England, Scotland and Norway
J. CLARKSON (1), R. Warmington (2), B. Nordskog (3)
(1) Warwick Crop Centre, University of Warwick, United Kingdom; (2) The Eden Project, United Kingdom; (3) Norwegian Institute of Bioeconomy
Research, Norway Population structure of Sclerotinia subarctica in England, Scotland and Norway
J. CLARKSON (1), R. Warmington (2), B. Nordskog (3)
(1) Warwick Crop Centre, University of Warwick, United Kingdom; (2) The Eden Project, United Kingdom; (3) Norwegian Institute of Bioeconomy
Research, Norway g
( )
g ( )
e, University of Warwick, United Kingdom; (2) The Eden Project, United Kingdom; (3) Norwegian Institute of Bioeconomy Sclerotinia subarctica is closely related to S. sclerotiorum which is a major pathogen of a wide range of dicotyledonous crop plants in many countries
across the world. In contrast to S. sclerotiorum, S. subarctica is little studied as it was only identified relatively recently. However, preliminary evidence
suggests that it is usually found sympatrically with S. sclerotiorum on the same host plants, but may be confined geographically to more northern
latitudes. Using molecular approaches, we established that S. subarctica was rarely found in crop plants or wild buttercup in England (4.7% of
Sclerotinia sp. isolates) and was more prevalent in Scotland (18.3%) and Norway (48.0%). Microsatellite data analysis of 157 S. subarctica isolates
revealed a multiclonal population structure (75 haplotypes) with one or a few haplotypes more common than the rest. Preliminary screening of genetic markers for population analyses of Magnaporthe oryzae Triticum pathotype
J. STACK (1), C. Cruz (1), S. Dobham (1) sclerotiorum in New York State, 200 isolates were sampled from 10 bean fields in 2014, and 36
isolates were obtained from a historical collection (sampled from various hosts between 1982 and 2008). Isolates were genotyped using eight
microsatellite loci. Mycelial compatibility group (MCG), in vitro growth rate, and aggressiveness on snap bean plants were also assessed for 22 selected
isolates. Twenty-eight unique multilocus genotypes (MLGs) were identified (24 in 2014). One MLG represented 44 and 47 percent of isolates sampled in
2014 and prior to 2014, respectively. In 2014, genotypic diversity was low (3 to 8 MLGs per field) and Nei’s genetic diversity varied among fields (0.42
to 0.90). Analysis of molecular variance indicated no significant spatial structure within or between fields, and the index of association differed
significantly from zero in all fields. Isolates of the same MCG almost always shared the same MLG. Growth rate and aggressiveness varied slightly but S4.138 significantly among some isolates, but no significant association was found between the two measurements. Thus, the S. sclerotiorum population in New
York State is highly clonal, and a small number of representative isolates would likely be sufficient to test new disease management strategies. significantly among some isolates, but no significant association was found between the two measurements. Thus, the S. sclerotiorum population in New
York State is highly clonal, and a small number of representative isolates would likely be sufficient to test new disease management strategies. Sub-lethal fungicides induce microsatellite mutation in Sclerotinia sclerotiorum
B. Amaradasa (1), S. Everhart (1)
(1) University of Nebraska, U.S.A. Stress-induced mutations from sub-lethal fungicide exposure may be an important source of genetic variation for clonal plant pathogens. We used
Sclerotinia sclerotiorum to assess the role of sub-lethal fungicide exposure in mutation at microsatellite loci. Nine sensitive isolates were exposed to
long-term, sub-lethal doses of fungicides with different modes of action: boscalid, iprodione, thiophanate methyl, azoxystrobin and pyraclostrobin. Fungicides were plated in a logarithmic gradient and each isolate sub-cultured from the 50-100% inhibition zone for 12 consecutive generations and
experiment repeated. Isolates at the first and twelfth generation from exposed and non-exposed lines were genotyped at six microsatellite loci. Control
isolates showed no difference after 12 generations. Five of nine and two of nine fungicide-exposed isolates showed microsatellite mutations in both
experiments. Preliminary screening of genetic markers for population analyses of Magnaporthe oryzae Triticum pathotype
J. STACK (1), C. Cruz (1), S. Dobham (1) One locus did not mutate; all others range from 1 to 34 mutations per locus, with an average of 4.58 stepwise mutations. Most mutations
were less than 20 bp, with one 80 bp mutation. The average mutation rate per locus among fungicide-exposed isolates ranged from 4-29 fold greater than
the expected mutation rate of 1.3 × 10–5 estimated for microsatellites in Saccharomyces. All fungicides resulted in mutations, with iprodione- and
azoxystrobin-exposed isolates showing the highest frequency. Results suggest long-term sub-lethal fungicide exposure increase mutation rates. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nuclear markers
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
(1) North Carolina State University, U.S.A. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nucle
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
1) North Carolina State University, U.S.A. Is host specificity influencing the population structure of Phytophthora spp. collected from potato and tree tomato in central and southern
Colombia?
C. Chaves (1), M. Mideros (1), G. Danies (1), S. Restrepo (1) lactucae population over the past 33 years and an increase in the B1 mating type. The Californian population has predominately been the B2 mating type
and reproduces asexually. The occurrence of the B1 mating type indicates the potential for sexual reproduction with prevalent B2 isolates. Sexual progeny
between recent B1 and B2 isolates are fit and highly variable and may explain the recent rise in novel virulence phenotypes. This finding necessitates a
change in strategy to achieve more durable disease resistance. We have also sequenced the genomes of representative isolates collected throughout the
three decades as a tool for understanding variation of B. lactucae in California and the world. Population structure of Pseudoperonospora cubensis isolates in Michigan and Ontario, Canada
J. BELLO (1), Y. Guo (1), M. Hausbeck (1)
(1) Michigan State University, U.S.A. Pseudoperonospora cubensis is a highly destructive obligate oomycete pathogen that incites downy mildew disease in cucurbits worldwide. The
pathogen populations in Michigan and Ontario are primarily affected by the movement of sporangia annually from the southern U.S. and Mexico or
northern greenhouses where the pathogen can overwinter. The objective of our research was to monitor the population structure change over time in
Michigan and Ontario, Canada. Sporangia were collected from cucurbit downy mildew (CMD) lesions using leaves of field grown cucurbits from 2007
to 2010, and sporangia collected in 2015. Population structure and genetic diversity were characterized using three marker types: (1) Selected genomic
regions from three mitochondrial and nine nuclear genes previously used in oomycete genetic diversity and phylogenetic studies; (2) Selection from 942
simple sequencing repeat (SSR) markers derived from P. cubensis reference genome that were inside or partially overlapping with the annotated
transcripts; (3) Genomic regions containing higher frequency of host and/or species specific single nucleotide polymorphisms (SNPs) adapted from
previous studies. This research provides insight into changes of CMD populations in Michigan and Ontario over time which may contribute to overall
management strategies. A shift in the population of Phytophthora infestans on Egyptian potato crops
S. EL-GANAINY (1), Y. Ahmed (1), M. Soliman (1), A. Ismail (1), A. Tohamy (1), E. Randall (2), D. Cooke (2)
(1) Plant Pathology Research Institute, Egypt; (2) The James Hutton Institute, Scotland Potato is an economically important crop in Egypt that is cultivated over three growing seasons, summer, fall (Nili) and winter. Is host specificity influencing the population structure of Phytophthora spp. collected from potato and tree tomato in central and southern
Colombia?
C. Chaves (1), M. Mideros (1), G. Danies (1), S. Restrepo (1) Late blight, caused by Phytophthora infestans, has been a major threat to global food security. In Colombia, late blight is considered one of the most
limiting diseases on potato and tomato production. Additionally to potato and tomato crops, the pathogen has been associated with outbreaks on semi-
domesticated plants such as tree tomato (Solanum betaceum) and other Solanaceous plants. Recently, a new Phytophthora species has been described
infecting tree tomato crops in Southern Colombia (State of Nariño). Nonetheless, the distribution range of this new emerging pathogen in the country is
unknown. Thus, the aim of this study was to investigate: i) if populations of Phytophthora associated to tree tomato in the central region of Colombia
(States of Antioquia and Cundinamarca), the largest potato producing regions in the country, are genetically different from populations found on potato
crops in this region; ii) if host preference exists in populations of Phytophthora associated to tree tomato and those associated to potato crops in this
region; and iii) if populations of Phytophthora associated to tree tomato in the central region of Colombia are genetically distinct from those found in the
southern region of the country. Preliminary results indicate that all isolates are of the A1 mating type and that host preference seems to exist between
populations of Phytophthora associated to tree tomato and those associated to potato crops in the central regions of Colombia. Thirty-three years of lettuce downy mildew and counting: A phenotypic and genotypic narrative
C. TSUCHIDA (1), F. Martin (2), R. Gil (1), O. Ochoa (3), I. Simon (3), R. Michelmore (3)
(1) Department of Plant Pathology, University of California, Davis, U.S.A.; (2) USDA-ARS, Salinas, U.S.A.; (3) Genome Center, University of
California, Davis, U.S.A. Downy mildew, caused by Bremia lactucae, is the number one foliar lettuce disease in California and worldwide. This heterothallic oomycete pathogen
is highly variable and can rapidly change to overcome resistant cultivars. We are characterizing the pathogen population to determine which sources of
wild germplasm will provide effective resistance in California that minimizes dependency on chemical protectants and aids organic farmers. We have
been monitoring and archiving isolates of B. lactucae in California since 1982, mostly on an opportunistic basis. In December 2013, we began monthly
surveys to provide a more comprehensive data set on pathogen variability. We report the patterns in virulence phenotypes observed in the Californian B. Is host specificity influencing the population structure of Phytophthora spp. collected from potato and tree tomato in central and southern
Colombia?
C. Chaves (1), M. Mideros (1), G. Danies (1), S. Restrepo (1) The winter crop that is
grown from September to the end of February is particularly prone to late blight caused by Phytophthora infestans due to weather conditions that are
conducive from the start of November and many crops suffer severe yield losses. We obtained 145 purified P. infestans isolates from the 2013 and 2014
winter crops which were genotyped using 12 SSR markers to generate data that would inform disease management. In contrast to previous work (3-year
period 2010-12) in which the 13_A2 lineage was found, all isolates belonged to the 23_A1 lineage. There was no evidence for the existence of the A2
mating type or 13_A2 lineage even in the destroyed field crops of some cultivars (Cara, Bellini and Valor) that had been reported as resistant to 23_A1. This suggests that the previously reported virulence profile of 23_A1 has changed. Unlike 13_A2 the 23_A1 genotype is reported as sensitive to
intermediate in response to metalaxyl. Polymorphisms in mainly 3 loci (SSR3, G11 and D13) discriminated 14 sub-clonal lineages of 23_A1 in Egypt
suggesting the population has been present in Egypt for several years. The data have entered into the Euroblight database to allow temporal and spatial
genetic diversity to be examined in comparison with other regional P. infestans populations. Molecular characterization and genetic diversity of Mycosphaerella fijiensis in Costa Rica using sequence based nuclear markers
J. RISTAINO (1), A. Saville (1), M. Charles (1), M. Wyatt (1), S. Chavan (1)
(1) North Carolina State University, U.S.A. Eight haplotypes were shared
between populations from Scotland and Norway while none were shared with England. S. subarctica isolates from England were also less diverse and
confined to one location suggesting geographic isolation. Preliminary data on the effect of temperature on mycelial growth and sclerotial germination S. subarctica is discussed in relation to the pathogen’s distribution. Tools for analysis of clonal population genetic data in R
Z. KAMVAR (1), J. Brooks (2), N. Grünwald (3)
(1) Oregon State University, U.S.A.; (2) Oregon State University, U.S.A.; (3) USDA-ARS, U.S.A. Tools for analysis of clonal population genetic data in R
Z. KAMVAR (1), J. Brooks (2), N. Grünwald (3)
(1) Oregon State University, U.S.A.; (2) Oregon State University, U.S.A.; (3) USDA-ARS, U.S.A. S4.139 S4.139 Knowledge of the population dynamics and evolution of plant pathogens allows inferences on evolutionary processes involved in their adaptation to
hosts, pesticides, and other environmental pressures. These microbial pathogens often require different tools for analysis due to the fact that they can be
clonal or partially clonal. With the advent of high-throughput sequencing technologies, obtaining genome-wide data has become easier and cheaper than
ever before with techniques such as genotyping-by-sequencing. In 2013, we created the widely used R package poppr for analysis of clonal populations. In 2015, we published several additional extensions to poppr for use with genomic data including the ability to define clones based on a genetic distance
threshold, minimum spanning networks with reticulation, and sliding window analysis of the index of association. We present here an overview of poppr
as it pertains to traditional and high-throughput population genetic data with select applications. Is host specificity influencing the population structure of Phytophthora spp. collected from potato and tree tomato in central and southern
Colombia? Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Floodwaters can harbor human and plant pathogens and present a major risk of contamination to fresh fruit and vegetable production in Louisiana. This
study evaluated the effect of flooding on the microbial quality and safety of cantaloupe in an agricultural setting. Fields (raised or flat bed) containing
mature cantaloupe fruit were flooded with surface water spiked with generic Escherichia coli ATCC strains 23716, 25922, and 11775. Generic E. coli
levels on the surface of cantaloupe were enumerated at 24, 48 and 72 hr after flooding. Incidence of Sclerotium rolfsii and Phytophthora capsici was
measured weekly beginning 7 days prior to flooding. A significant reduction of generic E. coli was observed on the surface of cantaloupe 24, 48 and 72 S4.140 hr post flooding on fruit harvested from flat beds but only after 72 hr on the fruit from raised beds. Coliform levels remained the same over the 72 hr on
fruit from both bed types. After 72 hr E. coli populations were reduced by an average of 1.8 and 2.5log MPN on fruit harvested from raised beds and flat
beds respectively. No differences in S. rolfsii or P. capsci incidence on fruit from flat compared to raise beds were observed. However, disease incidence
was significantly higher in flooded plots compared to non-flooded plots. These results provide science-based data that can be used to develop good
agricultural practices programs to minimize food safety and plant disease hazards in flood stricken production regions. Weather patterns associated with Gibberella Ear Rot of Corn in Ohio
F. DALLA LANA (1), R. Minyo (1), P. Thimison (1), L. V. Madden (1), P. A. Paul (1)
(1) The Ohio State University, U.S.A. Gibberella ear rot (GER), caused by Fusarium graminearum is an important disease of corn. Since outbreaks of GER are sporadic, understanding the
weather patterns associated with this disease is fundamental for GER risk assessment. The objective of this study was to determinate the association
between weather conditions and GER intensity. During 2015, 15 hybrids were tested at 10 locations in Ohio. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. At the R1 growth stage, ten arbitrarily-
selected primary ears per hybrid were inoculated in the silk channel with 2 ml of a spore suspension containing 2.5 × 105 macroconidia of F. graminearum per mL. Air temperature, relative humidity (RH), surface wetness, and rainfall data were collected at 15-min intervals using local weather
stations. At R6 all inoculated ears plus five non-inoculated ears were hand-harvested to estimate the incidence and severity of GER. Symptomatic
infection was not observed on non-inoculated ears of any hybrid at any location, indicating that natural infection likely did not occur. Two locations had
relatively high GER incidence (18 to 25%), four had low incidence (0.7 to 1.4%), while incidence was zero at the other locations. A preliminary
descriptive analysis of the data indicated that GER was associated with 3 to 5 rainy days during the 7 days before R1, moderate temperatures
(approximately 20?C) during R1, and RH above 80% during the week after R1. Evaluating soybean production in fields infested with Heterodera glycines and Macrophomina phaseolina with spatial regression analyses
H. LOPEZ-NICORA (1), J. Carr (1), A. Dorrance (2), T. Niblack (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. Evaluating soybean production in fields infested with Heterodera glycines and Macrophomina phaseolina with spatial regression analyses
H. LOPEZ-NICORA (1), J. Carr (1), A. Dorrance (2), T. Niblack (1)
(1) The Ohio State University, U.S.A.; (2) The Ohio State University, U.S.A. Heterodera glycines, the soybean cyst nematode, and Macrophomina phaseolina, causal agent of charcoal rot, are economically important soybean
pathogens. The spatial distribution of both pathogens was previously described as aggregated. The objective of this study was to use and compare
ordinary least squares (OLS) and spatial regression models to evaluate soybean production in fields co-infested with these pathogens and to assess their
role in soybean performance. Six trials were conducted in fields naturally infested with H. glycines and M. phaseolina. Within 30 days after planting, a
10 × 10 grid of contiguous quadrats (7.62 × 7.62 m) was marked in each field. Fifteen to 20 soil cores were collected at each grid for initial (Pi) and final
(Pf) H. glycines egg and M. phaseolina colony-forming unit (CFU) counts, respectively. Twenty-five plants were collected and hand-threshed from every
grid for yield analysis. Moran’s I test indicated that yields from five fields were spatially correlated (P < 0.05). Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Ancona (1)
(1) Texas A&M Kingsville Citrus Center, U.S.A.; (2) Texas A&M Kingsville Citrus Center, Weslaco, TX, U.S.A.; (3) Texas A&M AgriLife Research
and Extension Center, U.S.A.; (4) Texas A&M Kingsville Citrus Center, TX, U.S.A. Phytophthora foot and root rot disease, caused primarily by P. nicotianae, is present in Texas citrus orchards but there is a lack of information on the
incidence and severity of the disease in the State. In addition, Texas citrus growers lack information on relative levels of P. nicotianae inoculum which
are needed to make treatment decisions based on established thresholds. To address these knowledge gaps, a survey was conducted from February to
June of 2015 across the three-county of Rio Grande Valley region where commercial citrus orchards in Texas are located. Twenty-four grapefruit, two
tangerines and four sweet orange orchards were surveyed. 20 trees per orchard were rated for foot rot and gummosis lesion severity on a scale of 0 (no
lesion) to 5 (entire trunk covered with lesion and gummosis). The survey revealed that 96% of Texas citrus groves are affected by foot rot and gummosis
with the disease severity index ranging from 1 to 57%. Further analysis revealed that 20% of the surveyed citrus orchards had more than 50% disease
incidence with an average disease severity of 23.6%. Phytophthora propagule counts in the soil ranged from less than, five to 118 cfu/cm3 with 46% of
orchards having more than the reported damaging levels of 20 cfu/ cm3. The data will be useful to growers for making treatment decisions and in
predicting yield losses in the region due to foot rot and gummosis. Potential global distribution of blueberry twig blight (Diaporthe vaccinii) predicted by two species distribution modeling approaches
A. VAN BRUGGEN (1), H. Narouei-Khandan (1), C. Harmon (1), P. Harmon (1), C. Gardi (2), I. Koufakis (2), W. van der Werf (3), J. West (4)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) European Food Safety Authority, Parma, Italy; (3) Wageningen University, Wageningen,
Netherlands; (4) Rothamsted Research, Harpenden, United Kingdom Blueberry twig blight (Diaporthe vaccinii) is an endemic disease in parts of the USA and Canada. It has been detected in limited locations in Belarus,
Chile, China, Europe and Russia, but was reported to be eradicated in Chile and most of Europe, where it is a quarantine organism. Models on the
potential spread of D. vaccinii do not exist. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. The disease can occur prior to flag leaf emergence but the impact of onset time on yield has not been determined. Using 390 disease cases collected across 11 counties in North Carolina from 2012 to 2014, the effect of SNB onset on yield was analyzed to identify a
disease onset threshold. A model was then developed to predict the time of SNB onset using pre-planting factors and cumulative daily infection values
(cDIV) starting 1 to 3 weeks prior to the disease onset threshold. Time of disease onset explained 32% of the variation in yield (P < 0.0001), and day of
year (DOY) 102 was identified as the disease onset threshold. Below-average yield occurred in 87% of the disease cases when onset occurred before
DOY 102, but only in 28% of those cases where onset occurred on or after DOY 102. A binary logistic regression model indicated that cDIV
l t d
til t
k
i
t DOY 102
d
h
t
id
i
ifi
t (P < 0 0001)
di t
f SNB
t Th
d l h d
t year (DOY) 102 was identified as the disease onset threshold. Below-average yield occurred in 87% of the disease cases when onset occurred before
DOY 102, but only in 28% of those cases where onset occurred on or after DOY 102. A binary logistic regression model indicated that cDIV
accumulated until two weeks prior to DOY 102 and wheat residue were significant (P < 0.0001) predictors of SNB onset. The model had a correct
classification rate of 0.94, and specificity and sensitivity rates were ≥ 0.91. Internal model validation based on two cross-validation techniques was also
high. The model could serve as a useful decision support tool for fungicide application for SNB management in wheat. ,
y
y
g
g
accumulated until two weeks prior to DOY 102 and wheat residue were significant (P < 0.0001) predictors of SNB onset. The model had a correct
classification rate of 0.94, and specificity and sensitivity rates were ≥ 0.91. Internal model validation based on two cross-validation techniques was also
high. The model could serve as a useful decision support tool for fungicide application for SNB management in wheat. Incidence and severity of Phytophthora disease and assessment of inoculum levels in Texas citrus orchards
S. CHAUDHARY (1), M. Setamou (1), O. Alabi (3), J. daGraca (1), M. Kunta (1), V. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. In these fields, spatial error and spatial lag
regression models were fitted and compared with the OLS model, which does not account for spatial correlation. Spatial regression analyses revealed a
significant interaction effect between H. glycines and M. phaseolina on soybean yield for fields with high initial Pi of both pathogens. Results from this
study will aid in long-term disease management and evaluation of pathogen interaction in reducing crop production. A model for predicting onset of Stagonospora nodorum blotch in winter wheat based on pre-planting and weather factors
P. OJIAMBO (1), L. Mehra (1), C. Cowger (1)
(1) North Carolina State University, U.S.A. A model for predicting onset of Stagonospora nodorum blotch in winter wheat based on pre-planting and weather factors
P. OJIAMBO (1), L. Mehra (1), C. Cowger (1)
(1) North Carolina State University, U.S.A. Stagonospora nodorum blotch (SNB), caused by Parastagonospora nodorum, is a serious disease of wheat. Its management relies mainly on fungicide
application after flag leaf emergence. The disease can occur prior to flag leaf emergence but the impact of onset time on yield has not been determined. Using 390 disease cases collected across 11 counties in North Carolina from 2012 to 2014, the effect of SNB onset on yield was analyzed to identify a
disease onset threshold. A model was then developed to predict the time of SNB onset using pre-planting factors and cumulative daily infection values
(cDIV) starting 1 to 3 weeks prior to the disease onset threshold. Time of disease onset explained 32% of the variation in yield (P < 0.0001), and day of
year (DOY) 102 was identified as the disease onset threshold. Below-average yield occurred in 87% of the disease cases when onset occurred before
DOY 102, but only in 28% of those cases where onset occurred on or after DOY 102. A binary logistic regression model indicated that cDIV
accumulated until two weeks prior to DOY 102 and wheat residue were significant (P < 0.0001) predictors of SNB onset. The model had a correct
classification rate of 0.94, and specificity and sensitivity rates were ≥ 0.91. Internal model validation based on two cross-validation techniques was also
high. The model could serve as a useful decision support tool for fungicide application for SNB management in wheat. Stagonospora nodorum blotch (SNB), caused by Parastagonospora nodorum, is a serious disease of wheat. Its management relies mainly on fungicide
application after flag leaf emergence. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Published data on its worldwide occurrence were inventoried and supplemented with data from the National
Plant Diagnostic Network. Occurrence and long-term climate data were entered in the species distribution models MaxEnt and Multi-Model
Framework. The models correctly predicted that the climate in central-eastern USA, the US and Canadian west coasts, Latvia, Belarus and western
Russia would be conducive to blueberry twig blight. Large areas in Europe, Eastern Australia, New Zealand, and smaller areas in South America and
East Asia also were predicted to be conducive. Precipitation in the driest quarter contributed most to the prediction, followed by mean annual
temperature, with an optimum of 10°C. The potential impact of D. vaccinii in Europe and its potential spread to native Vaccinium species is unknown. S4.141 The pathogen can be spread by natural and human-assisted means, and the risk of introduction, establishment and spread of D. vaccinii along different
pathways, as well as potential impacts and the efficacy of risk reduction measures, will be assessed by the Plant Health Panel of the European Food
Safety Authority. Symptomatology and epidemiology of Exobasidium leaf and fruit spot of blueberry
R. INGRAM (1), H. Scherm (1), R. Allen (1)
(1) University of Georgia, U.S.A. Over the past decade, Georgia has become one of the largest producers of cultivated blueberries in the United States. As production has expanded,
several new blueberry diseases have emerged, with Exobasidium leaf and fruit spot caused by the fungal pathogen Exobasidium maculosum being the
most recent. The disease causes early-season leaf spotting and green spots on fruit. The pathogen produces both basidiospores and yeast cells, but its life
cycle, including its overwintering biology and primary and secondary inocula, is unknown. Epidemiological field studies initiated in 2014 included the
use of trap plants, a leaf spot demography study, spore trapping, and epiphytic population enumeration. Monitoring of surface populations showed that E. maculosum is capable of overwintering epiphytically on all blueberry tissues tested during dormancy. Demography and trap plant data collected in 2015
suggested that dispersal of primary inoculum occurs shortly after leaf/flower emergence, and that infection of primarily young and tender tissue is
favored by prolonged rainy periods (>3 days/week). Disease progress in 2015 indicated that the disease is active from March through late May, and that
initial fruit and leaf infection occur simultaneously. Additional observations revealed a novel symptom, lesions on emerging shoots that cause girdling
and blighting. Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Although initial results suggest that the disease is monocyclic, further confirmatory studies are needed. Effect of soybean canopy closure on Sclerotinia sclerotiorum apothecia production, ascospore release, and primary plant infection of soybean
M. FALL (1), M. Chilvers (1), A. Byrne (1), J. Wilbur (2), D. Smith (2)
(1) Michigan States University, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Effect of soybean canopy closure on Sclerotinia sclerotiorum apothecia production, ascospore release, and primary plant infection of soybean
M. FALL (1), M. Chilvers (1), A. Byrne (1), J. Wilbur (2), D. Smith (2)
(1) Michigan States University, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Identifying the best timing for fungicide applications to get the optimum white mold control poses a major challenge to soybean producers. This study
investigated the impact of canopy closure on apothecia development and ascospore release, to optimize fungicide application timing. In 2015, 0.355 m
and 0.762 m row spacing replicated soybean plots were established at the MSU Montcalm Research Farm. The foliar fungicide Endura (boscalid) was
applied to treated plots at the beginning of flowering, R1. The number of apothecia, ascospores, and the disease severity were monitored two times/week. Apothecia were first observed in the 0.355 m plots at full flower, R2, 8 d before they were observed in the 0.762 m plots, at beginning of pod
development, R3. The number of apothecia was 50 times higher in the 0.355 m plots than in the 0.762 m plots. Incubated plants were symptomatic up to
13 and 18 days prior to symptom development in the 0.355 m and 0.762 m plots, respectively. There were no significant differences between non-treated
and Endura treated plots in terms of final disease intensity and yield. However, there was a significant delay in disease severity (P<0.000) between
treated and non-treated fungicide plots for the first 5 and 10 d after fungicide application in the 0.355 m and 0.762 m plots, respectively. There was a
quantitative relationship between the number of apothecia and the soil temperature and between the number of apothecia and canopy closure. Modeling regulatory decisions in response to exotic pest detections: Pest case studies for decision makers
L. BROWN (1), L. Brown (1) Modeling regulatory decisions in response to exotic pest detections: Pest case studies for decision makers
L. BROWN (1), L. Brown (1)
(1) APHIS Plant Protection & Quarantine, Science & Technology, U.S.A. Detections of exotic pest require responses from decision makers. An impact network analysis for management of Xanthomonas wilt of banana: Adoption thresholds for regional success of single diseased stem
removal
K. GARRETT (1), C. Ocimati (2), J. Ntamwira (3), G. Blomme (4) GARRETT (1), C. Ocimati (2), J. Ntamwira (3), G. Blomme (4)
University of Florida, U.S.A.; (2) Bioversity, Uganda; (3) Bioversity, DR Congo, DR Congo; (4) Bioversity, Ethiopia Xanthomonas wilt of banana (BXW) is a major challenge to production for smallholder farmers of Central and Eastern Africa. Lack of resistant varieties
and the often high rate of disease spread necessitate timely management. Single diseased stem removal (SDSR; removal at soil level of all visibly
infected plants) is a promising approach to management requiring lower labor input compared to the previously advocated whole mat removal. We
evaluate SDSR in a regional context using a new framework, Impact Network Analysis (INA). An INA is an evaluation of how technologies can have
system-level impact through linked socioeconomic and biophysical networks. Estimates of short-term success rates for on-farm application of SDSR are
available for several locations. INA includes projection of long-term regional outcomes based on rates of SDSR adoption. The risk of spread by garden
tools is a given, but successful BXW management strategies vary by region. In most highland areas of eastern DR Congo, there is lower insect
transmission risk associated with AAA type highland cooking/beer bananas. There, a regional strategy for community-level management does not
depend on collective action; individual farmers can effectively manage BXW using SDSR, even if their neighbors do not manage effectively. By
contrast, in most lowland areas, collective action is necessary for management, especially in zones planted to ABB type cooking/beer bananas highly
susceptible to insect transmission. mpact network analysis for management of Xanthomonas wilt of banana: Adoption thresholds for regional success o
l An impact network analysis for management of Xanthomonas wilt of banana: Adoption thresholds for regional success of single diseased stem
removal
K. GARRETT (1), C. Ocimati (2), J. Ntamwira (3), G. Blomme (4)
(1) University of Florida, U.S.A.; (2) Bioversity, Uganda; (3) Bioversity, DR Congo, DR Congo; (4) Bioversity, Ethiopia Evaluation of the microbial quality of cantaloupe fruit produced on raised or flat beds following a flooding event
I. KIKWAY (1), M. Lewis Ivey (1), I. Kikway (1)
(1) Louisiana State University, U.S.A. Response options include management actions such as: eradication, containment,
localized control, or the decision to not implement a program. When uncertainty is high, situational context can drive decision-making, leading to
responses that are counter intuitive to epidemiological principles of infectivity, symptom expression, and pathogen spread. Spatially explicit models like
Webidemics or spatially implicit models like ExPAT are used to model outcomes of decisions, reducing the reliance on highly uncertain information. These tools are applied based on the situation presented by the particular case study. Based on multiple case studies of all pathogen groups, we will
present a matrix highlighting for decision-makers which tools are best suited for different exotic pest detections. In the future, the selection and
parameterization of proper tools will supply decision makers with quantitative data to evaluate exotic pest detections. Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University U S A ; (2) Pennsylvania State University U S A Ramirez (1)
(1) Universidad de Antioquia, Colombia; (2) Reading University, England; (3) Universidad Eafit, Colombia Ralstonia solanacearum is a soilborne plant pathogen that causes bacterial wilt on a wide range of hosts of economic importance. This disease is
particularly devastating in Musa spp., where it is known as Moko disease. A major challenge in controlling this disease is to understand the diversity of
the pathogen and how it adapts over time. With such knowledge, it may be possible to identify drivers of adaptation and inform changes in management
practices. We therefore sought to characterize the genotypic and phenotypic diversity of R. solanacearum isolates obtained from plantations of Musa spp. in Colombia, and infer their phylogenetic relationship. Sixty-six isolates were collected. The genetic diversity and phylogenetic relationship among all
the isolates were assessed by multiplex PCR and sequence analyses (mutS, rplB, and egl). Multiplex PCR assigned all the strains to phylotype
II/sequevars 4 and 6. Similarly, the phylogenetic analysis of the gene sequences confirmed the classification of the strains into phylotype II; but, in
addition, identified three separate clusters: IIA/6 (banana), IIB/4 (banana), and IIB/4 (plantain). Pathogenicity tests showed symptoms of wilt on banana
plants after one month, but only strains isolated from plantain infected tomato. This study shows that plantain and banana plantations in Colombia harbor
genetically diverse strains of R. solanacearum, belonging to at least three separate clades, and with differences in pathogenicity. Phylogenomic analysis supports polyphyly in Pythium sensu lato
E. GOSS (1), M. Ascunce (2), J. Huguet-Tapia (2), E. Braun (2), A. Ortiz-Urquiza (2), N. Keyhani (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Pythium is a large and morphologically diverse genus that includes economically costly root pathogens. Molecular phylogenies support the
morphological clustering of Pythium into three monophyletic groups: Clades A-D are characterized by filamentous sporangia, clades E-J by globose
sporangia, and clade K has been reassigned to the new genus Phytopythium. However, different markers have supported different relationships among
these clades and to the genus Phytophthora. The absence of a robust phylogeny has prevented advances in Pythium systematics and evolutionary
genomics. In the last six years, whole genome sequences have been generated for seven Pythium species and ten other oomycetes. We conducted a
phylogenomic analysis using the nucleotide sequences of 277 orthologous genes found in the 17 analyzed oomycete genomes to examine the
evolutionary relationships among the major clades of Pythium. Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University U S A ; (2) Pennsylvania State University U S A Koike (5), V. Stockwell (6), C. Bull (2)
(1) Department of Agroecotechnology, Faculty of Agriculture, University of Sumatera Utara, Utara, Indonesia; (2) Department of Plant Pathology and
Environmental Microbiology, Penn State University, University Park, PA, U.S.A.; (3) USDA/ARS, Salinas, CA, U.S.A.; (4) Washington State
University, Mount Vernon, WA, U.S.A.; (5) Univ of California Cooperative Extension, Salinas, CA, U.S.A.; (6) USDA/ARS, Corvallis, OR, U.S.A. Genetic diversity of Pseudomonas syringae causing bacterial leaf spot on table beet (Beta vulgaris) and Swiss chard (Beta vulgaris subsp. cicla)
I. SAFNI (1), L. Ramos-Sepulveda (2), P. Goldman (3), M. Derie (4), L. du Toit (4), S. Koike (5), V. Stockwell (6), C. Bull (2)
(1) Department of Agroecotechnology, Faculty of Agriculture, University of Sumatera Utara, Utara, Indonesia; (2) Department of Plant Pathology and
Environmental Microbiology, Penn State University, University Park, PA, U.S.A.; (3) USDA/ARS, Salinas, CA, U.S.A.; (4) Washington State
University, Mount Vernon, WA, U.S.A.; (5) Univ of California Cooperative Extension, Salinas, CA, U.S.A.; (6) USDA/ARS, Corvallis, OR, U.S.A. Table beet and Swiss chard are grown throughout the US, with a significant proportion of baby leaf production in California and 90% of US seed
production in Oregon and Washington. Bacterial leaf spot on beet and Swiss chard, caused by Pseudomonas syringae pv. aptata (Psa), has been reported
from California and Oregon, but not yet from Washington. Since 2001, pseudomonads were isolated from surface-disinfested, symptomatic beet and
chard plants grown in the western US, including Washington. Strains were variable for fluorescence on KMB agar medium, indicating populations may
be diverse. Genetic diversity of the 99 strains was evaluated by repetitive extragenic palindromic PCR (rep-PCR) assay using the BOX AIR primer. Strains from a single Washington outbreak from a chard crop planted with infested seed had DNA fragment-banding patterns identical to the pathotype
strain of Psa. The majority of the other isolates were identical, with a pattern similar to but distinct from the pattern of the pathotype. Three additional
DNA fragment-banding patterns were observed. Strains from single outbreaks were represented in each of the alternative banding patterns. Preliminary
multilocus sequence analysis and pathogenicity tests suggest a majority of bacterial leaf spot outbreaks on chard and table beet in California, Oregon, and
Washington are caused by haplotypes distinct from Psa. Diversity and phylogeny of moko disease-causing Ralstonia solanacearum strains in Colombia
M. RAMIREZ (1), R. Jackson (2), V. Villegas-Escobar (3), J. Correa-Álvarez (3), C. Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University U S A ; (2) Pennsylvania State University U S A Garrett (5)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) International Potato Center, CGIAR Research Program on Roots Tubers and Bananas (RTB),
Lima, Peru; (3) International Potato Center, CGIAR Research Program on Roots Tubers and Bananas (RTB), Beijing, China; (4) International Potato
Center, CGIAR Research Program on Roots Tubers and Bananas (RTB), Quito, Ecuador; (5) Plant Pathology Department, Emerging Pathogens Institute
and Institute for Sustainable Food Systems, University of Florida, Gainesville, FL, U.S.A. ( ),
( ),
( ),
( ),
( ),
( ),
( )
(1) University of Florida, Gainesville, FL, U.S.A.; (2) International Potato Center, CGIAR Research Program on Roots Tubers and Bananas (RTB),
Lima, Peru; (3) International Potato Center, CGIAR Research Program on Roots Tubers and Bananas (RTB), Beijing, China; (4) International Potato
Center, CGIAR Research Program on Roots Tubers and Bananas (RTB), Quito, Ecuador; (5) Plant Pathology Department, Emerging Pathogens Institute
and Institute for Sustainable Food Systems, University of Florida, Gainesville, FL, U.S.A. The potato seed system is a multilayer network that includes social, economic, and agroecological components. Producers, breeding institutions, markets,
technical support, and diseases are components of this complex system that interact and modify each other. We studied the structure of the networks of
seed sources, markets, and IPM information sources, to understand impacts on the potato seed system of the Consortium of Small Potato Producers
(CONPAPA) in Tungurahua, Ecuador. Using information about the structure of the seed system, we can consider how resilient the system is likely to be
to stressors such as the introduction of a new pathogen. Which types of farmers may be more vulnerable to losses to such new stressors? One
development goal is for there to be good access to quality seed and quality management recommendations, regardless of gender or farm size. Female
farmers reported fewer diseases causing seed degeneration than male farmers, and fewer sources of IPM recommendations among the sources less likely
to have commercial biases. Identification of key nodes that influence the success of seed systems (e.g., farmers, information, and seed sources) supports
enhancement of the system, for improvements such as maximizing the distribution of good varieties, managing outbreaks, and targeted improvement of
communication and infrastructure. Genetic diversity of Pseudomonas syringae causing bacterial leaf spot on table beet (Beta vulgaris) and Swiss chard (Beta vulgaris subsp. cicla)
I. SAFNI (1), L. Ramos-Sepulveda (2), P. Goldman (3), M. Derie (4), L. du Toit (4), S. Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University U S A ; (2) Pennsylvania State University U S A Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University, U.S.A.; (2) Pennsylvania State University, U.S.A. Most US table beet and Swiss chard seed production (~90%) occurs in western Washington and Oregon. Pseudomonas syringae pv. aptata (Psa), the
cause of bacterial leaf spot, has been identified in beet and chard seed from this region, but seedborne inoculum thresholds have not been established. Chard seed naturally infested with Psa at 8.6 × 103 CFU/g was mixed with seed of the same cultivar infested at <10 CFU/g to generate a log10 series of
infestation. Five replicate plots/infestation level were planted in a field in Mount Vernon, WA at ~10.7 × 106 seeds/ha in May 2015 in a randomized
complete block design. Bacterial leaf spot incidence was 52 ± 18% in plots planted with seed infested at 8.6 × 103 CFU/g vs. 15 to 21% in plots sown
with seed infested at <103 CFU/g. Seed infestation level did not affect plant stand or amount of Psa recovered from leaves onto KBC medium. The trial
was repeated in the fall, when moist, cool conditions resulted in a leaf spot incidence of 93 ± 2% across all plots, and Psa was recovered from every
plot (9.97 × 1011 ± 1.82 × 1011 CFU/g dry leaf tissue), with no differences among seed infestation levels. Plots sown with seed infested at 8.6 × 103
CFU/g had 33% fewer plants, 29% less leaf dry weight, and 126% more severe leaf spot than plots planted with seed infested at <103 CFU/g. Psa
was transmitted from infested chard seed, even at <10 CFU/g. Environmental conditions in the two trials affected seed transmission and leaf spot
severity. S4.142 S4.142 Multilayer Networks Supporting Healthy Seed Systems for Smallholder Potato Producers in Tungurahua, Ecuador tilayer Networks Supporting Healthy Seed Systems for Smallholder Potato Producers in Tungurahua, Ecuador
ERNANDEZ NOPSA (1), J. Andrade-Piedra (2), G. Forbes (3), P. Kromann (4), S. Lei (5), J. Brisbane (5), K. Garrett (5) Multilayer Networks Supporting Healthy Seed Systems for Smallholder Potato Producers in Tungurahua, Ecuador
J. HERNANDEZ NOPSA (1), J. Andrade-Piedra (2), G. Forbes (3), P. Kromann (4), S. Lei (5), J. Brisbane (5), K. Seedborne inoculum thresholds of Pseudomonas syringae pv. aptata, causal agent of bacterial leaf spot, in ‘baby leaf’ Swiss chard crops
L. DU TOIT (1), M. Derie (1), B. Holmes (1), I. Safni (2), C. Bull (2)
(1) Washington State University U S A ; (2) Pennsylvania State University U S A Our results supported the position of Phytopythium vexans as a sister clade to
Phytophthora. As expected, the remaining Pythium taxa formed two monophyletic groups. One group was composed of three taxa that correspond to
Pythium clades A, B and C, and the other group contained taxa representing clades F, G and I, which was consistent with previous Pythium phylogenies. However, the group containing Pythium clades F, G and I formed a sister group to the Phytophthora-Phytopythium clade and thus Pythium clades F-J are
not monophyletic. hemical changes in the wheat cell-wall resulting from stripe rust infection in compatible and incompatible near isogen R. LAHLALI (1), G. Brar (2), D. Qutob (3), C. Karunakaran (1), H. Kutcher (2)
(1) Canadian Light Source Inc., Saskatoon, SK, Canada; (2) Department of Plant Sciences/Crop Development Centre, University of Saskatchewan,
Saskatoon, Canada; (3) Canadian National Research Council- Plant Biotechnology Institute, Saskatoon, SK, Canada; (4) Department of Plant
Sciences/Crop Development Centre, University of Saskatchewan, Saskatoon, SK, Canada Wheat stripe rust, caused by Puccinia striiformis f. sp. tritici, is one of the most devastating diseases in North America. The biotrophic fungus produces
uredia, consisting asexual urediospores, on wheat leaves along the veins and obtains nutrition from host through haustoria. In a compatible interaction,
the fungus damages the cell-wall in a susceptible cultivar, however in a resistant cultivar the incompatible interaction occurs as a result of hypersensitive
cell death in the host. The purpose of this study was to understand the biomolecular changes in cell-wall compounds in each of the interactions. Two
Avocet lines: one carrying Yr10 and other susceptible (no resistance allele) were inoculated with two isolates (one virulent on both and the other virulent
only on Yr10). Infected and freeze dried leaves collected at 1 day and 15 days post inoculation were assessed by Fourier transform infrared (IR)
spectroscopy. A significant difference in disease severity was observed between the two wheat lines. Principal component analysis of the IR spectra
indicated substantial differences in the cell-wall components of the two wheat lines before and after pathogenic infection. There was a significant
difference in the biomolecular changes between compatible and incompatible interactions. The most important IR peaks in the leaf cell wall that
contributed to such differences were assigned to phenolic and aromatic rings, and proteins. Small RNA processing in Sclerotinia sclerotiorum
S. MARZANO (1), L. Domier (2) ( ),
( )
h Dakota State University, U.S.A.; (2) USDA/ARS, University of Illinois, Urbana-Champaign, U.S.A. ( )
( )
(1) South Dakota State University, U.S.A.; (2) USDA/ARS, University of Illinois, Urbana-Champaign, U.S.A. RNA silencing pathways are under-studied in plant pathogenic fungi. Once elucidated, they can be utilized to improve plant health by more effectively
silencing fungal genes from host plants or viral vectors. In this study, we characterized changes in gene expression and small RNA accumulation in
Sclerotinia sclerotiorum, a damaging and widely distributed fungal plant pathogen, in response to hypovirus infection. Our results indicated that the
fungus produced small RNAs of predominantly 22 nt. The S. cation of essential protein machinery involved in the plant disease resistance-signaling node in Arabidopsis, NDR1
RION (1), B. Day (2) A. CORRION (1), B. Day (2)
(1) Michigan State University, East Lansing, MI, U.S.A.; (2) Michigan State University, U.S.A. ( ),
y ( )
(1) Michigan State University, East Lansing, MI, U.S.A.; (2) Michigan State University, U.S.A. Plant disease epidemics result in an estimated $200 billion in crop losses globally each year. To understand how plants and pathogens interact, and
moreover, to develop a fundamental understanding of the mechanisms that drive pathogen virulence and adaptation, research in our group is focused on
the molecular-genetic processes underpinning host resistance. To do this, we use the Arabidopsis thaliana – Pseudomonas syringae pv. tomato (Pst
DC3000) pathosystem to study the role of non-host disease resistance-1 (NDR1), a key regulator of the of the disease signaling network of CC-NB-LRR
(coiled-coil nucleotide binding leucine rich repeat) resistance (R) proteins. In the current study, we present a comprehensive analysis, utilizing a
combination of genetic-, biochemical- and cell biology-based approaches to identify and define the NDR1 interactome. In brief, we utilized
immunoprecipitation methods, coupled with liquid chromatography mass spectroscopy, to identify a list of candidate interacting proteins. Through this
approach, we have identified a family of proteins that interact with NDR1 directly in planta, and have begun to characterize the role of these interactions
in the NDR1-dependent resistance-signaling pathway. Data will be presented that provides support for a model that posits NDR1’s association with key,
Rho-related GTPases from plants (ROPs), plasma membrane-localized signaling proteins involved in the resistance to Pst DC3000. S4.143 Examining putative motility genes in Clavibacter michiganensis subsp. michiganensis
C. PERITORE (1), M. Tancos (2), C. Smart (2)
(1) Cornell University, U.S.A.; (2) Cornell University, U.S.A. The Gram-positive bacterium Clavibacter michiganensis subsp. michiganensis (Cmm) is the causative agent of bacterial canker of tomato (Solanum
lycopersicum). Cmm historically has been characterized as a non-motile pathogen, however, it is known to move acropetally and basipetally in the xylem
of infected plants. Under artificial xylem conditions in microfluidic chambers, non-flagellated Cmm actively moved against the media flow at ~6
µm/minute; these speeds were similar to those observed in planta. We have hypothesized that Cmm uses a type IV pilus (Tfp) mediated motility system
similar to that of Xylella fastidiosa. Tfp are diverse in that biosynthesis can be mediated by pil, com, and/or tad operons in both Gram-negative and
positive bacteria. of Fusarium thapsinum on host nitric oxide (NO) synthesis among stalk rot resistant and susceptible sorghum lines
C Li l (1) Differential effects of Fusarium thapsinum on host nitric oxide (NO) synthesis among stalk rot resistant and susceptible sorghum lines
A. BANDARA (1), C. Little (1)
(1) Kansas State University, U.S.A. Fusarium thapsinum (FT) is a hemibiotrophic fungus causing stalk rot in sorghum (Sorghum bicolor (L.) Moench). NO is a powerful oxidant involved in
programed cell death and FT-mediated NO synthesis was investigated in host stalk tissues. Two greenhouse-grown stalk rot resistant (SC599, SC35) and
susceptible (Tx7000, BTx3042) sorghum lines were inoculated with FT and phosphate-buffered saline (control). At 7 and 30 d post-inoculation (d.p.i.),
FT- and mock-inoculated stem cross sections were treated with 4-amino-5-methylamino-2?,7?-difluorofluorescein diacetate, and observed under a
confocal microscope (excitation 488; emission 515 nm). The fluorescence generated by controls was used as the baseline. At 7 d.p.i, strong green
fluorescence was observed in FT-inoculated resistant lines, confirming the presence of NO, while no (or weak) signal was evident at 30 d.p.i. The
susceptible lines revealed the opposite phenomenon, except for the signal detected in BTx3042 at 7 d.p.i. These patterns suggested that FT switches from
biotrophy to necrotrophy by 30 d.p.i. While the presence of NO in SC599 and SC35 at 7 d.p.i contributes to resistance against the biotrophic phase, its
absence at 30 d.p.i may decrease vulnerability to the necrotrophic phase. Tx7000 showed the opposite response and is susceptible to both phases of the
pathogen’s lifestyle. Based on NO response, BTx3042 appeared to be moderately resistant to the biotrophic phase but prone to the necrotrophic phase of
FT. Stalk sugar content and charcoal rot disease reaction in grain sorghum
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Charcoal rot, caused by Macrophomina phaseolina (MP), is an important fungal disease in grain sorghum (Sorghum bicolor (L.) Moench). An RNA-Seq
experiment was conducted to explore the molecular basis of the sorghum-MP interaction. Stalk RNA extracted from MP- and mock-inoculated resistant
(SC599) and susceptible (Tx7000) sorghum lines at 2, 7, and 30 d post-inoculation (d.p.i.) was subjected to RNA-Seq. Genes involved in UDP-glucose
conversion, sucrose degradation to ethanol and lactate, and fructose degradation to pyruvate and lactate metabolism were significantly up-regulated in
Tx7000 at 7 d.p.i., while those of SC599 were not differentially expressed. of Fusarium thapsinum on host nitric oxide (NO) synthesis among stalk rot resistant and susceptible sorghum lines
C Li l (1) To confirm the results, stalk juice was extracted at 7 d.p.i from two MP- and
mock-inoculated resistant (SC599, SC35) and susceptible (Tx7000, BTx3042) lines and subjected to HPLC. Concentrations (mg/mL) of sucrose,
glucose, and fructose in stalk juice of SC599 (95.3, 23.9, 20.7, respectively) and SC35 (66.2, 31.2, 23.4) were significantly greater than those of Tx7000
(2.7, 6.5, 4.1) and BTx3042 (9.1, 10.9, 6.9) across MP- and mock-inoculations (P < 0.0001). Moreover, the reduction of sucrose, glucose, and fructose in
MP-inoculated susceptible lines was 86.4, 26.5, and 19.8%, respectively, while those of the resistant lines were 17.0, 21.5, and 7.3%. Therefore, sorghum
genotypes with higher stalk sugar content along with lesser sugar reduction under MP infection appeared to be more resistant to charcoal rot disease. cation of essential protein machinery involved in the plant disease resistance-signaling node in Arabidopsis, NDR1
RION (1), B. Day (2) Two tight adhesion (tad) operons have been identified through sequence similarity in the annotated genome of Cmm, and literature
suggests they may play a crucial role in biosynthesis of Tfp. Cmm transformants were generated by disrupting the tad operon promoter. Microfluidic
chambers will be utilized to mimic in planta conditions of xylem flow to assay and compare motility between mutants and wildtype. Genetic and
microscopic studies will be complemented with in planta virulence assays to investigate the role of tad genes in the Cmm-tomato pathosystem. Understanding how the pathogen infects and moves in the plant will strengthen our biological knowledge of Cmm, possibly leading to novel disease
control strategies. hemical changes in the wheat cell-wall resulting from stripe rust infection in compatible and incompatible near isogen sclerotiorum genome was predicted to contain 59 families of microRNA-like (milRNA)
genes, which similar to other recently characterized fungal species, were poorly conserved with other eukaryotes. In degradome analyses, 39 of the
milRNAs sequences were predicted to mediate cleavage of 47 S. sclerotiorum mRNAs. Consistent with the role of RNA silencing in defense against
mobile and infectious genetic elements, most of the small RNA sequences in virus-free S. sclerotiorum were derived from retrotransposons. Similarly,
large amounts of predominantly 22 nt sequences were detected from the hypovirus genome, indicating that it also was targeted for degradation by host
RNA-mediated antiviral defenses. These findings suggest that virus-induced hypovirulence could result from disruption of RNA silencing and that a
robust RNA silencing pathway exists in S. sclerotiorum that can be exploited for RNA-based pathogen resistance strategies. S4.144 Investigation on the role of molecular composition and lignification of canola plant cell wall in resistance mechanisms
Rcr1 Investigation on the role of molecular composition and lignification of canola plant cell wall in resistance mechanisms associated with CR gene
Rcr1
R. LAHLALI (1), T. Song (2), M. Chu (2), F. Yu (3), L. McGregor (2), B. Gossen (2), S. Kumar (2), C. Karunakaran (1), G. Peng (2)
(1) Canadian Light Source Inc., Saskatoon, SK, Canada; (2) Agriculture and Agri-Food Canada, Saskatoon, SK, Canada; (3) Agriculture and Agri-Food
Canada, Saskatoon, Canada Rcr1
R. LAHLALI (1), T. Song (2), M. Chu (2), F. Yu (3), L. McGregor (2), B. Gossen (2), S. Kumar (2), C. Karunakaran (1), G. Peng (2)
(1) Canadian Light Source Inc., Saskatoon, SK, Canada; (2) Agriculture and Agri-Food Canada, Saskatoon, SK, Canada; (3) Agriculture and Agri-Food
Canada, Saskatoon, Canada Clubroot disease, caused by Plasmodiophora brassicae Woronin, is a serious soil-borne disease of crucifer crops worldwide. It poses a serious threat to
canola production in western Canada. Rcr1 is a new clubroot resistance gene identified in Brassica rapa. A multifaceted approach was employed to
understand the molecular changes in canola plant cell wall associated with Rcr1-mediated clubroot resistance and the expression of defense-related genes
involved in the lignin pathway. Fourier Transform mid Infrared (FTIR) spectral analysis showed that non-inoculated canola roots from both resistant (R)
and susceptible (S) populations were grouped together and distinctly separated from those inoculated with P. brassicae. A sensitive method for quantifying cercosporin, a fungal-derived secondary metabolite, in plant tissue
J. SMITH (1), J. Lay (2), B. Bluhm (2)
(1) University of Arkansas, U.S.A.; (2) University of Arkansas, U.S.A. A sensitive method for quantifying cercosporin, a fungal-derived secondary metabolite, in plant tissue
J. SMITH (1), J. Lay (2), B. Bluhm (2)
(1) University of Arkansas U S A ; (2) University of Arkansas U S A Cercospora species infect a wide range of host plants, including soybean and maize. Many species of Cercospora produce the phytotoxic secondary
metabolite cercosporin. The role of cercosporin as a virulence factor has been demonstrated in several Cercospora species. However, it is not clear
whether cercosporin is important for virulence in all species of Cercospora. To gain a more complete understanding of the role of cercosporin in plant
pathogenesis, sensitive methods for its detection and quantification are required. Therefore, the objective of this research was to develop a mass
spectrometry based method for quantification of cercosporin from plant tissues with high sensitivity. To this end, extraction, sample cleanup,
chromatographic separation, and mass spectrometry based detection methods were developed and optimized. The use of liquid chromatography coupled
with a triple quadrupole mass spectrometer allowed detection of cercosporin at concentrations as low as 1 ng/ml. Currently, the feasibility of using this
method for quantifying cercosporin in soybean leaves and seed infected with C. kikuchii and maize leaves infected with C. zeae-maydis is being
examined. A sensitive method for detecting and quantifying cercosporin will provide a valuable tool for determining the role of this compound in
virulence among Cercospora species. Role of Cryphonectria parasitica Cdc48-like gene, CpCdc48 in regulation of growth & cell division
D. KIM (1) Role of Cryphonectria parasitica Cdc48-like gene, CpCdc48 in regulation of growth & cell division
D. KIM (1) (1) Chonbuk National University, South Korea Functional analysis of a cell division cycle 48 (CDC48) ortholog, CpCdc48, from Cryphonectria parasitica was performed via construction of a
CpCdc48-null mutant. Genotype analysis revealed that the putative CpCdc48-null mutant was a heterokaryotic transformant containing two different
types of nuclei (i.e., one with the wild-type CpCdc48 allele and the other with the CpCdc48-null mutant allele). Although stable mycelial growth of the
heterokaryotic transformant was observed on media containing hygromycin B, neither germination nor growth of the resulting spores was observed on
selection media, suggesting that the CpCdc48 gene is essential. Microscopic analysis of germinated conidia from the heterokaryon demonstrated that
although there were normal germinating spores due to the wild-type conidia, there were many residual conidia that did not germinate. However, with
prolonged incubation, non-germinating conidia began to swell into gigantic globose spores. DAPI staining and FACS analysis of the gigantic spores
revealed the presence of multiple nuclei. These gigantic conidia did not show any signs of polarized growth and underwent autolysis with further
incubation. These findings indicate that the CpCdc48 gene is responsible for delayed cell cycle during spore germination, resulting in some karyokinesis,
but not following spore cytokinesis. Thus, CpCdc48 is essential for cell division and polarized growth. hemical changes in the wheat cell-wall resulting from stripe rust infection in compatible and incompatible near isogen R and S plants responded
differentially to the infection; it appeared that the cell-wall components of roots were changed for plants carrying Rcr1, including lipids, proteins, lignin,
aromatic and phenolics ring, polysaccharides, and carbohydrates. qPCR identified the upregulation of nine defense-related genes involved in the lignin
pathway, as well as in chitinase and xyloglucan endo-transglycosylate activities in roots carrying Rcr1 relative to those of non-inoculated, but the level of
increase was more pronounced with plants carrying Rcr1. The changes cell-wall components may reflect differential regulation of genes involved in host
defense responses, in particular, the lignin pathways and chitinase synthesis mediated by Rcr1 during clubroot resistance. Wheat streak mosaic virus-encoded NIa-Pro and coat protein are involved in virus superinfection exclusion
S. TATINENI (1)
(1) USDA-ARS, U.S.A. Cross protection or superinfection exclusion (SE) is defined as the phenomenon whereby initial infection by one virus prevents subsequent infection by
closely related viruses. The mechanisms of SE are just beginning to be understood. Wheat streak mosaic virus (WSMV; genus: Tritimovirus; family:
Potyviridae) is an economically important wheat virus. Proteins encoded by WSMV were individually expressed in wheat using an unrelated Triticum
mosaic virus (TriMV) gene expression vector, followed by challenge inoculation with GFP-tagged WSMV (WSMV-GFP). Wheat plants infected with
TriMV expressing WSMV P1, HC-Pro, P3, 6K1, CI, 6K2, NIa-VPg or NIb cistrons did not prevent superinfection by WSMV-GFP. However, expression
of WSMV NIa-Pro or CP greatly reduced superinfection by WSMV-GFP, suggesting that NIa-Pro and CP are involved in SE. Expression of WSMV
NIa-Pro or CP cistron with frameshift mutations did not exhibit SE against WSMV-GFP, indicating that the NIa-Pro and CP proteins but not the RNA
sequences are involved in SE. A series of deletions comprising 60 amino acid (aa) sets covering the entire NIa-Pro cistron revealed that the complete
NIa-Pro protein is required for SE activity. In contrast, WSMV CP aa 3-100 and 301-349 were dispensable for SE but not aa 101-300. Expression of
WSMV CP aa 101 to 300 in TriMV exhibited the same SE activity as full-length CP. In reciprocal experiments, wheat infected with WSMV expressing
TriMV CP prevented superinfection by TriMV-GFP. Overexpression of a modified plant thionin enhances disease resistance to citrus canker and Huanglongbing (HLB, citrus greening)
G. HAO (1), E. Stover (1)
(1) USDA/ARS/HRL U S A Overexpression of a modified plant thionin enhances disease resistance to citrus canker and Huanglongbing (HLB, citrus greening)
G. HAO (1), E. Stover (1)
(1) USDA/ARS/HRL, U.S.A. Huanglongbing (HLB or citrus greening disease) caused by Candidatus Liberibacter asiaticus (Las) is a great threat to the US citrus industry. Citrus
canker is also an economically important disease associated with a bacterial pathogen (Xanthomonas citri). In this study, we characterized endogenous
citrus thionins and investigated their expression in different citrus tissues. We aim to develop citrus resistant to both HLB and citrus canker through
expression of modified plant thionin. In order to improve effective for disease resistance, we modified and synthesized the sequence encoding plant
thionin and cloned into binary vector pBinPlus/ARS. The construct was introduced into Agrobacterium strain EHA105 and used for citrus
transformation. Transgenic Carrizo plants expressing the modified plant thionin were successfully generated through Agrobacterium-mediated
transformation. Transgenic Carrizo plants expressing the modified thionin gene were challenged with X. citri 3213 at various concentrations, and showed
a significant reduction in canker symptoms and a decrease in bacterial growth compared to nontransgenic plants. Furthermore the transgenic citrus plants
were challenged with HLB via graft inoculation. The results showed significant decrease in the Las titer in transgenic Carrizo compared with
nontransgenic plants. These data, thus, provide a promising approach to engineering citrus disease resistance against HLB and canker. Transgenic Carrizo expressing ‘Candidatus Liberibacter asiaticus’ effector P235 displays Huanglongbing-like symptom and alters some gene
expression
G. HAO (1)
(1) USDA/ARS/HRL, U.S.A. Transgenic Carrizo expressing ‘Candidatus Liberibacter asiaticus’ effector P235 displays Huanglongbing-like symptom and alters some gene
expression
G HAO (1) ‘Candidatus Liberibacter asiaticus’ (Las) is the agent causing destructive citrus huanglongbing worldwide. A putative protein (P235) was identified in
Las genome prophage region, which encodes a 123 amino-acid protein with a molecular weight of 14.19 kD. Green fluorescence protein (GFP)-fused
with P235 appeared to accumulate in Nicotiana benthamiana cell nuclei by Agrobacterium-mediated transient expression, however, P235-GFP fusion
protein in transgenic citrus targets the citrus chloroplast. P235 alone was constructed into a binary vector for citrus transformation. Over 40 independent
transgenic Carrizo plants were obtained. Gene integration and expression were confirmed by molecular analysis. We observed that some P235-
expressing Carrizo plants displayed HLB-like symptoms with leaf chlorosis and plant growth retardation. P235 expression levels, determined by RT-
qPCR, correlated with HLB-like symptoms. Overexpression of a modified plant thionin enhances disease resistance to citrus canker and Huanglongbing (HLB, citrus greening)
G. HAO (1), E. Stover (1)
(1) USDA/ARS/HRL U S A Transcriptome analysis revealed that carbohydrate metabolism and biotic stress pathways were significantly
affected in transgenic citrus expressing p235 effector. Higher transcript levels were determined for several stress-related genes involved in hormone
metabolism and zinc ion binding. This is the first report that ‘Candidatus Liberibacter asiaticus’ encodes a protein that targets the chloroplast of plant
cells and alters plant-host phenotypes. Bioluminescent imaging as a sensitive tool for evaluation of Ralstonia solanacearum infection dynamics in resistant and susceptible pepper lines
H. DU (1), B. Chen (1), X. Zhang (1), S. Miller (2), G. Rajashekara (3), X. Xu (1), S. Geng (1)
(1) Beijing Vegetable Research Center (BVRC) of BAAFS, China; (2) Department of Plant Pathology, Ohio Agricultural Research Development Center,
Ohio State University, Wooster, U.S.A.; (3) Food Animal Health Research Program, Ohio Agricultural Research Development Center, Ohio State
University, Wooster, U.S.A.; (4) Beijing Vegetable Research Center (BVRC) of BAAFS, Bejing, China Bacterial wilt, caused by Ralstonia solanacearum, is a major disease affecting pepper (Capsicum annuum) production worldwide. In this study, we
evaluated the resistance of 100 pepper lines using R. solanacearum strain Rs-SY1 (phylotype I, isolated from sweet pepper in South China) and
identified one resistant pepper line, BVRC 1. In order to study the bacterial spatial-temporal distribution in planta in real time, we generated a strongly
bioluminescent R. solanacearum strain (BL-Rs7) using pXX3 carrying luxCDABE genes. BL-Rs7 was similar to its parent strain Rs-SY1 in morphology
and pathogenicity. Furthermore, luminescence intensity of BL-Rs7 strongly correlated with bacterial population in planta (R2 = 0.88). The utility of
bioluminescence assay was validated by real-time in vivo monitoring of R. solanacearum infection dynamics in resistant and susceptible pepper lines
BVRC 1 and BVRC 25, respectively, following root inoculation. The luminescence signals were detected in susceptible pepper plants from 3 days post
inoculation (dpi), while little signal was detected in roots or stem of the resistant pepper line over 10 dpi and only a very low titer of bacteria was
detected in the root. The results suggested that pepper line BVRC 1 exhibits resistance by interfering with translocation and multiplication of R. solanacearum in the stem. approaches for the genetic improvement of cowpea (Vigna unguiculata(L.)Walp) and soybean (Glycine max(L.) Merr
HANDRAN (1) Transgenic approaches for the genetic improvement of cowpea (Vigna unguiculata(L.)Walp) and soybean (Glycine max(L.) Merrill)
V. RAMACHANDRAN (1)
(1) BHARAT UNIVERSITY, India Herbicide-resistant transgenic improvement of Cotyledone explants excised from 3 day old in vitro of Vigna unguiculata and Glycine max were infected
with Agrobacerium tumefaciens (LBA4404) harboring chitinase (chi II) and bar gene. Co- cultivated cotyledon explants were inoculated on MS medium
containing B5 vitamins BA, TDZ, L-glutamine, adenine sulphate, basta and cefotaxime. Shoots formed at the proximal end of cotyledons were
transferred to MS medium containing B5 vitamins, GA3, basta and cefotaxime for elongation. Elongated shoots rooted in hormone free half strenth MS
medium. Rooted plants were subsequently established in soil. Transformed plants were conformed by herbicide resistance and PCR analysis. These
ready systems enable us to improve seed qualities and agronomic characteristics by transgenic approaches. In addition, with the accumulation of cowpea
and soybean genomic resources, convenient or promising approaches will be requisite for the determination and use of gene function in cowpea and
soybean. In this article, we describe recent advances in and problems of cowpea and soybean transformation, and survey the current transgenic
approaches for applied and basic research in India. Displaying foreign proteins and peptides on the surface of Pepino mosaic virus virions
C. LI (1), S. Shi (1), N. Yu (1), Z. Xiong (1)
(1) University of Arizona, U.S.A. In planta interaction between Tobacco mosaic virus 126 kDa protein and a host membrane protein (SNARE) and its i
accumulation In planta interaction between Tobacco mosaic virus 126 kDa protein and a host membrane protein (SNARE) and its influence on virus RNA
accumulation R. NELSON (1), A. Ibrahim (1), J. Schoelz (2)
(1) Samuel Roberts Noble Foundation, Inc., U.S.A.; (2) University of Missouri, U.S.A. Tobacco mosaic virus (TMV) 126 kDa protein aids virus accumulation and is necessary for virus intercellular movement. This protein also co-localizes
or associates with the endoplasmic reticulum and vacuole membrane (reviewed in Liu et al. 2013 Front. Plant Sci. 4:12. doi: 10.3389/fpls.2013.00012). The importance of the 126 kDa protein interaction with different host membranes as it relates to virus accumulation is not understood. As shown through
yeast two hybrid analysis the 126 kDa protein interacts with two host proteins: one putatively involved in membrane fusion with vacuoles and the second
with intra-vacuolar protease activity. Here we will show the co-localization of the membrane fusion protein, a plant SNARE (soluble N-ethylmaleimide
sensitive attachment protein receptor) protein, in planta with the 126 kDa protein. Additionally, we are analyzing the influence of this and other SNARE
proteins on tobamovirus [TMV and Turnip vein clearing virus (TVCV)] RNA accumulation using Arabidopsis T-DNA mutants. TVCV is being studied
because of the different characteristics of its 126 kDa protein homolog, the 125 kDa protein (e.g. different aggregation states displayed during their
ectopic expression). The importance of this SNARE protein for subcellular localization of the TMV 126 kDa protein and virus RNA accumulation will
be summarized. S4.145 Co-expression of proteins by two virus vectors in the same cells of infected plants
M. Mendoza (1), H. Scholthof (1)
(1) Texas A&M University, U.S.A. Co-expression of proteins by two virus vectors in the same cells of infected plants
M. Mendoza (1), H. Scholthof (1)
(1) Texas A&M University, U.S.A. Plant viral vectors represent a technology that allows expression of valuable proteins at high levels in a relatively short time. For many purposes it may
be desirable to express more then one protein in a single cell but that is often not feasible when using a single virus vector. Such a co-expression strategy
requires the simultaneous delivery by two non-competitive viruses to express proteins. Here we report on the use of two agro-launchable virus vector
systems based on Tomato bushy stunt virus (TBSV) and Tobacco mosaic virus (TMV) that both express suppressors to minimize the effects of
Argonaute2-mediated silencing. To co-express proteins we used TBSV and TMV each expressing green fluorescent protein (GFP) of different sizes, in
addition to co-expressing TBSV-GFP with TMV expressing red fluorescent protein (RFP). The results in Nicotiana benthamiana and tomato
demonstrated that these two vectors accumulated in the same plant, same leaves, and in the same cells. Therefore, co-expression by these two vectors
provides a biotechnological platform for fast and high level expression of potentially valuable proteins that need to form oligomers for activity. Displaying foreign proteins and peptides on the surface of Pepino mosaic virus virions
C. LI (1), S. Shi (1), N. Yu (1), Z. Xiong (1)
(1) University of Arizona, U.S.A. S4.146 S4.146 A single nucleotide polymorphism at the right terminal region of Mexican papita viroid is a virulent determinant factor on tomato
K. LING (1), R. Li (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Novel transcription activator like (TAL) effectors and repeat variable
domains (RVD) were discovered. Predicted TAL effector target sequences were identified in the available L. perrieri genome. Rice susceptibility gene
homologs and unique TAL effector targets were also uncovered. Pathogenicity screening on L. hexandra and diverse rice cultivars confirmed that Xcl
can colonize rice and produces weak not progressive symptoms. Overall, based on average nucleotide identity, effector repertoires and phenotype, we
propose to rename Xcl to X. oryzae pv. leersiae and use this parallel system to better understand the evolution of pathogenicity in grasses. Phytopathogenic interaction between Herbaspirillum rubrisubalbicas and different genotypes of Sorghum
T. TULESKI (1), T. Tuleski (1), C. Espinoza (2), F. Plucani do Amaral (2), T. Pereira (2), R. Monteiro (4), E. Maltempi de Souza (4), F. Pedrosa (4), G. Stacey (2)
(1) University of Missouri Columbia MO U S A ; (2) University of Missouri U S A ; (3) University of Missouri columbia U S A ; (4) Federal Phytopathogenic interaction between Herbaspirillum rubrisubalbicas and different genotypes of Sorghum
T. TULESKI (1), T. Tuleski (1), C. Espinoza (2), F. Plucani do Amaral (2), T. Pereira (2), R. Monteiro (4), E. Maltempi de Souza (4), F. Pedrosa (4), G. Stacey (2) Phytopathogenic interaction between Herbaspirillum rubrisubalbicas and different genotypes of Sorghum
T. TULESKI (1), T. Tuleski (1), C. Espinoza (2), F. Plucani do Amaral (2), T. Pereira (2), R. Monteiro (4), E. Maltempi de Souza (4), F. Pedrosa (4), G. Stacey (2)
(1) University of Missouri, Columbia, MO, U.S.A.; (2) University of Missouri, U.S.A.; (3) University of Missouri, columbia, U.S.A.; (4) Federal
University of Parana, Brazil y of Missouri, Columbia, MO, U.S.A.; (2) University of Missouri, U.S.A.; (3) University of Missouri, columbia, U.S.A.; (4)
f Parana, Brazil Missouri, Columbia, MO, U.S.A.; (2) University of Missouri, U.S.A.; (3) University of Missouri, columbia, U.S.A.; (4) Fed
ana Brazil Herbaspirillum rubrisubalbicans is a nitrogen fixing and plant growth promoting bacterium found in association with important grasses, such as maize
and wheat. In contrast, this bacterium is a pathogen on some genotypes of Sorghum bicolor, being responsible for red stripe disease. The pathogen
infects sorghum leaves leading to tissue necrosis, a reduction in photosynthesis and impaired leaf development. Twenty five genotypes of sorghum were
inoculated with H. rubrisubalbicans with the great majority showing symptoms after 7 days. A single nucleotide polymorphism at the right terminal region of Mexican papita viroid is a virulent determinant factor on tomato
K. LING (1), R. Li (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Bacteria were recovered from portions of the leaf
increasingly distal from the site of inoculation. The results showed the spread of both bacteria and symptoms along the expanding leaf. Plants have the
ability to mount a defense response to invading pathogens due to recognition of conserved motifs, termed microbe-associated molecular patterns
(MAMPs). We tested the ability of MAMP-triggered immunity to protect sorghum plants from H. rubrisubalbicans infection. Sorghum leaves were pre-
treated with chitin and flg22 (a conserved 22 amino acid peptide derived from bacterial flagellin) and then challenged with the pathogen. Evaluation of
disease symptoms 5 days after inoculation showed strong plant protection in those leaves pretreated with chitin and flg22. The data suggest that H. rubrisubalbicans will be a useful pathogen in which to study the innate immunity response of sorghum, an important grain, forage and bioenergy crop. Expression of FLS2s from ‘Nagami’ kumquat and ‘Sun Chu Sha’ mandarin enhance citrus canker resistance in ‘Duncan’ grapefruit
V. FEBRES (1), Q. Shi (1), G. Moore (1)
(1) University of Florida, U.S.A. Expression of FLS2s from ‘Nagami’ kumquat and ‘Sun Chu Sha’ mandarin enhance citrus canker resistance in ‘Duncan’ grapefruit
V. FEBRES (1), Q. Shi (1), G. Moore (1)
(1) University of Florida, U.S.A. Expression of FLS2s from ‘Nagami’ kumquat and ‘Sun Chu Sha’ mandarin enhance citrus canker resistance in ‘Duncan’ grapefruit
V. FEBRES (1), Q. Shi (1), G. Moore (1) In citrus, flagellin 22 (flg22), a pathogen-associated molecular pattern (PAMP) from Xanthomonas citri ssp. citri (Xflg22), triggers stronger defense
responses in canker resistant genotypes than susceptible ones (Shi et al. Mol. Plant Pathol. 2025, 16:507). We have now identified the citrus genes
encoding putative bacterial flagellin/flg22 receptors (FLS2). We isolated two genes each from ‘Sun Chu Sha’ mandarin (Citrus reticulata, CrFLS2-1 and
CrFLS2-2) and ‘Duncan’ grapefruit (C. paradisi, CpFLS2-1 and CpFLS2-2), a canker resistant and a highly susceptible citrus species, respectively. Only
one FLS2 gene was obtained from the highly canker-resistant ‘Nagami’ kumquat (Fortunella margarita, FmFLS2-1). Flanking sequences suggest a
rearrangement event resulted in the deletion of FLS2-2 from the genome of kumquat. Transcriptional analysis indicated that the FLS2-2s reached higher
expression levels in response to Xflg22 than the FLS2-1s, and the induction levels positively correlated with the level of canker resistance. Kumquat
showed the highest FLS2-1 pre-treatment expression level among the citrus species tested. We also transiently expressed FmFLS2-1, CrFLS2-2 and
CpFLS2-2 in leaves of susceptible grapefruit. A single nucleotide polymorphism at the right terminal region of Mexican papita viroid is a virulent determinant factor on tomato
K. LING (1), R. Li (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. Mexican papita viroid (MPVd), a pospiviroid, causes serious disease outbreaks on greenhouse tomato in North America. Two dominant genotypes
(MPV-S and MPV-M), sharing 93.8% sequence identity, incited striking different symptom expression (severe and mild) on tomato ‘Rutgers’. To
determine genetic factor that is responsible for differential pathogenicity, using synthetic DNA approach, a series of chimeric infectious clones were
generated through progressive replacement of each secondary structural domain in MPVd-M with their corresponding domain of MPVd-S. In plant
inoculation assays, a chimera containing the Terminal Right domain of MPVd-S incited severe symptom on tomato similar to that induced by MPVd-S. The other three chimeras incited only mild symptoms similar to that of MPVd-M. A single nucleotide polymorphism in the Terminal Right region
between MPVd-M (176U:A185) and MPVd-S (174G:C183) was identified as the virulent determinant factor for MPVd. This result supports variable
pathogenicity functions in different pospiviroids, which may lead us to design a better strategy in managing this emerging viroid disease. Two complete genome sequences of a new pathovar of Xanthomonas oryzae infecting wild grasses provide insight into evolution of pathogenicity
J. LANG (1), R. Koebnik (2), A. Pérez-Quintero (2), E. DuCharme (1), B. Szurek (2), J. Leach (1), V. Verdier (2)
(1) Colorado State University, U.S.A.; (2) Institut de recherche pour le développement (IRD), France Two complete genome sequences of a new pathovar of Xanthomonas oryzae infecting wild grasses provide insight into evolution of pathogenicity
J. LANG (1), R. Koebnik (2), A. Pérez-Quintero (2), E. DuCharme (1), B. Szurek (2), J. Leach (1), V. Verdier (2)
(1) Colorado State University, U.S.A.; (2) Institut de recherche pour le développement (IRD), France Xanthomonas oryzae (Xo) is a group of plant pathogenic bacteria composed of weak and highly virulent members that are genetically distinct from one
another. Strains belonging to different virulent lineages from Africa and Asia and less virulent strains from the US have been used for comparative
studies of pathogenicity and establishing effector repertoires. A close relative of Xo, X. campestris pv. leersiae (Xcl) was first described in 1957, and
causes bacterial streak on the perennial grass, Leersia hexandra. L. hexandra is closely related to rice, globally ubiquitous around rice paddies, and is a
reservoir of pathogenic Xo. We used draft and long read, single molecule, real time (SMRT) genome sequences of two strains of Xcl from China and
Burkina Faso to determine the genetic relatedness of this organism with Xo. S4.146 Pepino mosaic virus (PepMV), a member of Potexvirus genus, infects tomatoes and causes only mild symptoms under high intensity light conditions. However, its infection is highly productive and yields a large amount of virions in tomatoes. The flexuous PepMV virions (510 nm x ~13 nm in
dimensions) are made of 1290 identical copies of a 25 kDa capsid protein (CP) with exposed N-terminus at the virion surface. Therefore, PepMV virions
are ideal nanoparticles to display useful antigens and antibodies fused at the N-terminus of the CP. Using a highly infectious cDNA clone as the
backbone, we have developed a virus-based expression system that is capable of displaying foreign proteins and peptides on the surface of PepMV
virions. Two unique restrictions sites have been engineered immediately downstream the AUG translation initiation codon of PepMV CP to allow
convenient and directional cloning of any foreign proteins and peptides into the expression vector. Several 2A self-cleavage peptides from picornaviruses
have also been inserted between the restriction sites and PepMV CP to modulate variable ratios of CP fusion proteins and mature CP. m7 G-capped in
vitro transcripts synthesized from the vectors are highly infectious, yielding high level expressions of foreign proteins and peptides in inoculated plants. The PepMV-based protein display system is expected to have a wide range of applications in pharmaceuticals and diagnosis. Homologs of CsLOB1 can function as disease susceptibility genes in citrus canker
J. ZHANG (1), J. Tapia (1), Y. Hu (2), J. Jones (1), N. Wang (1), S. Liu (3), W. Frank (1)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, P. R.
China, Gainesville, FL, U.S.A.; (3) Kansas State University, Gainesville, FL, U.S.A. J. ZHANG (1), J. Tapia (1), Y. Hu (2), J. Jones (1), N. Wang (1), S. Liu (3), W. Frank (1)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, P. R.
China, Gainesville, FL, U.S.A.; (3) Kansas State University, Gainesville, FL, U.S.A. The Type II-dependent secretion of virulence factors is necessary for systemic colonization by the xylem-limited pathogen, Xylella fastidiosa
B. INGEL (1), P. Wang (2)
(1) University of California Riverside U S A ; (2) University of California Riverside U S A The Type II-dependent secretion of virulence factors is necessary for systemic colonization by the xylem-limited pathogen, Xylella fastidiosa
B. INGEL (1), P. Wang (2)
(1) University of California Riverside, U.S.A.; (2) University of California Riverside, U.S.A. ( )
g ( )
(1) University of California Riverside, U.S.A.; (2) University of California Riverside, U.S.A. Xylella fastidiosa (Xf) is a xylem-limited, gram-negative bacterium that causes Pierce’s disease (PD) in grapevines. PD symptom progression is highly
correlated with systemic colonization of the xylem, which is achieved by bacterial movement via the degradation of pit membranes separating adjacent
xylem vessels. Pit membranes are readily dismantled by Xf cell wall-degrading enzymes (CWDEs), three of which have been implicated as virulence
factors: a polygalacturonase (PG), and two endoglucanases (EngXCA1 and EngXCA2). As pathogenicity was nullified in a PG-deficient mutant, the PG
has been a focal point for Xf inhibition studies. However, PG expression has proved to be difficult, and we have sought alternative CWDE inhibition
targets. A knockout mutation of the Type II secretion system (T2SS) ATPase gene (ΔxpsE) resulted in a complete loss of pathogenicity similar to that
displayed by the PG-deficient mutant. As Xf lacks a Type III secretion system, it is predicted that virulence factors such as CWDEs are secreted via the
T2SS. Secretome analyses of both the Xf wild-type and ΔxpsE mutant strains had distinct differences in protein composition, and an antibody targeting
EngXCA2 revealed that secretion of this endoglucanase is Type II-dependent. These results provide clear evidence that Xf relies on the T2SS for
secretion of the CWDEs necessary for systemic colonization, and inhibition of this secretion system will significantly reduce Xf pathogenicity in
grapevines. The chemotaxis regulator pilG of Xylella fastidiosa is required for virulence in Vitis vinifera grapevines
H. LIN (1), X. Shi (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. The chemotaxis regulator pilG of Xylella fastidiosa is required for virulence in Vitis vinifera grapevines
H. LIN (1), X. Shi (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Xylella fastidiosa is a Gram-negative, xylem-limited pathogenic bacterium that causes Pierce’s disease of grapevines. Type IV pili of X. fastidiosa are
regulated by pilG, a chemotaxis regulator in Pil-Chp operon involving signal transduction pathways. To elucidate the role of pilG in twitching motility
and pathogenicity, phenotypes of wild type, pilG-mutant and a complementary strain were characterized. While in vitro studies showed that all tested
strains had similar growth curves, mutant XfΔpliG exhibited a twitching defective phenotype and significant reduction in biofilm formation and cell-cell
aggregation. Greenhouse in planta experiment further confirmed that grapevines infected with XfΔpilG showed very mild PD symptoms whereas
grapevines inoculated with X. fastidiosa wild type and XfΔpilG-C developed typical PD symptoms. These results demonstrate that pilG of X. fastidiosa is
required for twitching motility and full virulence. Biological functional Analysis of tatB in Acidovorax citrulli Biological functional Analysis of tatB in Acidovorax citrulli ( )
(1) Chinese academy of agricultrual sciences, institute of plant protection, China Acidovorax citrulli causes bacterial fruit blotch of cucubits world wide. In order to explore the relationship between Twin-arginine Translocation system
(Tat) and pathogenicity of A. citrulli, a tatB disruption mutant (?tatB) and its complement strains were constructed by homologous recombination. The
virulence, motility, growth ability, extracellular polysaccharide and cellulase producing ability and biofilm formation of the wild type, mutant and the
complement strains were tested to illustrate the influence of Tat system on A. citrulli. By comparing the expression of trbC, hrcN, Aave_1810,
Aave_0034 and hrpE gene with real-time fluorescent quantitative PCR, we explored the relationship between tatB genes associated with type III
secretion system, Tat system related genes and cell toxicity related genes. The results showed the deficiency of tatB weakened the virulence, motility and
growth ability of A. citrulli, while had no effect on the production of extracellular polysaccharide (EPS)?extracellular cellulase and biofilm formation. Real-time fluorescent quantitative analysis showed that the deficiency of tatB made the expressions of trbC and hrcN genes in mutant strain significantly
increase, while the expressions of other genes notably decreased. Consequently, the deficiency of functional gene tatB in Tat affects some biological
characteristics of A. citrulli, and ultimately weakens pathogenic ability. Secretome annotation in the citrus greening bacterial pathogen
L. Cano (1), M. Pitino (2), Y. Duan (2)
(1) University of Florida, U.S.A.; (2) US Horticultural Research Laboratory, U.S. ( )
( )
( )
(1) University of Florida, U.S.A.; (2) US Horticultural Research Laboratory, U.S.A. Citrus greening or also known as Huanglongbing (HLB) is one of most deadly citrus disease in Florida and in the world. The causal agent is the
bacterium Candidatus liberibacter asiaticus (CLas). Plant pathogens secrete molecules that manipulate host physiology to achieve colonization. The
main goal of our study was to identify and make available to the citrus community a set of candidate pathogen secreted proteins from CLas using
genome sequences and in planta gene expression. Identified secreted protein candidates can be employed in high throughput functional genomics
screens, commonly referred to as effectoromics, to test citrus germplasm for specific pathogen recognition by resistance R proteins. Our findings
highlight about 10 candidate secreted proteins for pathogen-assisted breeding in citrus for resistance to HLB. The bifunctional catalase/peroxidase KatG is required for pathogenicity of Xanthomonas albilineans on sugarcane
M. JAIN (1), L. Fleites (2), S. Ca. Liberibacter asiaticus carries a highly conserved, chromosomal CI repressor that binds an early gene promoter in its prophage
L. FLEITES (1), M. Jain (1), S. Zhang (1), D. Gabriel (1)
(1) University of Florida, Gainesville, FL, U.S.A. Ca. Liberibacter asiaticus carries a highly conserved, chromosomal CI repressor that binds an early gene promoter in its prophage
L. FLEITES (1), M. Jain (1), S. Zhang (1), D. Gabriel (1)
(1) University of Florida, Gainesville, FL, U.S.A. Candidatus Liberibacter asiaticus (Las) is one of three species of bacteria associated with Huanglongbing, arguably the most devastating disease of
citrus. The majority of Las strains harbor bacteriophage that are maintained as stable lysogens in psyllids, but begin to enter a lytic cycle in planta. Las
carries a CI phage repressor (LCI) with internal direct repeats that readily recombine and can create truncated translation products. LCI has been used as
an epidemiological marker to follow the movement of Las populations; however, LCI has not been functionally characterized. Las strain UF506 has been
maintained in isolation in a containment facility and transmitted from citrus to citrus and to periwinkle via dodder. All five LCI sequences isolated from
curated Las strain UF506 in infected citrus encoded a full-length protein. By contrast, all seven UF506 LCI sequences derived from artificially infected
periwinkle encoded a truncated version. Mobility shift assays demonstrated that LCI binds its own promoter and an early gene promoter on SC1,
indicating potential involvement in lytic cycle activation. Promoter reporters are being evaluated to quantify repression in the presence of the full-length
and truncated proteins, and additional potential binding sites are being investigated. If the LCI does function as a phage repressor, it would become a
promising target for HLB control, since interfering with this function could trigger the lytic cycle in Las. The Type II-dependent secretion of virulence factors is necessary for systemic colonization by the xylem-limited pathogen, Xylella fastidiosa
B. INGEL (1), P. Wang (2)
(1) University of California Riverside U S A ; (2) University of California Riverside U S A The Type II-dependent secretion of virulence factors is necessary for systemic colonization by the xylem-limited path
B. INGEL (1), P. Wang (2)
( )
i
i
f
lif
i
i
id
( )
i
i
f
lif
i
i
id A single nucleotide polymorphism at the right terminal region of Mexican papita viroid is a virulent determinant factor on tomato
K. LING (1), R. Li (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, U.S.A. FmFLS2-1 and CrFLS2-2 conferred stronger responses to Xflg22 and reduced canker symptom
development when compared to CpFLS2-2. We conclude that these two genes are valuable for engineering enhanced canker resistance and possibly
other bacterial pathogens. Homologs of CsLOB1 can function as disease susceptibility genes in citrus canker
J. ZHANG (1), J. Tapia (1), Y. Hu (2), J. Jones (1), N. Wang (1), S. Liu (3), W. Frank (1)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, P. R. China, Gainesville, FL, U.S.A.; (3) Kansas State University, Gainesville, FL, U.S.A. Homologs of CsLOB1 can function as disease susceptibility genes in citrus canker
J. ZHANG (1), J. Tapia (1), Y. Hu (2), J. Jones (1), N. Wang (1), S. Liu (3), W. Frank (1)
(1) University of Florida, Gainesville, FL, U.S.A.; (2) Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, P. R. China, Gainesville, FL, U.S.A.; (3) Kansas State University, Gainesville, FL, U.S.A. The lateral organ boundary domain (LBD) genes is a plant-specific family of proteins that function as transcription factors for plant growth and
development. Citrus sinensis lateral organ boundary 1 (CsLOB1) functions as a disease susceptibility (S) gene in citrus bacterial canker (CBC). The
Citrus sinensis genome contains thirty-four LBD members. We assessed the potential for additional LBD genes in citrus to function as surrogates for S4.147 CsLOB1 and compared host gene expression upon induction of different genes. Using custom designed TAL effectors (dTALes), CsLOB2 and CsLOB3
functioned similarly to CsLOB1 in CBC. Quantitative RT-PCR of mRNA during infection revealed a set of cell wall metabolic genes that are associated
with CsLOB1, CsLOB2 and CsLOB3 expression. The genes may represent downstream genes involved in CBC. Biological functional Analysis of tatB in Acidovorax citrulli Loria (1)
(1) Department of Plant Pathology, University of Florida, Gainesville, FL, U.S.A.; (2) Department of Biology, Memorial University of Newfoundland,
St. John’s, Newfoundland and Labrador, Canada; (3) Department of Medicinal Chemistry, University of Florida, Gainesville, FL, U.S.A.; (4) College of
Plant Protection, Fujian Agriculture and Forestry University, Fuzhou, China Approximately ten Streptomyces species including the most widely distributed Streptomyces scabiei cause the potato scab disease. The main
pathogenicity determinant of scab-causing Streptomyces species is the phytotoxin thaxtomin A (ThxA). In S. turgidiscabies, ThxA biosynthetic genes are
localized on a mobile pathogenicity island (PAI). However, the PAI mobilization in other Streptomyces species remains uncharacterized. We
investigated the mobilization of the PAI of S. scabiei 87-22 both in vivo and in vitro. We sequenced genomes of ten pathogenic Streptomyces isolates
from different locations, inferred the evolutionary relationships of pathogenic Streptomyces species, and identified a novel pathogenic species (S. sp. 96-
12) that was isolated from Egypt. The PAI in S. sp. 96-12 is identical to the PAI in S. scabiei 87-22 despite differences in their whole genome sequences. This strongly suggested in vivo mobilization of this PAI in these two strains. To test whether the PAI in S. scabiei 87-22 could indeed be mobilized, S. scabiei 87-22 deletion mutants with antibiotic resistance markers in the PAI, were mated with S. diastatochromogenes, a nonpathogenic species. The PAI
of S. scabiei was found to be site-specifically inserted into the aviX1 gene of S. diastatochromogenes and conferred pathogenicity. Our results
demonstrated that the mobilization of the S. scabiei PAI could be responsible for the emergence of novel pathogenic species. Biological functional Analysis of tatB in Acidovorax citrulli Zhang (2), D. Gabriel (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. The bifunctional catalase/peroxidase KatG is required for pathogenicity of Xanthomonas albilineans on sugarcane
M. JAIN (1), L. Fleites (2), S. Zhang (2), D. Gabriel (2)
(1) Department of Plant Pathology, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A. Survival and multiplication of phytopathogenic bacteria, and disease progression are essentially contingent upon the pathogen’s ability to detoxify
reactive oxygen species (primarily H2O2) generated either endogenously through aerobic respiration or by the oxidative burst of plant cells during plant-
pathogen interactions. Xanthomonas albilineans (Xal) is a gram-negative, xylem-invading pathogen that causes sugarcane leaf scald disease. Two S4.148 putative catalase genes XALc_0265 (srpA) and XALc_2991 (katE), and a bifunctional catalase/peroxidase XALc_0959 (katG) have been annotated in
silico in the genome of Xal FL07-1. Xal katG was replaced by an enhanced Green Florescent Protein marker gene (gfp) via splice overlap PCR. Challenge inoculations of decapitated sugarcane plants by Xal ÄkatG::gfp exhibited a significant reduction in pathogenic symptoms on the newly
emerged leaf blades. In addition bacterial viability in planta was significantly reduced compared to the wild type Xal FL07-1. Full-length katG cloned in
the broad host range vector pUFR047 complemented the ÄkatG::gfp mutant strain for both pathogenicity and endophytic survival of the bacterium. Given that Xal katG is predicted to have a non-classical secretion potential, its role is also being investigated in dampening the apoplastic, non-specific
low amplitude systemic wave of H2O2 elicited by the host cell that is essential for establishment of innate plant immunity. putative catalase genes XALc_0265 (srpA) and XALc_2991 (katE), and a bifunctional catalase/peroxidase XALc_0959 (katG) have been annotated in
silico in the genome of Xal FL07-1. Xal katG was replaced by an enhanced Green Florescent Protein marker gene (gfp) via splice overlap PCR. Challenge inoculations of decapitated sugarcane plants by Xal ÄkatG::gfp exhibited a significant reduction in pathogenic symptoms on the newly
emerged leaf blades. In addition bacterial viability in planta was significantly reduced compared to the wild type Xal FL07-1. Full-length katG cloned in
the broad host range vector pUFR047 complemented the ÄkatG::gfp mutant strain for both pathogenicity and endophytic survival of the bacterium. Biological functional Analysis of tatB in Acidovorax citrulli ( ),
( ),
( ),
( )
(1) Department of Plant Sciences, University of California, Davis, U.S.A.; (2) Department of Microbiology and Molecular Genetics, University of
California, Irvine, U.S.A. (1) Department of Plant Sciences, University of California, Davis, U.S.A.; (2) Department of Microbiology and Molecular Genetics, University of
California, Irvine, U.S.A. Pathogens that cause foodborne illness pose a challenge to food safety and security, as crops that are vectors for these human diseases may appear
healthy, resulting in their integration to marketplaces throughout the world. Although some human pathogens that are introduced to the phyllosphere
elicit an immune response within the plant, Salmonella enterica serovar Typhimurium strain SL1344 has been shown to disrupt plant innate immune
signaling (including stomatal immunity) and survive for long periods of time inside the leaf. We have determined that, like SL1344, S. enterica serovar
Typhimurium strain 14028 (14028) also disrupts stomatal immunity after 4 hours post-inoculation (hpi). We set up a genetic screen to elucidate the
mechanism(s) by which 14028 modulates stomatal movement using a mutant library with high-coverage and multi-gene deletions created with lambda-
red mediated gene-replacement. Leaf sections of lettuce (Lactuca sativa cultivar Salinas) were floated on bacterial inoculum (108 CFU/mL) or a water
control under light and stomatal aperture widths were measured via microscopy at 4 hpi. A total of 535 mutants were analyzed for their inability to
stimulate stomatal opening at 4 hpi and compared to the wild type and water control. We observed that mutant strains lacking operons involved in
secretion could not open stomata. Further characterization of identified mutants will aim to determine the individual genes that are pertinent for stomatal
opening. In vivo and in vitro investigation of the mobilization of pathogenicity islands of Streptomyces
Y. ZHANG (1), D. Bignell (2), R. Zuo (3), Q. Fan (4), J. Huguet-Tapia (1), Y. Ding (3), R. Loria (1)
(1) Department of Plant Pathology, University of Florida, Gainesville, FL, U.S.A.; (2) Department of Biology, Memorial University of Newfoundland,
St. John’s, Newfoundland and Labrador, Canada; (3) Department of Medicinal Chemistry, University of Florida, Gainesville, FL, U.S.A.; (4) College of
Plant Protection, Fujian Agriculture and Forestry University, Fuzhou, China In vivo and in vitro investigation of the mobilization of pathogenicity islands of Streptomyces
Y. ZHANG (1), D. Bignell (2), R. Zuo (3), Q. Fan (4), J. Huguet-Tapia (1), Y. Ding (3), R. Biological functional Analysis of tatB in Acidovorax citrulli Given that Xal katG is predicted to have a non-classical secretion potential, its role is also being investigated in dampening the apoplastic, non-specific
low amplitude systemic wave of H2O2 elicited by the host cell that is essential for establishment of innate plant immunity. The role of the tomato genotype in susceptibility to Salmonella enterica
M. TEPLITSKI (1), M. Teplitski (1), M. Marvasi (2), J. Giovannoni (3)
(1) University of Florida, U.S.A.; (2) Middlesex University, United Kingdom; (3) Boyce Thompson Institute, Cornell University, U.S.A. The role of the tomato genotype in susceptibility to Salmonella enterica
M. TEPLITSKI (1), M. Teplitski (1), M. Marvasi (2), J. Giovannoni (3)
(1) University of Florida, U.S.A.; (2) Middlesex University, United Kingdom Tomatoes were linked to multiple outbreaks of salmonellosis. A hypothesis that some tomato genotypes are less conducive to Salmonella growth was
tested. A screen of 30 cultivars revealed 10-1,000 fold differences in the ability of this human pathogen to multiply within fruits. Expression of
Salmonella genes involved in the interactions was tomato cultivar- and ripening-dependent. Salmonella reached lower numbers within immature fruit,
however, pigment accumulation per se did not have an effect on its growth within tomatoes. Salmonella reached similar population densities in tomatoes
carrying green flesh or Hyper pigmented mutations. Growth of Salmonella was reduced in the tomato genotypes with defects in ethylene synthesis,
perception and signal transduction. While mutation in the ripening-related ethylene receptor Nr resulted only in a modest reduction in Salmonella
numbers within tomatoes, strong reduction of the Salmonella growth was observed in rin and nor tomato mutants. A commercial cultivar Sebring
heterozygous for rin was less susceptible to Salmonella under the greenhouse conditions than other large-fruited varieties. No significant differences in
growth of Salmonella within green and red tomatoes of cv. Sebring were observed in the greenhouse experiments, consistent with the hypothesis that
ethylene signaling is responsible for the phenotype of green tomatoes. However, in the field, the phenotype of the cv. Sebring was masked by
environmental conditions. Determining the genetic basis for stomatal aperture modulation by Salmonella enterica serovar Typhimurium strain 14028
J. MONTANO (1), S. Porwollik (2), M. McClelland (2), M. Melotto (1)
(1) Department of Plant Sciences, University of California, Davis, U.S.A.; (2) Department of Microbiology and Molecular Genetics, University of
California, Irvine, U.S.A. Characterization of the T6SS secretion system of Ralstonia solanacearum and its role in virulence at low temperatures
A. BOCSANCZY (1), J. Yuen (1), A. Mangravita-Novo (1), D. Norman (1)
(1) University of Florida MREC, U.S.A. Characterization of the T6SS secretion system of Ralstonia solanacearum and its role in virulence at low temperatures
A. BOCSANCZY (1), J. Yuen (1), A. Mangravita-Novo (1), D. Norman (1)
(1) University of Florida MREC, U.S.A. Ralstonia solanacearum is the causal agent of Bacterial Wilt, the worldwide devastating disease of hundreds of plant species. R. solanacearum is a
‘complex’ species due to its genetic diversity and wide host range; however all strains possess conserved secretion systems. The type VI secretion system
(T6SS) has been associated with virulence, symbiosis and bacterial competition, however its function is not known in R. solanacearum. Previously, we
discovered a functional T6SS in several strains of R. solanacearum, through a proteomic comparison. We created a T6SS related (Vip-B like) gene
defective mutant in strain P673. In this work we confirmed that this mutant renders the T6SS non-functional. We show that the T6SS contributes to P673
virulence at low temperatures, only when soil inoculated. We hypothesized that the T6SS contributes indirectly to virulence, either by competition with
other bacterial species, or with populations of the same species. To test this hypothesis we performed bacterial competition assays with other bacterial
species commonly found in soil, however we did not find a difference. Currently, we are developing intra-species competition assays at 30°C and 18°C
in order to determine the T6SS function and its dependency on temperature. We also present a comparative genomics of the T6SS system for all the
strains sequenced to date. Characterization of the T6SS system in R. solanacearum will help elucidate its role in virulence at low temperatures. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3)
(1) Purdue University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) Purdue University, U.S.A. ( ),
g ( ),
( ),
( ),
( )
(1) Texas A&M University, Plant Pathology & Microbiology, Texas A&M University, College Station, TX, 77843, College Station, TX, U.S.A.; (2)
Texas A&M University, Plant Pathology & Microbiology, Texas A&M University, College Station, TX, 77843, College Station, TX, U.S.A.; (3) Texas
A&M University, U.S.A.; (4) Texas A&M University Electrical & Computer Engineering, Texas A&M University, College Station, TX, 77843, U.S.A.;
(5) Texas A&M University Electrical & Computer Engineering, Texas A&M University, College Station, TX, 77843, TX, U.S.A. Symptoms of autumn decline include black root rotting with stunted and yellowish rice foliage starting as early as two weeks following permanent flood
establishment. The problem is often most severe where cold well water first enters a rice field and may spread throughout the field, except on levees. The
phenomenon was reported in Arkansas in a limited number of fields in 2004. However, there were several reports of autumn decline across the state of
Arkansas in 2012 to 2015. Observations have shown fields having a clay loam soil texture as more prone to the autumn decline phenomenon than others
commonly cropped to rice. The root rotting symptoms often start a few weeks after flood establishment and become progressively worse throughout the
season if unmitigated. In situations where root rotting is severe, fungi grow into the crown which limits function of the whole root system and prevents
translocation of water and nutrients from the soil to the plant. In moderate to severe cases, tillers break off easily and plant death may occur rapidly
leading to significant yield losses. Twenty commercial rice varieties were evaluated in the field in 2015 and based on their reactions a rating scale was
developed. The nature of autumn decline problem, reactions of the varieties and the rating scale will be presented. Global Analysis of Horizontal Gene Transfer in Fusarium verticillioides S. GAO (1), J. Wisecaver (2), Y. Zhang (3), L. Ma (3), A. Rokas (2), S. Gold (4), A. Glenn (4)
(1) Department of Plant Pathology, University of Georgia, Athens, GA, U.S.A.; (2) Department of Biological Sciences, Vanderbilt University, Nashville,
TN, U.S.A.; (3) Department of Biochemistry and Molecular Biology, University of Massachusetts, Amherst, MA, U.S.A.; (4) USDA ARS, Richard B. Russell Research Center, Toxicology & Mycotoxin Research Unit, Athens, GA, U.S.A. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3)
(1) Purdue University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) Purdue University, U.S.A. The co-occurrence of microbes within plants and other specialized niches may facilitate horizontal gene transfer (HGT) affecting host-pathogen
interactions. We recently identified fungal-to-fungal HGTs involving metabolic gene clusters. For a global analysis of HGTs in the maize pathogen
Fusarium verticillioides (Fv), we used a phylogenomic pipeline to identify potential candidates. From an initial output of 1801 genes, manual curation
revealed 117 strong HGT candidates acquired mostly from bacteria. Preliminary evaluation suggested several enriched metabolic pathways (e.g. lysine
biosynthesis and nitrogen metabolism) compared to the frequency of such genes within the Fv genome. Interestingly, among the five candidates that
were categorized as being involved in lysine biosynthesis, FVEG_09873 appears only in Fv and has no orthologs in other fungi. This gene was acquired
from plant-associated Proteobacteria and putatively encodes a diaminopimelate epimerase in the diaminopimelic acid pathway employed by most
bacteria but not commonly found in fungi. Another promising HGT candidate acquired from bacteria is FVEG_10494 that encodes a putative class-III
aminotransferase, functioning in nitrogen metabolism. It is highly expressed when Fv is exposed to nitric oxide. Additional analyses will focus on other
HGT candidates having limited fungal distribution. Functional characterization is underway to determine the significance of select HGT candidates in
fungal adaptation. A Battle in a Kernel: Molecular Exploration of Antagonisms between Two Maize Endophytes, Fusarium verticillioides and Acremonium zeae
M. GAO (1), A. Glenn (2), S. Gold (2)
(1) The University of Georgia, U.S.A.; (2) United States Department of Agriculture Toxicology and Mycotoxin Research Unit, U.S.A. A Battle in a Kernel: Molecular Exploration of Antagonisms between Two Maize Endophytes, Fusarium verticillioides and Acremo
M. GAO (1), A. Glenn (2), S. Gold (2)
(1) The University of Georgia, U.S.A.; (2) United States Department of Agriculture Toxicology and Mycotoxin Research Unit, U.S.A. M. GAO (1), A. Glenn (2), S. Gold (2)
(1) The University of Georgia, U.S.A.; (2) United States Department of Agriculture Toxicology and Mycotoxin Research Unit, U.S.A. ( ),
( ),
( )
(1) The University of Georgia, U.S.A.; (2) United States Department of Agriculture Toxicology and Mycotoxin Research Unit, U.S.A. Fusarium verticillioides (Fv) is a prevalent seed-borne maize endophyte capable of causing severe kernel rot and fumonisin mycotoxin contamination. Within maize kernels, Fv is primarily confined to the pedicel, while another seed-borne fungal endophyte, Acremonium zeae (Az), is observed in
embryos. Global regulatory changes allow for the increased growth of Salmonella in soft rotted tomatoes
A. GEORGE (1), A. George (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Global regulatory changes allow for the increased growth of Salmonella in soft rotted tomatoes
A GEORGE (1) A George (2) Global regulatory changes allow for the increased growth of Salmonella in soft rotted tomatoes
A. GEORGE (1), A. George (2)
(1) University of Florida U S A ; (2) University of Florida U S A Global regulatory changes allow for the increased growth of Salmonella in soft rotted tomatoes
A GEORGE (1) A George (2) While little is known about the mechanisms that allow Salmonella to multiply in tomatoes, even less is understood about how interactions of this human
pathogen with phytobacteria contribute to its survival in alternate hosts such as plants. It is now known that bacterial soft rot contributes to an increased
fitness of Salmonella enterica sv. Typhimurium in tomato fruits. The goal of this research is to understand the underlying mechanisms involved in this S4.149 phenomenon. The hypothesis is that a change in the tomato environment caused by Pectobacterium provides an overall benefit for Salmonella. In order
to determine the full complement of functions that may be vital for the success of Salmonella in soft rots, we employed high throughput transposon
sequencing (TN-seq). Libraries of mutants made via transposon mutagenesis were seeded into tomatoes inoculated with fully virulent Pectobaterium,
less virulent Pectobacterium, and no Pectobacterium. As a result, pathways involved in nitrogen metabolism, motility, and other regulatory pathways
have been identified as potentially playing a role in these interactions. Deletion mutants of genes identified by the TN-seq were then constructed via
Wanner-Datsenko mutagenesis for individual testing in tomatoes. These individual mutations have confirmed the results of the TN-seq. We conclude
that a variety of metabolic changes do in fact contribute to the increased growth of Salmonella in tomatoes. phenomenon. The hypothesis is that a change in the tomato environment caused by Pectobacterium provides an overall benefit for Salmonella. In order
to determine the full complement of functions that may be vital for the success of Salmonella in soft rots, we employed high throughput transposon
sequencing (TN-seq). Libraries of mutants made via transposon mutagenesis were seeded into tomatoes inoculated with fully virulent Pectobaterium,
less virulent Pectobacterium, and no Pectobacterium. As a result, pathways involved in nitrogen metabolism, motility, and other regulatory pathways
have been identified as potentially playing a role in these interactions. Global regulatory changes allow for the increased growth of Salmonella in soft rotted tomatoes
A. GEORGE (1), A. George (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Deletion mutants of genes identified by the TN-seq were then constructed via
Wanner-Datsenko mutagenesis for individual testing in tomatoes. These individual mutations have confirmed the results of the TN-seq. We conclude
that a variety of metabolic changes do in fact contribute to the increased growth of Salmonella in tomatoes. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3)
(1) Purdue University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) Purdue University, U.S.A. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3)
(1) Purdue University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) Purdue University, U.S.A. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3) Fusarium verticillioides causes an important seed disease on maize and produces fumonisin B1 (FB1), a mycotoxin that is detrimental to human and
animal health. Previous studies discovered that expression of FST1 is required for FB1 production. In addition, strains lacking a functional FST1 are less
virulence on maize seeds and more inhibited by hydrogen peroxide than the wild-type strain. The mutation also causes reduced hydrophobicity of hyphae
and macroconidia production. FST1 encodes a putative protein with 12 transmembrane domains with sequence similarity to hexose transporters. However previous studies have failed to prove its ability to transport glucose, fructose or mannose. In this research, we used an Saccharomyces
cerevisiae strain lacking a functional myo-inositol transporter (ITR1). This strain grows poorly in myo-inositol medium and is not inhibited by increasing
concentrations of FB1. Expression of FST1 in the itr1 mutant restored growth on myo-inositol medium and the inhibitory effects of FB1 to levels
observed in the wild-type yeast strain. These results indicate that FST1 can function as a myo-inositol transporter. The evidence also suggests that FST1
can transport FB1 in to the fungal cell. H. YAN (1), H. Zhang (2), M. Kim (3), B. Yoon (4), W. Shim (4) ( ),
g ( ),
( ),
( ),
( )
(1) Texas A&M University, Plant Pathology & Microbiology, Texas A&M University, College Station, TX, 77843, College Station, TX, U.S.A.; (2)
Texas A&M University, Plant Pathology & Microbiology, Texas A&M University, College Station, TX, 77843, College Station, TX, U.S.A.; (3) Texas
A&M University, U.S.A.; (4) Texas A&M University Electrical & Computer Engineering, Texas A&M University, College Station, TX, 77843, U.S.A.;
(5) Texas A&M University Electrical & Computer Engineering, Texas A&M University, College Station, TX, 77843, TX, U.S.A. Expression of the FST1 from Fusarium verticillioides in a yeast strain lacking a major myo-inositol transporter gene
C. NIU (1), G. Payne (2), C. Woloshuk (3)
(1) Purdue University, U.S.A.; (2) North Carolina State University, U.S.A.; (3) Purdue University, U.S.A. Az produces two lactam-containing antibiotics, named pyrrocidine A (PA) and B (PB), with PA exhibiting greater inhibitory activity against Fv
and other fungi. PA differs from PB only by having a double bond in the lactam ring, suggesting the importance of the lactam moiety for toxicity. Preliminary experiments indicated the fungus is able to metabolize PB. In the Fv genome, 38 out of the 46 identified lactamase domain-containing
proteins are predicted to carry out lactam hydrolysis. We recently characterized one lactamase gene (FVEG_08291) essential for the hydrolysis of 2-
benzoxazolinone, a maize phytoanticipin, that significantly induced the expression of this lactamase and adjacent clustered genes. Likewise, we predict
that pyrrocidines will induce one or more lactamase gene(s) and that the encoded enzyme(s) will function to hydrolyze these Az metabolites. RNA-seq
experiments are underway to assess the Fv transcriptional response to pyrrocidines and to Az co-inoculation. RNAseq data should allow us to identify the
interacting lactamase gene(s) and help us better understand the molecular mechanisms underlying the metabolic antagonism between these endophytes. A dynamic regulatory network model underlying stomatal infection in Cercospora zeae-maydis
J. RIDENOUR (1), B. Bluhm (1)
(1) University of Arkansas, U.S.A. Macrophomina phaseolina induces stalk senescence in charcoal rot susceptible sorghum genotypes through up-regula
biosynthesis Macrophomina phaseolina induces stalk senescence in charcoal rot susceptible sorghum genotypes through up-regulated host chlorophyllase-2
biosynthesis
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Charcoal rot (Macrophomina phaseolina, MP) and Fusarium stalk rot (Fusarium thapsinum, FT) are important sorghum diseases worldwide. An RNA-
Seq experiment was conducted to explore the interaction of MP and FT with known resistant and susceptible sorghum genotypes. SC599 (R) and
TX7000 (S) sorghum lines were grown in the greenhouse and inoculated with FT, MP, and phosphate-buffered saline (control). RNA extracted from
stem tissues at 2, 7, and 30 days post-inoculation (d.p.i.) was subjected to RNA-Seq. At 7 d.p.i., a gene that encodes chlorophyllase-2 (Sb02g012300)
showed two and 200-fold up-regulation in FT- and MP-inoculated Tx7000, respectively. SC599 did not show a significant differential expression. To
confirm the effect of up-regulated chlorophyllase-2, stalk chlorophyll was extracted with acetone from two pathogen- and mock-inoculated resistant
(SC599, SC35) and susceptible (Tx7000, BTx3042) sorghum lines at 7 d.p.i. Total chlorophyll content (mg/g stalk) was computed using
spectrophotometer readings. Compared to control, MP significantly reduced total chlorophyll of Tx7000 (control, 1.56; MP, 0.40) and BTx3042 (control,
1.45; MP, 0.63) (P < 0.016). No such effect was evident with the two resistant genotypes. FT did not significantly affect the chlorophyll content of any
genotype. Results revealed the ability of MP to induce stalk senescence through increased chlorophyll degradation, which contributes to the enhanced
vulnerability to this necrotrophic fungus. (
)
p
(
)
g
p
p y
( g g
)
p
g
spectrophotometer readings. Compared to control, MP significantly reduced total chlorophyll of Tx7000 (control, 1.56; MP, 0.40) and BTx3042 (control,
1.45; MP, 0.63) (P < 0.016). No such effect was evident with the two resistant genotypes. FT did not significantly affect the chlorophyll content of any
genotype. Results revealed the ability of MP to induce stalk senescence through increased chlorophyll degradation, which contributes to the enhanced
vulnerability to this necrotrophic fungus. Genome-wide study on cultivar-specific and stripe rust responsive miRNAs in Triticum aestivum
S. RAMACHANDRAN (1), N. Mueth (1), P. Zheng (1), S. Hulbert (1)
(1) Washington State University, U.S.A. Wheat represents approximately 30% of the world’s grain production with more than 220 million cultivated hectares. Macrophomina phaseolina promotes charcoal rot susceptibility in sorghum through induced host nitric oxide (NO) production
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Macrophomina phaseolina promotes charcoal rot susceptibility in sorghum through induced host nitric oxide (NO) production
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Macrophomina phaseolina (MP) is an important necrotrophic pathogen causing charcoal rot disease in sorghum (Sorghum bicolor (L.) Moench). Exploring the host-pathogen interaction is a key to understanding the molecular basis of resistance. An RNA-Seq experiment was conducted to discover
differentially expressed genes (DEG) in response to MP infection. SC599 (resistant) and Tx7000 (susceptible) sorghum lines were grown in the
greenhouse and inoculated with MP and phosphate-buffered saline (mock-inoculated control). RNA was extracted from three biological replicates at 2, 7,
and 30 d post-inoculation (d.p.i.) from stem tissues adjacent to the inoculation point and subjected to RNA-Seq. Among the DEG, three genes
(Sb08g011530, Sb05g000680, and Sb04g027860) involved in NO biosynthesis were significantly upregulated in Tx7000 at 7 d.p.i., while those of SC599
were not differentially expressed. To further confirm the findings, confocal microscopy was used. At 7 d.p.i, in situ NO production in MP- and mock-
inoculated stem cross sections of two resistant (SC599, SC35) and two susceptible (Tx7000, BTx3042) lines was analyzed using 4-amino-5-
methylamino-2?,7?-difluorofluorescein diacetate (DAF-FM DA). Strong green fluorescence was observed in both MP-inoculated susceptible lines
confirming the presence of NO while no signal was detected in the resistant lines. We believe that NO-mediated cell death contributes to the rapid
proliferation of MP within susceptible hosts. A dynamic regulatory network model underlying stomatal infection in Cercospora zeae-maydis
J. RIDENOUR (1), B. Bluhm (1)
(1) University of Arkansas, U.S.A. Andargie (2)
(1) South China Botanical Garden, Chinese Academy of Sciences, China; (2) South China Botanical Garden, Chinese Academy of Scicnecs, China )
al Garden, Chinese Academy of Sciences, China; (2) South China Botanical Garden, Chinese Academy of Scicnecs, China g
( )
ina Botanical Garden, Chinese Academy of Sciences, China; (2) South China Botanical Garden, Chinese Academy of Scicn Rice false smut fungus which is a biotrophic fungal pathogen causes an important rice disease and brings a severe damage where rice is cultivated. We
established a new fungal-plant pathosystem where Ustilaginoidea virens was able to interact compatibly with the model plant Arabidopsis thaliana. Disease symptoms were apparent on the leaves of the plants after 6 days of post inoculation in the form of chlorosis. Cytological studies showed that U. virens caused a heavy infestation inside the cells of the chlorotic tissues. Development and colonization of aerial mycelia in association with floral organ,
particularly on anther and stigma of the flowers after 3 weeks of post inoculation was evident which finally caused infection on the developing seeds and
pod tissues. The fungus adopts a uniquely biotrophic infection strategy in roots and spreads without causing a loss of host cell viability. We have also
demonstrated that U. virens isolates infect Arabidopsis and the plant subsequently activates different defense response mechanisms which are witnessed
by the expression of pathogenesis-related genes, PR-1, PR-2, PR-5, PDF1.1 and PDF1.2. The established A. thaliana–U. virens pathosystem will now
permit various follow-up molecular genetics and gene expression experiments to be performed to identify the defense signals and responses that restrict
fungal hyphae colonization in planta and also provide initial evidence for tissue-adapted fungal infection strategies. Induced rhamnose biosynthesis in sorghum by Macrophomina phaseolina contributes to charcoal rot susceptibility
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Induced rhamnose biosynthesis in sorghum by Macrophomina phaseolina contributes to charcoal rot susceptibility
A. BANDARA (1), D. Weerasooriya (1), S. Liu (1), C. Little (1)
(1) Kansas State University, U.S.A. Macrophomina phaseolina (MP) is a necrotrophic pathogen that causes charcoal rot disease in sorghum (Sorghum bicolor (L.) Moench). To detect
differentially expressed genes (DEG) in response to MP infection, an RNA-Seq experiment was conducted. SC599 (resistant) and Tx7000 (susceptible)
sorghum lines were stalk-inoculated with MP hyphal fragments and phosphate-buffered saline (control). Stalk RNA extracted at 2, 7, and 30 d post-
inoculation (d.p.i.) was subjected to RNA-Seq. Among the DEG, 7 genes involved in the rhamnose biosynthetic pathway (Sb01g038050, Sb01g039220,
Sb01g043370, Sb02g029130, Sb08g022850, Sb09g018070, and Sb10g024490) were significantly upregulated in Tx7000 at 7 d.p.i., while those of SC599
showed no differential expression. To confirm the results, stem juice extracted from two MP- and mock-inoculated resistant (SC599, SC35) and
susceptible (Tx7000, Btx3042) sorghum lines were subjected to HPLC. Compared to control, the MP-inoculated charcoal rot susceptible lines had
significantly higher (P < 0.005) stalk rhamnose concentrations (mg/mL) (Tx7000, 7.2; BTx3042, 5.8), while no such effect was evident in the resistant
lines (SC599, 1.6; SC35, 1.4). To test the effect of rhamnose on MP growth, two isolates were grown on minimal medium supplemented with rhamnose
at 0, 25, 50, 75, 100, and 125 mM concentrations. MP grew on rhamnose in a concentration-independent manner. Results suggested the potential role of
host rhamnose as a virulence factor for MP. A dynamic regulatory network model underlying stomatal infection in Cercospora zeae-maydis
J. RIDENOUR (1), B. Bluhm (1)
(1) University of Arkansas, U.S.A. Cercospora zeae-maydis causes gray leaf spot of maize, which is considered to be one of the most important foliar diseases of maize worldwide. Intriguingly, C. zeae-maydis has evolved an infection strategy that exploits host stomata. Prior to entering the host, the fungus undergoes a series of
defined morphogenetic transitions collectively termed pre-infectious development. Despite the importance of pre-infectious development, the underlying
genetics are poorly understood. Genetic regulatory network (GRN) modeling offers a novel approach to understand the complexity underlying plant- S4.150 pathogen interactions. The overarching goal of this project is to utilize GRN modeling to identify central regulatory hubs that control pre-infectious
development in C. zeae-maydis. To this end, we first developed a methodology to collect fungal tissue from inoculated maize during pre-infectious
development and extract RNA of sufficient quality for RNA sequencing (RNA-seq). RNA-seq data is being generated via the Ion Torrent platform, and
will be used to generate a GRN model. Preliminary transcriptome analysis has revealed that genes involved in transcriptional regulation, signaling, and
stress and defense are enriched during pre-infectious development. Defining pre-infectious development at the systems level will provide mechanistic
insight into the developmental program employed by C. zeae-maydis and augment efforts to identify antifungal targets and improve disease resistance. pathogen interactions. The overarching goal of this project is to utilize GRN modeling to identify central regulatory hubs that control pre-infectious
development in C. zeae-maydis. To this end, we first developed a methodology to collect fungal tissue from inoculated maize during pre-infectious
development and extract RNA of sufficient quality for RNA sequencing (RNA-seq). RNA-seq data is being generated via the Ion Torrent platform, and
will be used to generate a GRN model. Preliminary transcriptome analysis has revealed that genes involved in transcriptional regulation, signaling, and
stress and defense are enriched during pre-infectious development. Defining pre-infectious development at the systems level will provide mechanistic
insight into the developmental program employed by C. zeae-maydis and augment efforts to identify antifungal targets and improve disease resistance. Arabidopsis thaliana: A model host plant to study plant-pathogen interaction using rice false smut isolates of Ustilaginoidea virens
J. LI (1), M. Andargie (2)
(1) South China Botanical Garden, Chinese Academy of Sciences, China; (2) South China Botanical Garden, Chinese Academy of Scicnecs, China J. LI (1), M. Macrophomina phaseolina induces stalk senescence in charcoal rot susceptible sorghum genotypes through up-regula
biosynthesis Productivity at harvest is mainly
governed by genetic composition and environmental factors influencing growth and development. Understanding the genetic factors that regulate these
processes will help in developing varieties with better yield potential and disease resistance. MiRNAs are regulators of gene expression in eukaryotes
that control myriad processes from development to abiotic and biotic stress responses. Using 12 small RNA libraries prepared from two wheat cultivars
infected with stripe rust fungus (Puccinia striiformis), we identified 43 previously-known miRNAs, 50 novel variants of known miRNAs and 93 S4.151 candidate novel miRNAs. Digital gene expression revealed 20 cultivar-specific miRNAs, 6 miRNAs differentially expressed between the two cultivars
and 4 miRNAs responsive to stripe rust infection. These results were validated using RT-PCR and qRT-PCR. Using different target prediction
algorithms, 69 wheat miRNAs were found to target fungal genes - a majority of which coded for small, secreted, cellular proteins. These results suggest a
trans-kingdom regulation of gene expression potentially involved in the cultivar-specific resistance to stripe rust. Overall, this study contributes to the
current repository of wheat miRNAs and provides novel information on the as yet uncharacterized roles for miRNAs in wheat host-pathogen
interactions. candidate novel miRNAs. Digital gene expression revealed 20 cultivar-specific miRNAs, 6 miRNAs differentially expressed between the two cultivars
and 4 miRNAs responsive to stripe rust infection. These results were validated using RT-PCR and qRT-PCR. Using different target prediction
algorithms, 69 wheat miRNAs were found to target fungal genes - a majority of which coded for small, secreted, cellular proteins. These results suggest a
trans-kingdom regulation of gene expression potentially involved in the cultivar-specific resistance to stripe rust. Overall, this study contributes to the
current repository of wheat miRNAs and provides novel information on the as yet uncharacterized roles for miRNAs in wheat host-pathogen
interactions. Genotype and chemotype profiles of endophytes associated with wild barley Genotype and chemotype profiles of endophytes associated with wild barley
M. YI (1), J. Kaste (2), N. Charlton (1), W. Hendricks (1), N. Krom (1), P. Nagabhyru (3), D. Panaccione (4), C. Young (1)
(1) The Samuel Roberts Noble Foundation, Ardmore, OK, U.S.A.; (2) Cornell University, Ithaca, NY, U.S.A.; (3) University of Kentucky, Lexington,
KY, U.S.A.; (4) West Virginia University, Morgantown, WV, U.S.A. The genetic and chemotypic diversity of Epichloë species (Clavicipitaceae, Ascomycota) isolated from wild barley (Hordeum spp.) was explored to
provide potential valuable resources for forage improvement. Exploring the Monilinia vaccinii-corymbosi-blueberry pathosystem for the discovery of genes governing host-specificity
K. BANSAL (1), J. Rollins (1)
(1) University of Florida, U.S.A. Exploring the Monilinia vaccinii-corymbosi-blueberry pathosystem for the discovery of genes governing host-specificity
K. BANSAL (1), J. Rollins (1)
(1) University of Florida, U.S.A. Monilinia vaccinii-corymbosi, a Sclerotiniaceae member, causes mummy berry disease on blueberries. Primary infection of vegetative tissues is caused
by ascospores and secondary infection of flowers is caused by conidia. Fruit infection is highly specific as conidial germ tubes enter the host through
flowers. Conidia germinate on stigma, traverse the stylar canal to colonize developing ovules, converting fruit into a mummy. To understand the
underlying genetics of this specificity, we are developing standardized tools for generating inoculum, visualizing the course of infection, and collecting
infected materials for transcriptomic analysis. A comparison of culture media and temperature conditions demonstrated that four day old cultures of M. vaccinii-corymbosi isolate RL1 (Mvc-RL1) grown on oatmeal agar medium, in the dark, at 22°C followed by a low temperature shift (15°C) induced
sporulation most abundantly after 24 hours. For characterization of the gynoecium infection process, a protoplast-mediated genetic transformation
system was utilized to produce constitutive GFP-expressing Mvc-RL1 strains. Floral inoculation of Southern High Bush variety Legacy with conidia of
GFP-Mvc-RL1 documented germinating conidia and the course of hyphae traversing the stylar canal. Using these tools, floral infections will be utilized
for comparison with uninoculated flowers for transcriptomic analysis and identification of genes underlying host specificity in M. vaccinii-corymbosi. Fungal transcriptome analysis of the Sclerotinia sclerotiorum and Pisum sativum interaction
M. CHILVERS (1), J. Rojas (1), P. Santos (2), J. Wang (1)
(1) Michigan State University, U.S.A.; (2) University of Nevada, U.S.A. Sclerotinia sclerotiorum is a broad host range necrotrophic pathogen that causes white mold on pea (Pisum sativum). Gene expression profiling during
infection has been characterized for S. sclerotiorum on several model plants. However, the S. sclerotiorum-P. sativum interaction is still poorly
understood. In this study, fungal transcriptomic data was collected at three time points: 12 h, 24 h, and 48 h post inoculation (hpi), from susceptible and
partially resistant pea cultivars inoculated with S. sclerotiorum. As a control, transcriptomic data was also collected from mycelia grown on PDA
medium used in the inoculations. Four gene clusters were identified using expression profile analysis, one cluster was exclusively up-regulated on PDA,
while the remaining three clusters were either associated with the host or sampling time. Aspartyl protease mediated cleavage of AtBAG6 triggers autophagy and fungal resistance in plants
Y. LI (1), M. Kabbage (2), M. Dickman (1)
(1) Texas A&M University, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Aspartyl protease mediated cleavage of AtBAG6 triggers autophagy and fungal resistance in plants
Y. LI (1), M. Kabbage (2), M. Dickman (1)
(1) Texas A&M University, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. The Bcl-2-associated-athanogene (BAG) family is an evolutionarily conserved group of co-chaperones that modulate numerous cellular processes. Previously we found that Arabidopsis BAG6 (AtBAG6) is required for basal immunity against the fungal phytopathogen Botrytis cinerea. However, the
mechanism(s) by which AtBAG6 controls immunity are obscure. Here, we address this important question by determining the molecular mechanisms
responsible for AtBAG6 mediated basal resistance. We show that AtBAG6 is cleaved in vivo in a caspase-1 like dependent manner, and via a
combination of pull-downs, mass spectrometry, yeast-two-hybrid and chemical genomics, we demonstrate that AtBAG6 interacts with a C2-GRAM
domain protein (AtBAGP1) and an aspartyl protease (AtAPCB1), both of which are required for AtBAG6 processing. Furthermore, fluorescence and
transmission electron microscopy established that AtBAG6 cleavage triggers autophagy in the host that coincides with disease resistance. Targeted
inactivation of AtBAGP1 or AtAPCB1 results in the blocking of AtBAG6 processing and loss of resistance. Mutation of the cleavage site blocks
cleavage, inhibits autophagy and disease resistance is compromised. Taken together, these results couple an aspartyl protease with a molecular co-
chaperone to trigger autophagy and plant defense, providing a key link between fungal recognition and the induction of cell death and resistance. The MAP kinase kinase kinase gene, CpBck1, regulates sectorization and pathogenicity of the phytopathogenic fungu
D KIM (1) The MAP kinase kinase kinase gene, CpBck1, regulates sectorization and pathogenicity of the phytopathogenic fu
D. KIM (1)
( )
h
b k
i
l
i
i The MAP kinase kinase kinase gene, CpBck1, regulates sectorization and pathogenicity of the phytopathogenic fungus Cryphonectria parasitica
D. KIM (1)
(1) Chonbuk National University, Korea ( )
(1) Chonbuk National University, Korea CpBck1, an ortholog of the cell-wall integrity mitogen-activated protein kinase kinase kinase of Saccharomyces cerevisiae, was cloned and characterized
from the chestnut blight fungus Cryphonectria parasitica. The CpBck1-null mutant displayed cell wall integrity–related phenotypic changes such as
abnormal cell morphology and wall formation and hypersensitivity to cell wall-disrupting agents. In addition, the mutant showed severely retarded
growth without any sign of normal development, such as hyphal differentiation, conidiation, or pigmentation. As the culture proceeded, the mutant
colony showed sporadic sectorization. Once sectored, the sectored phenotype of robust mycelial growth without differentiation was stably inherited. Exploring the Monilinia vaccinii-corymbosi-blueberry pathosystem for the discovery of genes governing host-specificity
K. BANSAL (1), J. Rollins (1)
(1) University of Florida, U.S.A. Gene ontology enrichment analysis demonstrated that 83% of
the up-regulated cluster 1 genes were categorized as oxidoreductases at 12 hpi. Whereas, 43% of the up-regulated cluster 2 genes were involved in
hydrolysis and transport functions at 24 and 48 hpi. The temporal gene expression profile change may indicate the lifestyle transition of the pathogen
from biotroph to necrotroph. In addition, three out of 486 predicted effector candidate genes were up-regulated in planta at 24 and 48 hpi. The
identification of key genes involved in the S. sclerotiorum-P. sativum interaction will facilitate effector assisted breeding for disease management. Macrophomina phaseolina induces stalk senescence in charcoal rot susceptible sorghum genotypes through up-regula
biosynthesis We screened 56 wild barley PI lines from the US Department of Agriculture’s National
Plant Germplasm System (USDA-NPGS), and identified 16 PI lines with endophyte incidence. Five distinct endophyte genotypes representing three
nonhybrid and two hybrid Epichloë species were identified among the isolated endophytes from nine viable PI lines. Genotypes were identified based on
the presence of alkaloid biosynthesis and mating type genes. Molecular phylogenetic analyses indicated that all nonhybrid genotypes are E. bromicola,
whereas the two hybrid genotypes are E. bromicola by either E. typhina or an ancestor of E. amarillans or E. baconii. One of the hybrid genotypes was
identified as a new taxonomic group currently referred to as HboTG-3. Alkaloid profiles were predicted from the genotyping data and the chemical
profiles of distinct isolates were confirmed by HPLS and mass spectrometry with endophyte-infected plants, which confirmed the predicted chemotypes. Whole genome sequencing of four isolates provided insights for the complete alkaloid biosynthesis clusters in the wild barley endophytes and the unique
features of the Epichloë species genomes. The beneficial effects each endophyte may provide the host will be tested under various biotic and abiotic
stresses. Exploring the Monilinia vaccinii-corymbosi-blueberry pathosystem for the discovery of genes governing host-specificity
K. BANSAL (1), J. Rollins (1)
(1) University of Florida, U.S.A. A band of misfits: Role of unexpected proteins in the plant symbiotic signaling pathway A band of misfits: Role of unexpected proteins in the plant symbiotic signaling pathway
M. VENKATESHWARAN (1), A. Wiley-Kalil (2), D. Jayaraman (3), M. Banba (4), A. Binder (5), S. Bernard (6), J. Maeda (6), M. Otegui (7), H. Imaizumi-Anraku (8), M. Parniske (5), J. Ané (9)
(1) University of Wisconsin-Platteville, Platteville, WI, U.S.A.; (2) NDSU Williston Research Extension Center, U.S.A.; (3) University of Wisconsin-
Madison, U.S.A.; (4) Division of Plant Sciences, National Institute of Agrobiological Sciences, Japan; (5) Ludwig-Maximilians-Universität München,
Germany; (6) Department of Agronomy, University of Wisconsin, Madison, U.S.A.; (7) Department of Botany, University of Wisconsin-Madison,
U.S.A.; (8) Division of Plant Sciences, National Institute of Agrobiological Sciences, U.S.A.; (9) Departments of Bacteriology and Agronomy,
University of Wisconsin, Madison, Madison, WI, U.S.A. ( ),
( ),
( )
(1) University of Wisconsin-Platteville, Platteville, WI, U.S.A.; (2) NDSU Williston Research Extension Center, U.S.A.; (3) University of Wisconsin-
Madison, U.S.A.; (4) Division of Plant Sciences, National Institute of Agrobiological Sciences, Japan; (5) Ludwig-Maximilians-Universität München,
Germany; (6) Department of Agronomy, University of Wisconsin, Madison, U.S.A.; (7) Department of Botany, University of Wisconsin-Madison,
U.S.A.; (8) Division of Plant Sciences, National Institute of Agrobiological Sciences, U.S.A.; (9) Departments of Bacteriology and Agronomy,
University of Wisconsin, Madison, Madison, WI, U.S.A. Rhizobia and arbuscular mycorrhizal fungi produce lipo-chito-oligosaccharidic signals that are perceived by legume hosts at the plasma membrane level. These signals are then transduced to the nucleus where they trigger oscillations of the nuclear calcium concentration (calcium spiking) that, in turn,
regulates symbiotic gene expression. Genetic and protein interaction studies identified some relatively expected components in such a signaling pathway:
receptor-like kinases at the plasma membrane that perceive the microbial signals, ion channels and ion pumps on the nuclear envelope that allow calcium
spiking, and nuclear transcription factors that regulate gene expression. We will present new data on more unexpected members of this signaling
pathway. (1) An HMGR (3-Hydroxy-3-Methylglutaryl Coenzyme A Reductase) that interacts with and is regulated by the symbiotic receptor kinases. In
particular, we will show that the activity of this HMGR is not only necessary but also sufficient to trigger calcium spiking. (2) Nucleoporins of the
NUP107-160 sub-complex that have been identified through forward genetic approaches. We will show that these nucleoporins are required for the
proper localization of symbiotic ion channels to the inner nuclear membrane. A band of misfits: Role of unexpected proteins in the plant symbiotic signaling pathway Finally, we will compare results between two legumes, Medicago
truncatula and Lotus japonicus, and show the value of comparing carefully these two genetic systems. Functional analysis of root-knot nematode (Meloidogyne javanica) virulence genes in rice y
gy
j
g
D. FERNANDEZ (1), D. Fernandez (2), M. Grossi de Sá (3), I. Mezzalira (4), M. Beneventi (4), M. Lisei de Sá (5), D. Am
Petitot (7), J. de Almeida Engler (8), É. Saliba Albuquerque (4), M. Grossi de Sá (4) D. FERNANDEZ (1), D. Fernandez (2), M. Grossi de Sá (3), I. Mezzalira (4), M. Beneventi (4), M. Lisei de Sá (5), D
Petitot (7), J. de Almeida Engler (8), É. Saliba Albuquerque (4), M. Grossi de Sá (4) g
(1) IRD - French Research Institute for Development, Montpellier cedex 5, France; (2) IRD- French Research Institute for Development, Montpellier,
France; (3) IRD, Montpellier, France; (4) EMBRAPA CENARGEN, Brazil; (5) Epamig and Embrapa Cenargen, Brazil; (6) Parakou University, Benin;
(7) IRD- French Research Institute for Development, France; (8) INRA, France Root-knot nematodes are endo-parasites with a wide host range, encompassing mono- and dicotyledonous plant crops. Meloidogyne javanica is
responsible for rice (Oryza sativa) production losses in Brazil and Africa (Benin). Successful infection is likely achieved by effector proteins produced in
the nematode esophageal gland cells and released in the host plant cells. The aim of this study was to assess the functional role of three esophageal gland
cell proteins of M. javanica in rice - nematode interactions. RT-qPCR assays showed that Mj-SP2, Mj-SP18 and Mj-SP19 genes are over-expressed all
along the infection cycle in rice roots. Immunodetection experiments using specific antibodies raised against synthetic peptides showed that the
nematode proteins are localized in circular granules structures within the nematode body. Transgenic rice (O. sativa Nipponbare) plants expressing the
candidate proteins or artificial micro-RNAs (amiRNAs) able to silence the cognate genes in the nematode were produced. Assessment of nematode
reproduction on homozygous transgenic lines allowed the identification of rice lineages with altered susceptibility, indicating that these proteins may be
involved in M. javanica virulence. Data obtained significantly widen our knowledge of molecular players contributing to nematode pathogenicity, and
open new avenues for nematode control strategies in rice and other crops of interest. Aspartyl protease mediated cleavage of AtBAG6 triggers autophagy and fungal resistance in plants
Y. LI (1), M. Kabbage (2), M. Dickman (1)
(1) Texas A&M University, U.S.A.; (2) University of Wisconsin-Madison, U.S.A. Compared with the wild type, both the parental CpBck1-null mutant and the sectored progeny exhibited marked impaired virulence. The present study S4.152 revealed that a mutation in a signaling pathway component related to cell-wall integrity resulted in sporadic sectorization and these sectored phenotypes
were stably inherited, suggesting that this signal transduction pathway is implicated in adaptive genetic changes for sectorization. revealed that a mutation in a signaling pathway component related to cell-wall integrity resulted in sporadic sectorization and these sectored phenotypes
were stably inherited, suggesting that this signal transduction pathway is implicated in adaptive genetic changes for sectorization. Molecular dissection of resistance signaling in watermelon fruit through transcriptomic approach
M. MANDAL (1), J. Ikerd (2), A. Soorni (3), C. Kousik (2) M. MANDAL (1), J. Ikerd (2), A. Soorni (3), C. Kousik (2)
(1) ORISE Participant sponsored by the U.S. Vegetable Laboratory, USDA, ARS., Charleston, SC, U.S.A.; (2) U.S. department of Agriculture,
Agricultural Research Service, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (3) Department of Horticulture, Virginia Tech, Blacksburg, WV,
U.S.A. Plant defense signaling involves a complex array of events initiated by direct or indirect interactions between pathogen effectors and host resistance
proteins. Our study involves developing watermelon (Citrullus lanatus) lines resistant to various pests and pathogens through conventional breeding
techniques. One of the most common and widely spread diseases in watermelon is Phytophthora fruit rot caused by Phytophthora capsici, which is
especially severe in the southeastern US due to prevalence of favorable weather conditions. In order to elucidate the molecular mechanism of signaling
events that occur during watermelon - Phytophthora interactions we are utilizing the available watermelon and P. capsici genome sequence data along
with our RNA-seq data to identify the differentially regulated transcriptome between resistant and susceptible watermelon lines. Our preliminary data
indicates that most sample sequence reads matched to watermelon genome (70-90%) and the pathogen transcript reads were higher in susceptible cultivar
‘Sugar Baby’ (5-30%) when compared to resistant germplasm line ‘USVL020-PFR’ (0.5-1%). The genotypic data correlates well with the phenotypic
data. The overall goal is to identify plant defense markers contributing to host resistance against P. capsici that will prove useful in watermelon breeding
programs. Identification of silencing suppressor proteins in Maize chlorotic mottle virus
N. BACHELLER (1), H. Garcia-Ruiz (1)
(1) University of Nebraska-Lincoln, U.S.A. MetacodeR: An R package for comparative analysis and visualization of microbial communities and evaluation of metabarcoding primer
specificity
Z FOSTER (1) N G
ld (1) MetacodeR: An R package for comparative analysis and visualization of microbial communities and evaluation of metabarcoding primer
specificity Z. FOSTER (1), N. Grunwald (1) Metabarcoding, the sequencing of a locus amplified from environmental DNA, is revealing the unculturable majority of microbes for the first time, but
new methods present new challenges. Complex hierarchical data are difficult to plot and the commonly used stacked bar charts are ineffective when
plotting multiple taxonomic ranks or treatments. In addition, the choices of loci and barcode primers are a source of underexplored bias. MetacodeR is a
new tool kit for metabarcoding and community ecology, focusing on visualization of taxonomic data and in silico primer/barcode evaluation. It provides
tools to integrate quantitative data from thousands of taxa and multiple communities into intuitive tree-based plots. Data from one or more communities
are mapped to tree element size or color, as in a heat map. This allows for rapid exploration of data and information-rich, publication-quality graphics. In
addition, metacodeR provides critical tools for evaluating potential primers and barcode loci. In silico PCR evaluates primer specificity and barcode gap
analysis estimates error rates and resolution. MetacodeR is currently being applied to evaluating the diversity of fungi and oomycetes in the rhizosphere
of nursery-grown rhododendron. The ability to easily test new primers/barcodes will accelerate the adoption of metabarcoding to emerging or
understudied pathogen groups, such as oomycetes, and intuitive plotting will make subtle patterns in complex data more apparent. Molecular dissection of resistance signaling in watermelon fruit through transcriptomic approach
M. MANDAL (1), J. Ikerd (2), A. Soorni (3), C. Kousik (2) Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Clover yellow vein virus (ClYVV) (genus Potyvirus, family Potyviridae), is pathogenic to legume plants, including broad bean (Vicia faba) and pea
(Pisum sativum). However, inoculation of dozen cultivated soybean (Glycine max) genotypes with ClYVV strain no30 (ClYVV-no30) did not result in
systemic infection in any of the inoculated plants. In contrast, inoculation of 24 accession lines of wild soybean (G. soja) with the green fluorescent
protein (GFP)-tagged ClYVV-no30 (ClYVV-no30-GFP) resulted in systemic infection in all, except one line. This observation led us to hypothesize that
resistance to ClYVV in cultivated soybean originated from wild soybean during domestication. It seems likely that during soybean domestication,
parental plants with natural resistance to ClYVV were selected. To test this hypothesis, and to elucidate the genetic basis of the resistance, recombinant
inbred lines (RILs) were generated from a cross between cultivated soybean TK780 and wild soybean line B01167. Analysis of responses of 64
derivative RILs inoculated with ClYVV-no30-GFP resulted in identification of one major and one minor quantitative trait loci (QTL). The role of each
of these loci in conferring resistance to ClYVV in cultivated soybean is being investigated. Examination of the mechanism of superinfection exclusion by Citrus tristeza virus
S. FOLIMONOVA (1), O. Atallah (1), S. Kang (2)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Superinfection exclusion (SIE), referred to as cross-protection when used as an agricultural practice, is a phenomenon in which a primary virus infection
prevents a secondary infection with the same or closely related virus. Earlier we demonstrated that SIE by Citrus tristeza virus requires viral p33 protein,
yet p33 alone is not sufficient for virus exclusion. In this study we show that a 5’-proximal genomic region encoding leader proteases L1 and L2 is
involved in SIE. Substitution of this region with the cognate sequences from a heterologous strain affected virus ability to exclude the parental virus. As
the next step, we are interested to assess whether SIE is conferred by the L1/L2 proteins or by their coding sequences. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. We created four mutant viruses
having alterations in the RNA sequences of the L1 and L2 N-terminal (NTD) and protease domains by changing the wobble base of each possible codon
to avoid changing the amino acid sequences of these proteins. All mutant viruses were able to replicate in Nicotiana benthamiana at the levels
comparable to the wild type virus, and three of them except L1 NTD mutant were able to establish systemic infection in N. benthamiana and citrus
plants. Additional constructs containing mutations within the L1 NTD domain are being made with the goal to produce virus variants capable of systemic
infection of both plant hosts. The effect of the introduced mutations in the L1-L2 domains on SIE ability will be assessed. Exchange of HC-Pro cistron between Soybean mosaic virus and Clover yellow vein virus: Impact on pathogenicity
M.R. HAJIMORAD (1), Y. Wang (1,2), J. Abe (3), K. Nakahara (3)
(1) University of Tennessee, Knoxville, TN, U.S.A., (2) Jilin Academy of Agricultural Sciences, Jilin, China, (3) Hokkaido University, Japan Soybean mosaic virus (SMV)-N and Clover yellow vein virus (ClYVV)-no30, members of Potyvirus genus within Potyviridae family, have narrow host
range. SMV-N is well adapted to cultivated soybean (Glycine max) while infects systemically wild-type soybean (G. Soja) as well. However, SMV-N is
incapable of systemic infection in broad bean (Vicia faba). In contrast, ClYVV-no30 is capable of systemic infection in both broad bean and wild-type
soybean; however, incapable of systemic movement in cultivated soybean. Because SMV-N and ClYVV-no30 both establish local infection in all these
plants, we hypothesized that lack of systemic movement by SMV-N in broad bean and by ClYVV-no30 in cultivated soybean is due to incompatibility of
respective HC-Pro, a key long-distance movement potyviral protein, in these two hosts. To test this hypothesis, chimeras were constructed with precise
exchanges of HC-Pro cistrons between SMV-N and ClYVV-no30 and inoculated onto cultivated soybean “Williams”, wild-type soybean “B01167” and
broad bean “Windsor”. Analyses showed that pathogenicity of recombinant viruses did not differ from those of the parental viruses. This observation
suggests that i) HC-Pro of SMV-N and ClYVV-no30 are functionally equivalent, and ii) the determinant(s) for systemic infection in cultivated soybean
by SMV-N and by ClYVV-no30 in broad bean reside elsewhere. 3K unigene-based Nicotiana benthamiana microarray to study host-pathogen interactions at the transcriptome level
1), P. Thammarat (1), T. Sit (2), S. Identification of silencing suppressor proteins in Maize chlorotic mottle virus
N. BACHELLER (1), H. Garcia-Ruiz (1)
(1) University of Nebraska-Lincoln, U.S.A. Maize Lethal Necrosis (MLN) is a devastating disease of maize caused by a synergistic interaction between Maize chlorotic mottle virus (MCMV) and
Sugarcane mosaic virus (SCMV), Wheat streak mosaic virus (WSMV) or Triticum mosaic virus (TriMV). RNA silencing is a prominent antiviral S4.153 defense system in plants. In single and double infections, MCMV and SCMV activate maize antiviral RNA silencing machinery, resulting in the
accumulation of virus-derived small RNAs. Most plant viruses encode silencing suppressor proteins to inactivate RNA silencing and overcome the host
defense system. No silencing suppressor has been identified in MCMV. To identify silencing suppressors in MCMV, individual proteins were cloned
into binary vectors for transient expression in Nicotiana benthamiana. Proteins with silencing suppression activity were identified by the ability to
complement the pathogenicity defect in two different suppressor-deficient viruses. Identification and characterization of silencing in MCMV and SCMV
establishes the foundation to further study the molecular mechanisms involved in Maize Lethal Necrosis Disease. defense system in plants. In single and double infections, MCMV and SCMV activate maize antiviral RNA silencing machinery, resulting in the
accumulation of virus-derived small RNAs. Most plant viruses encode silencing suppressor proteins to inactivate RNA silencing and overcome the host
defense system. No silencing suppressor has been identified in MCMV. To identify silencing suppressors in MCMV, individual proteins were cloned
into binary vectors for transient expression in Nicotiana benthamiana. Proteins with silencing suppression activity were identified by the ability to
complement the pathogenicity defect in two different suppressor-deficient viruses. Identification and characterization of silencing in MCMV and SCMV
establishes the foundation to further study the molecular mechanisms involved in Maize Lethal Necrosis Disease. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Lommel (2) Devising a custom 13K unigene-based Nicotiana benthamiana microarray to study host-pathogen interactions at the transcriptome level
P. THAMMARAT (1), P. Thammarat (1), T. Sit (2), S. Lommel (2)
(1) Functional Genomics Program, North Carolina State University, U.S.A.; (2) Department of Entomology and Plant Pathology, North Carolina State
University, U.S.A. ( ),
( ),
( ),
( )
(1) Functional Genomics Program, North Carolina State University, U.S.A.; (2) Department of Entomology and Plant Pathology, North Carolina State
University, U.S.A. (1) Functional Genomics Program, North Carolina State University, U.S.A.; (2) Department of Entomology and Plant Pathology, North Carolina State
University, U.S.A. Selecting a model plant to study host/pathogen interactions at the transcriptome level is a crucial part of experimental design. Although Arabidopsis
thaliana is a preferred model based on the availability of comprehensive genomic information, it is only susceptible to a restricted number of pathogens. Due to this limitation, exploring alternative plant models is necessary. Nicotiana benthamiana (Nb) is highly susceptible to a wide range of pathogens. In
order to enable the use of Nb in high-throughput studies, we created a genomic tool for this plant. We developed the first Nb array from 13,014 unigenes
(average 752 bp) which were originally derived from 40,000 expressed sequence tags (ESTs; ~70% of publicly available Nb ESTs representing ~38% of
the transcriptome). Homology searches against GenBank, KEGG, and GO databases (BLASTX, E-value < 1 × 10–5) indicated that 66% of the unigenes
have > one hit, with the most frequent hit to Solanaceae plants. Our unigene-based array has broad coverage of plant pathways: metabolism,
transportation, transcription, translation, signal transduction and defense. 261 unigenes were involved in transcription with the most abundant ones
belonging to the AP2/ERF, WRKY and GRAS families. The Nb array consists of 9 probes per unigene. We conducted an array performance test to study
interactions between Nb and Red clover necrotic mosaic virus. The array successfully yielded 100% hybridization capacity to Nb mock and infected
samples. transportation, transcription, translation, signal transduction and defense. 261 unigenes were involved in transcription with the most abundant ones
belonging to the AP2/ERF, WRKY and GRAS families. The Nb array consists of 9 probes per unigene. We conducted an array performance test to study
interactions between Nb and Red clover necrotic mosaic virus. The array successfully yielded 100% hybridization capacity to Nb mock and infected
samples. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Xiong (4)
(1) Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, China; (2) Institute of Institute of
Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, China; (3) Chinese Academy of Tropical
Agricultural Sciences, Haikou, China; (4) University of Arizona, Tucson, AZ, U.S.A. ( ),
( ),
g ( ),
g ( ),
g ( ),
( ),
g ( )
(1) Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, China; (2) Institute of Institute of
Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, China; (3) Chinese Academy of Tropical
Agricultural Sciences, Haikou, China; (4) University of Arizona, Tucson, AZ, U.S.A. Pepper veinal mottle virus (PVMV) causes a major disease on the Yellow Lantern chili peppers (Capsicum chinense), an economically important
specialty crop on Hainan Island, China. PVMV is a Potyvirus with a genome-linked protein (VPg) attached at the 5’ end of the (+)-strand RNA genome. Interaction between PVMV VPg and pepper eIF4E is necessary for the PVMV to infect peppers. As there is no natural resistance against PVMV in the
Yellow Lantern chili pepper, disruption of the VPg-eIF4E interaction by genome editing appears to be a feasible approach to engineer PVMV resistance. Four eIF4E genes were identified from bioinformatic analysis of pepper genomes, cloned by RT-PCR with specific primers, and analyzed by sequencing. The pepper eIF4E family consists of two eIF4E genes (Cc-eIF4E and Cc-eIF4E-Xm), one eIF(iso)4E gene (Cc-eIF(iso)4E), and one novel cap binding
protein gene (Cc-nCPB9090). Only Cc-eIF4E and Cc-eIF(iso)4E interacted with PVMV VPg in the LexA yeast two-hybrid system. The specific
interaction between these two pepper eIF4E proteins and PVMV VPg was further studied in vivo with bimolecular fluorescence complementation (BiFC)
tests in infiltrated tobacco cells. Cc-eIF4E showed a strong and consistent interaction while Cc-eIF(iso)4E displayed a weak and inconsistent interaction
with PVMV VPg by BiFC. These two eIF4E genes will be further evaluated as potential targets for genome editing in our quest for PVMV resistance in
the chili pepper. QTL Analysis of flg22-triggered Basal Resistance in Maize
X. ZHANG (1), P. Balint-Kurti (1), . Stacey (2), Y. Cao (2)
(1) North Carolina State University, U.S.A.; (2) University of Missouri, U.S.A. Plants are constantly under attack by different pathogens. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Molecules released or generated during microbial entry can be perceived by the plant and
produce activate defense, including early responses such as the oxidative burst. An important component of this defense system is based upon the
recognition of microbe-associated molecular patterns (MAMPs also known as pathogen-associated molecular patterns or PAMPs). Once MAMPs are
detected by the plant, a defense response, termed MAMP-triggered immunity (MTI, also known as PAMP-triggered immunity or PTI) happens. In a few
cases, a direct link has been established between MTI and speci?c quantitative trait loci (QTLs) for partial resistance. The MTI response has been widely
studied, mainly in the model plant Arabidopsis and a few crops, such as Brassica and soybean. Few studies have examined MTI in maize. There is
signi?cant potential in harnessing maize MTI to improve cultivars to withstand a variety of pathogens. In this study, we evaluated the MTI responses in
26 different maize genotypes by challenging with one well known MAMP (flg22), and then assessed a recombinant inbred line mapping population
(CML228×B73) derived from parent lines with differential flg22 responses. We identified one major QTL on chromosome 2 associated with variation in
the flg22 MAMP response. We will describe our progress in characterizing this QTL and in identifying QTL associated with other MAMP responses. Physiological and Molecular-Genetic Characterization of Basal Resistance in Sorghum
J. KIMBALL (1), D. Chen (2), G. Stacey (2), P. Balint-Kurti (1)
(1) North Carolina State University, U.S.A.; (2) University of Missouri, U.S.A. Early detection of pathogens is a critical component of plant immunity. Basal resistance, aka innate immunity, is the first line of defense to protect plants
against a range of pathogens. Triggered by the recognition of microbe-associated molecular patterns (MAMPs) by pathogen recognition receptors
(PRRs), the induction of basal resistance has been shown to vary quantitatively within and across species. In sorghum (Sorghum bicolor (L.) Moench),
preliminary results supports this hypothesis. The goal of this project is to investigate the genetic architecture and transcriptional response associated with
the basal defense response in sorghum. Specific objectives in this project are to 1. Develop robust assays to measure disease resistance and the MAMP
response in sorghum, and screen a set of diverse sorghum germplasm for variation in these traits, 2. Identify genes differentially regulated during the
MAMP response in high and low responding sorghum genotypes, and 3. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Reimagining the Cauliflower mosaic virus genome as an interactome between host and virus proteins
J. SCHOELZ (1), R. Nelson (2), S. Leisner (3), C. Angel (4) Reimagining the Cauliflower mosaic virus genome as an interactome between host and virus proteins
J. SCHOELZ (1), R. Nelson (2), S. Leisner (3), C. Angel (4)
(1) University of Missouri, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) University of Tole Reimagining the Cauliflower mosaic virus genome as an interactome between host and virus proteins
J. SCHOELZ (1), R. Nelson (2), S. Leisner (3), C. Angel (4)
(1) University of Missouri, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) University of Tol ( ),
( ),
( ),
g
( )
(1) University of Missouri, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) University of Toledo, U.S.A.; (4) Cenicafe, Colombia Missouri, U.S.A.; (2) The Samuel Roberts Noble Foundation, U.S.A.; (3) University of Toledo, U.S.A.; (4) Cenicafe, Colom The genome of Cauliflower mosaic virus (CaMV) was the first plant-associated organism to be completely sequenced, in 1980. The CaMV nucleotide
sequence revealed that its genome was composed of seven substantial open reading frames (ORFs), and six proteins were subsequently matched up with
their respective ORFs; the seventh putative protein has never been found in CaMV-infected plants. Since the initial CaMV sequence was finalized,
numerous studies have been completed to ascertain the functions of the six CaMV proteins, as well as their subcellular localization. Furthermore, many
of the CaMV proteins have been the subject of yeast two-hybrid and co-immunoprecipitation screens to characterize the interactions of host and virus
proteins. For example, the P6 protein of CaMV is a multifunctional protein with distinct roles in translation, intracellular movement, elicitation of
defenses in resistant hosts or symptoms in susceptible hosts, and modulation of plant defenses. The P6 protein has been shown to interact with at least 14 S4.154 host and virus proteins. This presentation will illustrate how interactome maps coupled with subcellular localization studies can be used to describe the
CaMV disease cycle. host and virus proteins. This presentation will illustrate how interactome maps coupled with subcellular localization studies can be used to describe the
CaMV disease cycle. Two eIF4E proteins in Yellow Lantern chili pepper interact with Pepper veinal mottle virus VPg
Z. ZHANG (1), N. Yu (1), X. Zhang (2), Y. Zhang (1), J. Wang (1), Z. Liu (3), Z. Resistance of cultivated soybean to Clover yellow vein virus apparently originated during domestication from wild soybean
K. NAKAHARA (1), J. Abe (1), T. Yamada, (1) Y. Wang, (2), M. Hajimorad (2)
(1) Hokkaido University, Japan, (2) University of Tennessee, Knoxville, TN, U.S.A. Examine the activity of fungal extracts of sorghum pathogens in inducing the
MAMP response, 4. Measure the effect of the MAMP response on disease resistance in controlled assays, and 5. Determine whether control of variation
in the MAMP response and variation in disease resistance is under shared genetic control. The Role of Ethylene in PAMP-Triggered Immunity in Fusarium Crown Rot (FCR) Disease Resistance in Wheat
S. ALLEN (1), X. Xiao (1), K. Bhide (1), S. Scofield (2)
(1) Purdue University, U.S.A.; (2) USDA-ARS, Purdue University, U.S.A. The Role of Ethylene in PAMP-Triggered Immunity in Fusarium Crown Rot (FCR) Disease Resistance in Wheat
S. ALLEN (1), X. Xiao (1), K. Bhide (1), S. Scofield (2)
(1) Purdue University, U.S.A.; (2) USDA-ARS, Purdue University, U.S.A. Fusarium Crown Rot (FCR) is a devastating cereal crop disease cause by necrotrophic fungal pathogens Fusarium graminearum and Fusarium
pseudograminearum. Plants detect conserved pathogen-associated molecular patterns (PAMPs) through pattern-recognition receptors. Then, a signal
cascade is triggered resulting in PAMP-Triggered Immunity (PTI) response such as expression of defense response genes and production of plant
hormones jasmonic acid, salicylic acid, and ethylene. A model proposed by Zipfel in 2013 suggests that ethylene functions to prime additional signaling
pathways for sustained PTI response. Our laboratory has shown that disease resistance to FCR can be enhanced in susceptible wheat cultivars by
stimulating the ethylene-signaling pathway with ethylene biosynthetic precursor 1-aminocyclopropene-1carboxylic acid (ACC). Additionally, resistant
cultivars become more susceptible when ethylene-signaling is inhibited by treatment with the competitive inhibitor 1-methylcylopropene (1-MCP). RNA-Seq analysis of FCR-susceptible wheat cv ‘Kennedy’ in response to ACC or 1-MCP application and F. graminearum inoculation demonstrates
significant difference in Differentially Expressed Genes (DEGs) within several disease-response categories such as peroxidases, pathogenesis-related
proteins, and WRKY transcription factors. Currently, we are examining the transcriptome of FCR-resistant cv ‘Bobwhite’ to identify additional
candidate genes involved in FCR resistance. Agroinfiltration-based screening to discover new potato germplasm with resistance against Globodera nematode pests
S. Chen (1), R. Cui (1), X. Wang (2)
(1) Cornell University U S A ; (2) USDA ARS U S A Potato cyst nematodes (PCN) (Globodera rostochiensis and G. pallida) are of worldwide regulatory concern and considered to the most economically
important pests of potato, causing > 80% yield loss. The U.S. potato industry has been adversely affected due to the emergence of G. pallida in Idaho
and a virulent G. rostochiensis pathotype in New York and the lack of resistant potato cultivars. Using host resistance is the most effective and
sustainable means for nematode control. Like other plant pathogens, nematodes secrete effector proteins into root cells to suppress host plant defenses,
leading to successful infection. However, specific effectors can be recognized by host resistance proteins and trigger plant defense, which often results in
a hypersensitive response (HR) believed to halt pathogen infection. “Effectoromics” is a high-throughput, functional genomics approach that uses
effectors to potentially detect R genes in plants. Wild potato species offer an extremely rich source of resistance against Globodera nematodes. We have
established an agroinfiltration assay in wild potato species. Our initial screening of forty-two wild potato accessions with a group of PCN-secreted
effectors showed the occurrence of an HR phenotype when specific effectors were transiently expressed in potato leaves. The results indicate that this
“Effectoromics” approach may be a valuable tool that helps to accelerate resistance breeding against Globodera nematode pests. Transcriptome analysis of resistance against Phytophthora cinnamomi and the role of ß-cinnamomin elicitins in pathogenicity
M. ISLAM (1), H. Hussain (1), J. Rookes (2), A. Chambery (3), A. Schallmey (4), W. Oßwald (5), D. Cahill (2)
(1) Deakin University, Waurn Ponds, Australia; (2) Deakin University, Waurn Ponds, Australia; (3) Università degli Studi di Napoli, Italy; (4) RWTH
Aachen University, Aachen, Germany; (5) Technische Universität München, Freising, Germany Transcriptome analysis of resistance against Phytophthora cinnamomi and the role of ß-cinnamomin elicitins in pathogenicity
M. ISLAM (1), H. Hussain (1), J. Rookes (2), A. Chambery (3), A. Schallmey (4), W. Oßwald (5), D. Cahill (2)
(1) Deakin University, Waurn Ponds, Australia; (2) Deakin University, Waurn Ponds, Australia; (3) Università degli Studi di Napoli, Italy; (4) RWTH
Aachen University, Aachen, Germany; (5) Technische Universität München, Freising, Germany Resistance to the destructive oomycete pathogen Phytophthora cinnamomi is rare. We have explored resistance in roots, following infection, of the
Australian native monocot Lomandra longifolia. Inoculated plants developed restricted lesions and analysis of lignin, callose and hydrogen peroxide
indicated their involvement in resistance. Development of HRM markers tightly linked to extreme resistance to Potato virus Y using next-generation sequencing
X. NIE (1), D. De Koeyer (1), A. Murphy (1), V. Dickison (1), M. Singh (2)
(1) Fredericton Research and Development Centre, Agriculture and Agri-Food Canada, Canada; (2) Agricultural Certification Services, Use of synchrotron Fourier transform spectroscopy to shed light on the chemical composition of cell wall appositions papillae on winter wheat
leaf
R. LAHLALI (1), T. Song (2), C. Karunakaran (1), G. Peng (2), Y. Wei (3)
(1) Canadian Light Source Inc., Canada; (2) Agriculture and Agri-Food Canada, Canada; (3) Department of Biology, University of Saskatchewan,
Canada leaf
R. LAHLALI (1), T. Song (2), C. Karunakaran (1), G. Peng (2), Y. Wei (3)
(1) Canadian Light Source Inc., Canada; (2) Agriculture and Agri-Food Canada, Canada; (3) Department of Biology, University of Saskatchewan,
Canada Papillae formation is known as one of the most important plant immunity mechanisms. Its major function is to prevent the entry of fungal pathogens into
the host plant cells. In this study, a synchrotron based Fourier transform spectroscopy (sFTIR) was used to elucidate the chemical composition of the cell
wall of forming papillae and non-forming papillae in response to powdery mildew infection. Spectroscopic results indicated an increase in peaks
intensity of asymmetric and symmetric stretching vibrations of CH3 and CH2 that correspond to fatty acid groups, phenolics groups, lignification,
cellulose, hemicellulose, and glucans following pathogenic infection. Principal Component Analysis (PCA) applied to sFTIR spectra confirmed these
findings and distinguished two different groups with significant differences in cell wall composition including lignin, phenolics, polysaccharides and
carbohydrates. This study highlighted, for the first time, the potential application of synchrotron-based infrared technique to study the in situ composition
of lignified papillae and plant cell in the plant disease resistance, which remained to be a challenge with biochemical approaches. Subsequently, further S4.155 studies with more cultivars, as well as other synchrotron imaging techniques will be undertaken to confirm these preliminary findings and explore other
defense response mechanisms. Agroinfiltration-based screening to discover new potato germplasm with resistance against Globodera nematode pests
S. Chen (1), R. Cui (1), X. Wang (2)
(1) Cornell University U S A ; (2) USDA ARS U S A We then used a transcriptomic approach to further examine resistance in this system. As the genome of L. longifolia is not sequenced, we performed RNA-seq analysis and the data showed the elevated expression of a range of resistance-related genes including
those involved in jasmonic acid synthesis, lignin biosynthesis and in disease resistance signalling. Blast2GO analysis of contigs revealed the presence of
elicitin and elicitin-like proteins. We then investigated the role of elicitins in pathogenicity of P. cinnamomi. Elicitins were isolated from liquid culture
and different isoforms were identified by isoelectric focusing analysis. A β-cinnamomin elicitin was purified, an antibody produced and its specificity
was shown by Western blot analysis. β-cinnamomin production at different life stages of the pathogen was confirmed by confocal microscopy. Elicitins
were also detected in inoculated roots of the susceptible plant species, Lupinus angustifolius. Elucidation of resistance-related mechanisms and
pathogenicity factors provides opportunities for modification of susceptible plants and identification of targets to prevent infection. A synergistic effect of two plant antimicrobial peptides from defensin and lipid-transfer protein families towards Phytophthora infestans
E. ROGOZHIN (1), D. Zaytsev (2)
(1) Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry Russian Academy of Sciences, Russia; (2) Timiryazev Russian State Agrarian
University, Russia Late blight caused by Phytophthora infestans (Mont.) de Bary is one of the most important diseases afflicting potatoes and tomatoes worldwide. It results
in economically meaningful yield losses and decreases in the quality of harvested produce. In the last two decades, researchers have focused on
developing chemical and biological pesticides to treat against the diseases following plant tissue necrotization and dying off. Antimicrobial peptides are
one of the primary components of a plant innate immunity to biotic stress factors involving diseases and pests. Most of these peptides can act directly
against plant pathogenic microorganisms (fungi, oomycetes and bacteria) based on disruption of cell wall and plasma membrane integrity. In our study,
we investigated two antimicrobial peptides (plant defensin NsD2 isolated from Nigella sativa seeds and lipid-transfer protein EcLTP purified from
Echinochloa crusgalli kernels) belonging to different plant defense families. We showed that these peptides exhibited synergistic action against
Phytophthora infestans on potato tuber disks assays when used in tandem. An application of plant antimicrobial peptides that demonstrates a diverse
mode of action towards Phytophthora infestans would enable increases in the inhibition effect up to complete elimination of the pathogen. miR858 functions as a negative regulator of plant susceptibility to the beet cyst nematode Heterodera schachtii
S. PIYA (1), T. Baum (2), T. Hewezi (1)
(1) University of Tennessee, U.S.A.; (2) Iowa State University, U.S.A. miR858 functions as a negative regulator of plant susceptibility to the beet cyst nematode Heterodera schachtii
S. PIYA (1), T. Baum (2), T. Hewezi (1)
(1) University of Tennessee, U.S.A.; (2) Iowa State University, U.S.A. Recent studies have indicated that microRNA genes play key roles in shaping the compatibility of the interaction between plant-parasitic cyst nematodes
and host plants. In this study, we report a novel regulatory role of the Arabidopsis miR858 and its MYB83 transcription factor during plant-cyst
nematode interactions. Promoter–GUS fusion assays pointed to a role of miR858 in post-transcriptional regulation of MYB83 in the syncytium induced
by the beet cyst nematode Heterodera schachtii. qPCR quantification further supported the negative association between miR858 and MYB83
expression levels at different time points post H. schachtii infection. Overexpression of miR858 in Arabidopsis resulted in significant decreases of plant
susceptibility to infection by H. schachtii, whereas a mir858 mutant showed the opposite effect of increased susceptibility. In addition, we found that T-
DNA insertional mutation of MYB83 was less susceptible to nematode infection. In contrast, overexpression of miR858–resistant myb83 produced
hyper-susceptibility phenotypes. Taken together, these data revealed the importance of tight regulation of MYB83 transcription factor expression by
miR858 in the syncytium, apparently to control downstream target genes that encode components that may be needed for syncytium formation/function. Identification of target genes that are directly or indirectly regulated by MYB83 is currently underway. Agroinfiltration-based screening to discover new potato germplasm with resistance against Globodera nematode pests
S. Chen (1), R. Cui (1), X. Wang (2)
(1) Cornell University, U.S.A.; (2) USDA-ARS, U.S.A. Wheat streak mosaic virus P1: Defining the minimal region required for the suppression of RNA silencin
A. KASAMSETTY (1), G. Hein (2), S. Tatineni (1)
(1) USDA-ARS and University of Nebraska-Lincoln, U.S.A.; (2) University of Nebraska-Lincoln, U.S.A. Wheat streak mosaic virus P1: Defining the minimal region required for the suppression of RNA silencing
A. KASAMSETTY (1), G. Hein (2), S. Tatineni (1)
(1) USDA-ARS and University of Nebraska-Lincoln, U.S.A.; (2) University of Nebraska-Lincoln, U.S.A. Wheat streak mosaic virus (WSMV) is the most economically important wheat virus in the Great Plains region of the USA. WSMV is the type species of
the genus Tritimovirus, family Potyviridae, and is transmitted by the wheat curl mite, Aceria tosichella Keifer. Previously, we reported that WSMV P1
functions as the viral suppressor of RNA silencing (VSR) and pathogenicity enhancer. In this study, we examined the minimal region of P1 required for
VSR function. Twenty one deletion mutants of WSMV P1 were generated by progressively deleting from the N- and C-terminal regions. VSR assays
were conducted by agro-infiltration of deletion mutants in pCASS4 together with the 35S-GFP into Nicotiana benthamiana leaves. WSMV P1 with
deletions comprising up to 23 amino acids at the N-terminal region exhibited VSR activity, while deletion of N-terminal 25 amino acids completely
abolished the VSR activity. In contrast, even a single amino acid at the C-terminus is indispensable for VSR activity of P1, suggesting that the C-
terminal region of WSMV P1 is crucial for VSR activity. Mechanistic studies of WSMV P1 in VSR activity will be discussed. Development of HRM markers tightly linked to extreme resistance to Potato virus Y using next-generation sequencing
X. NIE (1), D. De Koeyer (1), A. Murphy (1), V. Dickison (1), M. Singh (2)
(1) Fredericton Research and Development Centre, Agriculture and Agri-Food Canada, Canada; (2) Agricultural Certification Services, Canada S4.156 Tetraploid potato breeding clone F87084 possesses a resistance gene (Ry) that confers extreme resistance (ER) to Potato virus Y (PVY). However,
markers reported to be highly linked to different Ry genes were not detected in F87084. Next generation sequencing of genomic DNA from F87084
(Rrrr), F02010 (rrrr) and the respective bulk DNA of resistant and susceptible progenies of F87084 x F02010 was carried out by Illumina HiSeq for
identification of single nucleotide polymorphisms (SNP). Polymorphic positions matching the expected pattern in parents and progeny bulk samples
were determined. The genomic regions flanking the target SNP were extracted and used to design primers and probes for high-resolution DNA melting
(HRM) assays. The genome of the endophytic Curtobacterium strain ER 1.4/2 and its potential as a biocontrol of several plant diseases
L. CURSINO (1), K. Pawlak (2), G. Li (2), R. Worobo (3)
(1) Keuka College, U.S.A.; (2) Hobart and William Smith Colleges, U.S.A.; (3) Cornell University, U.S.A. Curtobacterium are Gram-positive bacteria that can live inside of plants as endophytes and also have the ability to cause disease such as wilting disease
in dry beans. Curtobacterium sp. strain ER1.4/2 (ER1.4/2) was isolated from branches of healthy sweet-orange (Citrus sinensis). The genomic DNA of
this bacterium was extracted and the whole DNA sequencing was performed using next-generation DNA sequencing by the Illumina Hiseq 2000 method. The genome annotation of Curtobacterium strain ER1.4/2 was initially performed using a RAST (Rapid Annotation using Subsystem Technology)
server. The draft genome contains 3,692,034 bases with a GC content of 71.6%. Important genes such as a bacteriocin and siderophores were found in
the genome. This bacteria showed antibiosis in vitro against several important phytopathogens such as Xylella fastidiosa CVC, Xanthomonas campestris
pv. Glycines; Pseudomonas syringae pv. syringae and Agrobacterium tumefaciens. We are currently identifying ER1.4/2 at the species level by FAME
to confirm its 16S rDNA identification. In addition, studies on its interaction with several cultivars of Phaseoulus vulgaris and Glycine max are
underway. The ability of ER1.4/2 to colonize multiple plants, with its wide-spectrum antibiosis and non-pathogenicity to all plants tested make this
bacterium an excellent biocontrol candidate against bacterial diseases. The dlt locus contributes to virulence in the necrotrophic pathogen Pectobacterium carotovorum
I. RUBIO (1), C. Guerin (1), R. Schaub (1), A. Charkowski (1)
(1) University of Wisconsin-Madison, U.S.A. In Gram-positive bacteria, the dlt locus contributes to antimicrobial peptide resistance through D-alanylation of cell wall teichoic acids. Homologs of dlt
are present in the Gram-negative, soft rot pathogens Pectobacterium and Dickeya. Gram-negative bacteria lack teichoic acids, so the function of the dlt
operon is unclear. We mutated the Pectobacterium carotovorum dltB and dltD genes and assayed for virulence attenuation in Solanum tuberosum
(potato) stems and tubers. Red Norland plant stems were stab-inoculated and evaluated with a rating scale for wilt and stem maceration symptoms. Stem
colonization by the different strains was determined by slicing and plating 1cm stem sections. Russet tubers were inoculated with serial dilutions of
bacteria, and evaluated for the presence or absence of maceration. None of the mutants assayed were reduced in ability to cause symptoms on stems. However, ΔdltD was reduced in ability to spread inside stems. In tubers, both mutants were reduced in virulence compared to the wild type strain. Therefore, the dlt appears to contribute to P. carotovorum virulence in tubers and spread in stems. Wheat streak mosaic virus P1: Defining the minimal region required for the suppression of RNA silencin
A. KASAMSETTY (1), G. Hein (2), S. Tatineni (1)
(1) USDA-ARS and University of Nebraska-Lincoln, U.S.A.; (2) University of Nebraska-Lincoln, U.S.A. Of the 10 primer/probe sets designed and tested, five produced amplicons that exhibit different HRM profiles between the resistant
parent/bulk and the susceptible parent/bulk. Further analysis of the HRM primer/probe sets on a segregating population comprised of 300 progenies
revealed near-perfect matches between the HRM assays and the phenotyping results, demonstrating high linkage between these newly developed HRM
markers and Ry in F87084. The efficacy of the HRM markers for marker-assisted selection of ER to PVY is validated with different populations
involving F87084. The virulence function and regulation of the metalloprotease gene prtA in the bacterial plant pathogen, Burkholderia glumae
T. DE PAULA LELIS (1), J. Peng (1), S. Osti (1), J. Hyun Ham (1)
(1) Louisiana State University, U.S.A. The virulence function and regulation of the metalloprotease gene prtA in the bacterial plant pathogen, Burkholderia glumae
T. DE PAULA LELIS (1), J. Peng (1), S. Osti (1), J. Hyun Ham (1)
(1) Louisiana State University, U.S.A. Bacterial panicle blight caused by Burkholderia glumae is a major bacterial disease of rice in the United States. Our preliminary RNA-seq study showed
that a serine metalloprotease gene, named prtA, is positively regulated by the TofI/TofR-mediated quorum sensing system like other genes for producing
important virulence factors of B. glumae, such as toxoflavin. To study the function of prtA in B. glumae 336rg-1, a null mutant of prtA was generated
through an insertional mutagenesis approach. Extracellular protease activity was not detected when the prtA mutant was grown on LB-agar plates
amended with 1% skim milk, indicating that prtA is solely responsible for the extracellular protease activity of B. glumae 336gr-1. In addition,
inoculation of rice panicles with the prtA mutant resulted in reduction of disease severity compared to the wild type strain, showing the requirement of
ptrA for full virulence. This study also revealed that the regulation pattern of extracellular protease activity is similar to that of toxoflavin production. Particularly, it was newly found that qsmR, known as the quorum-sensing master regulator gene, is essential for both extracellular protease activity and
toxoflavin production by B. glumae 336gr-1. Furthermore, additional genetic elements that control extracellular protease activity were newly identified
through screening of random mini-Tn5 mutants, which provide useful information to understand the mechanism of prtA regulation. The genome of the endophytic Curtobacterium strain ER 1.4/2 and its potential as a biocontrol of several plant diseases
L. CURSINO (1), K. Pawlak (2), G. Li (2), R. Worobo (3)
(1) Keuka College, U.S.A.; (2) Hobart and William Smith Colleges, U.S.A.; (3) Cornell University, U.S.A. The genome of the endophytic Curtobacterium strain ER 1.4/2 and its potential as a biocontrol of several plant diseases
L. CURSINO (1), K. Pawlak (2), G. Li (2), R. Worobo (3)
(1) Keuka College, U.S.A.; (2) Hobart and William Smith Colleges, U.S.A.; (3) Cornell University, U.S.A. The genome of the endophytic Curtobacterium strain ER 1.4/2 and its potential as a biocontrol of several plant diseases
L. CURSINO (1), K. Pawlak (2), G. Li (2), R. Worobo (3)
(1) Keuka College, U.S.A.; (2) Hobart and William Smith Colleges, U.S.A.; (3) Cornell University, U.S.A. Investigating possible targets of gene products using
HPLC and biolog analysis are on-going and will provide insight into dlt function in P. carotovorum. ematic computational network-based analysis to predict subnetwork modules associated with pathogenicity and fumo
illi id Systematic computational network-based analysis to predict subnetwork modules associated with pathogenicity and fumonisins in Fusarium
verticillioides
M. KIM (1), B. Yoon (1), W. Shim (1)
(1) Texas A&M Univ., U.S.A. Fusarium verticillioides is a notorious pathogen of maize causing ear rot and fumonisin contamination. In order to develop innovative preharvest control
strategies, such as new biocontrol agents and resistant hybrids, to minimize the entry of fumonisins into our food supply, there is a need to identify new
molecular targets for disrupting F. verticillioides pathogenicity. In this study, we performed a systematic computational network-based comparative
analysis of two distinct F. verticillioides – maize kernel RNA-seq datasets (one on moderately resistant inbred and the other on susceptible hybrid). For
the systematic analysis of the pathogenicity mechanism, we first inferred F. verticillioides co-expression networks. Subsequently, we identified
functional subnetwork modules on the co-expression networks consisting of interacting genes that display harmoniously coordinated behavior in the
respective datasets. A computationally efficient branch-out technique applied with an adopted probabilistic pathway activity inference method was used
to identify functional subnetwork modules likely involved in F. verticillioides pathogenicity. Here we exhibit key potential subnetwork modules, where
the modules contain several enriched GO terms as well as potential pathogenicity genes from other pathogenic fungi. Putative hub genes in each
subnetwork will be functionally characterized to test their candidacy as new targets for ear rot and fumonisin control strategies. Transcriptomic analysis identifies specificity in Fusarium verticillioides metabolic response to Bacillus mojavensis lipop
A. BLACUTT (1), S. Gold (2)
(1) University of Georgia, U.S.A.; (2) USDA-ARS TMRU, U.S.A. Fusarium verticillioides is a mycotoxigenic fungus capable of both pathogenic and asymptomatic endophytic lifestyles in maize; such intimate
association renders efficient chemical control cost-prohibitive. Bacillus mojavensis RRC101 is a maize endophyte demonstrating both in vitro
antagonism of F. verticillioides and in planta reductions of disease and mycotoxin accumulation, the former attributed to production of lipopeptide
antibiotics. Although both RRC101 surfactins and fengycins induce increase mycotoxin accumulation in plate assays, only fengycins are antagonistic and
induce hyphal distortion, pigment accumulation indicative of a stress response, and violent lysis. Preliminary analysis of RNA sequencing data has
identified common functional groups in transcripts enriched in F. verticillioides under fengycin antagonism, particularly structural proteins and
hydrolytic enzymes. Genes responsible for secondary metabolism, specifically antibiotic production, are also upregulated under lipopeptide challenge. These data suggest that differential lipopeptide responses previously observed in F. verticillioides reflect an underlying cross-kingdom “conversation” of
secondary metabolites between maize endophytes. Temporal succession of an Aspergillus flavus biocontrol agent in commercial cornfields in Texas
M. SEXTON (1), I. Carbone (1), J. White (1), T. Isakeit (2)
(1) Center for Integrated Fungal Research, North Carolina State University, U.S.A.; (2) Texas A&M Uni Temporal succession of an Aspergillus flavus biocontrol agent in commercial cornfields in Texas
M. SEXTON (1), I. Carbone (1), J. White (1), T. Isakeit (2) Temporal succession of an Aspergillus flavus biocontrol agent in commercial cornfields in Texas
M. SEXTON (1), I. Carbone (1), J. White (1), T. Isakeit (2)
(1) Center for Integrated Fungal Research, North Carolina State University, U.S.A.; (2) Texas A&M University, U.S (1) Center for Integrated Fungal Research, North Carolina State University, U.S.A.; (2) Texas A&M University, U.S.A. (1) Center for Integrated Fungal Research, North Carolina State University, U.S.A.; (2) Texas A&M University, U.S.A. Aspergillus flavus contaminates corn by producing carcinogenic aflatoxins (AF). This results in devastating economic losses worldwide and poses
serious health risks. The most effective control strategy for reducing AF contamination is the application of non-aflatoxigenic strains of A. flavus, such as
NRRL 21882 (=Afla-Guard®) or NRRL 18543 (=AF36). However, we have a limited understanding of the succession of biocontrol agents in cornfields. From a genomic perspective, we are examining the influence of NRRL 21882 on the populations of A. flavus from Texas commercial cornfields. In
2014, A. flavus strains were isolated from kernels from fields that were not treated or treated with NRRL 21882 in 2011. functional analyses of MADS-box transcription factor-mediated regulation of fumonisin biosynthesis in Fusarium Computational and functional analyses of MADS-box transcription factor-mediated regulation of fumonisin biosy
verticillioides verticillioides
A. HILTON (1), A. Hilton (1), M. Kim (1), C. Ortiz (2), C. Woloshuk (3), B. Yoon (2), W. Shim (2)
(1) Texas A&M University, U.S.A.; (2) Texas A&M University, U.S.A.; (3) Purdue University, U.S.A. A. HILTON (1), A. Hilton (1), M. Kim (1), C. Ortiz (2), C. Woloshuk (3), B. Yoon (2), W. Shim (2)
(1) Texas A&M University, U.S.A.; (2) Texas A&M University, U.S.A.; (3) Purdue University, U.S.A. Fusarium verticillioides is an important maize pathogen, leading to Fumonisin B1 (FB1) in infested kernels. MADS-box transcription factors (TF) were
found to modulate polyketide synthase (PKS) gene expression and FB1 production in F. verticillioides. With next-generation sequencing of F. verticillioides wild type and MADS-box TF mutant cultures, we used a suite of computational network-based tools, e.g. partial correlation, log-likelihood S4.157 ratio matrix and seed-and-extend approach, to perform a system-oriented transcriptome analysis to predict downstream genetic subnetwork modules
associated with FB1 production. Our aim was to identify and characterize system-level changes across correlated genes rather than simply focusing on
individual gene expression. The resulting subnetwork modules are predicted to contain hub genes, which likely play a crucial regulatory role within
functional modules. Two predicted subnetwork modules were analyzed in silico, and five putative hub genes were subjected to functional
characterization. Deletion of RAS GTPase (FvRSR1) and methyltransferase (FvEFM3) led to a significant reduction in FB1 levels. A comparative qPCR
was performed to investigate the impact of FvRsr1 and FvEfm3 on the expression of neighboring genes in two subnetworks, which did show significant
changes. Collectively, these results support our prediction that FvRSR1 and FvEFM3 serve as a key hub gene in each subnetwork and regulate FB1
biosynthesis. ratio matrix and seed-and-extend approach, to perform a system-oriented transcriptome analysis to predict downstream genetic subnetwork modules
associated with FB1 production. Our aim was to identify and characterize system-level changes across correlated genes rather than simply focusing on
individual gene expression. The resulting subnetwork modules are predicted to contain hub genes, which likely play a crucial regulatory role within
functional modules. Two predicted subnetwork modules were analyzed in silico, and five putative hub genes were subjected to functional
characterization. Deletion of RAS GTPase (FvRSR1) and methyltransferase (FvEFM3) led to a significant reduction in FB1 levels. Transcriptomic analysis identifies specificity in Fusarium verticillioides metabolic response to Bacillus mojavensis lipop
A. BLACUTT (1), S. Gold (2)
(1) University of Georgia, U.S.A.; (2) USDA-ARS TMRU, U.S.A. To obtain fine resolution of
genetic variation, we conducted genome-wide sequencing, which allowed us to detect changes in the genomes of NRRL 21882-derived strains and
introgression of NRRL 21882 into native strains over a three year period. From an analysis of 168 A. flavus strains, 32 strains are missing their entire AF
gene cluster, a marker of NRRL 21882; 14 of these were in untreated fields. Eight of the strains missing the cluster are putative recombinants,
phylogenetically grouping with full cluster strains. Ongoing sexual reproduction is indicated by approximately equal distributions of both mating types in
treated and untreated fields. g
,
;
g
g
p
,
phylogenetically grouping with full cluster strains. Ongoing sexual reproduction is indicated by approximately equal distributions of both mating types in
treated and untreated fields. th full cluster strains. Ongoing sexual reproduction is indicated by approximately equal distributions of both mating types in Comparative genomics of S and L morphotypes of Aspergillus flavus
M. OHKURA (1), M. Ohkura (1), P. Cotty (2), M. Orbach (1) School of Plant Sciences, University of Arizona, U.S.A.; (2) Agricultural Research Services USDA, University of Arizona, U Strains of Aspergillus flavus vary greatly in their level of aflatoxin production and atoxigenic strains are not uncommon in nature despite the fungus’
notoriety for producing the carcinogenic mycotoxin. Aspergillus flavus strains are of two morphotypes; the S morphotype that produces numerous small
sclerotia and limited conidiospores and the L morphotype that produces relatively fewer large sclerotia and abundant conidiospores. S strains are
consistently toxigenic, whereas L strains vary greatly in toxin production ranging from atoxigenic to highly toxigenic. This suggests the two
morphotypes have adapted to different niches where selection pressure to maintain aflatoxin production is high in the environment the S strains inhabit,
and low in which the L strains inhabit. To develop hypotheses on differential niche adaption, we compared the genomes of three S strains and three L
strains to identify genes unique to each morphotype. A notable difference in secondary metabolite genes was observed and the results from the
comparative genomics analyses will be presented. functional analyses of MADS-box transcription factor-mediated regulation of fumonisin biosynthesis in Fusarium A comparative qPCR
was performed to investigate the impact of FvRsr1 and FvEfm3 on the expression of neighboring genes in two subnetworks, which did show significant
changes. Collectively, these results support our prediction that FvRSR1 and FvEFM3 serve as a key hub gene in each subnetwork and regulate FB1
biosynthesis. Independent amplification of a housekeeping gene and its evolutionary significance in the Dothideomycetes
B. DHILLON (1), G. Kema (2), S. Goodwin (3), B. Bluhm (1)
(1) University of Arkansas, U.S.A.; (2) Plant Research International, Wageningen University and Research Centre, Netherlands; (3) USDA/ARS Purdue
University, U.S.A. Transposable elements (TEs) are key drivers of genome evolution, but the exact mechanisms of how they modulate gene and genome function are
largely unknown. We identified an event where a housekeeping gene (histone H3) was captured and amplified by a hAT DNA transposon in the genome
of the banana pathogen Pseudocercospora fijiensis. Comparative genome analysis in related Capnodiales revealed a similar event occurred in the corn
pathogens Cercospora zeae-maydis and C. zeina, but was lacking in the soybean pathogens C. sojina and C. flagellaris. Histone H3 amplification had
been described previously in Pleosporales (Pyrenophora tritici-repentis). Our analysis showed key differences in the amplification events between the
Pleosporales and Capnodiales, namely, 1) extent of histone H3 amplification, 2) difference in H3 nucleotide composition and 3) number of functional H3
genes present. In the Capnodiales, all amplified H3 copies were inactivated by RIP, which suggests the original H3 gene was under strong negative
selection pressure. The interplay of TEs and RIP can result in various outcomes for gene and genome evolution. For instance, when TEs act as breeding
grounds for pathogenicity genes, such interactions can influence gene function and/or regulation, and ultimately affect host-pathogen interactions. Transcriptomic analysis identifies specificity in Fusarium verticillioides metabolic response to Bacillus mojavensis lipopeptides
A. BLACUTT (1), S. Gold (2)
(1) University of Georgia, U.S.A.; (2) USDA-ARS TMRU, U.S.A. Transcriptomic analysis identifies specificity in Fusarium verticillioides metabolic response to Bacillus mojavensis lipopeptides
A. BLACUTT (1), S. Gold (2) A metabolomic approach to investigate the putative role of drought stress in Esca disease of grapevine
M. LIMA (1), A. Machado (1), W. Gubler (1)
(1) University of California Davis, U.S.A. Esca is a destructive disease of grapevine known to be associated with several xylem inhabiting fungi, namely Phaeomoniella chlamysdospora (Pch) and
Phaeoacremonium alephilum (Pal). However, the disease mechanism(s) remains unclear. These fungi seem capable of living for several years as
endophytes without apparently causing the disease. It is unknown why these fungi become pathogenic, but symptom appearance has been associated with
abiotic factors, particularly water stress. We hypothesize that changes induced by drought on the components of xylem sap contribute to symptom
appearance. H1-Nuclear Magnetic Resonance spectroscopy coupled with multivariate statistical techniques was used to investigate the interaction of
drought stress and Esca-associated pathogen infection. Young, greenhouse-grown, Vitis vinifera cv. Chardonnay cuttings were inoculated with Pch or
Pal six weeks before inducing drought stress. Xylem sap was collected thirteen weeks after inoculation. Drought stress induced major changes in several
compound classes, e.g. amino acids, carbohydrates and aromatic compounds. The modulation of these metabolic changes by fungal inoculation is being
considered. This “omic” approach allowed to gain better insight into the biotic-abiotic interaction, and suggested candidates that could be tested in the
control of esca-associated fungi, thus leading Science closer to Practice. PiCS, a predicted protein-protein interactome of the frog eye leaf spot pathogen Cercospora sojina
A. SUBEDI (1), B. Musungu (1), M. Geisler (2), B. Bluhm (3), A. Fakhoury (1)
(1) Southern Illinois University Carbondale, U.S.A.; (2) Southern Illinois University Carbondale, U.S.A.; (3) University of Arkansas Fayetteville, U.S.A. PiCS, a predicted protein-protein interactome of the frog eye leaf spot pathogen Cercospora sojina
A. SUBEDI (1), B. Musungu (1), M. Geisler (2), B. Bluhm (3), A. Fakhoury (1)
(1) Southern Illinois University Carbondale, U.S.A.; (2) Southern Illinois University Carbondale, U.S.A.; (3 Frog eye leaf spot (FLS) is a foliar disease of soybean caused by the fungus Cercospora sojina Hara. FLS is a severe problem for soybean production,
particularly in the mid-southern United States causing millions of dollars in losses every year. A predicted protein-protein interaction (PPI) map provides
an overall snapshot of all the protein interactions occurring in an organism. Therefore, the development of PiCS, a predicted protein-protein interactome
of C. sojina, can decipher many of the primary metabolic processes, biological processes and developmental processes in the fungus. This will help
further our understanding of the mechanisms governing pathogenesis in the C. sojina – soybean pathosystem. ctional characterization of candidate effector proteins identified from the wheat scab fungus Fusarium graminearum
u (1), M. Edwards (1), S. Lu (1) Functional characterization of candidate effector proteins identified from the wheat scab fungus Fusarium graminearum
S. Lu (1), M. Edwards (1), S. Lu (1)
(1) USDA-ARS Cereal Crops Research Unit, U.S.A. Fungal pathogens often produce certain small secreted cysteine-rich proteins (SSCPs) during pathogenesis that may function in triggering resistance or
susceptibility in specific host plants. We have recently identified a total of 190 SSCPs encoded in the genome of the wheat scab fungus Fusarium
graminearum and found at least 23 SSCPs to be true extracellular proteins that are expressed in planta. To facilitate functional characterization, we
compared the expression patterns between compatible and incompatible interactions by transcriptional analysis. A majority of SSCPs examined were
found to be expressed in identical or similar patterns when the fungus attacked susceptible wheat cultivars such as Grandin and Wheaton. However, the
expression patterns of at least 13 SSCPs were altered when the same pathogen infected the resistant cultivar Sumai 3: the expression of 11 SSCPs
appeared to be suppressed or “down-regulated” at certain stages of infection while two others were apparently “up-regulated” at 4-8 days post
inoculation. Gene knock-out experiments are underway with the priority given to these differentially expressed SSCPs. The resultant deletion mutants
will be subjected to pathogenicity assays on both susceptible and resistant wheat cultivars to determine the roles of these candidate effector proteins in F. S4.158 graminearum-wheat interactions. This study may provide new molecular insights into Fusarium head scab, a devastating disease of wheat crops
worldwide. graminearum-wheat interactions. This study may provide new molecular insights into Fusarium head scab, a devastating disease of wheat crops
worldwide. Analysis of a ketide synthase from fungal endophytes of toxic locoweeds
A. NOOR (1), D. Baucom (2), D. Cook (3), R. Creamer (2)
(1) Molecular Biology, New Mexico State University, U.S.A.; (2) New Mexico State University, U.S.A.; (3) USDA, ARS, U.S.A.; (4) New Mexico
State University, U.S.A. Analysis of a ketide synthase from fungal endophytes of toxic locoweeds
A. NOOR (1), D. Baucom (2), D. Cook (3), R. Creamer (2)
(1) Molecular Biology, New Mexico State University, U.S.A.; (2) New Mexico State University, U.S.A.; (3) USDA, ARS, U.S.A.; (4) New Mexico
State University, U.S.A. y, New Mexico State University, U.S.A.; (2) New Mexico State University, U.S.A.; (3) USDA, ARS, U.S.A.; (4) New Mex
A Toxic Astragalus and Oxtropis locoweeds are legumes in which toxicity is due to fungal endophytes of Alternaria section Undifilum sp. (A. A metabolomic approach to investigate the putative role of drought stress in Esca disease of grapevine
M. LIMA (1), A. Machado (1), W. Gubler (1)
(1) University of California Davis, U.S.A. PPI maps have been generated for some
model organisms such as human, fruit fly, and arabidopsis using high throughput experimental methods. In this study, we used PPI data from 11 model
organisms to predict the PPI map in C. sojina via the interlog method using the INPARANOID and ENSEMBL algorithms. PiCS is comprised of 4,092
proteins (nodes) and 144,488 interactions (edges). It covers 33% of the total C. sojina proteome. Subnetworks were also built for secreted proteins in C. sojina as well as for putative pathogenicity related genes. This is a first attempt to build a PPI map for a member of the Cercospora genus. It is a new
tool that could be used to understand the interaction between soybean and C. sojina. Comparative analysis of predicted proteomes from forma speciales of Fusarium oxysporum causing palm wilt
S. PONUKUMATI (1), S. Ponukumati (2), J. Huguet (2), J. Rollins (2), M. Elliott (1)
(1) University of Florida, U.S.A.; (2) University of Florida, U.S.A. Fusarium oxysporum f. sp. palmarum [FOP] and Fusarium oxysporum f. sp. canariensis [FOC] cause lethal fusarium wilt of palms in Florida. While
FOC and FOP cause similar diseases, FOP has a wider host range and appears to be more aggressive than FOC. The focus of the current study is to
compare the predicted FOC and FOP proteomes with various formae speciales of F. oxysporum to identify common and unique gene families. To date,
the FOP and FOC genomes were sequenced, assembled and annotated using multiple bioinformatic approaches. Genome sizes of FOP and FOC are 46.9
Mbp and 46 Mbp, respectively, and the predicted proteomes consist of 15528 (FOC) and 15974 (FOP) proteins. CAZy analysis indicate FOP and FOC
share similar copies of sugar transporters, cellulase, and secretory lipase, whereas FOP has additional copies of necrosis inducing proteins, cysteine rich
secretory proteins and cell degrading enzymes, such as cutinase and pectate lyase. OrthoMCL was used to cluster related proteins among Fusarium
genomes, resulting in 396 (FOC) and 511 (FOP) unique clusters. Secondary metabolite genes were present in 22 OrthoMCL clusters. Two gene clusters
related to nonribosomal peptide synthases have increased copy number in FOP, indicating the possible role of toxins in pathogenicity. Further annotation
is underway to identify putative functions of unique and common genes and to develop hypotheses concerning differences in pathogenic specificity. ctional characterization of candidate effector proteins identified from the wheat scab fungus Fusarium graminearum
u (1), M. Edwards (1), S. Lu (1) sec. U. sp.). The fungi produce swainsonine, an alkaloid α-mannosidse inhibitor that causes locosim disease when consumed by grazing animals. Polyketide synthase
(PKSs) is a key enzyme in swainsonine biosynthesis. KS is the most highly conserved and informative of the multi-domain enzymes for predicting
pathway associations. The objective of this study was to analyze the KS sequences from A. sec. U. sp. isolated from locoweed plants of Astragalus
lentiginosus var. diphysus, lentiginosus, araneosus, and wahweapensis, and A. mollissimus var. biglovii, earleii, wootoni and mollissimus that were
collected from the western USA. The KS from these endophytic fungi were compared to A. sec. U. oxytropis isolated from Oxytropis lamberteii and O. sericea using PCR. A 741 bp amplicon was sequenced and analyzed to produce maximum parsimony trees. Fungi isolated from different varieties of
locoweed and locations had different morphologies and colors in culture. The KS sequences were highly conserved across A. sec. U. sp., but differed
slightly between A. sec. U. oxytropis and A. sec. U. fulvum and A. sec. U. cinereum. Comparing the KS from additional locoweed endophytes and A. sec. U. sp. will allow the further examination of phylogenetic relationships among these fungi. A metabolomic approach to investigate the putative role of drought stress in Esca disease of grapevine
M. LIMA (1), A. Machado (1), W. Gubler (1)
(1) University of California Davis, U.S.A. Fungal endophyte community analysis of green coffee beans: A comparison across growing regions and qualities
R. CAPOUYA (1), T. Mitchell (1), V. Devi Ganeshan (1)
(1) The Ohio State University, U.S.A. Fungal endophyte community analysis of green coffee beans: A comparison across growing regions and qualities
R. CAPOUYA (1), T. Mitchell (1), V. Devi Ganeshan (1)
(1) The Ohio State University, U.S.A. Coffee is considered a global dietary staple due to its distinct flavor, longstanding cultural significance, and stimulating caffeine content. During the
production process, defective green coffee beans are sorted out so the batch contains below a certain percentage of them, as a non-homogenous batch can
negatively impact the roasting process. A reduction of this percentage of defects would result in higher yields and better quality coffee. We hypothesize
that there are notable differences in the endophyte communities between good and defective green coffee beans, and one or more fungal taxa can be
associated with bean health or with particular economically significant defects. Through next-generation amplicon sequencing, we analyzed the
endophytes present within beans from six defect categories across three coffee growing regions and made comparisons to identify the fungal taxa
associated with these categories. We identified a variety of fungal communities present within the samples and were able to make statistical associations
between both healthy and defective beans and certain endophytic taxa. Particularly, our studies indicate that multiple species from the Pichia genus may
be responsible for promoting healthy bean development. Our findings will open the door to new research regarding the manipulation of endophytic fungi
to improve overall coffee production and quality. S4.159 Transcriptomic response of Fusarium verticillioides associated with nitrogen availability and development of sugarcane pokahh boeng disease
M. ZHANG (1), Z. Lin (2), J. Wang (3), Y. Bao (3), Q. Guo (3), C. Powell (1), S. Xu (3), B. Chen (3)
(1) IRREC-IFAS, University of Florida, U.S.A.; (2) Guangxi University, China; (3) Guangxi University, China Pokahh boeng, caused by Fusarium verticillioides, is a serious disease in sugarcane industry. The impact of nitrogen source (ammonium sulfate, urea or
sodium nitrate) on sugarcane pokahh boeng disease and its pathogen was investigated in planta and fungal growth and sporulation production was
measured in vitro. The results showed that ammonium and nitrate were beneficial to fungal mycelium growth, cell densities and sporulation and
enhanced the disease symptomology of sugarcane pokahh boeng in comparison to urea fertilization. Total 1,779 transcripts out of 13,999 annotated
genes identified from global transcriptomic analysis by RNA sequencing were differentially expressed in F. verticillioides CNO-1 grown in the different
sources of nitrogen. Apple replant disease and the –omics: Interaction of apple rootstock metabolome and the soil microbiome
R. Leisso (1), R. Leisso (2), M. Mazzola (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Apple replant disease and the –omics: Interaction of apple rootstock metabolome and the soil microbiome
R. Leisso (1), R. Leisso (2), M. Mazzola (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Apple replant disease (ARD) negatively impacts tree health and reduces crop yield in new orchard plantings. Use of tolerant rootstock cultivars can
diminish the growth limiting effects of ARD; however specific rootstock attributes enabling ARD tolerance are not understood. Systems biology tools
were used to contrast root exudate biochemical profiles and corresponding soil microbial ecology between ARD tolerant and susceptible rootstock
genotypes. A metabolomic approach utilizing LC-MS/MS QTOF was used to characterize water-soluble root exudate metabolites collected periodically
from water percolated through rootstock roots planted in pasteurized quartz sand over 12 weeks. Soil microbial community profiling was conducted by
terminal restriction fragment length polymorphism (TRFLP) or next-generation sequencing (NGS) on samples collected concurrently from soil with a
history of ARD treated daily with the flow through exudates from rootstocks cultivated in quartz sand. Results indicate rootstock cultivars differ in both
root exudate composition and quantity, and correspondingly soil microbial communities are altered in a rootstock genotype-dependent manner. Differences in exudate metabolome associated with ARD cultivar tolerance, and temporal dynamics of root exudate production and microbial
populations during early stages of rootstock growth following dormancy, may offer insight into ARD tolerance and the early stages of disease
development. Differential metabolome analysis of field-grown maize kernels in response to drought stress
L. YANG (1), J. Fountain (1), X. Ni (2), R. Lee (1), S. Chen (3), B. Scully (2), R. Kemerait (1), B. Guo (2)
(1) University of Georgia, U.S.A.; (2) USDA-ARS, U.S.A.; (3) University of Florida, U.S.A. Drought stress constrains maize kernel development and can exacerbate aflatoxin contamination. In order to identify drought responsive metabolites and
explore pathways involved in kernel responses, a metabolomics analysis was conducted on kernels from a drought tolerant line, Lo964, and a sensitive
line, B73, with and without drought stress treatment for 7 and 14 days after drought induction beginning 7 days after pollination. Using ultra-
performance liquid chromatography coupled with MS/MS, we profiled 445 metabolites covering 42 pathways. Drought stress induced higher
accumulation of glycerolipid and phospholipid metabolites, and decreased content of galactolipid, amines and polyamines, amino sugar, and nucleotide
sugar metabolites in both lines. However, B73 was found to accumulate fewer metabolites involved in dipeptide and pyrimidine metabolism under
drought stress than Lo964. Apple replant disease and the –omics: Interaction of apple rootstock metabolome and the soil microbiome
R. Leisso (1), R. Leisso (2), M. Mazzola (2)
(1) USDA-ARS, U.S.A.; (2) USDA-ARS, U.S.A. Lo964 also exhibited increases in sphingolipid, sterol, and purine metabolism in comparison to B73. Collectively, higher
sugar accumulation, a lower rate of energy metabolism, and elevated lipid and nucleic acid turnover was observed in B73. Conversely, higher amino
acid and dipeptide accumulation, a lower TCA cycle rate, and elevated lipid and nucleic acid turnover was observed in Lo964 in response to drought
stress. These results suggest that drought sensitivity is associated with differential metabolite accumulation, and diverse metabolic pathways in maize
kernels. Metagenomic analysis of oomycete communities in rhizosphere soil from field pea on the Canadian prairies using Illumina Miseq
B. GOSSEN (1), S. Chatterton (2), N. Foroud (3), A. Esmaeili Taheri (3), D. McLaren (3)
(1) AAFC, Canada; (2) AAFC, Canada; (3) AAFC, Canada Oomycetes include several important soil-borne pathogens that cause damping-off and root rot in many crops including pea. Samples of soil from the
rhizosphere of pea plants were collected from patches of healthy or diseased plants (127 samples from 26 commercial fields) on the Canadian prairies in
2013 and 2014. Oomycete communities were characterized using metagenomic analysis of the ITS1 region on Illumina Miseq. Roughly 4 million high
quality sequences were obtained. Clustering took place at 85% coverage and 97% similarity. A representative sequence of each operational taxonomic
unit (OTU) was compared to NCBI sequences. Species were identified at (minimum) 90% coverage and 97% similarity, and genera at 80% coverage and
similarity. Clusters below 80% coverage or identity were labelled as unidentified. From 102 identified OTUs, 43 species and 16 oomycete genera were
identified. Pythium was the dominant genus and P. heterothalicum was the most prevalent species. Aphanomyces euteiches, a very important pea root rot
pathogen, was detected in 71 sites, but in very low abundance (≈ 0.2%). Multivariate analysis revealed difference in oomycete communities of healthy
and diseased sites, and among years and provinces. This study shows that deep amplicon sequencing on Miseq can reveal unknown diversity of
oomycete communities in agricultural soil, and that primer optimization for higher detection power of economically important oomycetes such as A. euteiches is warranted. Fungal endophyte community analysis of green coffee beans: A comparison across growing regions and qualities
R. CAPOUYA (1), T. Mitchell (1), V. Devi Ganeshan (1)
(1) The Ohio State University, U.S.A. A subset of these genes were associated with organic nitrogen assimilation and reproductive processes of F. verticillioides. The
identified DEGs suggested the modes of nitrogen uptake and assimilation for F. verticillioides during different nitrogen regimes. Our results further
demonstrated that nitrogen availability might play an important role in disease development by increasing fungal cell growth as well as influencing the
expression of genes required for successful pathogenesis. These genes included those associated with phenotypic alteration, reproduction, nitrogen and
carbon metabolism as well as several transcription factors responsible for these metabolisms. Metagenomic analysis of oomycete communities in rhizosphere soil from field pea on the Canadian prairies using Illumina Miseq
B. GOSSEN (1), S. Chatterton (2), N. Foroud (3), A. Esmaeili Taheri (3), D. McLaren (3)
(1) AAFC, Canada; (2) AAFC, Canada; (3) AAFC, Canada Identification of defense-related genes associated with tomato Sw-7 line against Tomato spotted wilt virus in tomato through transcriptome
analysis Transcriptome profiling to discover defense-related genes associated with resistance line ty-5 against Tomato yellow leaf curl virus in tomato
C. PADMABHAN (1), Y. Zheng (2), R. Shekaste-band (3), K. Stewart (1), D. Hasegawa (1), J. Scott (3), Z. Fei (4), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Boyce Thompson Institute for Plant Research, Ithaca, NY, U.S.A.; (3)
University of Florida, IFAS, Gulf Coast Research and Education Center, Wimauma, FL, U.S.A.; (4) zf25@cornell.edu, Ithaca, NY, U.S.A. Tomato yellow leaf curl virus (TYLCV), a whitefly-transmitted begomovirus, has caused serious economic losses to tomato crops in the U.S. and around
the world. The most effective management would be the use of a TYLCV-resistant tomato cultivar. Several sources of TYLCV resistance genes have
been identified and incorporated in tomato breeding. The ty-5 gene recently discovered in ‘Tyking’ was a recessive gene. Although its function has not
been well-characterized, near-isogenic breeding materials with TYLCV resistance have been generated. In the present study, after feeding by viruliferous
whiteflies (Bemisia tabaci, MEAM1) at 0, 4, 7, 14 and 21 days post inoculation (dpi), leaf materials were collected on the test tomato plants for RNA-
seq. Differentially expressed (DE) genes based on genome wide transcriptome profiling were analyzed and categorized based on their functions. Those
defense-related genes included pathogenesis related 1 (PR1) and 4b (PR4b), CC-NBS-LRR, defensin protein, and heat shock protein were differentially
expressed in the ty-5 line. Furthermore, RNA silencing and transcriptional silencing pathway genes, such as RdRp family protein, DNA (Cytosine-5)-
methyltransferase 3 and microRNA target genes were also identified. To conclude, the genome wide transcriptome analysis allows us to have a global
view on the differential gene expression, which may lead us to an effective management of TYLCV through breeding for durable disease resistance
cultivars. National Seed Health System: Standardizing seed health practices in the United States for seed exports
N. GONZALEZ (1), T. Bruns (1), G. Munkvold (2)
(1) Iowa State University, U.S.A.; (2) Iowa State University, U.S.A. The U.S. National Seed Health System (NSHS) is a program authorized by USDA-APHIS and administered by the Iowa State University Seed Science
Center in Ames, Iowa. NSHS provides accreditation to non-government entities to perform certain activities needed to support phytosanitary certification
for the international movement of seed, and conducts peer review of protocols for approval as standard phytosanitary seed health testing methods. Comparison of Fusaruim graminearum transcription factors affecting Fusaruim graminearum virus 1 accumulation based on phenome analysis
J. Yu (1), Y. Lee (1), K. Kim (1)
(1) Seoul National University Korea BRRV was detected by PCR in 100% and 25% of the ‘Emerald’ and V. arboreum samples, respectively. Since sequences of species in the
Caulimoviridae are known to be present as integrants in their hosts, back to back primers were designed to detect the episomal form of BRRV genome. The episomal form of BRRV was detected in root tissue of ‘Emerald’ but not V. arboreum, which indicated that the BRRV sequences in V. arboreum are
most likely those of integrants. In addition, BLASTx analysis of 16 blueberry libraries revealed contigs that match sequences in 20 virus genera and 10
families. Overall, this study demonstrates the feasibility of using available host transcriptome data for mining viral sequences. Replication and transcription are independently modulated for each Banana bunchy top virus DNA component
N. YU (1), H. Xie (1), J. Wang (1), X. Zhang (1), Z. Liu (1), Z. Xiong (2)
(1) Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, China; (2) U Replication and transcription are independently modulated for each Banana bunchy top virus DNA component
N. YU (1), H. Xie (1), J. Wang (1), X. Zhang (1), Z. Liu (1), Z. Xiong (2)
(1) Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, China; (2) University of Arizona, U.S.A. N. YU (1), H. Xie (1), J. Wang (1), X. Zhang (1), Z. Liu (1), Z. Xiong (2)
(1) Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, China; (2) University of Arizona, U.S.A. g ( )
g ( )
( )
g ( )
cience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, China; (2) University of Arizona, U.S.A. Banana bunchy top virus (BBTV) causes a severe disease in banana world-wide. BBTV is a single-stranded DNA virus with a genome consisting of six
circular molecules of ~1kb each. Some BBTV isolates also carry satellite DNA molecules that are not essential for BBTV infection. To understand the
coordinated actions of the multiple genomic components during BBTV infection, we measured the relative and absolute amounts of each DNA
component of isolate B2 and its transcript levels by real-time PCR (qPCR) and reverse transcription (RT)-qPCR, respectively. Significant differences in
the absolute amounts and expression levels were found among BBTV genomic components. The most abundant DNA molecules are those of DNA-U3,
DNA-M, and DNA-N, 4 to 6 times more than those of DNA-R. Comparison of Fusaruim graminearum transcription factors affecting Fusaruim graminearum virus 1 accumulation based on phenome analysis
J. Yu (1), Y. Lee (1), K. Kim (1)
(1) Seoul National University Korea (1) Seoul National University, Korea The Fusarium graminearum virus 1 (FgV1) causes hypovirulent phenotypic changes in Fusarium graminearum. It has been reported that the numerous
F. graminearum genes were differentially expressed upon FgV1 infection including genes encoding regulatory factors. Using gene-deletion mutant
library of 657 putative transcription factors (TFs) in F. graminearum, we transferred FgV1 by hyphal anastomosis to screen transcription factors that
might be associated with viral replication or symptom induction. FgV1-infected TF mutants were divided into three groups according to the mycelial
growth phenotype compare to the wild-type FgV1-infected strain (WT-VI). The FgV1-infected TF mutants in Group 1 exhibited slow or weak mycelial
growth compare to that of WT-VI on CM media at 5-dpi. In contrast, Group 3 consists of virus-infected TF mutants showing faster mycelial growth and
mild symptom compared to that of WT-VI. The hyphal growth of FgV1-infected TF mutants in Group 2 was not significantly different from that of WT-
VI. These growth differences among the FgV1-infected TF mutant groups might be related with FgV1 RNA accumulations in infected host fungi. To
confirm this, we tested FgV1 RNA accumulation of some of FgV1-infected TF mutants in each group. Taken together, our analysis will help us
identifying regulator(s) of FgV1-triggered signaling and antiviral responses and thus expand our understanding on complex regulatory networks between
FgV1 and F. graminearum interaction. S4.160 Root transcriptome analysis reveals viral diversity in two species of blueberry
N. SAAD (2), J. Olmstead (1), R. Alcalá-Briseño (2), A. Varsani (3), J. Polston (2)
(1) Horticultural Sciences Department, University of Florida, U.S.A.; (2) Department of Plant Pathology, University of Florida, U.S.A.; (3) School of
Biological Sciences, University of Canterbury, Christchurch, New Zealand A growing number of metagenomics based approaches have been used for the elucidation of viral diversity in insects, cultivated plants, and water in
agricultural production systems. However, while the generation of plant transcriptomes has greatly increased over the last few years, their use for data
mining viral sequences has been largely unexplored. In this study, blueberry root transcriptomes (8 libraries each of Vaccinium arboreum and V. corymbosum x V. darrowi ‘Emerald’) were analyzed using bioinformatic analyses for plant viral sequences. De novo assembly of ‘Emerald’ libraries
yielded a complete viral genome of the Blueberry red ringspot virus (BRRV), genus Soymovirus, family Caulimoviridae, a plant virus with a dsDNA
genome. Identification of defense-related genes associated with tomato Sw-7 line against Tomato spotted wilt virus in tomato through transcriptome
analysis y
C. PADMABHAN (1), Y. Zheng (2), R. Shekaste-band (3), K. Stewart (1), J. Scott (3), Z. Fei (2), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Boyce Thompson Institute for Plant Research, Ithaca, NY, U.S.A.; (3)
University of Florida, IFAS, Gulf Coast Research and Education Center, Wimauma, FL, U.S.A. C. PADMABHAN (1), Y. Zheng (2), R. Shekaste-band (3), K. Stewart (1), J. Scott (3), Z. Fei (2), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Boyce Thompson Institute for Plant Research, Ithaca, NY, U.S.A.; (3)
University of Florida, IFAS, Gulf Coast Research and Education Center, Wimauma, FL, U.S.A. Tomato spotted wilt virus (TSWV) is a highly infectious tospovirus, and one of the most damaging plant viruses infecting tomatoes worldwide. Developing a tomato cultivar with TSWV-resistance would be the most effective approach for disease management. Comparative analysis of differential
expression of genes in plant functional pathways between highly isogenic tomato breeding lines with striking difference in resistance and susceptibility
to TSWV may lead to understanding of the mechanism of disease resistance. In the present study, RNA-seq was performed on samples from a near-
isogenic breeding line containing Sw-7 and its recurrent TSWV-susceptible parent at 0, 4, 7, 14, 21 and 35 days post inoculation (dpi). Comparative
transcriptome analysis revealed a large number of genes that are differentially expressed (DE) by TSWV infection over time, including pathogenesis
related 1 (PR1) and 5 (PR5) (Osmotic-like protein), Pto-like, Serine/threonine kinase protein, N-methyltransferase-like protein, auxin, glycine/proline
rich protein, MADS box transcription factors, histidine kinase, histone proteins, as well as the RNA silencing pathway genes, argonaute, DCL3 and
PolIV and microRNA target genes. Genome-wide transcriptome analysis offers us an opportunity to understand the mechanism of disease resistance,
which may lead us to an effective management of TSWV in tomato and other crops. Transcriptome profiling to discover defense-related genes associated with resistance line ty-5 against Tomato yellow leaf curl virus in tomato
C. PADMABHAN (1), Y. Zheng (2), R. Shekaste-band (3), K. Stewart (1), D. Hasegawa (1), J. Scott (3), Z. Fei (4), K. Ling (1)
(1) USDA-ARS, U.S. Vegetable Laboratory, Charleston, SC, U.S.A.; (2) Boyce Thompson Institute for Plant Research, Ithaca, NY, U.S.A.; (3)
University of Florida, IFAS, Gulf Coast Research and Education Center, Wimauma, FL, U.S.A.; (4) zf25@cornell.edu, Ithaca, NY, U.S.A. Comparison of Fusaruim graminearum transcription factors affecting Fusaruim graminearum virus 1 accumulation based on phenome analysis
J. Yu (1), Y. Lee (1), K. Kim (1)
(1) Seoul National University Korea The least abundant DNA molecules are those of DNA-C, 12 times less than that of DNA-
U3. Interestingly, two satellite DNA components are also present at high levels, with amounts similar to that of DNA-U3. Transcript levels determined
by RT-qPCR did not correspond to the absolute amount of each DNA component. The most abundant transcripts came from DNA-N, followed by DNA-
U3, and DNA-S, and the least abundant transcripts came from DNA-C, 110-fold less than those from DNA-N. The ratios of transcript copies over DNA
copies ranged from 0.15 to 2.63. These data suggest that both replication and expression levels are independently modulated for each DNA component,
possibly by cis-acting DNA sequence elements. Identification of defense-related genes associated with tomato Sw-7 line against Tomato spotted wilt virus in toma
analysis eFile and the USDA Animal Plant Health Inspection Service’s (APHIS) PPQ Pest Permitting Process
J. ABAD (1)
(1) USDA-APHIS, U.S.A. Londo (6)
(1) The Ohio State University, Department of Plant Pathology, Columbus, OH, U.S.A.; (2) The Ohio State University, Ohio Agricultural Research and
Development Center, Department of Plant Pathology, Wooster, OH, U.S.A.; (3) The Ohio State University, Ohio Agricultural Research and
Development Center, Department of Entomology, Wooster, OH, U.S.A.; (4) Ohio State University Extension, Xenia, OH, U.S.A.; (5) Ohio State
University Extension, Cleveland, OH, U.S.A.; (6) Ohio State University Extension, Columbus, OH, U.S.A.; (7) Ohio State University Extension,
Urbana, OH, U.S.A. (1) The Ohio State University, Department of Plant Pathology, Columbus, OH, U.S.A.; (2) The Ohio State University, Ohio Agricultural Research and
Development Center, Department of Plant Pathology, Wooster, OH, U.S.A.; (3) The Ohio State University, Ohio Agricultural Research and
Development Center, Department of Entomology, Wooster, OH, U.S.A.; (4) Ohio State University Extension, Xenia, OH, U.S.A.; (5) Ohio State
University Extension, Cleveland, OH, U.S.A.; (6) Ohio State University Extension, Columbus, OH, U.S.A.; (7) Ohio State University Extension,
Urbana, OH, U.S.A. In response to the growing demand for qualified professionals to address emerging trends and challenges in plant health, the Master in Plant Health
Management (MPHM) was established by the Department of Plant Pathology and the Department of Entomology at The Ohio State University. The
MPHM program, which is affiliated with the Professional Science Master’s Association, is distinguished by an interdisciplinary curriculum that
integrates agricultural science coursework with professional development and workforce skills in the College of Food, Agricultural, and Environmental
Sciences. An online option was added in 2014. The program has attracted a diverse population of students, many of whom are working professionals and
non-traditional students. A new graduate associateship program was established with OSU Extension to recruit, educate and support future Extension
educators to work in the field of agriculture and natural resources. Students work directly with Extension teams and mentors on projects that include
agronomic field trials, ornamental pathology, and citizen science programs. The MPHM program’s placement rate is very strong, with graduates working
in Extension, industry and research. Virtual disease management using Blightpro DSS
M. MCKELLAR (1), I. Small (1), W. Fry (1)
(1) Cornell University, U.S.A. Experiential learning activities can support student understanding of material in an introductory plant pathology course where student base knowledge
related to content can be limited. Unfortunately not all course content can be successfully translated into authentic hands-on activities. Computer-based
activities such as simulations can be successful in meeting this challenge. eFile and the USDA Animal Plant Health Inspection Service’s (APHIS) PPQ Pest Permitting Process
J. ABAD (1)
(1) USDA-APHIS, U.S.A. USDA APHIS safeguards U.S. agriculture against the entry, establishment, and spread of economically and environmentally significant pests. APHIS
PPQ uses a permit type called the “PPQ 526 permit” to regulate the interstate movement and importation of plant pathogens (such as bacteria, fungi),
pests (such as insects and nematodes), and biocontrols. We currently issue permits through ePermits, a web-based system that allows users to submit and
track applications. PPQ receives over 6,000 of these applications per year. The average processing time is 80 days. Depending on the risk of the
organism(s) requested, we may require that the work to be done in a USDA APHIS- inspected containment facility to adequately contain the organisms. This may increase processing time as PPQ determines if the facility is adequate. In most cases, this applies for the receipt of foreign organisms, federal
quarantine pests, and diagnostic facilities. APHIS is developing a new permitting system known as “eFile” which we will deploy soon. We expect that
this new system could substantially reduce the processing time for certain permits. National Clean Plant Network for Roses
K. ONG (1), D. Byrne (2), D. Golino (3), N. Anderson (2), S. Sim (3), B. Pemberton (4)
(1) Texas Plant Disease Diagnostic Lab, Texas A&M AgriLife Extension Service, College Station, TX, U.S.A.; (2) Department of Horticultural
Sciences, Texas A&M University, College Station, TX, U.S.A.; (3) Foundation Plant Services, University of California-Davis, Davis, CA, U.S.A.; (4)
Texas A&M AgriLife Research, Overton, TX, U.S.A. K. ONG (1), D. Byrne (2), D. Golino (3), N. Anderson (2), S. Sim (3), B. Pemberton (4)
(1) Texas Plant Disease Diagnostic Lab, Texas A&M AgriLife Extension Service, College Station, TX, U.S.A.; (2) Department of Horticultural
Sciences, Texas A&M University, College Station, TX, U.S.A.; (3) Foundation Plant Services, University of California-Davis, Davis, CA, U.S.A.; (4)
Texas A&M AgriLife Research, Overton, TX, U.S.A. At the urging of the grape and fruit tree industries, the National Clean Plant Network (NCPN) was established to provide high quality asexually
propagated plant material free of targeted plant pathogens and pests for growers in the United States. In 2008, the NCPN was initiated with grapes and
fruit tree crops. This was followed by the addition of citrus, berries and hops in 2010 and roses and sweet potatoes in 2015. Each specialty crop has its
own commodity network composed of representatives from industry, academia, extension, state government and other interested experts. Seed treatment with multiple rhizobacterial strains promotes soybean growth and suppresses reproduction of soybean cyst nematode in the field
L. CHEN (1), Y. Zhou (2), Y. Wang (2), X. Zhu (2), R. Liu (2), P. Xiang (3), J. Chen (4), X. Liu (2), Y. Duan (2) Identification of defense-related genes associated with tomato Sw-7 line against Tomato spotted wilt virus in tomato through transcriptome
analysis NSHS
is governed by a Policy and Procedures Advisory Board in collaboration with the USDA-APHIS Seed Health Accreditation Manager and the National
Plant Board Council/PPQ Strategy Team. Currently, there are 19 entities accredited by NSHS to perform field inspections, seed sampling and/or the seed
health testing necessary to obtain phytosanitary certificates for exporting seeds. These organizations include private seed companies, state crop
improvement associations and private testing labs. NSHS has been operating since 2001 and has approved 86 methods as standards for testing seeds for
66 different pathogens within a range of vegetable and field crops. NSHS works closely with international organizations to harmonize seed health testing
methods that are accepted around the globe for phytosanitary certification. The standardization of seed health methods and practices increases confidence
in the health status of US seed exports and facilitates safe and efficient international movement of seed for research and commercial purposes. S4.161 Implementation of a Quality Management System in an ISO 17025 Accredited Plant Pathogen Diagnostic Laboratory
D. PICTON (1), A. Barth (1), K. Burch (2), P. Shiel (2)
(1) USDA-APHIS-PPQ-S&T-CPHST, U.S.A.; (2) USDA-APHIS-PPQ-S&T-CPHST, U.S.A. eFile and the USDA Animal Plant Health Inspection Service’s (APHIS) PPQ Pest Permitting Process
J. ABAD (1)
(1) USDA-APHIS, U.S.A. This program
supports translational research, education and extension initiatives to maintain the network’s high quality collections and strengthen its services. Since
being established in 2015, the National Clean Plant Network for Roses (NCPNR) has been working to augment, renovate and improve the current rose
collection at the Foundation Plant Services (Davis, CA), to assess the frequency of viruses in roses in the USA, to develop educational materials, and to
establish the best protocols for determining the pathogen status of a rose. Master in Plant Health Management: Education and training to meet 21st century trends and challenges in Extension and industry
M. LEWANDOWSKI (1), A. Dorrance (2), L. Canas (3), B. Kleinke (4), E. Roche (5), J. Schoenhals (6), S. Williams (1), F. Peduto Hand (1), J. Jasinksi
(7), M. Gardiner (3), P. Paul (2), A. Londo (6)
(1) The Ohio State University, Department of Plant Pathology, Columbus, OH, U.S.A.; (2) The Ohio State University, Ohio Agricultural Research and
Development Center Department of Plant Pathology Wooster OH U S A ; (3) The Ohio State University Ohio Agricultural Research and Master in Plant Health Management: Education and training to meet 21st century trends and challenges in Extension and industry
M. LEWANDOWSKI (1), A. Dorrance (2), L. Canas (3), B. Kleinke (4), E. Roche (5), J. Schoenhals (6), S. Williams (1), F. Peduto Hand (1), J. Jasinksi
(7), M. Gardiner (3), P. Paul (2), A. Londo (6) Master in Plant Health Management: Education and training to meet 21st century trends and challenges in Extension and industry
M. LEWANDOWSKI (1), A. Dorrance (2), L. Canas (3), B. Kleinke (4), E. Roche (5), J. Schoenhals (6), S. Williams (1), F. Peduto Hand (1), J. Jasinksi
(7), M. Gardiner (3), P. Paul (2), A. Londo (6) Master in Plant Health Management: Education and training to meet 21st century trends and challenges in Extension and industry
M. LEWANDOWSKI (1), A. Dorrance (2), L. Canas (3), B. Kleinke (4), E. Roche (5), J. Schoenhals (6), S. Williams (1), F. Peduto Hand (1), J. Jasinksi
(7), M. Gardiner (3), P. Paul (2), A. Implementation of a Quality Management System in an ISO 17025 Accredited Plant Pathogen Diagnostic Laboratory
D. PICTON (1), A. Barth (1), K. Burch (2), P. Shiel (2)
(1) USDA-APHIS-PPQ-S&T-CPHST, U.S.A.; (2) USDA-APHIS-PPQ-S&T-CPHST, U.S.A. In 2015, the USDA-APHIS-PPQ-S&T Beltsville lab (Bldg 580) became the first ISO 17025:2005 accredited regulatory plant pathogen diagnostic lab in
the United States. The ISO/IEC 17025 Standard is used world-wide by testing labs in the human clinical realm to the Federal Bureau of Investigation
criminal analysis labs to ensure accuracy and reliability of test results. As a result of incorporating a system for technical and quality management, the
diagnostics and results generated by the lab are internationally recognized to be technically competent, traceable, repeatable and statistically valid. The
implementation of a Quality Management System (QMS) required the establishment of a systematic approach to control all laboratory processes as well
as well-defined work instructions that were developed using statistically sound validation and verification data. The newly implemented Laboratory
Information Management System (LIMS) has been integrated into the Laboratory QMS to provide complete sample, equipment, reagent and report
tracking. This provides an added level of confidence that all data is sufficiently documented, reproducible, and traceable. An annual assessment by an
accreditation body ensures that our laboratory continues to meet the requirements of technical competence. Continual improvements to the lab and its
commitment to stakeholders through use of the QMS are now an operational component of the USDA-APHIS-PPQ-S&T Beltsville Lab. eFile and the USDA Animal Plant Health Inspection Service’s (APHIS) PPQ Pest Permitting Process
J. ABAD (1)
(1) USDA-APHIS, U.S.A. We developed a laboratory exercise using a practice version of BlightPro DSS
(Decision Support System), which models the progress and control of potato late blight epidemics. The major learning outcome for students is to
synthesize and apply their knowledge of disease management to the “real-time” management of late blight in relation to weather, cultivar resistance, and
fungicide application. Working in small groups, students developed fungicide schedules to protect their potato crop from late blight while minimizing
economic costs and environmental impact. A class discussion on the outcome of student group data concluded the exercise. Students demonstrated a
strong cognitive presence throughout the exercise, thinking critically about plant disease management. They sought information from instructors and
electronic resources during the exercise, beyond what was required for completion. Student collaboration in small groups promoted cooperative learning
opportunities with students sharing previous experiences and knowledge applicable to the exercise outside of content presented in lecture. S4.162 (1) Shenyang Agricultural University, Ithaca, NY, China; (2) Shenyang Agricultural University, Shenyang, China; (3) Heihe Branch, Heilongjiang
Academy of Agricultural Sciences, Heihe, China; (4) Daqing Branch, Heilongjiang Academy of Agricultural Sciences, Daqing, China (1) Shenyang Agricultural University, Ithaca, NY, China; (2) Shenyang Agricultural University, Shenyang, China; (3) Heihe Branch, Heilongjiang
Academy of Agricultural Sciences, Heihe, China; (4) Daqing Branch, Heilongjiang Academy of Agricultural Sciences, Daqing, China The soybean cyst nematode (Heterodera glycines, SCN) is the most damaging pathogen of soybean (Glycine max) worldwide. Seed coating with
nematicides or biological control agents represent a valuable method for controlling nematode pests. Here, we presented the study that evaluated the
effects of combining three rhizobacterial strains, including Sinarhizobium fredii, Bacillus megaterium, and Bacillus simplex, as a seed treatment on SCN
control and soybean yield enhancement under greenhouse and field conditions in northeast China. An optimal formulation consisting of different
proportion of the above three rhizobacterial strains was determined based on the results of the germination vigor of the coated soybean seeds and
subsequently designated as SN101. SN101 coated soybean seeds were then used in greenhouse studies and field trials conducted in two field locations
for a period of three years. After each growing season, SCN reproduction was determined by nematode egg and cyst numbers and soybean growth and
yield were also evaluated. Rapid differentiation of Claviceps species occurring in Oregon and Washington using high resolution melting curve analysis
N. KAUR (1), R. Cating (1)
(1) Oregon State University, Hermiston, OR, U.S.A. Rapid differentiation of Claviceps species occurring in Oregon and Washington using high resolution melting curve analysis
N. KAUR (1), R. Cating (1)
(1) Oregon State University, Hermiston, OR, U.S.A. Ergot disease of grass seed crops can be caused by Claviceps purpurea and C. humidiphila, a species recently reported to occur in certain regions of OR
and WA. Routine identification of Claviceps species involves conventional PCR amplification and sequencing of ITS, β-tubulin or EF-1α genes. In this
study, a high resolution melting (HRM) assay was developed to rapidly identify and differentiate C. purpurea and C. humidiphila based on the melting
temperatures (Tm) of partial β-tubulin amplicons. PCR primers were designed to target and amplify a 110 bp region of the β-tubulin gene containing
multiple single nucleotide polymorphisms generating amplicons with distinct melting profiles for each species. Forty-six fungal cultures, previously
classified based on RAPD profiles, and ITS, β-tubulin, and EF-1α gene sequences, were used to validate the HRM assay. The Tm for C. purpurea and C. humidiphila ranged between 79.8 to 80.3 and 78.9 to 79.3, respectively. Classification of Claviceps species based on Tm using linear contrasts (P < 0.05)
correctly grouped 96% (N=46) of samples previously classified using sequence data. In two cases, C. purpurea was misclassified as a mixture of the two
Claviceps species. Therefore HRM analysis allows rapid detection and differentiation of these two Claviceps species and will be useful to study their
distributions within OR and WA cool-season grass seed growing regions. eFile and the USDA Animal Plant Health Inspection Service’s (APHIS) PPQ Pest Permitting Process
J. ABAD (1)
(1) USDA-APHIS, U.S.A. Our results showed that SN101 treatment greatly inhibited SCN reproduction and significantly promoted plant growth and
yield production in both greenhouse and field trials, suggesting that SN101 is a promising seed-coating agent that may be used as an alternative tool for
controlling SCN in soybean fields. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
N. Kaur (1), S. Ali (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State Universty, Brookings, SD, U.S.A. Effect of root pathogens Bipolaris sorokiniana and Fusarium graminearum on germination and seedling blight in wheat in South Dakota
N. Kaur (1), S. Ali (1), S. Sehgal (1), K. Glover (1), S. Kumar (1)
(1) South Dakota State Universty, Brookings, SD, U.S.A. Bipolaris sorokiniana (Bs) and Fusarium graminearum (Fg) are important wheat root pathogens that effect seed germination and seedlings establishment
thus ultimately impact the crop productivity. The objective of this study was to explore the effect of Bs and Fg infested seed on germination and
seedlings establishment (blight) of 7 wheat cultivars, Advance, Briggs, Forefront, Oxen, Russ, Prevail, and SD4215 which were planted at Volga, SD in
2015. The treatments included, uninfested + untreated, uninfested + treated with fungicide, infested (Bs) + treated, infested (Bs) + untreated, infested
(Fg) + treated, infested (Fg) + untreated. Seed germination and seedling blight data was recorded after the germination for 3 consecutive weeks. Wheat
cultivars varied in seed germination and seedling blight to both pathogens; low seed germination (ranging from 35-71%) and high seedling blight (30-
65%) was observed in Fg infested seed, whereas, in Bs infested seed the germination ranged 58-100% and seedling blight ranged 0-42%. The cultivars
Oxen and Prevail had the lowest (33%) and the highest (71%) seed germination respectively. Also the treatments including the fungicide significantly
increased the germination (ranging from 5-44%) and the seedling blight got reduced in almost all the cultivars. Frequent isolation of Colletotrichum species complex form citrus tissues infected with leaf and fruit spot disease in Ethiopia
A. D. Moges (1,3), D. Belew (2), B. Admassu (1), M. Yesuf (1), S. Maina (3), S. R. GHIMIRE (3)
(1) Ethiopian Institute of Agricultural Research, Ethiopia; (2) Jimma University, Ethiopia; (3) Biosciences eastern and central Africa Hub-International
Livestock Research Institute (BecA-ILRI) Hub, Box 30709, Nairobi 00100, Kenya; Email: s.ghimire@cgiar.org Frequent isolation of Colletotrichum species complex form citrus tissues infected with leaf and fruit spot disease in Ethiopia
A. D. Moges (1,3), D. Belew (2), B. Admassu (1), M. Yesuf (1), S. Maina (3), S. R. GHIMIRE (3)
(1) Ethiopian Institute of Agricultural Research, Ethiopia; (2) Jimma University, Ethiopia; (3) Biosciences eastern and central Africa Hub-International
Livestock Research Institute (BecA-ILRI) Hub, Box 30709, Nairobi 00100, Kenya; Email: s.ghimire@cgiar.org Frequent isolation of Colletotrichum species complex form citrus tissues infected with leaf and fruit spot disease in Ethiopia
A. D. Moges (1,3), D. Belew (2), B. Admassu (1), M. Yesuf (1), S. Maina (3), S. R. GHIMIRE (3)
(1) Ethiopian Institute of Agricultural Research, Ethiopia; (2) Jimma University, Ethiopia; (3) Biosciences eastern and central Africa Hub-International
Livestock Research Institute (BecA-ILRI) Hub, Box 30709, Nairobi 00100, Kenya; Email: s.ghimire@cgiar.org Citrus are economically important fruit crops in Ethiopia with estimated acreage of 7,040 hectares and annual production of 72,459 tons. The citrus leaf
and fruit spot is among the major diseases contributing to a low productivity (10.3 t/ha) of citrus in Ethiopia. Therefore, a study was conducted to study
diversity and relationships of the pathogens associated with leaf and fruit spot disease in major citrus growing regions of the country. Citrus leaves and
fruits samples with distinct leaf and fruit spot disease symptoms were collected from 16 districts of Ethiopia and a total of 167 fungal isolates were
recovered and monosporic or hyphal tip cultures were developed for each isolates. The genomic DNAs of all 167 isolates were amplified and sequenced
for internal transcribed spacers (ITS), long subunit (LSU) and actin (ACT) genes. The sequences obtained were compared with the GenBank database
sequences. The multilocus sequences based phylogenetic analysis revealed that 167 isolates were from either C. gloeosporioides or C. boninense species
complexes. Surprisingly, this study did not recover any Pseudocercospora angolensis isolate, the causal agent reported for citrus leaf and fruit spot
diseases. The detached leaf assay revealed the ability of both C. gloeosporioides and C. boninense isolates to cause foliar symptoms on multiple citrus
species. S4.163
|
https://openalex.org/W2320017656
|
http://www.odermatol.com/odermatology/42013/21.SeroepidemiologyI-AlsamaraiAM.pdf
|
English
| null |
Seroepidemiology of Toxoplasma, Rubella, Cytomegalovirus and Herpes Simplex Virus -2 in Women with Bad Obstetric History. PART I: Toxoplasma and Rubella infections
|
Nasza Dermatologia Online
| 2,013
|
cc-by
| 13,758
|
Review Article Review Article DOI: 10.7241/ourd.20134.135 Introduction primary infection is likely to have a more important effect
on fetus than recurrent infection and may cause congenital
anomalies, spontaneous abortion, intrauterine fetal death,
intrauterine growth retardation, prematurity, stillbirth, and live
born infants with the evidence of disease [6]. Bad obstetric history (BOH) implies previous unfavorable
fetal outcome in terms of two or more consecutive spontaneous
abortions, history of intrauterine fetal death, intrauterine growth
retardation, stillbirth, early neonatal death, and/or congenital
anomalies [1]. The causes of BOH may be genetic, hormonal,
abnormal maternal immune response, and maternal infection
[2,3]. Most of the TORCH infections cause mild maternal morbidity
but have serious fetal consequences [7]. The ability of the fetus
to resist infectious organisms is limited and the fetal immune
system is unable to prevent the dissemination of infectious
organisms to various tissues [8]. Abstract Abstract
Bad obstetric history (BOH) is associated with social and psychological impacts on society worldwide. The causes of BOH may be genetic,
hormonal, abnormal maternal immune response, and maternal infection. In women with bad obstetric history (BOH), Toxoplasma (T) IgG
high rate has been reported for Nepal (55.2%), while high (42.5%) and lowest (6.97%) active toxoplasma infections has been reported for India. In Arab countries, IgG and IgM higher and lowest seroprevalence rates were for Iraq. The higher susceptibility rates for Rubella in Arab
countries excluding Iraq were reported in Morocco (83.4%), Sudan (34.7%), Qatar (25.1%), and Tunisia (20.3%). The lowest susceptibility
was reported for Saudi Arabia (6.7%). In Iraq, studies indicate a high susceptibility rates in Thi Qar (98.05%), Kirkuk (91%), Baghdad (79%),
and Waset (45.7%). The lowest susceptibility rates were reported for Diyala (0%) in women with previous abortion, and 3.9% in pregnant
women without history of BOH. Key words: TORCH; Toxoplasma; Rubella; CMV; Cytomegalovirus; HSV Cite this article:
Abdulghani Mohamed Alsamarai, Zainab Khalil Mohamed Aljumaili: Seroepidemiology of Toxoplasma, Rubella, Cytomegalovirus and Herpes Simplex Virus -2
in Women with Bad Obstetric History. PART I: Toxoplasma and Rubella infections. Our Dermatol Online. 2013; 4(4): 522-535. SEROEPIDEMIOLOGY OF TOXOPLASMA, RUBELLA,
CYTOMEGALOVIRUS AND HERPES SIMPLEX VIRUS -2 IN
WOMEN WITH BAD OBSTETRIC HISTORY.
PART I: TOXOPLASMA AND RUBELLA INFECTIONS Abdulghani Mohamed Alsamarai1,
Zainab Khalil Mohamed Aljumaili2 1Departments of Medicine, Tikrit University College of Medicine, Tikrit, Iraq
2Departments of Microbiology, Tikrit University College of Medicine, Tikrit, Iraq 1Departments of Medicine, Tikrit University College of Medicine, Tikrit, Iraq
2Departments of Microbiology, Tikrit University College of Medicine, Tikrit, Iraq Source of Support:
Nil
Competing Interests:
None Source of Support:
Nil
Competing Interests:
None Corresponding author: Prof. Abdulghani Mohamed Alsamarai Date of submission: 18.07.2013 / acceptance: 04.10.2013 Our Dermatol Online. 2013; 4(4): 522-535 TORCH Complex: In Maracaibo, Venezuela the overall
prevalence of toxoplasmosis was 33%, while 18.2% were
positive IgM [34]. In Qatar among 823 women of childbearing
age, the T. gondii IgG and IgM was 35.1% and 5.2% respectively
[35]. i Although congenital toxoplasmosis is not a nationally reportable
disease in Iraq, it represents a health care problem. Reported
studies indicated an estimated 400 to 4,000 cases occur in the
U.S. each year [11,15,16]. The overall prevalence and incidence
varies in different communities and contributes significantly
to heavy morbidity [10]. Congenital toxoplasmosis mainly
results from a primary infection acquired during pregnancy
[17], but not from the reactivation of a latent infection in
immunocompetent pregnant women [18]. However, it is
believed that latent toxoplasmosis could reactivate and cause
a congenital transmission of the parasite to infants who then
become infected in utero [19]. Sixty-five studies [3,33,36-97] characterizing the prevalence of
maternal infections with T. gondii in developing and developed
countries and fifty-nine [35,98-155] studies in Arab countries
(30 studies reported for Iraq) were identified. The features and
results of these studies are summarized in Tables I and II.The
majority of studies had small sample sizes, between 0– 4112
subjects. Most of these studies were conducted in antenatal
clinics, hospitals, health care facilities or prenatal clinics. The
remaining studies (3.3%) were community-based and the study
setting was not specified in 7.4% of the studies. The most
commonly used test was ELISA, which is the gold standard for
T. gondii analysis. The median of IgG Toxoplasma prevalence
was 38.5% [64] for Bangladesh. IgG high rate of detection was
reported for Brazil [50] (75%, 832 pregnant women), while the
lowest rate was for Thailand [38] (5.3%, 831 pregnant women). IgM lowest rate reported for China [49] (0%, 235 pregnant
women) and Vietnam [59] (0%, 300 pregnant women), while
the highest rate reported for Ghana [87] (76.1%, 159 pregnant
women). Countries with high disease prevalence have instituted successful
secondary prevention programs via widespread maternal
serologic screening [20], but universal maternal serologic
screening for toxoplasmosis is not currently recommended in
most of countries [21-24]. Instead, current practice suggests
maternal serological screening when abnormal fetal findings or
presence of infertility problem indicate possible infection [22]. ELISA methods is commonly performed in many countries
to detect anti-toxoplasma antibodies [25]. TORCH Complex: TORCH infections in the mother are transmissible to fetus in
the womb or during the birth process and cause a cluster of
symptomatic birth defects. Many sensitive and specific tests
are available for serological diagnosis of TORCH complex [9];
however, ELISA test is more routinely used for its sensitivity. An attempt is being made to find out the correlation of TORCH
infection during pregnancy in the Iraqi population. Toxoplasma
gondii is an obligate intracellular protozoan parasite, which is
linked to one of the most prevalent chronic infections affecting
one third of the world’s human population [10]. The TORCH infections can lead to severe fetal anomalies or
even fetal loss. They are a group of viral, bacterial, and protozoan
infections that gain access to the fetal bloodstream transplacentally
via the chorionic villi. Hematogenous transmission may occur at
any time during gestation or occasionally at the time of delivery
via maternal-to-fetal transfusion [4]. Primary infections caused
by TORCH-Toxoplasma gondii, Rubella virus, cytomegalovirus
(CMV), and herpes simplex virus (HSV)-are the major causes
of BOH [5]. These infections usually occur before the woman
realizes that she is pregnant or seeks medical attention. The 522 © Our Dermatol Online 4.2013 www.odermatol.com The infection is characterized by non-specific symptoms with
the consequent formation of cysts that may remain in latent form
in many organs [11]. Primary infection is usually subclinical
but the infection hazard is its occurrence during pregnancy. There are four groups of individuals in whom the diagnosis of
toxoplasmosis is most critical: a) pregnant women who acquire
their infection during gestation, b) fetuses, c) newborns who are
congenitally infected, immunocompromised patients, and d)
those with chorioretinitis [12-14]. toxoplasmosis reference laboratory, and followed by serial titers
at least 3 weeks apart [12,28,32]. The infection is characterized by non-specific symptoms with
the consequent formation of cysts that may remain in latent form
in many organs [11]. Primary infection is usually subclinical
but the infection hazard is its occurrence during pregnancy. There are four groups of individuals in whom the diagnosis of
toxoplasmosis is most critical: a) pregnant women who acquire
their infection during gestation, b) fetuses, c) newborns who are
congenitally infected, immunocompromised patients, and d)
those with chorioretinitis [12-14]. There are different Toxoplasma seropositivity reports from all
over the world. The population of Turkish childbearing age
women has the seropositivity of T. gondii as 1.34% for IgM
and 24.6% for IgG [33]. TORCH Complex: ELISA results are
generally well accepted by clinicians because of their excellent
sensitivities and specificities, the rapid availability of results,
and the relatively low costs of the tests. It is important to
understand that a single serologic test is not enough for the
diagnosis of toxoplasmosis [26]. In worldwide, commercial
test kits for Toxoplasma-specific IgG and IgM antibodies are
readily available. The presence of IgM antibodies is not always
an indication of a recent infection since IgM maybe present for
many months [27,28]. Misdiagnosis of recent infections may be
as a result of the presence of specific T. gondii IgM antibodies
in the chronic stage of an infection, or false-positive IgM
positivity [17,29]. IgM test results are difficult to interpret and
the reliability of test kits is largely dependent upon other factors. A negative IgM with a positive IgG result can indicate infection
at least 1 year before. A positive IgM result may indicate more
recent infection or may also be a false positive reaction [25]. In women with bad obstetric history (BOH), IgG high rate was
reported for Nepal [62] (55.2%, 345 BOH) and the lowest one
was that reported by Natu et al [74] (19.44%, 499 BOH). IgM in
BOH high rate was reported for India [36] (42.5%, 200 BOH),
while the highest one for India also [91] (6.97%, 86 BOH). In Arab countries, the median of IgG prevalence was 41.9%
which was reported for Sudan [144]. IgG highest rate of detection
reported for Iraq [132] (94%, 54 pregnant women) Bahrain
[137] (15.8%, 146 Pregnant women), while the corresponding
values for IgM were 55.5% (Iraq, 180 pregnant women) [129]
and 2.8% (Egypt, 323 pregnant women) [153] respectively. Concerning BOH, IgG ranges between 77.1% (Iraq,122 BOH)
[114] and 6.84% (Iraq, 190 BOH) [130], while the range of IgM
was between 58% (Iraq, 50 BOH) [127] and 0.97% (Iraq, 310
BOH) [104]. Rubella virus Currently worldwide, there is no systematic screening of
pregnant women to detect seroconversion during gestation and
most clinicians make decisions depending on result of single
serum sample. This approach is not effective to detect toxoplasma
infections during pregnancy, thus monthly serological screening
for pregnant women is the recommended approach [30]. The presence of elevated levels of Toxoplasma specific IgG
antibodies indicates infection has occurred at some point, but
does not distinguish between an infection acquired recently
and one acquired in the distant past. In acute infection, IgG and
IgM antibodies generally rise within 1 to 2 weeks of infection
[31]. Given the potential for false-positive results, the true value
of IgM testing is in ruling out the presence of acute infection. In other words, negative IgM results are reassuring, whereas
positive results should be interpreted carefully, confirmed in a Rubella is a contagious viral disease caused by a togavirus
and usually goes unnoticed. However, maternal infection during
pregnancy may result in fetal loss or in congenital rubella
syndrome (CRS) [156,157]. Infection in the first eight to ten
weeks of pregnancy results in damage in up to 90% of surviving
infantswhere multiple defects are common. The risk of damage declines to about 10 to 20% with infection
occurring between 11 and 16 weeks gestation [158]. Fetal
damage is rare with infection after 16 weeks of pregnancy,
with only deafness being reported following infections up to 20
weeks of pregnancy. Some infected infants may appear normal
at birth but perceptive deafness may be detected later [157,158]. Before the introduction of Rubella immunisation, Rubella was
commonly prevalent in children, and more than 80% of adults
had evidence of previous rubella infection [159]. Rubella virus © Our Dermatol Online 4.2013 523 Article
Location, setting of study
Type, Duration
Population
Results
Wanachiwanawin et al [38]
Thailand, antenatal clinic
Cross sectional , 2 years
831 Pregnant women
5.3% IgG, IgM positive in 4.5%
of IgG positive
Lopes et al [39]
Brazil, antenatal clinic
Cross sectional, 7 months
492 Pregnant women
49.2% IgG, IgM 1.2% of IgG
positive
Varella et al [40]
Brazil, Hospital
Cross-sectional, 7 years
41112 Pregnant women
0.48% seroprevalence
Khurana et al [41]
India, antenatal clinic
Cross sectional,
No information
300 Pregnant women
15.3% IgG, 3% IgM
Vaz et al [42]
Brazil, No information
Cross-sectional, 15 months
20389 Pregnant women
53.3% IgG, 3.26% IgM
Alvarado-Esquivel et al [43] Mexico, Rural
Community based,
439 Pregnant women
8.2% IgG, 2.3% IgM
Sakikawa M et al [44]
Japan, antenatal clinic
All cases screening, 7.5 years
4466 Pregnant women
10.3% seroprevalence ,0.25%
primary infection
Maggi et al [45]
Albania, General outpatient
centre
Screening, 6 months
498 Pregnant women
48.6% IgG, IgM 1.3% of IgG
positive
Sen MR et al [46]
India, Hospital
Descriptive case control, 2
years
380 pregnant women
19.4% IgM
Sarkar et al [47]
India, antenatal clinic
Descriptive case control, 10
months
105 Pregnant women
49.52% IgG, 21.9% IgM
Barbosa et al [48]
Brazil, Maternity hospital
Cross-sectional, 10 months
190 Pregnant women
66.3% IgG, 0.53% IgM
Liu et al [49]
China, antenatal clinic
Cross-sectional
235 Pregnant women
10.6% IgG, 0% IgM
Ribeiro et al [50]
Brazil, PHC
Cross sectional, 3.5 years
832 Pregnant women
75.1% IgG, 2% IgM
Rosso et al [37]
Colombia, Healthcare facility
Cross-sectional, 5 months
955 Pregnant women
45.8% IgG, 2.8% IgM
Abdi et al [51]
Iran,
Cross-sectional,
553 Pregnant women
44.8% IgG
Mostavi N [52]
Iran, Survey
Cross-sectional, 1 year
217 Child bearing age
47.5% seroprevalence (IgG)
Hajsoleimani [53]
Iran, PHC
Cross-sectional,
500 Pregnant women
37.2% IgG, 1.4% IgM
Ndiaye et al [54]
Senegal, Hospital
Cross-sectional, 1 year
109 Pregnant Women
22% IgG, 3% IgM
Spalding et al [55]
Brazil, PHC
Cross-sectional, 18 months
2128 Pregnant women
71.5% IgG, 3.6% IgM
Castilho-Pelloso et al [56]
Brazil, Public health care
Observational Retrospective,
3 years
290 Pregnant women
1.07% IgM
Sharifi-Mood et al [57]
Iran, Hospital
Cross sectional,
200 Pregnant women
27% serpositive
Ndir et al [58]
Senegal, Health centre
Case control, 6 months
70 Pregnant & 70
Abortion cases
37.1% in pregnant, 40% in
abortion
Buchy et al [59]
Vietnam,
Cross-sectional,
300 Pregnant women
11.2% IgG, 0% IgM
Akoijam et al [60]
India, Antenatal clinic
Cross-sectional, 1 year
503 Pregnant women
41.75% seroprevalence
Mahdi et al [61]
Iran, Antenatal clinic
Cross-sectional,
245 Pregnant women
49.2% seroprevalence
Rai et al [62]
Nepal, Antenatal clinic
Cross-sectional, 2 years
345 BOH
55.2% seroprevalence
Chintana et al [63]
Thailand, Antenatal Clinic
Cross-sectional, 6 months
1200 Pregnant women
13.2% IgG
Ashrafunnessa et al [64]
Bangladesh, Antenatal clinic
Cross-sectional
286 Pregnant women
38.5% IgG
Zhang et al [65]
China
Cross-sectional
1250 Pregnant women
7.28% seroprevalence
Sroka et al [66]
Brazil, Hospital
Cohort, 10 weeks
963 Pregnant women
68.6% IgG, 0.5% IgM
Zhang et al [67]
China, antenatal clinic
Cross-sectional
4126 Pregnant women
3.38% IgM
Gonzalez-Morales et al [68]
Cuba, Health centres
Cross-sectional, 2 years
3913 Pregnant women
70.9% seroprevalence
Galvan Ramirez et al [69]
Mexico, Hospital
Case control
350 High risk pregnancy
34.9% IgG, 20.7% IgM
Lelong et al [70]
Madagascar,
599 Pregnant women
83.5% seroprevalence
Sun et al [71]
China, hospital
Cross sectional
1211 Pregnant women
39.14% IgG, 4.21% IgM
Martinez Sanchez et al [72]
Cuba, Community survey
Cross sectional, 6 months
362 Pregnant women
71% seroprevalence
Bari et al [73]
India, antenatal clinic
Cross sectional
302 Pregnant women
46% IgG, 27.7% IgM
Natu et al [74]
Case control
499 BOH
19.44% seroprevalence
Bittencourt [75]
Brazil, Public health services
Cross sectional, 16 months
4022 Pregnant women
59.8% IgG, 1.1% IgM
Shanmugam et al [76]
India, antenatal
Cross sectional
225 Pregnant women
23.6% Seropositive
Reis et al [77]
Brazil, Hospital
Cross sectional, 6 years
10468
61.1% Seroprevalence
Harma et al [78]
Turkey, Prenatal clinic
Cross-sectional,
1149 Pregnant women
60.4% IgG, 3% IgM
Hou et al [79]
China, Hospital
Cross-sectional
347 Pregnant and post
partum women
5.5% seroprevalence. Rubella virus Doehring et al [80]
Tanzania, Hospital
Cross-sectional
849 Pregnant women
35% Seropositive
Soto et al [81]
Venezuela, Hospital
Cross sectional
7969 Pregnant women
53.91% Seroprevalence 524 © Our Dermatol Online 4.2013 524 © Our Dermatol Online 4.2013 Article
Location, setting of study
Type, Duration
Population
Results
Khurana et al [82]
India, Antenatal clinic
Cross-sectional
300 Pregnant women
15.33% IgG, 3% IgM
Ouermi et al [83]
Burkina Faso, Healthcare
facility
Cross-sectional 6 months
276 Pregnant women
27.2% IgG, 4.7% IgM
Zemene et al [84]
Ethiopia, Community based
Cross-sectional, 2 months
201 Pregnant women
81.1% IgG, 2.5% IgM
Flatt A & Shetty N [85]
UK, Antenatal clinic
Cohort, 2 years
5000 Pregnant women
17.32 % IgG
Surpam et al [86]
India, Antenatal clinic
Case control,
150 BOH
14.66% IgM
Ayi et al [87]
Ghana, Antenatal clinic
Cross-sectional, 4 months
159 Pregnant women
73.6% IgG, 76.1 IgM
Cvetkovic D et al [88]
Macedonia,
Retrospective, 2 years
235 Pregnant women
20.4% overall seroprevalence
Karabulut A et al [89]
Turkey, Antenatal clinic
Case control, 1 year
1102 Pregnant women
37% IgG, 1.4% IgM
Kumari N et al [1]
Nepal, Hospital
Case control, 4 months
12 BOH
50% seropositive
Nabi SN et al [90]
Bangladesh, Hospital
Case control, 10 months
111 Pregnant women
23.42% IgG, 0.9% IgM
Sadik MS et al [91]
India, Hospital
Case control, 2 years
86 BOH
20.93% IgG, 6.97% IgM
Akyar I [33]
Turkey, Hospital
Cross sectional, 7.5 years
17751 Child bearing age
24.6% IgG, 1.34% IgM
Frischknecht F et al [92]
Switzerland, Hospital
Cross sectional, 1 yr
723 Pregnant women
44.11% serpositive
Inagaki ADM, et al [93]
Brazil, Antenatal clinic
Cross sectional, 1 year
9559 Pregnant women
69.3% IgG, 0.4% IgM
Turbadkar D, et al [3]
India, Antenatal clinic
Case control, 1 year
380 BOH
42.1% IgG, 10.52% IgM
Linguissi LS et al [94]
Burkia Faso,
Cross sectional, 3 years
Pregnant women
20.37% IgG
Chopra S et al [36]
India, Antenatal clinic
Case control, 1 year
200 BOH
42.5% IgM
Koksaldi-Motor et al [95]
Turkey, Hospital
Cross sectional, 1 year
1103 Childbearing age
59.9% IgG
Vilibik-Cavlek T, et al [96]
Croatia, Hospital
Cross sectional, 5 years
Pregnant & non pregnant women
29.1% IgG, 0.25% IgM
Goncalves MA, et al, [97]
Brazil, Hospital
Retrospective, 2 years
574 Pregnant women
62% IgG, 3.4% IgM
Table I. Characteristics and results of studies reporting prevalence of maternal Toxoplasma infection (continued). Rubella virus Article
Location, setting of study
Type, duration of study
Population
Results
Al-Ani RT [103]
Iraq, Al- Anbar, Hospital
Cross sectional, 6 months
50 Pregnant women
50% IgM
Razzak et al [104]
Iraq, Duhok, Hospital
Case control, 18 months
310 Women with BOH
0.97% IgM
El Mansouri et al [105]
Morocco, Institute National
Hygiene
Cross-sectional
2456 Pregnant women
50.6% seroprevalence
Elnahas et al [106]
Sudan, Antenatal clinic
7 months
487 Pregnant women
34.1% IgG, 14.3% IgM
Abdel-Hafez et al [107]
Jordan,
Case control, 1 year
55 Aborted women
46 Pregnant women
58.2% Aborted women, 26.1% Pre
gnant women
Hammouda et al [108]
Egypt, Hospital
Case control,
100 BOH
65% seroprevalence
Abdulmohaymen N [99]
Iraq (Baghdad), Hospital
Case control, 9 months
119 Aborted women
24.2% IgM recurrent spontaneous
abortion
14.7% IgM non recurrent spontaneous
abortion. 8.1% IgG recurrent spontaneous
abortion
5.9% IgG non recurrent spontaneous
abortion
Salih HA [109]
Iraq, Najaf, Hospital
Case control
260 Aborted women
30.76% IgG, 11.92% IgM
Al-Mohammad et al [110]
Saudi Arabia, Maternity
Hospital
Cross-sectional, 1 year
554 Pregnant women
51.4% IgG, 8.8 IgM
Jasim et al [100]
Iraq, Waset, Hospital
Case control, 1 year
162 Aborted women
53.9% IgG, 54.8% IgM
Al- Taie et al [101]
Iraq, Mosul, Private
laboratory
Case control, 1 year
100 BOH
43% IgM
Al Seadawy MAH [111]
Iraq, Al Muthana, Hospital
Case control, 3 months
81 Aborted women
44.5% IgM
Mousa DA [112]
Libya, Hospital
Case control, 6 months
143 BOH
44.8% IgG, 8.4% IgM
Mahmood SH et al [113]
Iraq, Baghdad, Public Health
Central Laboratory
Case control, 8 months
120 Aborted women
39.16% IgG, 17.79% IgM
Aziz & Drueish[114]
Iraq, Baghdad, Hospital
Case control
122 Aborted women
77.1% IgG, 58.1% IgM
Al-Hamdani & Mahdi [115]
Iraq, Basrah, PHC
Case control, 8 months
81 Habitual abortion
18.5% seropositive
Al-Sodany & Saleh [116]
Iraq, Basrah, Hospital
Case control, 8 months
81 Habitual abortion
81.5% seropositive
Table II. Characteristics and results of studies in Arab countries reporting prevalence of maternal Toxoplasmosis infection. Rubella virus © Our Dermatol Online 4.2013 525 Article
Location, setting of study
Type, duration of study
Population
Results
Majeed AK [117]
Iraq, Baghdad,
Case control, 3 years
260 Aborted women for IgG
259 Aborted women for IgM
21.2% IgG35.1% IgM
Alsaeed et al [118]
Iraq, Al-Hila, Hospital
Case control, 6 months
120 Aborted women
41.66% seropositive
Almishhadani & Aljanabi
[119]
Iraq, Al- Anbar, Medical
Laboratory
Case control study, 3 years
230 Aborted women
58.3% IgG, 8.3% IgM
Khudair M K [120]
Iraq, Diala, Hospital
Case control, 5 months
50 Aborted women
54% seropositive
Hasan SF [121]
Iraq, Karbala, Immunology
Centre
Cross sectional, 3 months
82 Childbearing age women
18.3% IgG
Ali AA [122]
Iraq, Al- Tameem, Hospital
Cross sectional, 1 year
100 Pregnant women
97 BOH
61% Seroprevalence
74.22% BOH non pregnant
Kadir MA et al [123]
Iraq, Kirkuk, Hospital &
PHC
Cross sectional, 7 months
319 Pregnant women
121 Aborted women
36.6% seroprevalence LAT,
16.92 IgM ELISA52% LAT,
25.61% IgM ELISA
Alkulabi R [124]
Iraq, Najaf, Hospital
Cross sectional study
137 Pregnant women
60.5% IgG, 43.7% IgM
Yousif JJ et al [125]
Iraq, Najaf, PHC
Cross sectional, 3 months
120 Pregnant women
120 Non pregnant
40% IgG29.2% IgG
Al-khafaji & Mohsen [126]
Iraq, Thi Qar, Hospital
Case control, 10 months
74 Habitual abortion
23% IgG, 31.1% IgM
Alkhashab FMBA, et al
[127]
Iraq, Mosul, Hospital
Case control, 16 months
50 Aborted women,
100 Pregnant women
34% IgG, 58% IgM20% IgG,
41% IgM
Alaa Z [128]
Iraq, Tikrit, Hospital
Case control, 15 months
226 BOH
26.1% IgG, 3.1% IgM
Rashid KN [102]
Iraq, Tikrit, Private
laboratory
????? Rubella virus 100 Women 15 -45 years age
46% IgG, 32% IgM of IgG
positive cases,
Al-Marzoqi AHM, et al
[129]
Iraq, Babylon, Hospital
Cross sectional, 6 months
180 Pregnant women
62.2% IgG, 55.5% IgM
Hadi NJ [130]
Iraq, Thi Qar, Hospital
Case control
190 Aborted women
6.84% IgG, 12.63% IgM
Salman YG [131]
Iraq, Kirkuk, Hospital
Case control, 11 months
184 BOH
4.84% Seropositive, 17% IgM
Mossa HAL [132]
Iraq, Baghdad, Hospital
Retrospective, 2 years
54 Pregnant women
94% IgG, 33% IgM
Al- Shimmery MN [133]
Iraq, Diwanya, Hospital
Case control, 5 months
125 Aborted women
45.6% IgG, 29.6% IgM
Bouratbine A, et al [134]
Tunisia, Hospital
Cross sectional
1421 community sample
70% seroprevalence at age of
30 years
Barkat A et al [135]
Morocco, Hospital
Cross sectional, 1 year
368 Pregnant women
44.3% IgG
Bouhamdan SF et al [136]
Lebanon, Hospital &
Private laboratories
Retrospective, 1year
3516 Female for IgG
3426 Female for IgM
62.2% IgG6.8% IgM
Tabbara & Saleh [137]
Bahrain, Hospital
Cross-sectional, 46 months
146 Delivering women
15.8% IgG
Ibrahim HM et al [138]
Egypt, Private Clinical
Laboratory
Cross sectional,
101 Pregnant women
51.49% seroprevalence
Al-Hindi & Lubbad [139]
Palestine, Hospital
Case control, 6 months
312 Aborted women
17.9% IgG, 12.8% IgM
Abu- Madi MA, et al [35]
Qatar, Hospital
Cross sectional, 3 years
847 Women > 20 yr age
38.2% IgG, 5.1% IgM
Gashout A, et al [140]
Libya, Hospital
Case control, 5 years
692 Aborted women
45% IgG, 17.6% IgM
Al-Qahtani & Hassan [141]
Saudi Arabia, Hospital
Cross sectional, 5 months
75 Adult female
44% seroprevalence
Al-Harithi SA et al [142]
Saudi Arabia, Hospital
Cross sectional, 6 months
197 Pregnant women
29.4% IgG, 5.6% IgM
Elamin MH, et al [143]
Sudan, Hospital
Case control,
94 Pregnant Aborted during
study
94 Pregnant with normal
outcome
35.1% IgG, 15.2% IgM, 39.4%
IgG, 16.2% IgM, Overall 37.2%
IgG, 5.9% IgM
Khalil KM, et al [144]
Sudan, Hospital
Case control,
245 Pregnant women
209 Aborted women
35.9% seroprevalence58.3%
Seroprevalence
Mohamad K, et al [145]
Sudan, Hospital
Cross sectional,
253 Childbearing age women
73.1% IgG
Al- Nahari AM, et al [146]
Yemen, Central Laboratory
Cross sectional, 2 years
463 Pregnant women
41.9% IgG, 11.88% IgM
Ghazi HO, et al [147]
Saudi Arabia, Hospital
Cross sectional
926 Pregnant women
35.6% IgG
Sellami H, et al [148]
Tunisia, Hospital
Cross sectional, 13 years
40 566 Pregnant women
39.3% seroprevalence, 1.3%
acute infection during pre
gnancy. Rubella virus Rubella infection of a pregnant woman may have devastating
effects on the developing fetus and once congenital infection
occurred there is no availability of treatment for the foetus. Thus
the mainstay of prevention is the universal immunization of all
infants and identification and immunization of women at risk
[156]. [
]
Fetal infection is acquired hematogenously, and the rate of
transmission varies with the gestational age at which maternal
infection occurs, with higher frequency in first trimester [160]. Periconceptual maternal infection does not seem to increase the
risk of CRS [160]. Maternal immunity, either after vaccination
or naturally derived, is generally protective against intrauterine
rubella infection [162,163]. However, there have been cases of
CRS after maternal reinfection [163]. Therefore, CRS should
always be considered in a fetus or neonate with a clinical picture
suggestive of congenital infection [162]. It should be noted that
no case of CRS has been reported when maternal reinfection
occurred after 12 weeks of pregnancy [164]. The higher susceptibility rates for Arab countries excluding Iraq
were reported [35,216,220,221] in Morocco (83.4%), Sudan
(34.7%), Qatar (25.1%), and Tunisia (20.3%). The lowest
susceptibility was reported [217] for Saudi Arabia (6.7%). In Iraq, reports indicate a high susceptibility rates in Thi Qar
(98.05%), Kirkuk (91%), Baghdad (79%), and Waset (45.7%). While the lowest susceptibility rates were reported for Diyala
(0%) in women with previous abortion, and 3.9% in pregnant
women without history of BOH [215]. The same figures was
reported later by another research group in Babylon [213]. The higher susceptibility rates for Arab countries excluding Iraq
were reported [35,216,220,221] in Morocco (83.4%), Sudan
(34.7%), Qatar (25.1%), and Tunisia (20.3%). The lowest
susceptibility was reported [217] for Saudi Arabia (6.7%). In Iraq, reports indicate a high susceptibility rates in Thi Qar
(98.05%), Kirkuk (91%), Baghdad (79%), and Waset (45.7%). While the lowest susceptibility rates were reported for Diyala
(0%) in women with previous abortion, and 3.9% in pregnant
women without history of BOH [215]. The same figures was
reported later by another research group in Babylon [213]. In Iraq, reports indicate a high susceptibility rates in Thi Qar
(98.05%), Kirkuk (91%), Baghdad (79%), and Waset (45.7%). While the lowest susceptibility rates were reported for Diyala
(0%) in women with previous abortion, and 3.9% in pregnant
women without history of BOH [215]. The same figures was
reported later by another research group in Babylon [213]. Fifty- nine studies (Tabl. Rubella virus Almogren A [149]
Saudi Arabia, Hospital
Retrospective, 1 year
2176 Pregnant women
38% IgG, 0% IgM
Al- Hindi A, et al [150]
Palestine, IVF centre
Retrospective, 6 years
1954 Women with infertility or
abortion
7.9% IgM
Table II. Characteristics and results of studies in Arab countries reporting prevalence of maternal Toxoplasmosis infection
(continued). Table II. Characteristics and results of studies in Arab countries reporting prevalence of maternal Toxoplasmosis infection
(continued). 526 © Our Dermatol Online 4.2013 Article
Location, setting of study
Type, duration of study
Population
Results
El-Gozamy BR, et al (151)
Egypt, Hospital
Cross sectional, 17
months
Rural 57.6% seroprevalence, 46.5%
Urban
Hussein AH, et al (152)
Egypt, Hospital
Case control,
152 randomly selected
individuals, 31 full term
pregnant, 38 BOH
IgG- 57.9%, 58.1%, 44.7%IgM –
10.5%, 6.5%, 23.7%
El- Deeb HK, et al (153)
Egypt, Hospital
Cross sectional
323 Pregnant women
67.5% IgG, 2.8% IgM
El- Ridi AM, et al, (154)
Egypt, Hospital
Case control
72 BOH
27.8 % Seropositive
Jumaian NF (98)
Jordan, Antenatal
Cross sectional,17 months
280 Pregnant women
47.1 seropositive,
Mohammed TK (155)
Iraq, Baghdad, Hospital
Cross sectional, 6 months
212 Pregnant women
28.77% IgG, 23.8% IgM
Table II. Characteristics and results of studies in Arab countries reporting prevalence of maternal Toxoplasmosis infection
(continued). and of the total 13 (22.4%) studies deals with women with bad
obstetric history (BOH). These studies detected the presence
of maternal anti-rubella IgG as a marker of past infection
or immunization and mothers who did not possess these
antibodies were susceptible to Rubella infection. Maternal IgM
was detected in some studies as a marker of recent or current
infection, which is associated with an increased risk of vertical
transmission. The range of maternal susceptibility to Rubella
was 2.1% to 43% in pregnant women [186,189] and 21.1% -
71.04% in women with BOH [91,190]. Higher susceptibility
rates were reported [1,91,93,178,209,210] in Nigeria (84.8%),
India (71%), Nepal (50%), Brazil (28.4%), Iran (25%), and Sri
Lanka (24%). Rubella infection of a pregnant woman may have devastating
effects on the developing fetus and once congenital infection
occurred there is no availability of treatment for the foetus. Thus
the mainstay of prevention is the universal immunization of all
infants and identification and immunization of women at risk
[156]. Rubella virus III) characterizing the epidemiology
of maternal rubella were identified mostly for low and middle
income countries [1,3,36,89-97,165-211] and 19 studies (Tabl. IV) for Arab countries [35,100,101,129-131,140,150,212-221]. Seven studies were with a retrospective (12.1%) study design Article
Location, setting of study
Type, duration of study
Population
Results
Lin et al, [166]
Taiwan, Hospital
Cross-sectional, 7 yrs
10,089 pregnant women
Seronegativity was 14%
Tamer et al, [167]
Turkey, Antenatal clinic
Cross-sectional,
1972 pregnant women
Anti-rubella IgG 96.1%
Anti-rubella IgM 0.2%
Ai & Ee, [168]
Malaysia, Antenatal & hospital
Cross-sectional
500 pregnant women
Seronegativity 11.4%
Majlessi et al, [169]
Iran, PHC
Cross-sectional, 2 yrs
965 Pregnant women
Seronegativity 8.9%
Das et al, [170]
India, hospital
Case control
1115 pregnant BOH
Seropositivity 3.6%
Ocak et al, [171]
Turkey, Antenatal
Retrospective, 23 months
1652 Pregnant women
Anti-rubella IgG 95%
Anti-rubella IgM 0.54%
Pehlivan et al, [172]
Turkey, Community based
Cross-sectional, 7 months
824 Women
Anti-rubella IgG 93.8%
Anti-rubella IgM 0.6%
Negative 5.6%
Tseng et al, [173]
Taiwan, Hospital
Retrospective
observational, 4 yrs
5007 pregnant women
13.4% susceptible
Table III. Characteristics and results of studies reporting prevalence of maternal rubella infection. Rubella virus © Our Dermatol Online 4.2013 527 Article
Location, setting of study
Type, duration of study
Population
Results
Bareto et al, [174]
Mozambique, antenatal
Cross-sectional, 3 months
974 pregnant women
Anti-rubella IgG 95.3%
Corcoran & Hardie, [175]
South Africa, Antenatal clinic
Cross-sectional
1200 serum sample
96.5% immune
Desinor et al, [176]
Haiti, hospital
Cross-sectional, 4 months
495 pregnant women
95.2% seropositive
Weerasekera et al,[177]
Sri Lanka, antenatal
Cross-sectional, 2 yrs
500 pregnant women
82% positive for rubella IgG
Palihawadana et al, [178]
Sri Lanka, antenatal
Cross-sectional,
620 pregnant women
76% seropositive
Ashrafunnessa Khatun, et
al [179]
Bangladesh, hospital
Cross-sectional, 11 months
609 pregnant women
14.1% seronegative
Dos Santos et al, [180]
Brazil, antenatal
Cross-sectional, 8 months
1024 pregnant women
77.4% seropositive
Surpam et al [181]
India, Antenatal clinic
Case control,
150 BOH
4.66% IgM
Uyar Y et al [182]
Turkey, Hospital
Cross sectional, 1 year
600 Pregnant women
94.3% IgG, 1.7% IgM
Karabulut A et al [89]
Turkey, Antenatal clinic
Cross sectional, 1 year
1268 Pregnant women
95.1% IgG, 0% IgM
Kumari N et al [1]
Nepal, Hospital
Case control, 4 months
12 BOH
50% Seropositive
Nabi SN et al [90]
Bangladesh, Hospital
Cross sectional, 10 months
111 Pregnant women
81.08% IgG, 6.3% IgM
Sadik MS et al [91]
India, Hospital
Case control, 2 years
86 BOH
29.06% IgG, 4.65% IgM
Fomda BA [183]
Kashmire, Hospital
Case control,
892 Pregnant with
BOH1028 Pregnant with
previous normal pregnancy
26.12% IgM8.96% IgM
Bamgboye AE et al [184]
Nigeria, Antenatal clinic
Cross sectional,
159 Pregnant women
68.5% IgG
Linguissi LS et al [94]
Burkina Faso,
Cross sectional, 3 years
Pregnant women
77% IgG
Jubaida N, et al [185]
Bangladesh, Outpatient clinic
Cross sections, 6 months
134 Pregnant women
84.33% IgG, 0.75% IgM
Amina MD et al [186]
Nigeria, Antenatal clinic
Cross sectional, 10 months
430 Pregnant women
97.9% IgG
Chopra S et al [36]
India, Antenatal clinic
Case control, 1 year
200 BOH
17.5% IgM
Ogbounnaya EC [187]
Nigeria, Hospital
Cross sectional, 1 year
190 Pregnant women
6.84% IgM
Koksaldi-Motor et al [95]
Turkey, Hospital
Cross sectional, 1 year
1103 women childbearing
age
93.6% IgG
Langiano E et al [188]
Italy, Hospital
Cross sectional, 23 months
1242 Child bearing age
77.9% IgG
Onakewhor & Chiwuzie
[189]
Nigeria, Hospital
Cross sectional,
270 Pregnant women
57% IgG, 91.3% IgM
Raveendran V et al [190]
India, Hospital
Case control, 1 year
182 BOH
78.9% IgG, 31.58% IgM
Fokunang et al [191]
Cameroon, Hospital
Cross sectional, 4 months
211 Pregnant women
88.6% IgG
Calimeri S et al [192]
Italy, Hospital
Cross sectional, 18 months
500 Pregnant women
85.8% IgG
Corcoran & Hardie [193]
South Africa, Hospital
Cross sectional, 1 year
1200 Pregnant women
95.3% - 98 % IgG
Mora- Garcia GJ et al
[194]
Colombia, Hospital
Cross sectional, 1 year
1528 female 10-49 yrs
93% IgG
Uysal A et al [195]
Turkey, Hospital
Cross sectional, 8 years
5959 Pregnant women
97.8% IgG, 0.37% IgM
Combich JJ et al [196]
Kenya, Hospital
Cross sectional, 7 months
470 Pregnant women
92.9% IgG
Kearns MJ et al [197]
Canada, Provincial Public
Health Laboratory
Retrospective Observational
study, 3.5 years
140 473 Pregnant women
91.2% IgG
Jahromi AS et al [198]
Iran, Hospital
Case control, 8 months
220 Aborted women
91.2% IgG, 10.8% IgM
Ramana BV et al [199]
India, Hospital
Case control,
150 BOH
12.67% IgM
Cheong & Khoo [200]
Malaysia, Hospital
Cross sectional,
500 Pregnant women
11.4% susceptibility
Honarvar B, et al [201]
Iran, Hospital
Cross sectional, 3 months
138 Pregnant women
96% IgG
Nwanegbo et al [202]
USA, Prenatal care clinic
Retrospective Cross sectional,
1 year
642 Pregnant women
6.9% Non rubella immune
Eslamian L [203]
Iran, Hospital
Cross sectional, 10 months
500 Pregnant women
76% IgG
Ozdemir M et al [204]
Turkey, Hospital
Cross sectional, 6 months
249 Pregnant women
95.9% IgG, 0.4% IgM
Adesina OA [205]
Nigeria, Hospital
Cross sectional,
230 Childbearing age
women
93.5% IgG
Frischknecht F et al [92]
Switzerland, Hospital
Cross sectional, 1 yr
723 Pregnant women in
labor
93.08% seropositive
Ang LW et al [206]
Singapore,
Retrospective
Epidemiological data 1991-
2007
84.2% Immune to rubella
Upreti SR et al [207]
Nepal,
Retrospective 2004-2009
2224 Childbearing age
90.8% IgG
Table III. Rubella virus Characteristics and results of studies reporting prevalence of maternal rubella infection (continued). p
g p
(
)
Article
Location, setting of study
Type, duration of study
Population
Results
Abdulmohaymen N [99]
Iraq (Baghdad), Hospital
Case control, 9 months
119 Aborted women
4.8% IgM recurrent
spontaneous abortion
2.9% IgM non recurrent
spontaneous abortion. Rubella virus 6.5% IgG recurrent
spontaneous abortion
20.6% IgG non recurrent
spontaneous abortion
Jasim et al [100]
Iraq, Waset, Hospital
Case control, 1 year
162 Women with
spontaneous abortion
54.3% IgG, 62.3% IgM
Al- Taie et al [101]
Iraq, Mosul, Private laboratory
Case control, 1 year
100 BOH
16% IgM
Hadi NJ [130]
Iraq, Thi Qar, Hospital
Case control
190 Aborted women
1.05% IgG, 4.21% IgM
Salman YG [131]
Iraq, Kirkuk, Hospital
Case control, 11 months
75 BOH
8.88% Seropositive,
6.75% IgM
Abdul-kareem ET, et al [212]
Iraq, Baghdad, Hospital
Case control, 8 months
79 Aborted women
34.2% seropositive
Al-rubaii B, et al [214]
Iraq, Babylon, Hospital
Cross sectional , 14
months
250 Childbearing age
women
78.33% Pregnant,
75.71% non- pregnant
Hasan ARS, et al [215]
Iraq, Diyala, PHC
Case control
46 Pregnant - BOH, 52
Pregnant - Non BOH
47 Non pregnant Without
Abortion
39 Non pregnant with
Abortion
IgG- 76%
IgG- 96.1
IgG – 85.1%
IgG- 100%
Hammod AM, et al [213]
Iraq, Babylon, Hospital
Case control, 20.5 m0nths
46 Pregnant - BOH,
52 Pregnant - Non BOH
47 Non pregnant Without
Abortion
39 Non pregnant with
Abortion
IgG- 76%
IgG- 96.1
IgG – 85.1%
IgG- 100%
Hamdan HZ, et al [216]
Sudan, Hospital
Cross sectional, 2 months
231 Pregnant women
65.3% IgG, 3.4% IgM
Ghazi HO, et al [217]
Saudi Arabia, Hospital
Cross sectional
926 Pregnant women
93.3% IgG
Al-Marzoqi AHM, et al [129]
Iraq, Babylon, Hospital
Cross sectional, 6 months
180 Pregnant women
73.9% IgG,
53.9% IgM
Gashout A, et al [140]
Libya, Hospital
Case control, 5 years
692 Aborted women
89% IgG, 4.3% IgM
Abu- Madi MA, et al [35]
Qatar, Hospital
Cross sectional, 3 years
847 Women > 20 yr age
74.9% IgG
Barah & Chehada [219]
Syria, University Laboratory
Cross sectional, 3 months
90 university female
students
85.6% IgG
Caidi H, et al [220]
Morocco, Hospital
Cross sectional, 1 year
967 childbearing age
16.6% IgG Article
Location, setting of study
Type, duration of study
Population
Results
Odland JO, et al [208]
Russia, Hospital
Case control, 4 months
182 Pregnant & 127 Aborted
women
77.5% versus 59.8%
seroprevalence
Goncalves MA, et al, [97]
Brazil, Hospital
Retrospective, 2 years
574 Pregnant women
93.1% IgG, 0.6% IgM
Turbadkar D, et al [3]
India, Antenatal clinic
Case control, 1 year
380 BOH
61.3% IgG, 26.8% IgM
Inagaki ADM, et al [93]
Brazil, Antenatal clinic
Cross sectional, 1 year
9559 Pregnant women
71.6% IgG, 0.1% IgM
Agbede OO, et al [209]
Nigeria, Antenatal clinic
Cross sectional, 3 months
92 Pregnant women
15.2% IgG, 3.3% IgM
Ebadi p, et al [210]
Iran, Hospital
Case control, 3 years
120 Aborted women
75% seropositive
Malarvizhi et al [211]
India, Private hospital
Cross sectional, 2 years
232 Pregnant women
50.9% IgG, 3.4% IgM
Vilibik-Cavlek T, et al
[96]
Croatia, Hospital
Cross sectional, 5 years
Pregnant & non pregnant
women
94.6% IgG, 0% IgM
Ballal M et al [165]
India, Hospital
Case control,
334 BOH
4.49% IgM
Table III. Rubella virus Characteristics and results of studies reporting prevalence of maternal rubella infection (continued). 528 © Our Dermatol Online 4.2013 Article
Location, setting of study
Type, duration of study
Population
Results
Odland JO, et al [208]
Russia, Hospital
Case control, 4 months
182 Pregnant & 127 Aborted
women
77.5% versus 59.8%
seroprevalence
Goncalves MA, et al, [97]
Brazil, Hospital
Retrospective, 2 years
574 Pregnant women
93.1% IgG, 0.6% IgM
Turbadkar D, et al [3]
India, Antenatal clinic
Case control, 1 year
380 BOH
61.3% IgG, 26.8% IgM
Inagaki ADM, et al [93]
Brazil, Antenatal clinic
Cross sectional, 1 year
9559 Pregnant women
71.6% IgG, 0.1% IgM
Agbede OO, et al [209]
Nigeria, Antenatal clinic
Cross sectional, 3 months
92 Pregnant women
15.2% IgG, 3.3% IgM
Ebadi p, et al [210]
Iran, Hospital
Case control, 3 years
120 Aborted women
75% seropositive
Malarvizhi et al [211]
India, Private hospital
Cross sectional, 2 years
232 Pregnant women
50.9% IgG, 3.4% IgM
Vilibik-Cavlek T, et al
[96]
Croatia, Hospital
Cross sectional, 5 years
Pregnant & non pregnant
women
94.6% IgG, 0% IgM
Ballal M et al [165]
India, Hospital
Case control,
334 BOH
4.49% IgM
Table III. Characteristics and results of studies reporting prevalence of maternal rubella infection (continued). Article
Location, setting of study
Type, duration of study
Population
Results
Abdulmohaymen N [99]
Iraq (Baghdad), Hospital
Case control, 9 months
119 Aborted women
4.8% IgM recurrent
spontaneous abortion
2.9% IgM non recurrent
spontaneous abortion. REFERENCES Mladina N, Mehikic G, Pasic A: Torch infections in mothers as a
cause of neonatal morbidity. Medical Archives. 2002;54:273–6. 9. Stern H, Tacker SM: A prospective study of cytomegalovirus
infection in pregnancy. BMJ. 1973;2:268–70. 30. American College of Obstetrician Gynecologists. Perinatal viral
parasitic infections. ACOG Policy Bulletin 20. Washington (DC):
American College of Obstetricians and Gynecologists, 2000. 10. Jones JL, Kruszon-Moran D, Wilson M, McQuillan G, Navin
T, McAuley JB: Toxoplasma gondii infection in the United States:
seroprevalence and risk factors. Am J Epidemiol. 2001;154:357-65. 11. Guerina NG, Hsu HW, Meissner HC, Maguire JH, Lynfield
R, Stechenberg B, et al: Neonatal serologic screening and early
treatment for congenital Toxoplasma gondii infection. The New
England Regional Toxoplasma Working Group. N Engl J Med. 1994;330:1858-63. 10. Jones JL, Kruszon-Moran D, Wilson M, McQuillan G, Navin
T, McAuley JB: Toxoplasma gondii infection in the United States:
seroprevalence and risk factors. Am J Epidemiol. 2001;154:357-65. merican College of Obstetricians and Gynecologists, 2000. 31. Montoya JG, Remington JS: Toxoplasma gondii. In: Mandel GL,
Bennett JE, Dolin R, eds, Mandell, Douglas, and Bennetts’ Principles
and Practice of Infectious Diseases, 5th Ed. Philadelphia: Churchill
Livingstone, 2000, pp 2858–2888. 11. Guerina NG, Hsu HW, Meissner HC, Maguire JH, Lynfield
R, Stechenberg B, et al: Neonatal serologic screening and early
treatment for congenital Toxoplasma gondii infection. The New
England Regional Toxoplasma Working Group. N Engl J Med. 1994;330:1858-63. 32. Food and Drug Administration. FDA public health advisory:
Limitations of toxoplasmosis IgM commercial test kits. 1997. 12. Montoya JG: Laboratory diagnosis of Toxoplasma gondii
infection and toxoplasmosis. J Infect Dis. 2002;185Suppl 1;S73-82. 33. Akyar I: Seroprevalence and Coinfections of Toxoplasma gondii
in Childbearing Age Women in Turkey. Iranian J Publ Health. 2011;40:63-7. 13. Remington JS, McLeod R, Thulliez P, Desmonts G:
Toxoplasmosis, p. 205-346. In J. S. Remington and J. Klein (ed.),
Infectious diseases of the fetus and newborn infant, 5th ed. W. B. Saunders, Philadelphia, Pa.2001. 34. Diaz-Suarez O, Estevez J: Seroepidemiology of toxoplasmosis
in women of childbearing age from a marginal community of
Maracaibo, Venezuela. Rev Inst Med Trop Sao Paulo. 2009;51:13-7. 35. Abu-Madi MA, Behnke JM, Dabritz HA: Toxoplasma gondii
seropositivity and co-infection with TORCH pathogens in high-risk
patients from Qatar. Am J Trop Med Hyg. 2010;82:626-33. 34. Diaz-Suarez O, Estevez J: Seroepidemiology of toxoplasmosis
in women of childbearing age from a marginal community of
Maracaibo, Venezuela. Rev Inst Med Trop Sao Paulo. 2009;51:13-7. 14. REFERENCES 21. Mittendorf R, Pryde P, Herschel M, Williams MA: Is routine
antenatal toxoplasmosis screening justified in the United States? Statistical considerations in the application of medical screening
tests. Clin Obstet Gynecol. 1999;42:163-73; quiz 74-5. 1. Kumari N, Morris N, Dutta R: Is screening of TORCH worthwhile
in women with bad obstetric history: an observation from eastern
Nepal. J Health, Pop Nutr. 2011;29:77–80. 22. Bader TJ, Macones GA, Asch DA: Prenatal screening for
toxoplasmosis. Obstet Gynecol. 1997;90:457-64. 2. Meka A, Reddy BM: Recurrent spontaneous abortion: an overview
of genetic and non- genetic background. Int J Hum Gen. 2006;6:109-
17. 23. Hunter K, Stagno S, Capps E, Smith RJ: Prenatal screening of
pregnant women for infections caused by cytomegalovirus, Epstein- Barr virus, herpesvirus, rubella, and Toxoplasma gondii. Am J Obstet
Gynecol. 1983;145:269-73. 3. Turbadkar D, Mathur M, Rele M: Seroprevalence of TORCH
infection in bad obstetric history. Indian J Med Microbiol. 2003;21:108-11. 24. Frenkel JK, Dubey JP: Toxoplasmosis and its prevention in cats
and man. J Infect Dis. 1972;126:664-73. 4. Kumar V, Abbas AK, Fausto N, Aster J: Robbins & Cotran,
Pathologic Basis of Disease (8th Edition). Philadelphia, PA: Elsevier,
2009, p. 480. 25. Tekkesin N: Diagnosis of toxoplasmosis in pregnjancy: a review. HOAJ Biology 2012, 1-8. http://www.hoajonline.com/journals/
hoajbiology/content/pdf/9.pdf 5. McCabe R, Remington JS: Toxoplasmosis, the time has come. New Eng J Med. 1988;318:313–5. 26. Petersen E: Toxoplasmosis. Semin Fetal Neonatal Med. 2007;12:214-233. 6. Maruyama Y, Sameshima H, Kamitomo M, Ibara S, Kaneko
M, Ikenoue T, et al: Fetal manifestations and poor outcomes of
congenital cytomegalovirus infections: possible candidates for
intrauterine antiviral treatments. J Obst Gynae. 2007;33:619–3. 27. Thulliez P, Remington JS, Santoro F, Ovlaque G, Sharma S,
Desmonts G: [A new agglutination reaction for the diagnosis of the
developmental stage of acquired toxoplasmosis]. Pathol Biol (Paris). 1986;34:173-7. 7. Stegmann BJ, Carey JC: TORCH infections. Toxoplasmosis, other
(syphilis, varicella-zoster, parvovirus B19), Rubella, cytomegalovirus
(CMV), and herpes infections. Cur Women’s Health Reports. 2002;2:253–8. 28. Wilson M, McAuley JM: Toxoplasma. In: Murray PR, Baron
ES,Pfaller MA etal., eds. Manual of Clinical Microbiology, 7th
Ed.Washington, DC: ASM Press, 1999, pp 1374–1382. 29. Liesenfeld O, Press C, Montoya JG, Gill R, Isaac-Renton JL,
Hedman K, et al: False-positive results in immunoglobulin M (IgM)
toxoplasma antibody tests and importance of confirmatory testing:
the Platelia Toxo IgM test. J Clin Microbiol. 1997;35:174-8. 8. REFERENCES Thulliez P, Daffos F, Forestier F: Diagnosis of Toxoplasma
infection in the pregnant woman and the unborn child: current
problems. Scand J Infect Dis Suppl. 1992;84:18-22. p
35. Abu-Madi MA, Behnke JM, Dabritz HA: Toxoplasma gondii
seropositivity and co-infection with TORCH pathogens in high-risk
patients from Qatar. Am J Trop Med Hyg. 2010;82:626-33. 15. Alford CA, Jr., Stagno S, Reynolds DW: Congenital
toxoplasmosis: clinical, laboratory, and therapeutic considerations,
with special reference to subclinical disease. Bull N Y Acad Med. 1974;50:160-81. 36. Shashi C, Usha A, Aruna A: Prevalence of IgM Anti-bodies
to Toxoplasma, Rubella and Cytomegalovirus Infections During
Pregnancy. J K Science. 2004;6:190-2. 37. Fernando R, Jessica LT, Alejandro A, Carlos V, José VA, Gloria
TA, et al: Prevalence of Infection with Toxoplasma gondii among 16. Kimball AC, Kean BH, Fuchs F: Congenital toxoplasmosis: a
prospective study of 4,048 obstetric patients. Am J Obstet Gynecol. 1971;111:211-8. 37. Fernando R, Jessica LT, Alejandro A, Carlos V, José VA, Gloria
TA, et al: Prevalence of Infection with Toxoplasma gondii among
Pregnant Women in CaliColombia, South America. Am Soci Trop
Med Hygi. 2008;78:504-8. TA, et al: Prevalence of Infection with Toxoplasma gondii among
Pregnant Women in CaliColombia, South America. Am Soci Trop
Med Hygi. 2008;78:504-8. Pregnant Women in CaliColombia, South America. Am Soci Trop
Med Hygi. 2008;78:504-8. 17. Montoya JG, Liesenfeld O, Kinney S, Press C, Remington JS:
VIDAS test for avidity of Toxoplasma-specific immunoglobulin
G for confirmatory testing of pregnant women. J Clin Microbiol. 2002;40:2504-8. 38. Wanachiwanawin D, Sutthent R, Chokephaibulkit K,
Mahakittikun V, Ongrotchanakun J, Monkong N: Toxoplasma gondii
antibodies in HIV and non-HIV infected pregnant women. Asian Pac
J Allergy Immunol. 2001;19:291-3. 18. Vogel N, Kirisits M, Michael E, Bach H, Hostetter M, Boyer K, et
al: Congenital toxoplasmosis transmitted from an immunologically
competent mother infected before conception. Clin Infect Dis. 1996;23:1055-60. 39. Lopes FMR, Mitsuka-Bregano R, Goncalves DD, Freire RL,
Karigyo CJT, Wedy GF, et al: Factors associated with seropositivity
for anti-toxoplasma gondii antibodies in pregnant women of londrina,
Parana, Brazil. Mem Inst Oswaldo Cruz. 2009;104:378-2. Parana, Brazil. Mem Inst Oswaldo Cruz. 2009;104:378-2. 19. Kodjikian L, Hoigne I, Adam O, Jacquier P, Aebi-Ochsner
C, Aebi C, et al.: Vertical transmission of toxoplasmosis from a
chronically infected immunocompetent woman. Pediatr Infect Dis J. 2004;23:272-4. 40. Rubella virus 6.5% IgG recurrent
spontaneous abortion
20.6% IgG non recurrent
spontaneous abortion
Jasim et al [100]
Iraq, Waset, Hospital
Case control, 1 year
162 Women with
spontaneous abortion
54.3% IgG, 62.3% IgM
Al- Taie et al [101]
Iraq, Mosul, Private laboratory
Case control, 1 year
100 BOH
16% IgM
Hadi NJ [130]
Iraq, Thi Qar, Hospital
Case control
190 Aborted women
1.05% IgG, 4.21% IgM
Salman YG [131]
Iraq, Kirkuk, Hospital
Case control, 11 months
75 BOH
8.88% Seropositive,
6.75% IgM
Abdul-kareem ET, et al [212]
Iraq, Baghdad, Hospital
Case control, 8 months
79 Aborted women
34.2% seropositive
Al-rubaii B, et al [214]
Iraq, Babylon, Hospital
Cross sectional , 14
months
250 Childbearing age
women
78.33% Pregnant,
75.71% non- pregnant
Hasan ARS, et al [215]
Iraq, Diyala, PHC
Case control
46 Pregnant - BOH, 52
Pregnant - Non BOH
47 Non pregnant Without
Abortion
39 Non pregnant with
Abortion
IgG- 76%
IgG- 96.1
IgG – 85.1%
IgG- 100%
Hammod AM, et al [213]
Iraq, Babylon, Hospital
Case control, 20.5 m0nths
46 Pregnant - BOH,
52 Pregnant - Non BOH
47 Non pregnant Without
Abortion
39 Non pregnant with
Abortion
IgG- 76%
IgG- 96.1
IgG – 85.1%
IgG- 100%
Hamdan HZ, et al [216]
Sudan, Hospital
Cross sectional, 2 months
231 Pregnant women
65.3% IgG, 3.4% IgM
Ghazi HO, et al [217]
Saudi Arabia, Hospital
Cross sectional
926 Pregnant women
93.3% IgG
Al-Marzoqi AHM, et al [129]
Iraq, Babylon, Hospital
Cross sectional, 6 months
180 Pregnant women
73.9% IgG,
53.9% IgM
Gashout A, et al [140]
Libya, Hospital
Case control, 5 years
692 Aborted women
89% IgG, 4.3% IgM
Abu- Madi MA, et al [35]
Qatar, Hospital
Cross sectional, 3 years
847 Women > 20 yr age
74.9% IgG
Barah & Chehada [219]
Syria, University Laboratory
Cross sectional, 3 months
90 university female
students
85.6% IgG
Caidi H, et al [220]
Morocco, Hospital
Cross sectional, 1 year
967 childbearing age
women 15-39 yrs
16.6% IgG
Hannachi N, et al [221]
Tunisia, Hospital
Cross sectional,
404 Pregnant women
79.7% seroprevalence
Al- Hindi A, et al [150]
Palestine, IVF centre
Retrospective, 6 years
1954 Women with infertility
or abortion
7% IgM
Nama J et al [218]
Iraq, Najaf, Hospital
Case control, 10 months
300 Aborted women
77% IgG, 4.66% IgM
Table IV. Characteristics and results of studies in Arab countries reporting prevalence of maternal rubella infection. © Our Dermatol Online 4.2013 529 REFERENCES Ribeiro AC, Mutis MS, Fernandes O: Association of the presence
of residual anti-toxoplasma gondii IgM in pregnant women and their
respective family groups in Miracema, northwest Rio de Janeiro,
Brazil. Mem Inst Oswaldo Cruz. 2008;103:591–4. 51. Abdi J, Shojaee S, Mirzaee A, Keshavarz H: Seroprevalence
of toxoplasmosis in pregnant women in Ilam province, Iran. IJP. 2008;3:34–7. 50. Ribeiro AC, Mutis MS, Fernandes O: Association of the presence
of residual anti-toxoplasma gondii IgM in pregnant women and their
respective family groups in Miracema, northwest Rio de Janeiro,
Brazil. Mem Inst Oswaldo Cruz. 2008;103:591–4. 69. Galvan Ramirez M de la,L., Soto Mancilla JL, Velasco Castrejon
O, Perez Medina R: Incidence of anti-toxoplasma antibodies in
women with high-risk pregnancy and habitual abortions. Rev Soc
Bras Med Trop. 1995;28:333–7.i 51. Abdi J, Shojaee S, Mirzaee A, Keshavarz H: Seroprevalence
of toxoplasmosis in pregnant women in Ilam province, Iran. IJP. 2008;3:34–7. 70. Lelong B, Rahelimino B, Candolfi E, Ravelojaona BJ, Villard
O, Rasamindrakotroka AJ, et al: Prevalence of toxoplasmosis in a
population of pregnant women in Antananarivo (Madagascar). Bull
Soc Pathol Exot. 1995;88:46–9. 52. Mostafavi N, Ataei B, Nokhodian Z, Monfared LJ, Yaran M,
Ataei M, et al: Toxoplasma gondii infection in women of childbearing
age in Asfahan, Iran: a population based study. Adv Biomed Res. 2012;1:60. 71. Sun RG, Liu ZL, Wang DC: The prevalence of toxoplasma
infection among pregnant women and their newborn infants in
Chengdu. Chung-Hua Liu Hsing Ping Hsueh Tsa Chih. 1995;16:98–
100. 53. Hajsoleimani F, Ataeian A, Nourian AA, Mazloomzada S:
Seroprevalence of Toxoplasma gondii in pregnant women and
bioassay of IgM positive cases in Zanjan, Northwest of Iran. Iranian
J Parasitol. 2012;7:82-6. 72. Martinez Sanchez R, Bacallao Gordo R, Alberti Amador E,
Alfonso Berrio L: Prevalence of toxoplasmosis in pregnant women
of the province of La Habana. Rev Inst Med Trop Sao Paulo. 1994;36:445–50. 54. Ndiaye D, Ndiaye A, Sene PD, Ndiaye JL, Faye B, Ndir O:
Evaluation of serological tests of toxoplasmosis in pregnant women
realized at the laboratory of parasitology and mycology of Le Dantec
teaching hospital in 2002. Dakar Med. 2007;52:58–61. 73. Bari A, Khan QA: Toxoplasmosis among pregnant women in
northern parts of Pakistan. JPMA. 1990;40:288–9. 73. Bari A, Khan QA: Toxoplasmosis among pregnant women in
northern parts of Pakistan. JPMA. 1990;40:288–9. 74 . Natu M, Joshi BN, Sali N: Toxoplasmosis prevalence in pregnancy
with bad obstetric history. Indian J Med Sci. 1989;43:291–3. 55. REFERENCES Varella IS, Canti ICT, Santos BR, Coppini AZ, Argondizzo LC,
Tonin C, et al: Prevalence of acute toxoplasmosis infection among
41,112 pregnant women and the mother-to-child transmission
rate in a public hospital in south Brazil. Mem Inst Oswaldo Cruz. 2009;104:383–8. 20. Foulon W, Naessens A, Derde MP: Evaluation of the possibilities
for preventing congenital toxoplasmosis. Am J Perinatol. 1994;11;:57-62. 530 © Our Dermatol Online 4.2013 41. Khurana S, Bagga R, Aggarwal A, Lyngdoh V, Shivapriya Diddi
K, Malla N: Serological screening for antenatal toxoplasma infection
in India. Indian J Med Microbiol. 2010;28:143–6. 59. Buchy P, Follezou JY, Lien TX, An TT, Tram LT, Tri DV, et al:
Serological study of toxoplasmosis in Vietnam in a population of
drug users (Ho Chi Minh city) and pregnant women (Nha Trang). Bull Soc Pathol Exot. 2003;96:46–7. 42. Vaz RS, Thomaz-Soccol V, Sumikawa E, Guimaraes ATB:
Serological prevalence of Toxoplasma gondii antibodies in pregnant
women from southern Brazil. Parasitol Res. 2010;106:661–5. 60. Akoijam BS, Shashikant Singh S, Kapoor SK: Seroprevalence of
toxoplasma infection among primigravid women attending antenatal
clinic at a secondary level hospital in north India. J Indian Med Assoc. 2002;100:591–2, 594–6, 602. 43. Alvarado–Esquivel C, Torres-Castorena A, Liesenfeld O,
Garca-Lpez CR, Estrada-Martinez S, Sifuentes-Alvarez A, et al:
Seroepidemiology of Toxoplasma gondii infection in pregnant
women in rural Durango, Mexico. J Parasitol. 2009;95:271–4. 61. Mahdi NK, Sharief M: Risk factors for acquiring toxoplasmosis
in pregnancy. J Bahrain Med Soc. 2002;14:148–51. 44. Sakikawa M, Noda S, Hanaoka M, Nakayama H, Hojo H,
Kakinoki S, Nakata M, et al: Anti-Toxoplasma Antibody Prevalence, 62. Rai SK, Shibata H, Sumi K, Rai G, Rai N, Manandhar R, et al:
Toxoplasma antibody prevalence in Nepalese pregnant women and
women with bad obstetric history. Southeast Asian J Trop Med Public
Health. 1998;29:739–43. women with bad obstetric history. Southeast Asian J Trop Med Public
Health. 1998;29:739–43. Primary Infection Rate, and Risk Factors in a Study of Toxoplasmosis
in 4,466 Pregnant Women in Japan. Clin Vaccine Immunol. 2012;19:365-7. 63.Chintana T, Sukthana Y, Bunyakai B, Lekkla A: Toxoplasma
gondii antibody in pregnant women with and without HIV infection. Southeast Asian J Trop Med Public Health. 1998;29:383–6. 45. Maggi P, Volpe A, Carito V, Schinaia N, Bino S, Basho M, et al:
Surveillance of toxoplasmosis in pregnant women in Albania. New
Microbiol. 2009;32:89–92. 64. Ashrafunnessa Khatun S, Nazrul Islam M, Huq T: Seroprevalence
of toxoplasma antibodies among the antenatal population in
Bangladesh. REFERENCES J Obstet Gynaecol Res. 1998;24:115–9. 46. Sen MR, Shukla BN, Tuhina B: Prevalence of serum antibodies
to TORCH infection in and around Varanasi, Northern India. JCDR. 2012;6:1483-5. 65. Zhang W, Zhao R, Qiu H: Toxoplasmosis infection in pregnant
women in lanzhou. Zhonghua Fu Chan Ke Za Zhi. 1997;32:208–10. 65. Zhang W, Zhao R, Qiu H: Toxoplasmosis infection in pregnant
women in lanzhou. Zhonghua Fu Chan Ke Za Zhi. 1997;32:208–10. 66. Sroka S, Bartelheimer N, Winter A, Heukelbach J, Ariza L,
et al: Prevalence and Risk Factors of Toxoplasmosis among Pregnant
Women in Fortaleza, Northeastern Brazil. Am J Trop Med Hyg 2010;
83:528-33. ;
47. Sarkar MD, Anuradhae B, Neelam Sharma, Rabindra Nath Roy:
Seropositivity of Toxoplasmosis in Antenatal Women with Bad
Obstetric History in a Tertiary-care Hospital of Andhra Pradesh,
India. J Health Pop Nutr. 2012;30:87-92. 48. Barbosa IR, de Carvalho Xavier Holanda CM, de Andrade-Neto
VF: Toxoplasmosis screening and risk factors amongst pregnant
females in natal, northeastern Brazil. Trans R Soc Trop Med Hyg. 2009;103:377–82. women in lanzhou. Zhonghua Fu Chan Ke Za Zhi. 1997;32:208–10. 66. Sroka S, Bartelheimer N, Winter A, Heukelbach J, Ariza L,
et al: Prevalence and Risk Factors of Toxoplasmosis among Pregnant 47. Sarkar MD, Anuradhae B, Neelam Sharma, Rabindra Nath Roy:
Seropositivity of Toxoplasmosis in Antenatal Women with Bad
Obstetric History in a Tertiary-care Hospital of Andhra Pradesh,
India. J Health Pop Nutr. 2012;30:87-92. Women in Fortaleza, Northeastern Brazil. Am J Trop Med Hyg 2010;
83:528-33. 48. Barbosa IR, de Carvalho Xavier Holanda CM, de Andrade-Neto
VF: Toxoplasmosis screening and risk factors amongst pregnant
females in natal, northeastern Brazil. Trans R Soc Trop Med Hyg. 2009;103:377–82. 67. Zhang AM, Zhang T, Hao ZY: A seroepidemic survey on the
infection of toxoplasma in pregnant women and its significance to
better child-bearing. Chung-Hua Liu Hsing Ping Hsueh Tsa Chih. 1996;17:278–80. better child-bearing. Chung-Hua Liu Hsing Ping Hsueh Tsa Chih. 1996;17:278–80. 49. Liu Q, Wei F, Gao S, Jiang L, Lian H, Yuan B, et al: Toxoplasma
gondii infection in pregnant women in China. Trans R Soc Trop Med
Hyg. 2009;103:162–6. 68. Gonzalez-Morales T, Bacallo-Gallestey J, Garcia-Santana CA,
Molina-Garcia JR: Prevalence of Toxoplasma gondii antibodies
in a population of pregnant women in Cuba. Gac Med Mex. 1995;131:499–503. yg
;
50. REFERENCES Goncalves MA, Matos CCB, Spegurin LCJF, Vaz-Oliani DCM,
Oliani AH, Matos LC: Seropositivity rates for toxoplasmosis, rubella,
syphilis, cytomegalovirus, hepatitis and HIV among pregnant women 79. Hou JH, Pu RZ, Liu JY, Li SP, Jiang CP, Wang Q: A study on
IHA examination of toxoplasma infection in pregnant and postpartum
women in lanzhou district. Endemic Diseases Bulletin. 1997;12:78–
9. receiving care at a Public Health Service, São Paulo State, Brazil. Braz J Infect Dis. 2010;14:601-5. 98. Jumaian NF: Seroprevalence and risk factors for Toxoplasma
infection in pregnant women in Jordan East Mediterr Health J. 2005;11:45-51. 80. Doehring E, ReiterOwona I, Bauer O, Kaisi M, Hlobil H, Quade
G, et al: Toxoplasma gondii antibodies in pregnant women and
their newborns in Dar Es Salaam, Tanzania. Am J Trop Med Hyg. 1995;52:546–8. 99. Abdul Mohymen N, Hussien A, Hassan FK: Association between
TORCH agents and recurrent spontaneous abortion. Iraqi J Med Sci. 2009;7:40-6. 81. Soto UR, Soto ST: Toxoplasmosis and pregnancy. Kasmera. 1993;21:1–36. 100. Jasim M, Majeed HA, Ali AI: Performance of Serological
Diagnosis of TORCH Agents in Aborted versus non aborted Women
of Waset province in Iraq. Tikrit Med J. 2011;17:141-7. 82. Khurana S, Bagga R, Aggarwal A, Lyngdoh V, Shivapriya Diddi
K, Malla N: Serological screening for antenatal toxoplasma infection
in India. Indian J Med Microbiol. 2010;28:143–6. 101. AL–Taie AAD: Serological Study For TORCH Infections In
Women With High Delivery Risk Factors In Mosul. Tikrit J Pure Sci. 2010;15:193-8. K, Malla N: Serological screening for antenatal toxoplasma infection
in India. Indian J Med Microbiol. 2010;28:143–6. 83. Ouermi D, Simpore J, Belem AM, Sanou DS, Karou DS, Ilboudo
D, et al: Co-infection of toxoplasma gondii with HBV in HIV-
infected and uninfected pregnant women in Burkina Faso. Pak J Biol
Sci. 2009;12:1188–93. 102. Rashid KN: Seroepidemiological study of Toxoplasnw gondif
antibody among women in Tikrit city. Tikrit J Pharytncetdicrtl Sci. 2007;3:86-90. 103. Al-Ani RT: Study of Toxoplasma infection in women recurrent
abortion in First trimester of pregnancy by Indirect immunoflurescent
antibody test (IFAT). Diyala J Pure Sci. 2012;8:24-34. 84. Zemene E, Yewhalaw D, Abera S, Belay T, Samuel A, Zeynudin
A: Seroprevalence of Toxoplasma gondii and associated risk factors
among pregnant women in Jimma town, Southwestern Ethiopia. MBC Infect Dis. 2012;12:337. 104. Razzak AH, Wais SA, Saeid AY: Toxoplasmosis: The innocent
suspect of pregnancy wastage in Duhok, Iraq. East Mediterr Health
J. 2005;11:625–32. 85. REFERENCES Flatt A, Shetty N: Seroprevalence and risk factors for
toxoplasmosis among antenatal women in London: a re-examination
of risk in an ethnically diverse population. Eur J Pub Health. 2012;1-
5. 105. El Mansouri B, Rhajaoui M, Sebti F, Amarir F, Laboudi M,
Bchitou R, et al: Seroprevalence of toxoplasmosis in pregnant
women in Rabat, Morocco. Bull Soc Pathol Exot. 2007;100:289–90. 106. Elnahas A, Gerais AS, Elbashir MI, Eldien ES, Adam I:
Toxoplasmosis in pregnant Sudanese women. Saudi Med J. 2003;24:868–70. 86. Surpam RB, Kamlakar UP, Khadse RK, Qazi MS, Jalgaonkar SV:
Serological study for TORCH infections in women with bad obstetric
history. J Gynec Obstet India. 2006;56:41-3. y
y
87. Ayi I, Edu SA, Apea-Kubi KA, Boamah D, Bosompem KM, Edoh
D: Sero-epidemiology of toxoplasmosis amongst pregnant women in
the greater accra region of Ghana. Ghana Med J. 2009;43:107-14. 107. Abdel-Hafez SK, Shbeeb I, Ismail NS, Abdel-Rahman F:
Serodiagnosis of Toxoplasma gondii in habitually aborting women
and other adults from north Jordan. Folia Parasitol. 1986;33:7–13. 88. Cvetkovic D, Bobić B, Jankovska B, Klun I, Panovski N,
Djurković-Djaković O: Risk factors for Toxoplasma infection in
pregnant women in FYR of Macedonia. Parasite. 2010;17:183–6. 108. Hammouda NA, ElGebaly WM, Sadaka SM: Seroprevalence
of toxoplasma and cytomegalovirus in complicated pregnancies. J
Egypt Soc Parasitol. 1993;23:865–70. 89. Karabulut A, Polat Y, Turk M, Balci YI: Evaluation of rubella,
Toxoplasma gondii, and cytomegalovirus seroprevalences among
pregnant women in Denizli province Turk J Med Sci. 2011;41:159-
64. gyp
109. Salih HA: Prevalence of toxoplasmosis among pregnant women
in Najaf city. Kufa J Vet Med Sci. 2010;1:101-8. 110. Mohammad HI, Amin TT, Balaha MH, Moghannum MS:
Toxoplasmosis among the pregnant women attending a Saudi
maternity hospital: seroprevalence and risk factors. Ann Trop Med
Parasitol. 2010;104:493-504. 90. Nabi SN, Wasey A, Haider KMTS, Khan AA, Hoque MM:
Seroprevalen of TORCH antibody in pregnant women. J Armed
Forces Med Coll. 2012;8:35-9.i 111. Al-Seadawy MAH: Prevalence of Toxoplasmosis in pregnant
women in Al Muthana province / Iraq. Kufa J Vet Med Sci. 2010;1:166-73. 91. Sadik MS, Fatima H, Jamil K, Patil C: Study of TORCH profile in
patients with bad obstetric history. Biol Med. 2012;4:95-101. 92. Frischknecht F, Sell W, Trummer I, Bruhwiler H: Serological
testing for infectious diseases in pregnant women: are the guidelines
followed? Swiss Med Wkly. 2011;140:w131-38. 112. Mousa DA, Mohammad MA, Toboli AB: Toxoplasma gondii
infection in pregnant women with previous adverse pregnancy
outcomes. REFERENCES Spalding SM, Reis Annendoeira MR, Klein CH, Ribeiro LC:
Serological screening and toxoplasmosis exposure factors among
pregnant women in south of Brazil. Rev Soc Bras Med Trop. 2005;38:173–7. 74 . Natu M, Joshi BN, Sali N: Toxoplasmosis prevalence in pregnancy
with bad obstetric history. Indian J Med Sci. 1989;43:291–3. 75. Bittencourt LHF, Lopez-Mori FMR, Mitsuka-Pregano R, Valentim- 56. Castilho-Pelloso MP, Falavigna DLM, Falavigna-Guilherme
AL: Suspected acute toxoplasmosis in pregnant women. Rev Saude
Publica. 2007;41:27–34.i Zabbott M, Fereri RL, Pinto SP, Navarro IT: Seroepidemiology of
toxoplasmosis in pregnant women since the implementation of the
surveillance program of toxoplasmosis acquired in pregnancy and
congenital in the western region of Parana, Brazil. Rev Bras Ginecol
Obstet 2012;34:63-8. 57. Sharifi-Mood B, Hashemi-Shahri M, Salehi M, Naderi M, Naser-
Poor T: Seroepidemiology of Toxoplasma Infection in the Pregnant
Women in Zahedan, Southeast of Iran. J Res Health Sci. 2006;6:1-3. 58. Ndir I, Gaye A, Faye B, Gaye O, Ndir O: Seroprevalence of
toxoplasmosis among women having spontaneous abortion and
pregnant women following in a center of health up-town in Dakar. Dakar Med. 2004;49:5–9. 57. Sharifi-Mood B, Hashemi-Shahri M, Salehi M, Naderi M, Naser-
Poor T: Seroepidemiology of Toxoplasma Infection in the Pregnant 76. Shanmugam J, Raveendranath M, Nair VR: Toxoplasmosis:
Study of prevalence in infertile women and in healthy pregnant
mothers from Kerala state. Indian J Med Microbiol. 1986;4:33–8. 77. Reis MM, Tessaro MM, d’Azevedo PA: Serologic profile of
toxoplasmosis in pregnant women from a public hospital in Porto
Alegre. Rev Bras Ginecol Obstet. 2006;28:158–64. 76. Shanmugam J, Raveendranath M, Nair VR: Toxoplasmosis:
Study of prevalence in infertile women and in healthy pregnant
mothers from Kerala state. Indian J Med Microbiol. 1986;4:33–8.i Women in Zahedan, Southeast of Iran. J Res Health Sci. 2006;6:1-3. 58. Ndir I, Gaye A, Faye B, Gaye O, Ndir O: Seroprevalence of
toxoplasmosis among women having spontaneous abortion and
pregnant women following in a center of health up-town in Dakar. Dakar Med. 2004;49:5–9. 77. Reis MM, Tessaro MM, d’Azevedo PA: Serologic profile of
toxoplasmosis in pregnant women from a public hospital in Porto
Alegre. Rev Bras Ginecol Obstet. 2006;28:158–64. © Our Dermatol Online 4.2013 531 78. Harma M, Harma M, Gungen N, Demr N: Toxoplasmosis in
pregnant women in Sanliurfa, Southeastern Anatolia city, Turkey. J
Egypt Soc Parasitol. 2004;34:519–25. 97. REFERENCES Yousif JJ, Hussein ZA, Naser KM: The detection of
Toxoplasmosis infection among married women in Al-Abbasiya – ,
,
Toxoplasmosis infection among married women in Al-Abbasiya –
Najaf region. J Kufa Univ Biol Sci. 2010;2:2-7. Najaf region. J Kufa Univ Biol Sci. 2010;2:2-7. 146. Al-Nahari AM, Altamimi AHS: Seroprevalence Of Anti
Toxoplasma gondii IgG and IgM Among Pregnant Women in Sana’a 146. Al-Nahari AM, Altamimi AHS: Seroprevalence Of Anti
Toxoplasma gondii IgG and IgM Among Pregnant Women in Sana’a
Capital and Capital Trusteeship. Sci J King Faisal Univ (Basic and
applied Sciences) 2010;11:179-88. j
g
;
126. Alkhafaji AH, Mohsen KI: Seroprevalence of toxoplasmosis
among women with habitual abortion in Thi Qar governorate using
hi
i 126. Alkhafaji AH, Mohsen KI: Seroprevalence of toxoplasmosis
among women with habitual abortion in Thi Qar governorate using Capital and Capital Trusteeship. Sci J King Faisal Univ (Basic and
applied Sciences) 2010;11:179-88. ELISA test. J Thi-Qar Sci. 2009;1:1-8. ELISA test. J Thi-Qar Sci. 2009;1:1-8. Q
;
127. Al-Khashab FMBA, Alhiyali SSM, Dawood IS: Serological
diagnosis of acute and chronic infections of Toxoplasma gondii
in women with abortion or normal pregnancy. Tik J Pure Sci. 2011;16:52-7. 147. Ghazi, HO, Telmesani, AM, Mahomed, MF: Torch agents in
pregnant Saudi women. Med Princ Pract. 2002;11:180-90. 148. Sellami H, Amri H, Cheikhrouhou F, Sellami A, Makni F, et
al: État actuel de la toxoplasmose dans la région de Sfax, Tunisie. Bulletin de la Société de pathologie exotique. 2010;103:37-40. 128. ADdory AZR: Seroepidemiological study of toxoplasmosis
among pregnant women in Salah Adeen governorate. Tik Med J. 2011;17:64-73. 149. Almogren A: Antenatal screening for Toxoplasma gondii at
a tertiary care hospital in Riyad, Saudi Arabia. Ann Saud Med. 2011;31:569-72. ;
129. Al-Marzoqi AHM, Kadhim RA, Aljanabi DKF, Hussein HJ,
Al Tae ZM: Seroprevalence study of IgG and IgM Antibodies to
Toxoplasma, Rubella, Cytomegalovirus, Chlamydia trachomatis and
Herpes simplex II in Pregnancy women in Babylon Province. J Biol,
Agri Healthcare. 2012;2:159-64. 129. Al-Marzoqi AHM, Kadhim RA, Aljanabi DKF, Hussein HJ,
Al Tae ZM: Seroprevalence study of IgG and IgM Antibodies to
Toxoplasma, Rubella, Cytomegalovirus, Chlamydia trachomatis and 150. Al-Hindi A, Al-Helou T, Al-Helou Y: Seroprevalence of
Toxoplasma gondii, cytomegalovirus, rubella, Ch. Trachomatis
among infertile women attending invitro fertilization center, Gaza
strip, Palestine. J Egypt Soc Parasitol. 2010;40:451-8. Herpes simplex II in Pregnancy women in Babylon Province. J Biol,
Agri Healthcare. 2012;2:159-64. 151. REFERENCES El-Gozamy BR, MohamedSA, Mansur HA: Toxoplasmosis
among pregnant women in Qualyobia governorate, Egypt. J Egypt
Soc Parasitol. 2009;39:389-401. 130. Hadi NJ: Prevalence of Antibodies to Cytomegalovirus, Rubella
Virus and Toxoplasma gondii among aborted women in Thiqar
province. J Educ Coll. 2011;1:3-9. p
131. Salman YG: Serological Cross Reaction among Some Causative
Agents of Women Abortions (Toxoplasma gondii & Cytomegalovirus
& Rubella Virus), with the Incidence of Hepatitis Virus (B &C). Tik
J Pharm Sci. 2007;3:102-11. 131. Salman YG: Serological Cross Reaction among Some Causative
Agents of Women Abortions (Toxoplasma gondii & Cytomegalovirus 152. Hussein AH, Ali AE, Saleh MH, Nagaty IM, Rezk AY:
Prevalence of Toxoplasma infection in Qualyobia governorate. J
Egypt Soc Parasitol. 2001;31:355-63. & Rubella Virus), with the Incidence of Hepatitis Virus (B &C). Tik
J Pharm Sci. 2007;3:102-11. 153. El-Deeb HK, Sala-Eldin H, Khodeer S, Allah AA: Prevalence of
Toxoplasma gondii in antenatal population in Menoufia governorate,
Egypt. Acta Trop. 2012;124:185-91. 132. Mossa HAL: Toxoplasmosis in Iraqi women: a retrospective
study. Karbala J Med. 2009;2:697-701. 154. El-Ridi AM, Nada SM, Aly AS, Ramadan ME and Hagar EG:
Toxoplasmosis and pregnancy: An analytical study in Zagazic,
Egypt. J Egypt Soc Parasitol. 1991;21:81-5. 133. Al-Shimmery MN, Al-Hilaly HA, Al-khafaji AA: Seroprevalence
of cytomegalovirus and toxoplasmosis in cases of miscarriages
women in Al-Diwaniyah province. Al-Qadysia Med J. 2011;7:160-8. 155. Mohammed TK: Seroprevalence of Toxoplasma gondii among
pregnant women in Baghdad city.Jasi.pdf 134. Bouratbine A, Siala E, Chahed MK, Aoun K, Ben Ismail R:
Sero-epidemiologic profile of toxoplasmosis in northern Tunisia. Parasite. 2001;8:61–6. 156. Lokletz H and Reynolds FA: Post-rubella thrombocytopaenic
purpura. Report of nine new cases and review of published cases. Lancet. 1965;85:226–30. 135. Barkat A, Kabiri M, Tligui H, Lamdouar Bouazzaoui N:
Seroprevalence of toxoplasmosis in Morocco. Poster 976. Pediatric
Research. 2010;68:486–7. 157. Plotkin SA and Orenstein (eds) Vaccines, 4th edition. Philadelphia: WB Saunders Company, Chapters 19, 20 and 26. 2004. 136. Bouhamdan SF, Bitar LK, Saghir HJ, Bayan A, Araj GF:
Seroprevalence of Toxoplasma antibodies among individuals
tested at hospitals and private laboratories in Beirut. J Med Liban. 2010;58:8-11. 158. Miller E, Cradock-Watson JE, Pollack TM: Consequences
of confirmed maternal rubella at successive stages of pregnancy. Lancet. 1982;2:781–4. 137. Tabbara KS, Saleh F: Serodiagnosis of toxoplasmosis in Bahrain. Saudi Med J. 2005;26:1383-7. 159. Morgan Capner P, Wright J, Miller CL Miller E: Surveillance
of antibody to measles, mumps and rubella by age. BMJ. 1988;297:
770–2. 138. REFERENCES Med J Islamic World Acad Sci. 2011;19: 95-102. 93. Inagaki ADM, Oliveira LAR, Oliveira MFB, Santos RCS, Araujo
RM, et al: Seroprevalence of antibodies for Toxoplasmosis, rubella, 93. Inagaki ADM, Oliveira LAR, Oliveira MFB, Santos RCS, Araujo
RM, et al: Seroprevalence of antibodies for Toxoplasmosis, rubella,
cytomegalovirus, syphilis and HIV among women in Serjipe. Rev
Soc Bras Med Trop. 2009;42: 532-6. 113. Mahmood SH, Hassani HH, Zghair KH: Detection of B1 gene
of Toxoplasma gondii in blood of pregnant and abortive women
infected with this parasite. Iraqi J Med Sci. 2010;8:42-8. cytomegalovirus, syphilis and HIV among women in Serjipe. Rev
Soc Bras Med Trop. 2009;42: 532-6. 94. Linguissi LS, Nagalo BM, Bisseye C, Kagoné TS, Sano M, Tao
I, et al: Seroprevalence of toxoplasmosis and rubella in pregnant
women attending antenatal private clinic at Ouagadougou, Burkina
Faso. Asian Pac Trop Med. 2012;5:810-3. 114. Aziz FM, Drueish MJ: Toxoplasmosis: serious disease during
pregnancy. Baghdad Sci J. 2011;8:91-5. p g
y
g
115. Al-Hamdani MM, Mahdi NK: Toxoplasmosis among women
with habitual abortion. East Mediterr Health J. 1997;3:310-5. 95. Koksaldi –Motor V, Evirgen O, Azaroglu I, Inci M, Ozer B,
Arica S: Prevalence of Toxoplasmosis, Cytomegalovirus and Rubella
IgGAntibodies in Hatay Women and Children. West Indian Med J. 2012;61:154-7. 116. Al-Sodany AK, Salih TH: The prevalence of toxoplasmosis
among women. Basrah J Vet Res. 2007;6:75-80. 117. Majeed AK: Toxoplasma gondii and cytomegalovirus
seropositivity pathogens in high- risk patients in Iraq. Al-Anbar J Vet
Sci. 2011;4:45-9. 96. Vilibik-Cavlek T, Ljubin-Sternak S, Ban M, Kolaric B, Sviben
M, Mlinaric-Galinovic G: Seroprevalence of TORCH infections in
women of childbearing age in Croatia. J Matern Fetal Neonatal Med. 2011;24:280-3. 532 © Our Dermatol Online 4.2013 118. Alsaeed MS, Muhsen MA, Al-Juburi GJ: Study the role of
Toxoplasma gondii, Cytomegalovirus and anti-phospholipids
antibodies in cases of abortion among women in Hilla city. Q Med
J. 2008;4:1-8. 139. Al-Hindi AI, Lubbad MH: Seroprevalence of toxoplasmosis
among Palestinian aborted women in Gaza. Ann Alquds Med. 2009;5:39-47. 140. Gashout A, Lazreg T, Gashut H, Swedan T: Qualitative
assessment of risk for spontaneous abortion associated with
toxoplasma and rubella: immunity appraisal. Libyan J Infect Dis. 2008;2:52-6. 119. Almishhadani
JI,
Aljanabi
AU:
Toxoplasmosis
and
Cytomegalovirus Infection among Aborted Women in Al-Anbar
Governorate. 2008;6:1-11. 141. Al-Qahtani J, Hassan MM: Incidence of toxoplasmosis gondii in
Najran region, KSA. J Egypt Soc Parasitol. 2012;42:253-60. 142. REFERENCES Al- Harithi SA, Jamjoom MB, Ghazi HO: Seroprevalence
of Toxoplasma gondii among pregnant women in Makkah, Saudi
Arabia Umm Al Qura Univ J Sci Med Eng 2006; 18:217 27 120. Khudair MK: Evaluation of infection with Toxoplasmosis for
pregnant women in Diyala province. Diyala J Pure Sci. 2012;8:1-8. 141. Al-Qahtani J, Hassan MM: Incidence of toxoplasmosis gondii in
Najran region, KSA. J Egypt Soc Parasitol. 2012;42:253-60. 120. Khudair MK: Evaluation of infection with Toxoplasmosis for
pregnant women in Diyala province. Diyala J Pure Sci. 2012;8:1-8. 121. Hasan SF: Seroprevalence toxoplasmosis among comers to
marriage in Kerbala governorate. Kerb J Pharm Sci. 2011;2:97-102. Najran region, KSA. J Egypt Soc Parasitol. 2012;42:253-60. 142. Al- Harithi SA, Jamjoom MB, Ghazi HO: Seroprevalence 121. Hasan SF: Seroprevalence toxoplasmosis among comers to
marriage in Kerbala governorate. Kerb J Pharm Sci. 2011;2:97-102. 142. Al- Harithi SA, Jamjoom MB, Ghazi HO: Seroprevalence 121. Hasan SF: Seroprevalence toxoplasmosis among comers to 121. Hasan SF: Seroprevalence toxoplasmosis among comers to
marriage in Kerbala governorate. Kerb J Pharm Sci. 2011;2:97-102. marriage in Kerbala governorate. Kerb J Pharm Sci. 2011;2:97-102. of Toxoplasma gondii among pregnant women in Makkah, Saudi
Arabia. Umm Al-Qura Univ J Sci Med Eng. 2006; 18:217-27. 122. Ali AA: Epidemiological study of Toxoplasma gondii in Al-
Tameem government. 2006. 143. Elamin MH, El-Olyan EM, Omer SA, Alaghaili AN, Mohammed
OB: Molecular detection and prevalence of Toxoplasma gondii in
pregnant women in Sudan. Afri J Microb Res. 2012;6:308-11. 123. Kadir MA, Ghalib AK, Othman NF, Ahmed IS: Seroprevalence
f T
l
dii
i Ki k k I
J Ki 123. Kadir MA, Ghalib AK, Othman NF, Ahmed IS: Seroprevalence
of Toxoplasma gondii among pregnant women in Kirkuk, Iraq. J Kir
Univ- Sci Studies. 2011;6:1-11. of Toxoplasma gondii among pregnant women in Kirkuk, Iraq. J Kir
Univ- Sci Studies 2011;6:1-11 144. Khalil KM, Ahmed AA, Elrayah IE: Seroprevalence of
Toxoplasma gondii infection in human in Khartoum state, Sudan. Int
J Trop Med. 2012;7:43-50. Univ- Sci Studies. 2011;6:1-11. 124. Alkalabi R: Seroepidemiological study among different groups
of population in Al Najaf city. M Sc Thesis, College of Medicine,
Kufa University, 2008. 145. Mohamad K, Kodym P, Maly M, Elrayah I. Assessment of
Screening Tests Used to Detect Toxoplasma gondii in Women in
Sudan. J Med Diagnost Meth. 2012;1:102. 125. REFERENCES Tamer GS, Dundar D, Caliskan E: Seroprevalence of Toxoplasma
gondii, rubella and cytomegalovirus among pregnant women in
western region of Turkey. Clin Invest Med. 2007;32:E43–7. g
187. Ogbonnaya EC, Chinedum EK, John A, Esther A: Survey of the
sero-prevalence of IgM antibodies in pregnant women infected with
rubella virus. J Biotech Pharmaceu Res. 2012;3:10-4. rubella virus. J Biotech Pharmaceu Res. 2012;3:10-4. 168. Ai TC, Ee MK: Prevalence of rubella susceptibility among
pregnant mothers in a community-based antenatal clinic in Malaysia:
a cross-sectional study. Asia-Pacific J Publ Health. 2008;20:340–6. 188. Langiano E, Ferrara M, Lanni L, Atrei P, Martellucci G, De
Vito E: Rubella seroprevalence in childbearing age women: a cross
sectional study in the province of Frosinone, central southern Italy. Italian J Pub Health. 2009;6:194-201. oss-sectional study. Asia-Pacific J Publ Health. 2008;20:340 169. Majlessi F, Batebi A, Shariat M, Rahimi A, Azad TM:
Rubella serology in pregnant women attending health centres of
Tehran University of Medical Sciences. East Mediterran Health J. 2008;14:590–4. 189. Onakewhor JU, Chiwuzie J. Seroprevalence survey of rubella
infection in pregnancy at the University of Benin Teaching Hospital,
Benin City, Nigeria. Niger J Clin Pract. 2011;14:140–5. 170. Das S, Ramachandran VG, Arora R: Cytomegalovirus and
rubella infection in children and pregnant mothers-a hospital based
study. J Commun Dis. 2007;39:113–7. 190. Raveendran V, Pragash DS, Manju D, Shaker A, Rayapu
V: Seroprevalenceof rubella in antenatal women in and around
Kirumampakkam, Puducherry. Int J Bioassay. 2012;1:74-8. 171. Ocak S, Zeteroglu S, Ozer C, Dolapcioglu K, Gungoren A:
Seroprevalence of Toxoplasma gondii, rubella and cytomegalovirus
among pregnant women in southern Turkey. Scand J Infect Dis. 2007;39:231–4. 191. Fokunang CN, Chia J, Ndumbe P, Mbu P, Atashili J. Clinical
studies on seroprevalencew of rubella virus in pregnant women of
Cameroon regions. Afr J Clin Exper Microbiol. 2010;11:79-94. 172. Pehlivan E, Karaoglu L, Ozen M, Gunes G, Tekerekoglu MS,
Genc MF, et al: Rubella seroprevalence in an unvaccinated pregnant
population in Malatya, Turkey. Public Health. 2007;121:462–8. 192. Calimeri S, Capua A, La Fauci V, Squeri R, Grillo OC, Lo Giudice
D: Prevalence of serum anti-rubella virus antibodies among pregnant
women in southern Italy. Int J Gynaecol Obstet. 2012;116:211-3. 193. Corcoran C, Hardie DR: Seroprevalence of rubella antibodies
among antenatal patients in the Western Cape. SAMJ. 2005;95:688-
90. 173. REFERENCES Ibrahim HM, Huang P, Salem TA, Talaat RM, Nasr MI,
Xuan X, et al: Short Report: Prevalence of Neospora caninum and
Toxoplasma gondii Antibodies in Northern Egypt. Am J Trop Med
Hyg. 2009;80:263–7. © Our Dermatol Online 4.2013 533 160. Gabbe SG, Niebyl JR, Simpson JL, eds. Obstetrics-normal
and problem pregnancies. 4th ed. New York: Churchill Livingstone,
Inc.;2002:1328–30. 180. dos Santos JI, Lopes MA, Deliege-Vasconcelos E, Couto-
Fernandez JC, Patel BN, et al: Seroprevalence of HIV, HTLV-I/II and
other perinatally-transmitted pathogens in Salvador, Bahia. Rev Inst
Med Trop Sao Paulo. 1995;37:343–8. 161. Enders G, Nickerl-Pacher U, Miller E, Cradock-Watson JE:
Outcome of confirmed periconceptional maternal rubella. Lancet. 1988;1:1445–7. p
181. Surpam RB, Kamlakar UP, Khadse RK, Qazi MS, Jalgaonkar SV: Serological study for TORCH infections in women with bad
obstetric history. J Obstet Gynecol India. 2010;56:41-3. 162. Bullens D, Smets K, Vanhaesebrouck P: Congenital rubella
syndrome after maternal reinfection. Clin Pediatr (Phila). 2000;39:113–6. 182. Uyar1 Y, Balci A, Akcali A, Cabar C: Prevalence of rubella
and cytomegalovirus antibodies among pregnant women in northern
Turkey. New Microbiol. 2008;31:451-5. 163. Aboudy Y, Fogel A, Barnea B, Mendelson E, Yosef L, Frank
T: Subclinical rubella reinfection during pregnancy followed by
transmission of virus to the fetus. J Infect. 1997;34:273–6. 183. Fomda BA, Thokar MA, Farooq U, Sheikh A: Seroprevalence
of rubella in pregnant women in Kashmir. Indian J Pathol Microbiol. 2004;47:435-7. 164. Robinson J, Lemay M, Vaudry WL: Congenital rubella after
anticipated immunity: two cases and a review of the literature. Pediatr
Infect Dis. 1994;13:812–5. 184. Bamgboye AE, Afolabi KA, Esumeh FI, Enweani IB: Prevalence
of rubella antibody in pregnant women in Ibadan, Nigeria. West Afr
J Med. 2004;23:245-8. 165. Ballal M, RP Bangar, AA Sherine, I Bairy: Seroprevalance of
rubella in BOH cases - A 5 year study. J Obst Gyne India. 2007;57:
407-9. 185. Jubaida N, Mondal MEA, Kawsar NM: Seroprevalence of
Rubella Antibodies in Pregnant Women. J Armed Forces Med
College, Bangladesh. 2011;7:20-24. 166. Lin H, Kao J, Chang T, Hsu H, Chen D: Secular trend of age-
specific prevalence of hepatitis B surface and antigenemia in pregnant
women in Taiwan. J Med Virol. 2003;69:466–70. 186. Amina MD, Oladapo S, Habib S, Adebola O, Bimbo K, Daniel
A: Prevalence of rubella IgG antibodies among pregnant women in
Zaria, Nigeria. Int Health. 2010;2:156-59. 167. REFERENCES Tseng H, Chang C, Tan H, Yang S, Chang H: Seroepidemiology
study of rubella antibodies among pregnant women from seven Asian
countries: evaluation of the rubella vaccination program in Taiwan. Vaccine. 2006;24:5772–7. 194. Mora-García GJ, Ramos-Clason E, Mazenett E, Gómez-
Camargo D: [The seroprevalence of IgG antibodies against rubella
(German measles) in 10–49 year-old women from Cartagena,
Colombia]. Rev Salud Publica (Bogota). 211;13:288–97. 174 . Barreto J, Sacramento I, Robertson SE, Langa J, De Gourville
E, Wolfson L, et al: Antenatal rubella serosurvey in Maputo,
Mozambique. Trop Med Int Health. 2006;11:559–64. 175. Corcoran C, Hardie DR: Seroprevalence of rubella antibodies
among antenatal patients in the Western Cape. South Afr J Obstet and
Gynaecol. 2006;12:26–8. 195. Uysal A, Taner CE, Cüce M, Atalay S, Göl B, Köse S, Uysal
F: Cytomegalovirus and rubella seroprevalence in pregnant women
in Izmir/Turkey: follow-up and results of pregnancy outcome. Arch
Gynecol Obstet. 2012;286:605-8. 176. Desinor OY, Anselme RJP, Laender F, Saint-Louis C, Bien-Aime
JE: Seroprevalence of antibodies against rubella virus in pregnant
women in Haiti. Rev Panam Salud Publica. 2004;15:147–50. y
196. Kombich JJ, Muchai PC, Borus PK: Seroprevalence of Natural
Rubella Antibodies among Antenatal Attendees at Moi Teaching
and Referral Hospital, Eldoret, Kenya. J Infect Dis Immunol Tech
2011;1:1. 177. Weerasekera DS, Fernando S, Weerasekera MM: Susceptibility
to rubella among pregnant women and the serological evidence of
congenital rubella in newborn babies at Colombo South Teaching
Hospital. Ceylon Med J. 2003;48:51–3. 197. Kearns MJ, Plitt SS, Lee BE, Robinson JL: Rubella immunity
among pregnant women in a Canadian provincial screening program. Can J Infect Dis Med Microbiol. 2009;20:73-7. 178 . Palihawadana P, Wickremasinghe AR, Perera J: Seroprevalence
of rubella antibodies among pregnant females in Sri Lanka. South
East Asian J Trop Med Public Health. 2003;34:398–404. 198. Jahromi AS, Kazemi A, Manshoori G, Madani A, Moosavy
SH, Seddigh B: Seroprevalence of rubella virus in women with
spontaneous abortion. Am J Infect Dis. 2011;7:16-9. 179. Ashrafunnessa Khatun S, Islam MN, Chowdhury S:
Seroprevalence of rubella antibodies among antenatal population
attending a tertiary level hospital in Dhaka City. Bangladesh Med
Res Council Bull. 2000;26:75–81. 534 © Our Dermatol Online 4.2013 199. Ramana BV, Murty DS, Naidu KHV, Reddy K: Seroprevalance
of rubella in women with bad obstetric history in Tirupati of Andhra
Pradesh state of India. Ann Trop Med Pub Health. 2012;5:471-3. 210. REFERENCES Ebadi P, Solhjoo K, Bagheri K, Eftekhar F: Seroprevalence
of toxoplasmosis among the women with recurrent spontaneous
abortion in comparison with the women with uncomplicated delivery. J Jahrom Uni Med Sci. 2011;9:32-6. J Jahrom Uni Med Sci. 2011;9:32-6. 200. Cheong AT, Khoo EM: Prevalence of Rubella Susceptibility
among Pregnant Mothers in a Community-based Antenatal Clinic in
Malaysia: A cross sectional study. Asia Pac J Public Health. 2008;
20:340-6. 211. Malarvizhi A, Viswanathan T, Lavanya V, Arul Sheeba Malar S and Moorthy K: Seroprevalence of Rubella in Pregnant women. Int J
Interdisci Res Revs. 2013;1:77-87. 212. Abdul-Karim ET, Abdul-Muhymen N, Al-Saadie M: Chlamydia
trachomatis and rubella antibodies in women with full-term deliveries
and women with abortion in Baghdad. Eastern Medit Health J. 2009;15:1407-11. 201. Honarvar B, Moghadami M, Moattari A, Emami A, Odoomi
N, et al: Seroprevalence of Anti-Rubella and Anti-Measles IgG
Antibodies in Pregnant Women in Shiraz, Southern Iran: Outcomes
of a Nationwide Measles-Rubella Mass Vaccination Campaign. PLoS
ONE. 2013;8:e55043. 201. Honarvar B, Moghadami M, Moattari A, Emami A, Odoomi
N, et al: Seroprevalence of Anti-Rubella and Anti-Measles IgG
Antibodies in Pregnant Women in Shiraz, Southern Iran: Outcomes
f
N i
id M
l
R b ll M
V
i
i
C
i
PL S of a Nationwide Measles-Rubella Mass Vaccination Campaign. PLoS
ONE. 2013;8:e55043. 213. Hammod AM, Mohammed MS, Khalil IK: Evaluation of Anti-
Rubella IgG Antibody among Pregnant and Childbearing Women in
Babylon Province –Iraq. Biol J Alkufa Uni. 2012;4:226-33. 202. Nwanegbo EC, Swanson T, Vanderpuye O, Rios-Bedoya CF:
Evaluation of Rubella Immunity in a Community Prenatal Clinic. ISRN Family Med. 2013;2013:602130. 214. Al-rubaii B, Aboud M, Hamza W: Evaluation of Anti-
Rubella Antibodies Among Childbearing Age Women in Babylon
Governorate. Med J Babylon. 2010;7:233-49. 203. Eslamian L: Rubella seroprevalence in pregnant women in
Shariatti hospital, Iran. Acta Med Iran. 2000;38:74-8. 215. Hasan ARS: Seroprevalence of Anti-Rubella IGg Antibody
Among Pregnant and Childbearing Women in Diyala Province-Iraq. Diyala J Med. 2011;1:27-32. 204. Ozdemir M, Kalem F, Feyzioglu B, Bysal B: Investigation of
viral pathogen during pregnancyin a city region in Turkey. Anatol J
Clin Invest. 2011;5:78-81. 216. Hamdan HZ, Abdelbagi I, Nasser NM, Adam I: Seroprevalence
of cytomegalovirus and rubella among pregnant women in western
Sudan. Virol J. 2011;8:217-20. 205. Adesina OA, Adeniji JA, Adeoti MO: Rubella IgG antibody in
women of childbearing age in oyo state. African J Clin Experimen
Microbiol. 2008;9:78-81. 217. © Our Dermatol Online 4.2013 535 Copyright by Abdulghani Mohamed Alsamarai, et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. REFERENCES Ghazi HO, Telmesani AM, Mahomed MF: TORCH agents in
pregnant Saudi women. Med Princ Pract. 2002;11:180-2. 206. Ang LW, Chua LT, James L, Goh KT: Epidemiological
surveillance and control of rubella in Singapore, 1991–2007. Ann
Acad Med Singap. 2010, 39:95-101. 217. Ghazi HO, Telmesani AM, Mahomed MF: TORCH agents in
pregnant Saudi women. Med Princ Pract. 2002;11:180-2. 218. Nama JK, Al-Khafaji YA, Yasir SJ: Detection of rubella virus
infectionin abortive pregnant womenin Al-Najaf governorate. TQMJ. 2009;3:49-56. 218. Nama JK, Al-Khafaji YA, Yasir SJ: Detection of rubella virus
infectionin abortive pregnant womenin Al-Najaf governorate. TQMJ. 2009;3:49-56. 207. Upreti SR, Thapa K, Pradhan YV, Shakya G, Sapkota YD, et
al: Deeloping Rubella Vaccination Policy in Nepal—Results From
Rubella Surveillance and Seroprevalence and Congenital Rubella
Syndrome Studies. IID 2011;204:S433-S8. 207. Upreti SR, Thapa K, Pradhan YV, Shakya G, Sapkota YD, et
al: Deeloping Rubella Vaccination Policy in Nepal—Results From 219. Barah FA, Chehada AG: Prevalence of IgG antibodies among
Syrian females of childbearing age. Saudi Med J. 2010;31:78-81. Rubella Surveillance and Seroprevalence and Congenital Rubella
Syndrome Studies. IID 2011;204:S433-S8. 208. Odland JØ, Sergejeva IV, Ivaneev MD, Jensen IP, Stray-Pedersen
B: Seropositivity of cytomegalovirus, parvovirus and rubella in
pregnant women and recurrent aborters in Leningrad County, Russia. Acta Obstet Gynecol Scand. 2001;80:1025-9. 220. Caidi H, Bloom S, Azilmaat M, Benjouad A, Reef S, El Aouad
R: Rubella seroprevalence among women aged 15–39 years in
Morocco. East Medeter Health J. 2009;15:526-31. 221. Hananchi N, Marzouk M, Harrabi I, Ferjani A, Ksouri Z,
et al: Seroprevalence of rubella virus, varicella zoster virus,
cytomegalovirus and parvovirus B19 among pregnant women in the
Sousse region, Tunisia. Bull Soc Pathol Exot. 2011;104:62-7. 209. Agbede OO, Adeyemi OO, Olatinwo AWO, Salisu TJ, Kolawole
OM: Sero-Prevalence of Antenatal Rubella in UITH. Open Public
Health J. 2011;4:10-15. Copyright by Abdulghani Mohamed Alsamarai, et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. © Our Dermatol Online 4.2013 535
|
https://openalex.org/W3113043049
|
https://ukralmanac.univ.kiev.ua/index.php/ua/article/download/371/356
|
Ukrainian
| null |
THE PROBLEM OF FINITENESS OF HUMAN EXISTENCE IN UKRAINIAN FOLKLORE
|
Ukraïnoznavčij alʹmanah
| 2,020
|
cc-by-sa
| 3,199
|
Володимир Ятченко
доктор філософських наук, професор,
професор кафедри економіки підприємств та соціальних технологій,
Державний університет телекомунікацій, м. Київ Володимир Ятченко
доктор філософських наук, професор,
професор кафедри економіки підприємств та соціальних технологій,
Державний університет телекомунікацій, м. Київ ORCID: 0000-0003-0533-8580
Email: yatchych@ukr.net ORCID: 0000-0003-0533-8580
Email: yatchych@ukr.net Оксана Олійник
кандидат соціологічних наук, доцент,
доцент кафедри методологій та методів соціологічних досліджень
Київський національний університет імені Тараса Шевченка, м. Київ Оксана Олійник
кандидат соціологічних наук, доцент,
доцент кафедри методологій та методів соціологічних досліджень
Київський національний університет імені Тараса Шевченка, м. Київ ORCID: 0000-0003-0568-7940
Email o_oliinyk@ukr.net ORCID: 0000-0003-0568-7940
Email o_oliinyk@ukr.net Українознавчий альманах. Випуск 26 victim behavior]. Nizhyn: Vydavets P.P. Lysenko. 29 р. (in Ukranian). 13. Цюрупа М. Военные теоретики Европы о
войне, мире и национальной безопасности. Киев:
КГВИ, 1996. 250 с. 8. Skyba, V., Horbatenko, V., Turenko, V. (1996). Vstup do politolohii. Ekskurs v istoriiu pravnycho-
politychnoi dumky [Introduction into political science. Excursus on the history of the legal and political
thinking]. K.: Osnovy. 538 р. (in Ukranian). References 1. Baikov, L. (1918). Pidhotovka narodu ta viiska
do zakhystu Batkivshchyny [Preparing the people and
the army for the motherland defense]. Kyiv. 1-12 p. ( in
Ukranian). 9. Skoropadskyi, P. (2016). Spohady: Kinets
1917- hruden 1918 [Memoirs. End of 1917 – December
1918]. K.: Nash format. 454 р. ( in Ukranian). 2. Voennovedenye. (1871). Pervyi
opyt
etoi
nauky. Kratkyi ocherk nachalnykh osnovanyi [Military
science. First practice. Brief basics study]. Kyiv. 87 р. (in
Russian). 10. Sovremennoe voennoe delo y otnoshenye k
nym voennovedenyia [Modern military skills and their
relations with military science]. Kyev. 1872. 79 р. (in
Russian). 3. Zlatostrui. (1990). Drevniaia Rus. X-XIII vv. [Zlatostrui. Ancient Rus. X-XIII century]. M.: Molodaia
hvardyia. 303 р. (in Russian). 11. Tsiurupa,
M.,
Diachenko,
V. (2008). Mizhnarodne
humanitarne
pravo
[International
humanitarian law]. K.: Kondor. 312 р. ( in Ukranian). 4. Kolodzinskyi, M. (2019). Voienna doktryna
ukrainskykh natsionalistiv [Military doctrine of Ukrainian
nationalists]. K.: Osnova. 288 р. ( in Ukranian). 12. Tsiurupa, M., Yasynska, V. (2013). Osnovy
zahalnoi ta voiennoi politolohii [Basics of general and
military political science]. K.: Kondor. 508 р. (in
Ukranian). nationalists]. K.: Osnova. 288 р. ( in Ukranian). 5. Kostomarov, N. Dve ruskyia narodnosty [Two
Russian
nations]. URL:
https://ehorussia.com/new/node/983021.09. (in
Russian). 5. Kostomarov, N. Dve ruskyia narodnosty [Two
Russian
nations]. URL: 13. Tsiurupa, M. (1996). Voennыe teoretyky Evropy
o voine, myre y natsyonalnoi1 bezopasnosty [European
military theorists on war, peace and national security]. Kyev: KHVY. 250 р. (in Russian). 6. Russkaia voennaia mysl (konets 19-nachalo 20
vv.) [Russian military thinking (end of 19 – beginning of
20 centuries)]. M.: Nauka. 1982. 258 р. (in Russian). 7. Hrabovskyi, S., Losev, I. (2019). Ukraina:
derzhava viktimnoi povedinky [Ukraine: the state of Українознавчий альманах. Випуск 26 Українознавчий альманах. Випуск 26 DOI: https:// doi.org/10.17721/2520-2626/2020.26.15
УДК 616.001: 101: 316 DOI: https:// doi.org/10.17721/2520-2626/2020.26.15
УДК 616.001: 101: 316 ПРОБЛЕМА СКІНЧЕННОСТІ ЛЮДСЬКОГО ІСНУВАННЯ
В УКРАЇНСЬКОМУ ФОЛЬКЛОРІ Анотація. В статті піддаються аналізові екзистенційні проблеми життя, смерті й безсмертя в
українському фольклорі (на матеріалі українських казок). В корпусі українських народних казок широко
побутують теми, які в європейській філософії й літературі отримали назву «трагічні основи людського
буття», – усвідомлення неуникності смерті в земному бутті людини, пошук форм здобуття
індивідуального безсмертя. В українських казках спостерігається двоїсте ставлення особистості до
неминучості власної смерті. З одного боку тут наявний мотив замирення з фатумом людської долі, а
задля пом’якшення болючого відчуття власної скінченності педалюється настанова про вищий сенс
існування смерті. Смерть виправдовується, бо вона постає як запобігання безглуздості нескінченного 100 Київський національний університет імені Тараса Шевченка людського існування або як перепона розгнузданості примх і небезпечних забаганок індивіда, або ж врешті-
решт як покарання людей за здійснені порушення заповідей Вищої духовної істоти. Іншими словами –
смерть постає в низці казок як втілення вищої світової справедливості. При цьому смерть здебільшого
постає в казках як опредмечене язичницьке уявлення про Смерть як конкретну живу істоту зі своїми
примхами, симпатіями й слабкостями. Проблема ж пошуків шляхів досягнення безсмертя прослідковується
в українських казках теж двояким чином. Найчастіше цей пошук розгортається в площині перемоги героя
казки над смертю або через ув’язнення смерті, або через одруження героя з божественною істотою. Це
дуже поширений мотив у казках народів світу. Рідше зустрічається мотив досягнення безсмертя через
моральне самовдосконалення героя, дотримання ним моральних заповідей Бога. Це вже відображення в
казках впливу християнства на духовний світ предків сучасних українців. Ключові слова: український фольклор, українська казка, екзистенційні виміри українського
життя, смерть і безсмертя в українській казці. Volodymyr Yatchenko
Doctor of Sciences in Philosophy, Professor,
Departament of Enterprise Economics and Social Technologies,
State University of Telekommunications of Kyiv Oksana Oliinyk
PHD. in Sociology, Associate professor,
Departament of Metodology and Methods of Sociological Researches
Taras Shevchenko National University of Kyiv THE PROBLEM OF FINITENESS OF HUMAN EXISTENCE
IN UKRAINIAN FOLKLORE Abstract. The article analyzes the existential problems of life, death and immortality in Ukrainian folklore
(based on Ukrainian fairy tales). In the corpus of Ukrainian folk tales there are widely used topics, which in European
philosophy and literature are called "tragic foundations of human existence" - awareness of the inevitability of death in
the earthly existence of man, the search for forms of individual immortality. In Ukrainian fairy tales there is a dual
attitude of the individual to the inevitability of his own death. On the one hand, there is the motive of reconciliation with
the fate of human destiny, and in order to relieve the painful feeling of one's own finitude, the instruction on the higher
meaning of the existence of death is forced. Death is justified because it appears as the prevention of the absurdity of
infinite human existence or as an obstacle to the debauchery of the whims and dangerous wishes of the individual, or
ultimately as the punishment of people for violating the commandments of the Supreme Spiritual Creature. In other
words, death appears in a number of fairy tales as the expression of the highest world justice. At the same time, death
mostly appears in fairy tales as an objectified pagan idea of Death as a concrete living creature with its whims,
sympathies and weaknesses. The problem of finding ways to achieve immortality is traced in Ukrainian fairy tales in
two ways. Most often, this search unfolds in the plane of the victory of the hero of the fairy tale over death, or through
the imprisonment of death, or through the marriage of the hero to a divine being. This is a very common motive in the
tales around the world. Less common is the motive of achieving immortality through the moral self-improvement of the
hero, his compliance to the moral commandments of God. This is already a reflection in fairy tales of the influence of
Christianity on the spiritual world of the ancestors of modern Ukrainians. Keywords: Ukrainian folklore, Ukrainian fairy tales, existential dimension of Ukrainian folklore, life, death and
immortality in Ukrainian fairy tales. p
krainian folklore, Ukrainian fairy tales, existential dimension of Ukrainian folklore, life, death and
krainian fairy tales. Серед 1907-1986) [5;], старозаповітних текстів, міфів культур
різних континентів Дж. Кемпбеллом (Campbell, 1904-
1987) [див. 6], міфів і звичаїв південноафриканських
племен Дж. Фрезером (Frazer, 1854-1941) [див. 12] і
багатьох інших недвозначно засвідчили умоглядність
європоцентричного сприйняття не лише духовності
раніше зневажуваних «неісторичних» народів, але й
обмеженість
традиційних,
усталених
поглядів
на
духовний світ людини докласових, дорелігійних культур
загалом. Перегляд цих застарілих уявлень потребував,
окрім збагачення новим фактологічним матеріалом, ще
й
нових
узагальнень
в
європейській
філософії,
фольклористиці в царині екзистенційного досвіду,
екзистенційних переживань людини. Українознавчий альманах. Випуск 26 нескінченно триваючого) життя (а придатніше в
цьому
випадкові
–
існування)
людини. Добре
ілюструють цю настановленість казки «Бідний чоловік і
Смерть» або «Чоловік і Смерть», записані відповідно В. Лесевичем на Полтавщині й М. Зінчуком на Буковині. Сюжет першої казки вістує про чоловіка, який зумів так
улестити Смерть, що вона дарує йому пів сотні літ
життя, а далі й зовсім відмовляється від нього: «Як узяв
жить, і сини вже померли, і внуки оженились, а він став
уже негодящий нікуди, і ніхто його не вважає ні за віщо,
він, як головешка качається, ніхто його не доглядає, усі
від нього одцурались і смерть від нього відцуралася». За сюжетом другої казки на знак помсти за своє
ув’язнення Смерть карає чоловіка безсмертям «… не
вмреш ти, а будеш гнити, поки не зогниєш», і погроза
ця у фіналі казки здійснюється. Екзистенційний аспект
таких
сюжетів
полягає
в
тім,
що
життя,
яке
проживається без вищого сенсу, є безблагодатним і не
заслуговує на безсмертя [14, с.53]. Аналіз досліджень. Проблеми скінченності
людського існування досліджувались в літературі в
багатьох контекстах. Гроно дослідників ще з ХІХ ст. обирали об’єктом розгляду культурні контексти
явища смерті в філософських та поетичних творах –
Ф. Ар’єc [див.1]; в етичних вимірах співвідношення
добра і зла – Р. Каюа [див.7]; в міфах первісних
народів різних континентів – Ю. Берьозкін [див.2]. Українські дослідники в основному зосереджуються
на розгляді питань скінченності людського буття у
весільних чи поховальних обрядах, через систему
символів: в космогонічному вимірі – В. Телеуця
[див.10], як символу зародження нового життя,
переходу у вічність, обрядових дійств [див.9] . Однак
поза межами аналізу текстів українського фольклору
(особливо
казок
і
демонологічних
оповідок)
залишається
потужний
пласт
наявного
в
них
загальнолюдського
екзистенційного
досвіду,
латентних спроб розв’язати «вічні» проблеми смерті
й безсмертя в індивідуальному бутті. Досить поширеними в корпусі українських казок
є сюжети про усвідомлення непозбутності смерті як
перепони розгнузданості примх і норовів людської
істоти
і
в
цьому
плані
як
вияву
вищої
справедливості. Так в казці «Не вмирають тільки
грішні люди» (записана В. Кравченком) святі Петро й
Павло запитують в Бога, чому в одній з багатодітних
сімей вже протягом трьох поколінь жодна людина не
померла. І тут з уст Бога звучить твердження, що це
все грішні люди, тому вони всі живі. Тобто вони не
сподобились зустрітись з Богом після своєї смерті. Ця ж моральна настанова, але вже в іншій проєкції
розгортається в бойківській казці «Пригоди діда-
гуцула». Герой казки (Солдат) ув’язнює Смерть в
торбі. Українознавчий альманах. Випуск 26 Як наслідок «Люди Бога не бояться, бо ніхто не
вмирає, Люди бавляться, п’ють, ріжуться, вмирати
ніхто не вмирає, бо нема смерті». Нарешті Бог через
янгола примушує героя випустити Смерть на волю. Отже причина існування й необхідності смерті в цій
казці закорінена в самій природі людини. Мета написання статті. В статті здійснено
спробу проаналізувати на матеріалах українського
фольклору ставлення людини до феноменів смерті й
безсмертя з погляду наявності в них екзистенційних
проривів і виходу на метафізичні аспекти буття. Виклад основного матеріалу. Європейська
філософська й теологічна думка протягом століть
розробила дві базові позиції ставлення людини до
факту неуникності смерті в індивідуальному бутті
людини як спроби подолання природного страху
перед необхідністю уривання всього життєвого шляху
й життєвих виявів. Суть першої полягає в доведенні доцільності й
вищого сенсу смерті людини в космічному вимірі
буття. Тому
прижиттєве
надзавдання
індивіда
полягає в формуванні почуття замиреності з фактом
скінченності свого земного перебування й підготовці
до іншої – вже вічної – форми існування в
потойбічному світі. Друга позиція відбиває непотайно
негативне
ставлення
до
смерті
як
до
несправедливого, нічим не виправданого явища й
прагне знайти шляхи перебороти смерть та здійснити
прорив людини на поле безсмертя. Світоглядну
настановленість прихильників цієї позиції можна
окреслити так: Серед
українських
казок
зустрічаються
надзвичайно цікаві тексти з погляду витлумачення
смерті як детермінатора соціальної активності,
самореалізації й самоствердження людини. Ось в
гуцульській казці «Музикант і Смерть» до Музиканта
приходить Смерть й дорікає йому за пустопорожньо
пройдений життєвий шлях: «Яку ти славу по собі
залишиш? Дітей не маєш, господарства не маєш,
грати нікого не навчив. Ніхто за тобою не заплаче!»
[11; ХІІІ; с.371]. Тут бачимо виображення не тільки
суто індивідуальної драми конкретного індивіда, але
– що важливіше – осмислення трансцендентальних
вимірів
життя
й
безсмертя,
демаскування
безплідності голого заперечення розуміння смерті як
безглуздого явища. а) первинний і «істинний» стан людини –
безсмертя; б) смертність – вияв спотворення справжнього
ходу речей; в) смертність – трагічний збій у стосунках
людини з вищими силами [14; с.14]. Український фольклор багатий на приклади
виображення обох цих позицій, на утримання в них
потенцій життєстверджуючих сил та екзистенційних
очікувань людини. Не
можна,
нарешті,
оминути
ще
один
екзистенційного характеру аспект ставлення людини
до феномена смерті, а саме примирення людини зі
своєю долею – долею бути смертною істотою. Але це
суперечить самій природі людини. Постановка
проблеми. Постановка
проблеми. Серед
набору
мисленевих штампів, які побутують і серед широкого
загалу, і навіть в середовищі інтелектуалів либонь ще
від часів Просвітництва, неабиякої популярності набуло
переконання, ніби розмисли й розгорнуті рефлексії
щодо скінченності людського існування (щодо життя й
смерті, щодо безсмертя й причин існування смерті й т. под.) були зовсім не притаманними людям архаїчних
культур. Між тим аналіз первісних міфів етнографами,
релігієзнавцями, психоантропологами на матеріалах
давньогрецьких, скандинавських, близькосхідних міфів
[див. 3], польові дослідження серед меланезійських
племен
Б. Маліновського
(Malinowski,
1984-1942)
[див.8], племен Північної Австралії М. Еліаде (Eliade, 101 Українознавчий альманах. Випуск 26 References 1.Aries
R. (1989). Chelovek
pered
licom
smerti [A Man in the Face of Death]. M., 438 p.(in
Russian). 1.Aries
R. (1989). Chelovek
pered
licom
smerti [A Man in the Face of Death]. M., 438 p.(in
Russian). Давніша
й
примітивніша
форма
здобуття
безсмертя в українських казках (як і в казках багатьох
інших народів) – нейтралізація Смерті, її ув’язнення
за допомогою хитрощів та винахідливості героя. Казок з таким сюжетом дуже багато. Вони доносять
до нас первісні уявлення далеких предків сучасних
українців про добрих і злих духів, добрих і злих
божеств і богів, про співпрацю людей і богів у
створенні
й
упорядкуванні
світу
й
організації
суспільного життя та об’єднання в боротьбі зі злими
вищими силами. 2.Bereskin Yu. (2007). Proishozhdenie smerti –
drevnejshiy mif [The Origin of Death is an Ancient
Myth]. Еtnograficheskoje Obozrienie. № 1. P. 70-89 (in
Russian). 2.Bereskin Yu. (2007). Proishozhdenie smerti –
drevnejshiy mif [The Origin of Death is an Ancient
Myth]. Еtnograficheskoje Obozrienie. № 1. P. 70-89 (in
Russian). 2.Bereskin Yu. (2007). Proishozhdenie smerti –
drevnejshiy mif [The Origin of Death is an Ancient
Myth]. Еtnograficheskoje Obozrienie. № 1. P. 70-89 (in
Russian). 3.James
E. (2006). Tajny jazycheskih
bogov
[Secrets of the Pagan Gods]. M., 329 p. 3.James
E. (2006). Tajny jazycheskih
bogov
[Secrets of the Pagan Gods]. M., 329 p. 4.Dmytrenko
M.,
Ivannikova
L.,
Lozko
H.,
Muzychenko Ja., Shalak O. (1994). Ukrayinski symvoly
[Ukrainian Symbols]. K., 140 (in Ukrainian). З іншого боку в українських казках присутній і
інший шлях досягнення особистого безсмертя. Це,
наприклад, язичницький мотив одруження героя з
божественною істотою або прилучення до сонму
божественних істот через вірність тотемам свого
роду. Але наявний в казках й інший мотив – зміна,
трансформація
людської
природи
через
самовдосконалення. Це вже вплив християнського
світогляду. 5.Eliade M. (2002). Simvolika smerti v obriadie
posviashchieniia. Tajnyie obshchestva. Obriady iniciacii i
posviashchieniia [Symbolism of Death in the Initiation Rite // Eliade M. Secret societies. Initiation and Initiation
Rites]. M. P.46-49 (in Russian). Rite // Eliade M. Secret societies. Initiation and Initiation
Rites]. M. P.46-49 (in Russian). 6.Kaiua R. (2003). Liudyna ta sakralne [Man and the Sacred]. K., 238 p.(in Ukrainian). 7 Campbell J
(2004) Mifichieskiy obras [Mythical the Sacred]. K., 238 p.(in Ukrainian). 7.Campbell J. (2004). Mifichieskiy obras [Mythical
Image] M
686 p (in Russian) Image]. M., 686 p.(in Russian). 8.Malinovskij B. (1992). Magiia, nauka i religiia. Magichieskiy kristall [Magic, Science and Religion. Magic Crystal]. P. 17-59. (in Russian). Київський національний університет імені Тараса Шевченка притупити пригнічуюче, болісне почуття остаточної
розлуки зі світом. Якщо поглянути крізь цю призму на
корпус українських казок, то неважко помітити
приявність в них, наприклад, спроб поставити між
людиною й смертю своєрідну культурну «прокладку»
у вигляді усвідомлення нею почуття виконаності
своєї життєвої місії. Це виконання мусить стати
сприятливим аргументом у визначенні долі індивіда в
потойбічному
житті. Найпоширеніша
така
«прокладка» – турбота про батьків, належне
виховання дітей, передача їм у спадок нажитого
добра. Це проглядається в казках усіх регіонів і всіх
етнічних груп українців і через такого роду сюжети
набувається й культивується вищий метафізичний
сенс життєвої програми та усвідомлення сенсу життя
особистості [див.14; с.52]. 4. Дмитренко М., Іваннікова Л., Лозко Г.,
Музиченко Я., Шалак О. Українські символи. К., 1994. 140 с. 5. Элиаде М. Символика смерти в обряде
посвящения. Тайные общества. Обряды инициации и
посвящения. М., 2002. С. 46-49. 6. Каюа Р. Людина та сакральне. К., 2003. 238 с. 7. Кэмпбелл Дж. Мифический образ. М., 2004. 686 с. 8. Малиновский Б. Магия, наука и релігія. Магический кристалл. М., 1992. С. 17-59. 9. Словник символів культури України. К., 2002. 257 с. 10. Телеуця В. Символи космогонічного ряду в
художній системі фольклору Подунав’я . Література. Фольклор, Проблеми поетики: Зб. наук. праць. Вип. 28. Ч. 1. К., 2007. С. 286-299. Палітра екзистенційних очікувань, подана крізь
призму
опозиції
«людина
–
безсмертя»,
в
українському фольклорі теж досить широка. В
текстах українських казок незмінно присутня фігура
героя, який безповоротно перемагає смерть і в такий
спосіб встановлює найвищу справедливість буття. Найчастіше цей герой втілений в численних образах
змієборців, що перемагають Змія як первісно-
архетипне втілення смерті (Котигорошко, Іван-
побиван, Іванко і т. под.) [13; с. 23-27]. Пізніше в міру
згасання міфологічного типу свідомості змієборців
замінюють інші персонажі – Солдат, хлопець-сирота
(культурно-історична
іноформа
архетипу
чудо-
дитини), парубок, син царя і т. д. 11. Українські
народні
казки. Записав,
упорядкував, літературно опрацював Микола Зінчук. В двадцяти томах. Тернопіль: Богдан, 2005. 512 с. 12. Фрезер Дж. Дж. Золотая ветвь. М., 1983. 658 с. 12. Фрезер Дж. Дж. Золотая ветвь. М., 1983. 658 с. 13. Ятченко
В. Про
розвиток
духовності
українського етносу дохристиянської доби. К.,1998. 200 с. 14. Ятченко В. Боги і люди в українській казці. К.,
2009. 151 с. 1. Арьес Ф. Человек перед лицом смерти. М.,
1989. 438 с. Українознавчий альманах. Випуск 26 Тож як вихід
людство випрацювало цілу низку засобів, покликаних Серед сюжетів цього кластеру українських казок
слід виділити насамперед казки, в яких невідпорність
тимчасовості людського життя виправдовується тим,
що смерть розглядається як запобігання безсенсовості
вічного (а точніше тут би годилося сказати – 102 Київський національний університет імені Тараса Шевченка 3. Джеймс Э. О. Тайны языческих богов. М.,
2006. 329 с. 2.
Березкин Ю. Происхождение смерти –
древнейший
миф.
Этнографическое
обозрение.
2007. № 1. С. 70-89. Development of the Spirituality of the Ukrainian Ethnos
of the Pre-Christian Era]. K., 200 p. (in Ukrainian).
14. Yatchenko V. (2009). Bohy I ljudy v ukrajinskiy
kaztsi [Gods and People in a Ukrainian Fairy Tale]. K.
151 p. (in Ukrainian). 13.Yatchenko V. (1998). Pro rozvytok duhovnosti
ukrajinskoho etnosu dohrystyjanskoji doby [About the 14. Yatchenko V. (2009). Bohy I ljudy v ukrajinskiy
kaztsi [Gods and People in a Ukrainian Fairy Tale]. K.
151 p. (in Ukrainian). Development of the Spirituality of the Ukrainian Ethnos
of the Pre-Christian Era]. K., 200 p. (in Ukrainian). References 9.Slovnyk symvoliv cultury Ukrayiny [Dictionary of 2. Березкин Ю. Происхождение смерти –
древнейший
миф. Этнографическое
обозрение. 2007. № 1. С. 70-89. y
y
y
y y [
y
Symbols of Ukrainian Culture]. 2002. 257 P. (in
Ukrainian). Symbols of Ukrainian Culture]. 2002. 257 P. (in
Ukrainian). 3. Джеймс Э. О. Тайны языческих богов. М.,
2006. 329 с. 10.Teleutsia V. (2007). Symvoly kosmogonichnogo
riadu v hudozhnij systemi folklore Podunavia. Literatura. Folklor. Problemy poetyky [Symbols of the Cosmogonic
Series in the Artistic System of the Folklore of the 103 Українознавчий альманах. Випуск 26 Danube. Literature. Folklore, Problems of Poetics]:Zb. nauk. prac. -Vyp. 28. K., P. 286-299 (in Ukrainian). 11.Ukrajinski narodni kazky: Knyga 13. Kazky
Pokuttya:
Ch.2 (2005). Zapysav,
uporiadkuvav,
literaturno opratsiuvav Mykola Zinchuk. V dvadtsiaty
tomah. [Ukrainian
Folk
Tales: Book
13. Tales
of
Penance: Part II / Recorded, arranged and lit. edited by
M. Zinchuk]. - Ternopil: Bogdan, 2005. - 512 p. (in
Ukrainian). 12.Frezer J. J. (1983) Zolotaia vetv [The Golden
Bough]. V., 658 p.(in Russian). 13.Yatchenko V. (1998). Pro rozvytok duhovnosti
ukrajinskoho etnosu dohrystyjanskoji doby [About the 104 104
|
https://openalex.org/W2027820788
|
https://escholarship.org/content/qt8d95r5b4/qt8d95r5b4.pdf?t=qaek0l
|
English
| null |
Increased Peripheral Nerve Excitability and Local Nav1.8 RNA Up-Regulation in Painful Neuropathy
|
Molecular pain
| 2,009
|
cc-by
| 10,682
|
UCLA
UCLA Previously Published Works
Title
Increased Peripheral Nerve Excitability and Local Nav1.8 RNA Up-Regulation in Painful
Neuropathy
Permalink
https://escholarship.org/uc/item/8d95r5b4
Authors
Thakor, Devang Kashyap
Lin, Audrey
Matsuka, Yoshizo
et al.
Publication Date
2009
DOI
10.1186/1744-8069-5-14
Peer reviewed UCLA
UCLA Previously Published Works
Title
Increased Peripheral Nerve Excitability and Local Nav1.8 RNA Up-Regulation in Painful
Neuropathy
Permalink
https://escholarship.org/uc/item/8d95r5b4
Authors
Thakor, Devang Kashyap
Lin, Audrey
Matsuka, Yoshizo
et al. Publication Date
2009
DOI
10.1186/1744-8069-5-14
Peer reviewed UCLA
UCLA Previously Published Works
Title
Increased Peripheral Nerve Excitability and Local Nav1.8 RNA Up-Regulation in Painful
Neuropathy
Permalink
https://escholarship.org/uc/item/8d95r5b4
Authors
Thakor, Devang Kashyap
Lin, Audrey
Matsuka, Yoshizo
et al. Publication Date
2009
DOI
10.1186/1744-8069-5-14
Peer reviewed UCLA
UCLA Previously Published W
Title
Increased Peripheral Nerve Excitability a
Neuropathy
Permalink
https://escholarship.org/uc/item/8d95r5b
Authors
Thakor, Devang Kashyap
Lin, Audrey
Matsuka, Yoshizo
et al. Publication Date
2009
DOI
10.1186/1744-8069-5-14
Peer reviewed Powered by the California Digital Library
University of California eScholarship.org BioMed Central BioMed Central Increased peripheral nerve excitability and local NaV1.8 mRNA
up-regulation in painful neuropathy Address: 1Division of Oral Biology and Medicine, School of Dentistry, University of California, Los Angeles, 10833 Le Conte Avenue Los Angeles,
CA 90095-1668, USA, 2Jane and Jerry Weintraub Center for Reconstructive Biotechnology, Division of Advanced Prosthodontics, Biomaterials,
and Hospital Dentistry, School of Dentistry, University of California, Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90095-1668, USA,
3Neuroengineering Training Program, Biomedical Engineering Interdepartmental Program, Henry Samueli School of Engineering and Applied
Science, University of California, Los Angeles, CA 90095, USA and 4Departments of Neurosurgery and Physical Medicine & Rehabilitation, Harvard
Medical School, Boston, MA, USA Email: Devang Kashyap Thakor - dthakor@ucla.edu; Audrey Lin - audlin23@yahoo.com; Yoshizo Matsuka - matsuka@md.okayama-u.ac.jp;
Edward M Meyer - hybradoma@hotmail.com; Supanigar Ruangsri - tulip2772@yahoo.com; Ichiro Nishimura - inishimura@dentistry.ucla.edu;
Igor Spigelman* - igor@ucla.edu * Corresponding author Published: 25 March 2009
Molecular Pain 2009, 5:14
doi:10.1186/1744-8069-5-14
Received: 26 November 2008
Accepted: 25 March 2009
This article is available from: http://www.molecularpain.com/content/5/1/14
© 2009 Thakor et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Received: 26 November 2008
Accepted: 25 March 2009 This article is available from: http://www.molecularpain.com/content/5/1/14 © 2009 Thakor et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Molecular Pain Open Access Background g
Neuropathic pain is a chronic disorder defined as pain ini-
tiated or caused by a primary lesion or dysfunction in the
nervous system [1]; it affects 1.4% of the U.S. population
and remains extremely difficult to treat, due to poorly
understood etiology and a lack of well-defined molecular
targets [2]. Several peripheral nerve injury-based rat mod-
els have been developed that exhibit various behavioral
characteristics representative of neuropathic symptoma-
tology, including hindpaw hypersensitivity to mechanical
and thermal stimuli [3]. Aberrant hyperexcitability and
ectopic burst discharge of primary sensory neurons in
these models is widely considered to be the major contrib-
utor to neuropathic pain symptomatology. Functional
studies have implicated ion channels, including sodium
channels, in this pathology. In particular, loss-of-function
studies using antisense oligodeoxynucleotides and siRNA
have highlighted the importance of the NaV1.8 tetrodo-
toxin resistant (TTX-r) sodium channel in the neurophys-
iological and behavioral effects observed in spinal nerve
ligation (SNL) and chronic constriction injury (CCI)
models of peripheral neuropathy [4-7]. Among TTX-r
sodium channels, Nav1.8 has been shown to contribute
substantially to action potential electrogenesis in dissoci-
ated DRG neurons [8,9] and is expressed in both C- and
A-fiber populations [10,11]. NaV1.8 has a higher inactiva-
tion threshold, slower inactivation kinetics, and faster
recovery from inactivation than TTX-sensitive Na+ chan-
nels [12,13], suggesting that its local upregulation could
facilitate signaling during neuropathic pain. Additionally,
it has been found that NaV1.8-null transgenic mice do not
exhibit abnormal neurophysiology in injured neuroma
tissue [14]. To address the mechanisms of NaV1.8 translocation and
its potential relationship to hyperexcitability, we studied
sciatic nerve excitability and NaV1.8 expression in a rat
model of painful neuropathy induced by sciatic nerve
entrapment (SNE). SNE is a variation on CCI in which the
loose ligatures placed around the sciatic nerve are replaced
by chemically inert fixed-diameter polyethylene cuffs,
resulting in decreased variability across animals [22]. We
found increased sciatic nerve axonal excitability and TTX-
resistance proximal to the injury. This was concommitant
with increased NaV1.8 immunoreactivity in proximal
axons and decreased immunoreactivity in the cell bodies
of DRG neurons on the side of the injury, analogous to
previous findings after CCI [11]. Importantly, we
observed selective and large increases in sciatic nerve
NaV1.8 mRNA in the absence of changes in NaV1.8
mRNA within DRG or changes in NaV1.8 polyadenyla-
tion. Results Sciatic nerve excitability and TTX-resistance after SNE Sciatic nerve excitability and TTX-resistance after SNE
The CAP response amplitudes from contralateral, naïve
control nerves, and ipsilateral sham nerves were similar
and therefore grouped together. 2 weeks after SNE, the
amplitudes of both A- and C-fiber CAPs were significantly
increased in ipsilateral sciatic nerves when compared to
control, sham or contralateral nerves (Fig. 1). The
increases were observed in the plateau responses to maxi-
mal stimulation (Fig. 1A, B) Although leftward shifts in
the stimulus-response relationsips were also detected for
the A-fiber and to a lesser extent the C-fiber CAP after nor-
malizing responses to maximal amplitudes, these shifts
were not statistically significant (Fig. 1A and 1B insets). The conduction velocity (CV) of the peak A-fiber CAP was
not different between nerves ipsilateral to SNE (32.4 ± 1.5
m/s) and control, sham or contralateral nerves (29.9 ± 1.7
m/s). The CV of the ipsilateral C-fiber CAP 1.2 ± 0.1 m/s)
was also similar to that of control, sham and contralateral
nerves (1.1 ± 0.1 m/s). These and other studies have suggested that peripheral
NaV1.8 increases in sensory neuron axons contribute to
peripheral hypersensitivity. For example, in human
patients with various neuropathies such as causalgia and
brachial plexus injury, NaV1.8 has been shown to accu-
mulate in peripheral axons near the injury site [15-17]
and in a causalgic finger [18]. Increases in NaV1.8-like
immunoreactivity in axons of the rat sciatic nerve were
demonstrated after CCI [11]. Also, after SNL injury sciatic
nerve NaV1.8-like immunoreactivity increased selectively
in 'uninjured' axons; this was accompanied by increased
TTX-resistance of the C-fiber compound action potential,
suggesting a functional peripheral upregulation of NaV1.8
[5]. However, discrepancies between these findings and
the observed reduction of NaV1.8 protein and mRNA
expression in the cell bodies of injured sensory neurons
[19], as well as the normal development of neuropathic
pain behavior in NaV1.8–null mice [20,21] continue to
raise the question of what role, if any, is played by NaV1.8
in the development of neuropathic pain. Also, the mech- Concentration-dependent decreases in CAP amplitude
were detected within 30 sec after TTX (0.1–1 μM) was
applied in the recording chamber (p < 0.05, two-way
ANOVA with Tukey post-hoc) and measurements were
obtained after 20–25 min to ensure a full drug response. The C-and A-fiber CAPs in both injured and uninjured
nerves were blocked completely in the presence of 1 μM
TTX (not shown). Abstract Background: Neuropathic pain caused by peripheral nerve injury is a chronic disorder that represents a
significant clinical challenge because the pathological mechanisms have not been fully elucidated. Several
studies have suggested the involvement of various sodium channels, including tetrodotoxin-resistant
NaV1.8, in affected dorsal root ganglion (DRG) neurons. We have hypothesized that altered local
expression of NaV1.8 in the peripheral axons of DRG neurons could facilitate nociceptive signal
generation and propagation after neuropathic injury. Results: After unilateral sciatic nerve entrapment injury in rats, compound action potential amplitudes
were increased in both myelinated and unmyelinated fibers of the ipsilateral sciatic nerve. Tetrodotoxin
resistance of both fiber populations and sciatic nerve NaV1.8 immunoreactivity were also increased. Further analysis of NaV1.8 distribution revealed that immunoreactivity and mRNA levels were decreased
and unaffected, respectively, in the ipsilateral L4 and L5 DRG; however sciatic nerve NaV1.8 mRNA
showed nearly an 11-fold ipsilateral increase. Nav1.8 mRNA observed in the sciatic nerve was likely of
axonal origin since it was not detected in non-neuronal cells cultured from nerve tissue. Absence of
changes in NaV1.8 mRNA polyadenylation suggests that increased mRNA stability was not responsible for
the selective peripheral mRNA increase. Furthermore, mRNA levels of NaV1.3, NaV1.5, NaV1.6, NaV1.7,
and NaV1.9 were not significantly different between ipsilateral and contralateral nerves. We therefore
propose that selective NaV1.8 mRNA axonal transport and local up-regulation could contribute to the
hyperexcitability of peripheral nerves in some neuropathic pain states. Conclusion: Cuff entrapment injury resulted in significantly elevated axonal excitability and increased
NaV1.8 immunoreactivity in rat sciatic nerves. The concomitant axonal accumulation of NaV1.8 mRNA
may play a role in the pathogenesis of this model of neuropathic pain. Page 1 of 12
(page number not for citation purposes) Page 1 of 12
(page number not for citation purposes) Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 anism by which peripheral translocation of NaV1.8 occurs
in the CCI model is unclear [11]. Background Our data collectively introduce the possibility that
NaV1.8 mRNA could be peripherally transported from the
neuronal cell bodies to the sciatic nerve and locally trans-
lated, thereby contributing to axonal hyperexcitability
and neuropathy symptoms. Page 2 of 12
(page number not for citation purposes) Detection of NaV1.8 mRNA in sciatic nerves Inset
(bottom right) shows normalized data with error bars
removed for clarity. Stimulus durations were 0.1 ms and 0.5
ms for A- and C-fiber CAP, respectively throughout. Tissue
was harvested 2 weeks after SNE or sham surgery. Increased excitability of ipsilateral sciatic nerve after SNE
Figure 1
Increased excitability of ipsilateral sciatic nerve after
SNE. A: Stimulus-output plot of A-fiber CAP peak for sciatic
nerve ipsilateral to SNE (n = 8) compared to preparations
from contralateral, naïve or sham control rats (n = 8). Inset
(left) shows examples of ipsilateral and contralateral A-fiber
CAP with peaks aligned for clarity (0.1 mA stimulus). *, p <
0.05 (two-way ANOVA, Tukey post-hoc). Inset (bottom
right) shows normalized data with error bars removed for
clarity. Note the leftward shift of data from ipsilateral nerves. B: Stimulus-output plot of C-fiber CAP peak for sciatic nerve
ipsilateral to SNE compared to preparations from contralat-
eral, naïve or control rats. Inset (left) shows examples of ipsi-
lateral and contralateral C-fiber CAP (10 mA stimulus). Inset
(bottom right) shows normalized data with error bars
removed for clarity. Stimulus durations were 0.1 ms and 0.5
ms for A- and C-fiber CAP, respectively throughout. Tissue
was harvested 2 weeks after SNE or sham surgery. Increased T
Figure 2 Increased TTX resistance of the sciatic nerve after SNE
Figure 2
Increased TTX-resistance of the sciatic nerve after
SNE. A: TTX-resistance of the A-fiber sciatic nerve com-
pound action potential (CAP) ipsilateral to SNE (n = 8) com-
pared to contralateral, naïve and sham surgery nerves (n =
8). CAP response is expressed as a % of recorded amplitude
before TTX administration. A-fiber CAP stimulus was 0.1
mA, 0.1 ms throughout. B: Changes in TTX-resistance of the
C-fiber sciatic nerve CAP after SNE. C-fiber CAP stimulus
was 10 mA, 0.5 ms throughout. * indicates significant differ-
ence from control nerve sensitivity to TTX (p < 0.05, two-
way ANOVA, Tukey post-hoc). Tissue was harvested 2
weeks after SNE or sham surgery. sed TTX-resistance of the sciatic nerve after Increased TTX-resistance of the sciatic nerve after
SNE. A: TTX-resistance of the A-fiber sciatic nerve com-
pound action potential (CAP) ipsilateral to SNE (n = 8) com-
pared to contralateral, naïve and sham surgery nerves (n =
8). CAP response is expressed as a % of recorded amplitude
before TTX administration. A-fiber CAP stimulus was 0.1
mA, 0.1 ms throughout. Detection of NaV1.8 mRNA in sciatic nerves Detection of NaV1.8 mRNA in sciatic nerves
Real-time PCR detected the presence of NaV1.8 mRNA in
the sciatic nerve and revealed a significant up-regulation
in the ipsilateral nerve as compared to the contralateral
and uninjured nerve (p < 0.05, one-way ANOVA with
Tukey post-hoc; Fig. 4A). In contrast, ipsilateral, contralat-
eral, and uninjured DRG showed no significant differ-
ences in NaV1.8 mRNA levels (Fig. 4B). To confirm that
the NaV1.8 PCR signals represent mRNA and not genomic
DNA contamination, 3'RACE PCR was performed. South-
ern blot hybridization analysis showed a positive band at
the predicted size of 830 bp in both contralateral and ipsi-
lateral sciatic nerve samples (Fig. 4C). After agarose gel
separation and cloning of amplicons, DNA sequencing
positively identified the 3' end of the coding region and Increased TTX-resistance of the sciatic nerve after SNE
Figure 2
Increased TTX-resistance of the sciatic nerve after
SNE. A: TTX-resistance of the A-fiber sciatic nerve com-
pound action potential (CAP) ipsilateral to SNE (n = 8) com-
pared to contralateral, naïve and sham surgery nerves (n =
8). CAP response is expressed as a % of recorded amplitude
before TTX administration. A-fiber CAP stimulus was 0.1
mA, 0.1 ms throughout. B: Changes in TTX-resistance of the
C-fiber sciatic nerve CAP after SNE. C-fiber CAP stimulus
was 10 mA, 0.5 ms throughout. * indicates significant differ-
ence from control nerve sensitivity to TTX (p < 0.05, two-
way ANOVA, Tukey post-hoc). Tissue was harvested 2
weeks after SNE or sham surgery. Increased TTX-resistance of the sciatic nerve after SNE
Figure 2 Increased
Figure 1 Increased excitability of ipsilateral sciatic nerve after SNE
Figure 1
Increased excitability of ipsilateral sciatic nerve after
SNE. A: Stimulus-output plot of A-fiber CAP peak for sciatic
nerve ipsilateral to SNE (n = 8) compared to preparations
from contralateral, naïve or sham control rats (n = 8). Inset
(left) shows examples of ipsilateral and contralateral A-fiber
CAP with peaks aligned for clarity (0.1 mA stimulus). *, p <
0.05 (two-way ANOVA, Tukey post-hoc). Inset (bottom
right) shows normalized data with error bars removed for
clarity. Note the leftward shift of data from ipsilateral nerves. B: Stimulus-output plot of C-fiber CAP peak for sciatic nerve
ipsilateral to SNE compared to preparations from contralat-
eral, naïve or control rats. Inset (left) shows examples of ipsi-
lateral and contralateral C-fiber CAP (10 mA stimulus). Results At lower concentrations, the TTX-resist- Page 2 of 12
(page number not for citation purposes) Page 2 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 Increased excitability of ipsilateral sciatic nerve after SNE
Figure 1
Increased excitability of ipsilateral sciatic nerve after
SNE. A: Stimulus-output plot of A-fiber CAP peak for sciatic
nerve ipsilateral to SNE (n = 8) compared to preparations
from contralateral, naïve or sham control rats (n = 8). Inset
(left) shows examples of ipsilateral and contralateral A-fiber
CAP with peaks aligned for clarity (0.1 mA stimulus). *, p <
0 05 (two-way ANOVA Tukey post-hoc) Inset (bottom ance of both the A-fiber and C-fiber CAPs was signifi-
cantly increased in nerves ipsilateral to SNE (p < 0.05,
two-way ANOVA with Tukey post-hoc) (Fig. 2A, B). ance of both the A-fiber and C-fiber CAPs was signifi-
cantly increased in nerves ipsilateral to SNE (p < 0.05,
two-way ANOVA with Tukey post-hoc) (Fig. 2A, B). Peripheral nerve NaV1.8 immunoreactivity after SNE Peripheral nerve NaV1.8 immunoreactivity after SNE
At two weeks after SNE injury, NaV1.8-like immunoreac-
tivity in the ipsilateral L4 and L5 dorsal root ganglia
(DRG) was reduced (Fig. 3A, B). Specifically, the staining
intensities of NaV1.8+ small-, medium-, and large diame-
ter neurons were all significantly decreased (p < 0.05, one-
way ANOVA with Tukey post-hoc; Fig. 3B). In marked
contrast to the DRG, NaV1.8-like immunoreactivity
increased more than two-fold in ipsilateral nerves (p <
0.05, t-test; Fig. 3C, D). Detection of NaV1.8 mRNA in sciatic nerves B: Changes in TTX-resistance of the
C-fiber sciatic nerve CAP after SNE. C-fiber CAP stimulus
was 10 mA, 0.5 ms throughout. * indicates significant differ-
ence from control nerve sensitivity to TTX (p < 0.05, two-
way ANOVA, Tukey post-hoc). Tissue was harvested 2
weeks after SNE or sham surgery. Page 3 of 12
(page number not for citation purposes) Page 3 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 NaV1.8 protein is down-regulated in the DRG and up-regu-
lated in the nerve after SNE
Figure 3
NaV1.8 protein is down-regulated in the DRG and
up-regulated in the nerve after SNE. A: Nav1.8-ir in
representative DRG sections after SNE. B: Quantification of
fluorescence intensity in DRG neurons. Neurons are classi-
fied by cell area. h: contralateral. ▪: ipsilateral. DRG measure-
ments were from 3 contralateral and 6 ipsilateral sections (n
= 3. *; p < 0.05, one-way ANOVA, Tukey post-hoc). C:
NaV1.8-ir in representative sections of sciatic nerve after
SNE. D: Quantification of fluorescence intensity in sciatic
nerve. Measurements were made from 8 contralateral and 8
ipsilateral sections. (n = 3, *; p < 0.05, t-test). Scale bar: 100
μm for A and C. Tissue was harvested 2 weeks after SNE. For both DRG and nerve sections, average intensity was
measured using ImageJ software. Output intensity values
were on a 0–255 scale based on the 255 shades of grey
present in the image, with 0 representing black and 255 rep-
resenting white. The output numerical intensity value was
defined as "relative fluorescence." Discussion The NaV1.3, NaV1.8, and NaV1.9 sodium channels are
differentially regulated after nerve injury [24], and the
TTX-resistant NaV1.8 and NaV1.9 are selectively distrib-
uted in peripheral sensory neurons [24]; these properties
have identified them as potential molecular targets for
neuropathic pain. Antisense oligodeoxynucleotide and
siRNA studies suggest that sensory neuron NaV1.8 expres-
sion and spinal cord NaV1.3 expression are important for
behavioral phenotypes and aberrant neurophysiology in
rats with peripheral nerve injuries [4-7,25]. Rat loss-of-
function studies have not yet been performed for NaV1.9,
but studies of NaV1.9-null transgenic mice suggest
involvement in inflammatory rather than neuropathic
pain [26,27]. the 3' untranslated region of rat Nav1.8 as well as an addi-
tional poly A tail (data not shown). Selectivity of peripheral nerve NaV1.8 mRNA up-
regulation after SNE After confirmation of the presence of NaV1.8 mRNA in
the sciatic nerve, we compared steady-state levels of
mRNA for NaV1.3, NaV1.5, NaV1.6, NaV1.7, NaV1.8, and
NaV1.9 between ipsilateral and contralateral segments of
the sciatic nerve immediately proximal to the injury site
(Fig. 6A). Ipsilateral NaV1.8 mRNA was significantly up-
regulated by 10.8-fold (p < 0.05, Mann-Whitney). Ipsilat-
eral NaV1.6 mRNA expression was increased by 3.48-fold,
but this difference did not reach statistical significance (p
> 0.05, Mann-Whitney). None of the other sodium chan-
nels showed significant up-regulation in the sciatic nerve
(p > 0.05, Mann-Whitney). We further examined mRNA
expression of the same sodium channels in the DRG at the
same time point. Ipsilateral NaV1.5, NaV1.6, NaV1.7, and
NaV1.9 mRNA levels decreased by 28.6%, 39.8%, 54.1%,
and 54.9%, respectively, however only the decrease was
only statistically significant for NaV1.7 (p < 0.05, Mann-
Whitney; Fig. 6B). N V1 8
t i i d
l t d i th DRG
d
l t d i th
ft
SNE
Fi
3 NaV1.8 pr
lated in th
Figure 3 NaV1.8 protein is down regulated in the DRG and up regu
lated in the nerve after SNE
Figure 3
NaV1.8 protein is down-regulated in the DRG and
up-regulated in the nerve after SNE. A: Nav1.8-ir in
representative DRG sections after SNE. B: Quantification of
fluorescence intensity in DRG neurons. Neurons are classi-
fied by cell area. h: contralateral. ▪: ipsilateral. DRG measure-
ments were from 3 contralateral and 6 ipsilateral sections (n
= 3. *; p < 0.05, one-way ANOVA, Tukey post-hoc). C:
NaV1.8-ir in representative sections of sciatic nerve after
SNE. D: Quantification of fluorescence intensity in sciatic
nerve. Measurements were made from 8 contralateral and 8
ipsilateral sections. (n = 3, *; p < 0.05, t-test). Scale bar: 100
μm for A and C. Tissue was harvested 2 weeks after SNE. For both DRG and nerve sections, average intensity was
measured using ImageJ software. Output intensity values
were on a 0–255 scale based on the 255 shades of grey
present in the image, with 0 representing black and 255 rep-
resenting white. The output numerical intensity value was
defined as "relative fluorescence." Polyadenylation of peripheral NaV1.8 mRNA To investigate potential inhibition of peripheral NaV1.8
mRNA degradation by polyadenylation, we conducted the
polyA tail length assay as originally described by Salles
and Strickland [23]. NaV1.v8 mRNA isolated from both
injured nerve and uninjured DRG primarily exhibited a
discrete polyA tail of about 50 bases, with additional poly-
adenylation occurring out to 200 bases (Fig. 7). However,
there were no apparent differences in the maximum polyA
tail length or smearing pattern. Detection
Figure 4 g
Detection of NaV1.8 mRNA in the sciatic nerve. A. NaV1.8 mRNA levels were significantly increased in the sciatic nerve
ipsilateral to the injury site as compared to contralateral and uninjured DRG. (n = 3; p < 0.05, one-way ANOVA with Tukey
post-hoc). B. NaV1.8 mRNA levels in SNE-injured DRG were not significantly different from those of uninjured DRG (n = 4 for
uninjured DRG and n = 3 for all other samples). C: Southern blot of the Nav1.8 3' RACE product from contralateral and ipsi-
lateral sciatic nerve. Note the presence of a distinct band representing the expected 3'RACE product of 830 bp. Sequencing of
the RACE product confirmed the presence of the 3' end of the NaV1.8 coding region as well as the NaV1.8 3' un-translated
region and polyA tail. Tissue was harvested 2 weeks after SNE. plateau (Fig. 1). Because increased CAP amplitude is typi-
cally interpreted as a recruitment of more axons, a stimu-
lus-output plateau suggests that all available axons have
been recruited. A further CAP increase could potentially
arise from a change in the total number of axons; how-
ever, after SNE the numbers of large- and small-diameter
afferents do not change proximal to the injury site, where
the recorded tissues were sampled [22]. It is therefore
more likely that the observed CAP increase represents
peripherally increased Na+ conductance in individual
axons. It is further likely that such an increase in conduct-
ance would be at least partially mediated by TTX-resistant
channels, as CAP TTX resistance increased concomitantly
with CAP amplitude for both C- and A-fibers after SNE
injury (Fig. 2). An alternative explanation for these obser-
vations is that increased expression of TTX-sensitive Na+
channels could increase both the CAP amplitudes and the
safety factor for axonal action potential conduction dur-
ing TTX application. Another possibility we considered
was the upregulation of a third TTX-R channel, Nav1.5,
which is normally expressed in sensory neurons during
development but declines to very low levels at birth and
adulthood [36]. Nav1.5 exhibits faster kinetics than
Nav1.8 and is significantly more sensitive to TTX (IC50 ~2
μM) than Nav1.8 or Nav1.9 [36]; thus upregulation of
Nav1.5 could potentially account for the observed
increases in TTX-resistance, including the blockade of A
and C-fiber CAP conduction by 1 μM TTX after SNE. Evidence for neuronal origin of NaV1.8 mRNA in sciatic
nerve We hypothesized that if sciatic nerve NaV1.8 mRNA was
of non-neuronal origin, it would be detectable in cultures
of dissociated sciatic nerves where there are no neuronal
somata and neuronal axons have degenerated. No real-
time PCR signal was detected for NaV1.8 in sciatic nerve
cultures (Fig 5A, C), whereas robust NaV1.8 expression
was observed in DRG cultures that served as a positive
control (Fig. 5B, C). However, similar signals for 18s rRNA
were detected in the sciatic nerve and DRG cultures (Fig. 5D), suggesting similar concentrations of template cDNA. Additionally, we were able to detect strong expression of
s100B, a Schwann cell marker, in both sciatic nerve and
DRG cultures, with Ct values ranging from 26–30. Inter-
estingly, although s100B expression was strong in nerve
cultures, it was still stronger in DRG cultures (Fig. 5E). The requirement of NaV1.8 and NaV1.3 for neuropathic
pain remains controversial, however, as neuropathic pain
behavior develops normally in NaV1.8- and NaV1.3-null
mice [20,21,28], as well as in mice treated with diptheria
toxin to selectively destroy all postmitotic sensory neu-
rons expressing NaV1.8 [29]. It is possible that the dis-
crepancy between these findings and those of rat loss-of- Page 4 of 12
(page number not for citation purposes) Page 4 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 Detection of NaV1 8 mRNA in the sciatic nerve
Figure 4 Detection of NaV1.8 mRNA in the sciatic nerve
Figure 4
Detection of NaV1.8 mRNA in the sciatic nerve. A. NaV1.8 mRNA levels were significantly increased in the sciatic nerve
ipsilateral to the injury site as compared to contralateral and uninjured DRG. (n = 3; p < 0.05, one-way ANOVA with Tukey
post-hoc). B. NaV1.8 mRNA levels in SNE-injured DRG were not significantly different from those of uninjured DRG (n = 4 for
uninjured DRG and n = 3 for all other samples). C: Southern blot of the Nav1.8 3' RACE product from contralateral and ipsi-
lateral sciatic nerve. Note the presence of a distinct band representing the expected 3'RACE product of 830 bp. Sequencing of
the RACE product confirmed the presence of the 3' end of the NaV1.8 coding region as well as the NaV1.8 3' un-translated
region and polyA tail. Tissue was harvested 2 weeks after SNE. Axonal or
Figure 5 Axonal or
Figure 5 g
g
Axonal origin of sciatic nerve NaV1.8 mRNA. A, B: Axonal origin of sciatic nerve NaV1.8 mRNA. A, B:
Representative images of cells cultured from the sciatic nerve
and dorsal root ganglia. Cells with Schwann- and fibroblast-
like morphology were present in both nerve and DRG cul-
tures, whereas neurons were only present in the DRG cul-
ture. C: Expression of 18s rRNA in nerve and DRG cultures
(n = 3). Expression is given in terms of the absolute cycle
count where signal was first detected. D. Expression of
NaV1.8 mRNA in nerve and DRG cultures (n = 3). Relative
expression was normalized externally against the DRG sam-
ple with the lowest NaV1.8 expression and internally against
18s expression rRNA expression. E. Expression of s100B
mRNA in nerve and DRG cultures (n = 3). Relative expres-
sion was normalized externally against the nerve sample with
the lowest s100B expression and internally against 18s
expression rRNA expression. Strong expression was
observed in both cultures with Ct values of 26–30. However,
relative expression was still higher in DRG cultures. Axonal origin of sciatic nerve NaV1.8 mRNA. A, B:
Representative images of cells cultured from the sciatic nerve
and dorsal root ganglia. Cells with Schwann- and fibroblast-
like morphology were present in both nerve and DRG cul-
tures, whereas neurons were only present in the DRG cul-
ture. C: Expression of 18s rRNA in nerve and DRG cultures
(n = 3). Expression is given in terms of the absolute cycle
count where signal was first detected. D. Expression of
NaV1.8 mRNA in nerve and DRG cultures (n = 3). Relative
expression was normalized externally against the DRG sam-
ple with the lowest NaV1.8 expression and internally against
18s expression rRNA expression. E. Expression of s100B
mRNA in nerve and DRG cultures (n = 3). Relative expres-
sion was normalized externally against the nerve sample with
the lowest s100B expression and internally against 18s
expression rRNA expression. Strong expression was
observed in both cultures with Ct values of 26–30. However,
relative expression was still higher in DRG cultures. To address this hypothesis, we first determined the pres-
ence of NaV1.8 mRNA in the sciatic nerve using RT-PCR
(Fig. 4 &5; also see [44]. The 3'RACE sequencing identi-
fied a polyA tail in NaV1.8 PCR amplicons, suggesting
that our PCR data did not reflect genomic DNA contami-
nation. Detection
Figure 4 How-
ever, we did not observe increased NaV1.5 mRNA expres-
sion in the DRG or the sciatic nerve after SNE. function studies could arise from compensation for
NaV1.8 or NaV1.3 deletion, as well as species differences,
although it has also been shown that intrathecal antisense
knockdown of NaV1.3 did not reverse pain symptoms in
a rat spared nerve injury (SNI) model [30]. We hypothesized that SNE injury would produce sensory
neuron hyperexcitability which would be related to
altered local expression of NaV1.8. We found that SNE
injury in rats induced a unique electrophysiological phe-
notype characterized by increased sciatic nerve CAP
amplitude in both C- and A-fiber populations (Fig. 1). The
C-fiber increase likely contributed to the thermal hyper-
sensitivity we have previously observed in this model,
while Aδ-fiber excitability would be expected to contrib-
ute to the observed mechanical hypersensitivity [31]. However, the overall magnitude of the A-fiber CAP
increase and lack of change in conduction velocity suggest
increased excitability of Aβ-fibers instead of or in addition
to Aδ-fibers. Aβ-fibers are not normally involved in nocic-
eption [32] with the exception of a small subpopulation
[33], but phenotypic changes in Aβ-fibers have been
reported after nerve injuries including SNE [34,35] that
result in nociceptive afterdischarge in spinal wide
dynamic range neurons [35]. It is possible that such a phe-
notypic switch might have been involved in the observed
A-fiber CAP enhancement and concomitant mechanical
or thermal hypersensitivity. It is notable that increased A- and C-fiber CAP amplitudes
persisted even after the stimulus-output plot reached a Page 5 of 12
(page number not for citation purposes) Page 5 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 Axonal origin of sciatic nerve NaV1.8 mRNA
Figure 5
Axonal origin of sciatic nerve NaV1.8 mRNA. A, B:
Representative images of cells cultured from the sciatic nerve
and dorsal root ganglia. Cells with Schwann- and fibroblast-
like morphology were present in both nerve and DRG cul-
tures, whereas neurons were only present in the DRG cul-
ture. C: Expression of 18s rRNA in nerve and DRG cultures
(n = 3). Expression is given in terms of the absolute cycle
count where signal was first detected. D. Expression of
NaV1.8 mRNA in nerve and DRG cultures (n = 3). Detection
Figure 4 Relative
expression was normalized externally against the DRG sam-
ple with the lowest NaV1.8 expression and internally against
18s expression rRNA expression. E. Expression of s100B
mRNA in nerve and DRG cultures (n = 3). Relative expres-
sion was normalized externally against the nerve sample with
the lowest s100B expression and internally against 18s
expression rRNA expression. Strong expression was
observed in both cultures with Ct values of 26–30. However,
relative expression was still higher in DRG cultures. reported for the CCI model [11], underscoring simmilari-
ties with SNE. This peripheral translocation of Nav1.8
together with increased TTX-resistance suggests involve-
ment of peripherally accumulated NaV1.8 in sciatic nerve
hyperexcitability after SNE injury. Several mechanisms may underly the peripheral translo-
cation of NaV1.8 protein observed in multiple injury
models. In the present study, we detected ipsilaterally
decreased DRG NaV1.8 immunoreactivity (Fig. 3), but
NaV1.8 mRNA levels in the DRG were not affected by SNE
injury (Figs. 4 &5). Similar post-CCI immunohistochemi-
cal redistribution of NaV1.8 to sciatic nerve axons without
increased DRG mRNA expression previously led Novako-
vic et al. to suggest peripheral trafficking of existing
NaV1.8 protein with increased local insertion [11]. Decreased NaV1.8 mRNA levels and attenuated NaV1.8
currents that could be compatible with such a mechanism
were also observed in injured small-diameter DRG
somata cultured from CCI-injured rats [39]; NaV1.8 pro-
tein levels in injured neurons within the DRG were also
shown to decrease in rats after SNL, CCI, SNI, and axot-
omy injuries [24]. However, while the majority of de novo
protein synthesis is believed to occur in DRG somata, an
increasing number of studies suggest that axons contain
mRNAs such as β-actin, cofilin and RhoA that are locally
translated in response to guidance cues during nervous
system development [40-42]. Recently, intra-axonal CREB
mRNA translation was shown to be essential for neuronal
survival in response to nerve growth factor application
[43]. We thus hypothesized that axonal NaV1.8 mRNA
accumulation might contribute to the increased immuno-
reactivity in the nerve proximal to SNE injury. A
l
i i
f
i ti
N V1 8
Fi
5 RNA A
l
i i
f
i
Fi
5 Axonal or
Figure 5 In addition, we determined the cellular origin of
NaV1.8 transcripts because sciatic nerve contains non-
neuronal cells such as Schwann cells and fibroblasts in
addition to neuronal axons. Cells cultured from both
naïve DRG and sciatic nerve showed expression of s100B,
confirming the presence of Schwann and/or satellite 'glial'
cells. However, NaV1.8 expression was not detected in the
nerve cultures (Fig. 6), suggesting that NaV1.8 transcripts
detected in intact nerve tissue were likely derived from
axons. Much larger increases in CAP TTX-resistance, and only in
C-fibers (resistant to block by 100 μM TTX), were reported
for the SNL model [5], underscoring major differences
between the SNE and SNL models. SNL is thought to
cause extensive Wallerian degeneration of injured axons
from L5 and L6 DRG, leaving only uninjured L4 axons in
the sciatic nerve [5]. In contrast, CCI and SNE cause selec-
tive degeneration of Aβ-fibers distal to the constriction
site with some remyelination occurring 2–4 weeks after
injury [37,38]; this partial, distal degeneration leaves
proximal injured and uninjured axons structurally intact. Significant up-regulation of NaV1.8 mRNA was demon-
strated in the ipsilateral sciatic nerve when compared to
the contralateral or uninjured nerve (Fig. 4). To explore
the mechanism of the peripheral NaV1.8 mRNA increase,
we examined the polyadenylation state. There were no dif- We also found that sciatic nerve NaV1.8 immunoreactiv-
ity was increased after SNE injury, while immunoreactiv-
ity within cell bodies of DRG sensory neurons ipsilateral
to SNE was reduced. Similar findings were previously Page 6 of 12
(page number not for citation purposes) Page 6 of 12
(page number not for citation purposes) Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 Selective peripheral translocation of NaV1.8 mRNA after SNE injury
Figure 6
Selective peripheral translocation of NaV1.8 mRNA after SNE injury. A: Sodium channel mRNA levels in naive, con-
tralateral, and ipsilateral sciatic nerve. Black columns: ipsilateral side. White columns: contralateral side. B: Sodium channel
mRNA levels in contralateral and ipsilateral L4 and L5 DRG. Black columns: ipsilateral side. Grey columns: contralateral side. Note that NaV1.8 showed a significant 10.8-fold increase in the ipsilateral sciatic nerve (*; p < 0.05, Mann-Whitney) and that
this increase did not occur in the DRG. NaV1.6 showed a 3.48-fold increase in the nerve, but this did not reach statistical sig-
nificance (p = 0.19, Mann-Whitney). Selective p
Figure 6 Therefore, intra-axonal polyadenylation
resulting in reduced turnover and increased steady-state
mRNA levels [45] was ruled out as a mechanism of
increased NaV1.8 mRNA accumulation in SNE axons. Strikingly, simultaneous analysis of multiple sodium
channels further demonstrated that after SNE injury,
steady-state NaV1.8 mRNA was significantly increased in
the ipsilateral nerve by nearly 11-fold when compared to
the contralateral nerve. In contrast, we were unable to
observe any changes in ipsilateral mRNA levels of NaV1.3,
NaV1.6, NaV1.7, or NaV1.9 (Fig. 5). It is unlikely that the
selective NaV1.8 mRNA increase was the indirect result of
ultrastructural changes, as both the fiber number and
composition remain unaltered at the sampling location
proximal to the injury site [37]. These findings thus sug-
gest a novel mechanism of selective NaV1.8 mRNA accu-
mulation in injured axons. Selective p
Figure 6 Selective peripheral translocation of NaV1.8 mRNA after SNE injury
Figure 6
Selective peripheral translocation of NaV1.8 mRNA after SNE injury. A: Sodium channel mRNA levels in naive, con-
tralateral, and ipsilateral sciatic nerve. Black columns: ipsilateral side. White columns: contralateral side. B: Sodium channel
mRNA levels in contralateral and ipsilateral L4 and L5 DRG. Black columns: ipsilateral side. Grey columns: contralateral side. Note that NaV1.8 showed a significant 10.8-fold increase in the ipsilateral sciatic nerve (*; p < 0.05, Mann-Whitney) and that
this increase did not occur in the DRG. NaV1.6 showed a 3.48-fold increase in the nerve, but this did not reach statistical sig-
nificance (p = 0.19, Mann-Whitney). NaV1.5 showed an 80.2% decrease in the ipsilateral nerve, but this also did not reach sta-
tistical significance (p = 0.079, Mann-Whitney) Ipsilateral NaV1.5, NaV1.6, NaV1.7, and NaV1.9 mRNA levels decreased by
28.6%, 39.8%, 54.1%, and 54.9%, respectively, but the downregulation only reached statistical significance for NaV1.7 (p < 0.05,
Mann-Whitney). All samples were normalized externally against the mean contralateral expression and internally against 18s
rRNA expression (n = 3–7). Means and standard errors are shown for convenience; parametric analyses of non-parametric
data returned similar results. proteins, although no changes were observed in the
steady-state protein levels of NaV1.8, NaV1.3, or the α 2δ
calcium channel [46]. It has also been shown that axon-
ally transported importin β and vanilloid receptor mRNAs
can be locally translated in sciatic nerve axons after nerve
injury and dorsal horn synaptic terminals during inflam-
mation, repsectively [47,48]. Various mRNAs coding
cytoskeletal and metabolic proteins have been found to
be axonally transported and locally translated in a cul-
tured axonal preparation [49]. Thus, we propose here that
enhanced and selective peripheral transport is the most
likely mechanism for axonal NaV1.8 mRNA up-regula-
tion, and that local mRNA accumulation could contribute
to the observed increase in sciatic nerve NaV1.8 immuno-
reactivity. Our findings also support the involvement of
peripheral NaV1.8 protein in sciatic nerve hyperexcitabil-
ity after neuropathic injury. ferences in maximum NaV1.8 polyA tail length or smear-
ing pattern between injured nerve and uninjured DRG
samples (Fig. 7). Therefore, intra-axonal polyadenylation
resulting in reduced turnover and increased steady-state
mRNA levels [45] was ruled out as a mechanism of
increased NaV1.8 mRNA accumulation in SNE axons. ferences in maximum NaV1.8 polyA tail length or smear-
ing pattern between injured nerve and uninjured DRG
samples (Fig. 7). Axonal or
Figure 5 NaV1.5 showed an 80.2% decrease in the ipsilateral nerve, but this also did not reach sta-
tistical significance (p = 0.079, Mann-Whitney) Ipsilateral NaV1.5, NaV1.6, NaV1.7, and NaV1.9 mRNA levels decreased by
28.6%, 39.8%, 54.1%, and 54.9%, respectively, but the downregulation only reached statistical significance for NaV1.7 (p < 0.05,
Mann-Whitney). All samples were normalized externally against the mean contralateral expression and internally against 18s
rRNA expression (n = 3–7). Means and standard errors are shown for convenience; parametric analyses of non-parametric
data returned similar results. Conclusion While our experimental design did not permit the direct
discrimination of somatically- and axonally-derived pro-
tein, our findings collectively introduce the possibility
that sodium channel mRNA could be peripherally trans- A recent study of rat saphenous nerve neuromas revealed
increased local translation of structural and metabolic Page 7 of 12
(page number not for citation purposes) Page 7 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 NaV1.8 mRNA polyadenylation does not increase in the injured sciatic nerve
Figure 7
NaV1.8 mRNA polyadenylation does not increase in the injured sciatic nerve. A: Schematic representation of PolyA
Tail (PAT) assay. 1. Reverse transcription with oligo dT-Adaptor primer. 2. NaV1.8-specific PCR amplification with Adaptor
primer. Amplicon length depends on polyA tail length. 3. Southern blot detection with digoxygenin (DIG)-labeled NaV1.8-spe-
cific probe after gel electrophoresis. Multiple polyA tail lengths result in smearing and multiple bands. B: Southern blot of PAT
amplicons. : NaV1.8 mRNA from both ipsilateral nerve and uninjured DRG tissue predominantly exhibits a discrete polyA tail
< 50 bases long, with additional polyadenylation occurring out to 200 bases. Tissue was harvested 2 weeks after SNE. NaV1.8 mRNA polyadenylation does not increase in the injured sciatic nerve
Figure 7
NaV1.8 mRNA polyadenylation does not increase in the injured sciatic nerve. A: Schematic representation of PolyA
Tail (PAT) assay. 1. Reverse transcription with oligo dT-Adaptor primer. 2. NaV1.8-specific PCR amplification with Adaptor
primer. Amplicon length depends on polyA tail length. 3. Southern blot detection with digoxygenin (DIG)-labeled NaV1.8-spe-
cific probe after gel electrophoresis. Multiple polyA tail lengths result in smearing and multiple bands. B: Southern blot of PAT
amplicons. : NaV1.8 mRNA from both ipsilateral nerve and uninjured DRG tissue predominantly exhibits a discrete polyA tail
< 50 bases long, with additional polyadenylation occurring out to 200 bases. Tissue was harvested 2 weeks after SNE. NGS and 0.3% Triton X-100). The NaV1.8 antibody,
which was previously extensively characterized, 15 was
generously provided by Dr. John Wood, London, UK. Sec-
tions were then incubated in a FITC-labeled goat anti-rab-
bit secondary antibody (Molecular Probes, Carlsbad, CA)
at 1:500 dilution. The sections were mounted in an anti-
fade medium (ProLong, Molecular Probes, Carlsbad, CA). To minimize variability between specimens, ipsilateral
and contralateral tissues were processed simultaneously
and representative sections grouped on the same slides. ported from the DRG to the sciatic nerve and locally trans-
lated. Confocal Microscopy Confocal fluorescence images were taken at 20× magnifi-
cation on a Leica TCS-SP confocal fixed-stage upright
microscope (Heidelberg, Germany) equipped with argon
(488 nm excitation: JDS Uniphase) and DPSS diode (561
nm excitation: Melles-Griot) lasers. All laser excitation
and detection parameters were kept constant across all
samples. Image stacks were averaged and given identical
high and low intensity thresholds using LCS lite software
(Leica, Heidelberg, Germany). For DRG images, neuronal
area was measured by outlining NaV1.8 immunoreactive
somata and then calculating the area with ImageJ software
http://rsb.info.nih.gov/ij/. Fluorescence intensity was
measured by outlining the cytosolic region of NaV1.8
immunoreactive somata; outlines were in the shape of an
annulus, to exclude the darker nuclei. Average cytosolic
fluorescence intensity was then measured using ImageJ
software. When overlapping NaV1.8-immunoreactive
somata were detected, the overlapping regions were Sciatic nerve entrapment (SNE) Surgery was performed as described previously [22] using
adult male Sprague-Dawley rats weighing 200–250 g. Briefly, three Tygon® cuffs (length = 1 mm, outer diameter
= 2.28 mm, inner diameter = 0.76 mm) were placed
around the exposed sciatic nerve proximal to the trifurca-
tion. Conclusion If this is the case, the local up-regulation of NaV1.8
mRNA shown here after injury may at least partially con-
tribute to the observed peripheral increases in NaV1.8
protein levels and nerve excitability, which in turn may
play a role in the aberrant nociception that characterizes
neuropathic pain. Page 8 of 12
(page number not for citation purposes) Cell Culture
S i i Sciatic nerve sections and lumbar DRG were extracted as
above and cut into small pieces in ice-cold Hank's bal-
anced salt solution (HBSS) with 20% fetal bovine serum
(FBS). The tissue was incubated for 75 min at 37°C in
HBSS with 0.125% collagenase P (Roche, Indianapolis,
IN), and 0.05% DNAse. 0.25% trypsin was added for 5
min, after which the tissue was centrifuged for 5 min at
2000 rpm. After washing with 20% FBS in HBSS, the cell
pellet was resuspended in HBSS containing 0.295%
MgSO4 and 0.05% DNAse. The tissue was then triturated
10 times with a fire-polished siliconized Pasteur pipette
and centrifuged for 5 min at 2000 rpm. The resulting cell
pellet was resuspended in 1 ml of F12 nutrient mixture
with 10% FBS, and 300 μl were plated into each of 3 wells
of a 12-well cell culture plate. The plate was incubated at
37°C for 1 hr, and then another 700 μl of medium was
added. The medium was then changed every 2 days. After
4 days, culture plates were washed in PBS, snap-frozen in
liquid nitrogen, and then stored at -80°C. For RNA extrac-
tion, culture plates were thawed, and 350 μl of buffer RLT
from the RNEasy Plus Mini Kit (Qiagen, Valencia, CA)
were immediately added to each well. Wells were incu-
bated for 15 minutes at room temperatue and scraped
with pipette tips. The buffer RLT containing scraped cells
from each well was then placed into separate RNAse-free
1.5 mL microcentrifuge tubes. The RNEasy Plus protocol
with gDNA eliminator columns was then followed for
RNA extraction. Surgery, tissue collection and preparation for
electrophysiology At 2 weeks after injury, rats were anesthetized with
sodium pentobarbital (50 mg/kg) and L4 and L5 DRG
were excised with their dorsal roots, the ventral roots, the
spinal nerves and a length of attached sciatic nerves cut
just proximal to the site of entrapment. The preparations
were further trimmed at 0–4°C in the low-Na+ artificial
cerebrospinal fluid (ACSF) composed of (in mM): NaCl,
62; KCl, 3.5; NaH2PO4, 1.25; CaCl2, 2; MgCl2, 2;
NaHCO3, 26; glucose, 10 and sucrose, 124. Isolated DRG
and sciatic nerve sections were then placed in cryogenic
vials, frozen in liquid nitrogen and stered at -80°C. Alter-
natively, sections of sciatic nerve were then transferred to
normal ACSF (20–23°C) composed of (in mM): NaCl,
124; KCl, 3.5; NaH2PO4, 1.25; CaCl2, 2; MgCl2, 2;
NaHCO3, 26 and glucose, 10. The ACSF was continuously
bubbled with a 95/5% mixture of O2/CO2. For recording,
preparations were transferred to a custom recording
chamber (0.3 ml volume) that was perfused (2.7 ml/min)
with oxygenated ACSF at 34.5°C. TTX (0.1–1 μM, Sigma)
was dissolved and applied in ACSF. recording. All data are presented as mean ± standard error
of the mean (SEM). recording. All data are presented as mean ± standard error
of the mean (SEM). excluded from intensity analysis. For sciatic nerve analy-
ses, 1–2 111 × 320 pixel rectangles were drawn on each
image such they did not cover any gap, break, or artifact. The average intensity within each rectangle was measured
using ImageJ software. For both DRG and nerve sections,
output intensity values were on a 0–255 scale based on
the 255 shades of grey present in the image, with 0 repre-
senting black and 255 representing white. The output
numerical intensity value was defined as "relative fluores-
cence." Immunohistochemistry At 2 weeks after injury, rats were anesthetized with pento-
barbital (100 mg/kg, i.p.) and fixed by intracardiac per-
fusion of 500 ml ice-cold 4% paraformaldehyde and
0.14% picric acid in 0.1 M phosphate buffer (PB), pH 7.4. Ipsilateral and contralateral L4 and L5 DRG were har-
vested along with sciatic nerve segments. Tissue was post-
fixed for 24 hrs and cryoprotected overnight in 30%
sucrose in 0.1 M PB. Samples were mounted in Tissue-Tek
(Sakura Finetek USA, Inc., Torrance, CA), and cryosec-
tioned at 25 μm (DRG) or 20 μm (sciatic nerve). Free-
floating sections were incubated overnight with an anti-
NaV1.8 antibody (1:2000 dilution, in PBS containing 5% Page 8 of 12
(page number not for citation purposes) Page 8 of 12
(page number not for citation purposes) Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 3'Rapid amplification of cDNA ends (3'RACE) p
p f
f
(
)
At 2 weeks after injury, total RNA (800 ng) extracted sep-
arately from ipsilateral and contralateral sciatic nerve was
converted to first strand cDNA and then subjected to
3'RACE PCR using the SMART RACE cDNA Amplification
Kit (Clontech, Mountain View, CA). The anchoring
primer for the 3'RACE PCR reaction was 5'-GTTTAT-
GGCGACAATCTCTCCAAAG-3' (Tm = 65°C), located
approximately 830 bp upstream of the NaV1.8 mRNA
polyA tail. Approximately 18 ng of first strand cDNA tem-
plate was consistently used for all samples. Samples were
denatured at 94°C for 30 sec, annealed at 68°C for 30 sec,
and elongated at 72°C for 3 min. First strand cDNA was
amplified for 35 cycles with the anchoring primer and
oligo d(T) primer. Southern blot hybridization analysis
was used to identify positive PCR amplicons containing
NaV1.8 3'end sequence. The DIG-labeled DNA probe
against the NaV1.8 3' end coding sequence was synthe-
sized using the PCR DIG Probe Synthesis Kit (Roche, Indi-
anapolis,
IN)
with
forward
primer
5'-
GGAAGACCTCTCAGCCACAG-3' and reverse primer 5'-
CAGGGTGTTGGAGAGTGTCA-3'. After hybridization,
the membrane was washed, blocked, incubated with anti-
DIG antibody, and detected according to the manufac-
turer's instructions. Chemiluminescence was detected by a
LAS-3000 Luminescent Image Analyzer (Fujifilm, Tokyo,
Japan). 18S ribosomal RNA was amplified from the con-
tralateral and ipsilateral sciatic nerve RNA samples for use
as an internal control during PCR. Statistical analysis Ipsilateral and contralateral data sets were checked for
normality using Shapiro-Wilkes and Liliefors tests, with p
< 0.05 accepted as a non-normal distribution. Compari-
sons of two groups with normal distributions were made
using Student's t-test. Comparisons of a non-normally
distributed group with any other group were made using
the Mann-Whitney U test. Comparisons of more than two
groups, all of which were normally distributed, were
made using 1-way ANOVA with Tukey post-hoc tests for
pairwise comparisons. Two-way ANOVA with Tukey post-
hoc tests was used for behavioral and electrophysiological
data where a second variable (i.e. stimulus strength or
time point) was analyzed simultaneously with laterality
(i.e. ipsilateral vs. contralateral). PolyA tail length assay At 2 weeks after injury, total RNA was extracted as
described above. Reverse transcription was performed
using
5'-GCGAGCTCCGCGGCCGCGTTTTTTTTTTTT-3'
as the primer. Reaction mixtures were prepared on a block
heated to 94°C and then subjected to 35 cycles of PCR
amplification using high fidelity Ex Taq polymerase
(Takara, Otsu, Japan). Each cycle consisted of 30 sec dena-
turation, 1 min annealing, and 2 min extension. The
primers were 5'-ACTCCTCCATTCTGACGTCCCTTCC-3'
and
5'-GCGAGCTCCGCGGCCGCGTTTTTTTTTTTT-3,'
and the annealing temperature was 68°C. Authors' contributions DKT, IN, and IS conceived of, designed, and coordinated
the study. DKT, IN, and IS interpreted the results. DKT
drafted the manuscript and performed: immunohisto-
chemistry, confocal microscopy, image analysis, cell cul-
ture, real-time PCR, and polyA tail assay experiments as
well as statistical analyses. AL performed real-time PCR
and 3' RACE experiments as well as statistical analyses. YM
and IS prepared SNE animals. YM performed electrophys-
iology experiments and statistical analyses. TO performed
behavioral testing. EM performed immunohistochemis-
try. SR performed real-time PCR and statistical analyses. IS
and IN edited and helped to draft the manuscript. All
authors read and approved the final manuscript. Acknowledgements Support was contributed by NIH grants DE14573, DA023163 and
NS049137, NSF IGERT DGE9972802, the Takanawakai, the Clinical
Implant Society of Japan, and the Japan Society for the Promotion of Sci-
ence. This investigation was conducted in part in a UCLA facility con-
structed with support from Research Facilities Improvement Program
Grant Number C06 RR014529 from NCRR/NIH, and in the Institute for
Frontier Medical Sciences, Kyoto University, Kyoto, Japan with kind sup-
port of Dr. Yasuhiko Tabata. DKT is currently supported by a US Depart-
ment of Veterans Affairs Laboratory Research and Development Grant (PI:
YD Teng) and would like to thank Dr. Teng for his support. Digoxigenin-labeled probes were generated by PCR using
a standard kit and protocol (Roche). The primers were 5'-
TTACCGGCTGAGTGTCCATAACAGG-3' and 5'-CATTCT-
GACGTCCCTTCCGAGTTCC-3', and the annealing tem-
perature was 66°C. PCR amplicons from the PolyA tail
length assay were run on a 1.5% agarose gel, transferred
and cross-linked to a positively charged nylon membrane
by UV light. After probe hybridization, the membrane was
washed and blocked with a standard kit (Roche, Indiana-
polis, IN), and 1:10000 Anti-Digoxigenin-AP conjugate
was applied. The membrane was washed again and devel- The authors declare that they have no competing interests. The authors declare that they have no competing interests. Compound action potential recording Compound action potentials (CAPs) were recorded from
the sciatic nerves using a suction recording electrode
[50,51]. Signals from the recording electrode and the arti-
fact suppression electrode were fed into a differential
amplifier (Dam 50, WPI, Sarasota, FL) in AC mode. A cal-
ibration pulse (± 2 V across a 100 MΩ series resistor) was
always included in the CAP recordings to estimate the
resistance at the nerve/recording electrode junction
[50,51]. Signals from CAP recordings were further ampli-
fied (Brownlee Precision Instruments, model 440, Santa
Clara, CA). Amplified signals were digitized at 10–20 kHz
via the Digidata 1200B interface (Molecular Devices,
Union City, CA) and displayed on a computer screen
using the pCLAMP 8 software package (Molecular
Devices). Data were analyzed offline using the pCLAMP 8
software package (Molecular Devices). Since CAP ampli-
tude/area varies linearly with changes in this resistance
[50,51], the CAP signal was adjusted based on the calibra-
tion pulse amplitude changes during analysis of any given At 2 weeks after injury, rats were anesthetized (50 mg/kg
pentobarbital, i.p.), and ipsilateral L4 and L5 DRG were
harvested together with sciatic nerve segments. RNA was
extracted using a combination of phenol/chloroform
extraction and glass fiber purification (Trizol, Invitrogen,
Carlsbad, CA, and RNAqueous, Ambion, Austin, TX),
DNAse treated (Ambion, Austin, TX), and reverse-tran-
scribed (Superscript III, Invitrogen, Carlsbad, CA) using
random hexamer primers. Samples were subjected in trip-
licate to real-time PCR under default cDNA conditions
(Applied Biosystems, Foster City, CA) using a ready-made
18s rRNA primer and probe set (Applied Biosystems, Fos-
ter City, CA) as an internal control. Ready-made Taqman
expression assay sets (Applied Biosystems, Foster City,
CA) were used for PCR amplification of various sodium
channel cDNAs; the expression assay IDs were: NaV1.3,
Rn00565438_m1; NaV1.5, Rn00565502_m1; NaV.16,
Rn00570506_m1; NaV1.7, Rn00581647_m1; NaV1.8,
Rn_00568393; NaV1.9, Rn00570487_m1. Page 9 of 12
(page number not for citation purposes) Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 oped with CDP-Star (Roche, Indianapolis, IN). The mem-
brane was exposed for 0.5–15 min and developed. oped with CDP-Star (Roche, Indianapolis, IN). The mem-
brane was exposed for 0.5–15 min and developed. References Porreca F, Lai J, Bian D, Wegert S, Ossipov MH, Eglen RM, Kassotakis
L, Novakovic S, Rabert DK, Sangameswaran L, Hunter JC: A com-
parison of the potential role of the tetrodotoxin-insensitive
sodium channels, PN3/SNS and NaN/SNS2, in rat models of
chronic pain. Proc Natl Acad Sci USA 1999, 96:7640-7644. 28. Nassar MA, Baker MD, Levato A, Ingram R, Mallucci G, McMahon SB,
Wood JN: Nerve injury induces robust allodynia and ectopic
discharges in Nav1.3 null mutant mice. Mol Pain 2006, 2:33. p
8. Blair NT, Bean BP: Roles of tetrodotoxin (TTX)-sensitive Na+
current, TTX-resistant Na+ current, and Ca2+ current in the
action potentials of nociceptive sensory neurons. J Neurosci
2002, 22:10277-10290. 29. Abrahamsen B, Zhao J, Asante CO, Cendan CM, Marsh S, Martinez-
Barbera JP, Nassar MA, Dickenson AH, Wood JN: The cell and
molecular basis of mechanical, cold, and inflammatory pain. Science 2008, 321:702-705. 9. Renganathan M, Cummins TR, Waxman SG: Contribution of
Na(v)1.8 sodium channels to action potential electrogenesis
in DRG neurons. J Neurophysiol 2001, 86:629-640. 30. Lindia JA, Kohler MG, Martin WJ, Abbadie C: Relationship
between sodium channel NaV1.3 expression and neuro-
pathic pain behavior in rats. Pain 2005, 117:145-153. 10. Djouhri L, Fang X, Okuse K, Wood JN, Berry CM, Lawson SN: The
TTX-resistant sodium channel Nav1.8 (SNS/PN3): expres-
sion and correlation with membrane properties in rat nocic-
eptive primary afferent neurons. J Physiol 2003, 550:739-752. 31. Matsuka Y, Ono T, Iwase H, Mitrirattanakul S, Omoto KS, Cho T, Lam
NYY, Snyder B, Spigelman I: Altered ATP release and metabo-
lism in dorsal root ganglia of neuropathic rats. Mol Pain 2008,
4:66. 11. Novakovic SD, Tzoumaka E, McGivern JG, Haraguchi M, San-
gameswaran L, Gogas KR, Eglen RM, Hunter JC: Distribution of the
tetrodotoxin-resistant sodium channel PN3 in rat sensory
neurons in normal and neuropathic conditions. J Neurosci
1998, 18:2174-2187. 32. Lawson SN: Phenotype and function of somatic primary affer-
ent nociceptive neurones with C-, Aδ- or Aα/β-fibres. Exp
Physiol 2002, 87:239-244. y
33. Fang X, McMullan S, Lawson SN, Djouhri L: Electrophysiological
differences between nociceptive and non-nociceptive dorsal
root ganglion neurones in the rat in vivo. J Physiol 2005,
565:927-943. 12. Akopian AN, Sivilotti L, Wood JN: A tetrodotoxin-resistant volt-
age-gated sodium channel expressed by sensory neurons. Nature 1996, 379:257-262. 13. References 1. IASP Task Force on Taxonomy: Descriptions of Chronic Pain Syndromes
and Definitions of Pain Terms IASP Press, Seattle; 1994. 1. IASP Task Force on Taxonomy: Descriptions of Chronic Pain Syndromes
and Definitions of Pain Terms IASP Press, Seattle; 1994. f
f
2. Chen H, Lamer TJ, Rho RH, Marshall KA, Sitzman BT, Ghazi SM,
Brewer RP: Contemporary management of neuropathic pain
for the primary care physician. Mayo Clin Proc 2004,
79:1533-1545. 3. Wang LX, Wang ZJ: Animal and cellular models of chronic
pain. Adv Drug Deliv Rev 2003, 55:949-965. 3. Wang LX, Wang ZJ: Animal and cellular models of chronic
pain. Adv Drug Deliv Rev 2003, 55:949-965. 3. Wang LX, Wang ZJ: Animal and cellular models of chronic
pain. Adv Drug Deliv Rev 2003, 55:949-965. Page 10 of 12
(page number not for citation purposes) Page 10 of 12
(page number not for citation purposes) http://www.molecularpain.com/content/5/1/14 Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 4. Dong XW, Goregoaker S, Engler H, Zhou X, Mark L, Crona J, Terry
R, Hunter J, Priestley T: Small interfering RNA-mediated selec-
tive knockdown of Nav1.8 tetrodotoxin-resistant sodium
channel reverses mechanical allodynia in neuropathic rats. Neuroscience 2007, 146:812-821. 24. Wood JN, Boorman JP, Okuse K, Baker MD: Voltage-gated
sodium channels and pain pathways. J Neurobiol 2004, 61:55-71. 25. p
p
y
J
25. Hains BC, Saab CY, Klein JP, Craner MJ, Waxman SG: Altered
sodium channel expression in second-order spinal sensory
neurons contributes to pain after peripheral nerve injury. J
Neurosci 2004, 24:4832-4839. 5. Gold MS, Weinreich D, Kim CS, Wang R, Treanor J, Porreca F, Lai J:
Redistribution of Nav1.8 in uninjured axons enables neuro-
pathic pain. J Neurosci 2003, 23:158-166. 26. Nassar MA, Stirling LC, Forlani G, Baker MD, Matthews EA, Dicken-
son AH, Wood JN: Nociceptor-specific gene deletion reveals a
major role for Nav1.7 (PN1) in acute and inflammatory pain. Proc Natl Acad Sci USA 2004, 101:12706-12711. p
p
J
6. Lai J, Gold MS, Kim CS, Bian D, Ossipov MH, Hunter JC, Porreca F:
Inhibition of neuropathic pain by decreased expression of
the tetrodotoxin-resistant sodium channel, NaV1.8. Pain
2002, 95:143-152. 27. Priest BT, Murphy BA, Lindia JA, Diaz C, Abbadie C, Ritter AM, Lib-
erator P, Iyer LM, Kash SF, Kohler MG, Kaczorowski GJ, MacIntyre
DE, Martin WJ: Contribution of the tetrodotoxin-resistant
voltage-gated sodium channel NaV1.9 to sensory transmis-
sion and nociceptive behavior. Proc Natl Acad Sci USA 2005,
102:9382-9387. 7. References John VH, Main MJ, Powell AJ, Gladwell ZM, Hick C, Sidhu HS, Clare
JJ, Tate S, Trezise DJ: Heterologous expression and functional
analysis of rat Nav1.8 (SNS) voltage-gated sodium channels
in the dorsal root ganglion neuroblastoma cell line ND7-23. Neuropharmacol 2004, 46:425-438. 34. Lee DH, Chang L, Sorkin LS, Chaplan SR: Hyperpolarization-acti-
vated, cation-nonselective, cyclic nucleotide-modulated
channel blockade alleviates mechanical allodynia and sup-
presses ectopic discharge in spinal nerve ligated rats. J Pain
2005, 6:417-424. p
14. Roza C, Laird JM, Souslova V, Wood JN, Cervero F: The tetrodo-
toxin-resistant Na+ channel Nav1.8 is essential for the
expression of spontaneous activity in damaged sensory
axons of mice. J Physiol 2003, 550:921-926. 35. Pitcher GM, Henry JL: Nociceptive response to innocuous
mechanical stimulation is mediated via myelinated afferents
and NK-1 receptor activation in a rat model of neuropathic
pain. Exp Neurol 2004, 186:173-197. J
y
15. Coward K, Plumpton C, Facer P, Birch R, Carlstedt T, Tate S, Bountra
C, Anand P: Immunolocalization of SNS/PN3 and NaN/SNS2
sodium channels in human pain states. Pain 2000, 85:41-50. 36. Renganathan M, Dib-Hajj S, Waxman SG: Nav1.5 underlies the
'third TTX-R sodium current' in rat small DRG neurons. Brain Res Mol Brain Res 2002, 106:70-82. 16. Kretschmer T, Happel LT, England JD, Nguyen DH, Tiel RL, Beuer-
man RW, Kline DG: Accumulation of PN1 and PN3 sodium
channels in painful human neuroma-evidence from immuno-
cytochemistry. Acta Neurochir (Wien) 2002, 144:803-810. 37. Munger BL, Bennett GJ, Kajander KC: An experimental painful
peripheral neuropathy due to nerve constriction. I. Axonal
pathology in the sciatic nerve. Exp Neurol 1992, 118:204-214. 17. Yiangou Y, Birch R, Sangameswaran L, Eglen R, Anand P: SNS/PN3
and SNS2/NaN sodium channel-like immunoreactivity in
human adult and neonate injured sensory nerves. FEBS Lett
2000, 467:249-252. 38. Nuytten D, Kupers R, Lammens M, Dom R, Van Hees J, Gybels J: Fur-
ther evidence for myelinated as well as unmyelinated fibre
damage in a rat model of neuropathic pain. Exp Brain Res 1992,
91:73-78. 18. Shembalkar PK, Till S, Boettger MK, Terenghi G, Tate S, Bountra C,
Anand P: Increased sodium channel SNS/PN3 immunoreac-
tivity in a causalgic finger. Eur J Pain 2001, 5:319-323. 39. Dib-Hajj SD, Fjell J, Cummins TR, Zheng Z, Fried K, LaMotte R, Black
JA, Waxman SG: Plasticity of sodium channel expression in
DRG neurons in the chronic constriction injury model of
neuropathic pain. Pain 1999, 83:591-600. g
g
J
19. Page 11 of 12
(page number not for citation purposes) References Decosterd I, Ji RR, Abdi S, Tate S, Woolf CJ: The pattern of
expression of the voltage-gated sodium channels Na(v)1.8
and Na(v)1.9 does not change in uninjured primary sensory
neurons in experimental neuropathic pain models. Pain 2002,
96:269-277. 40. Bassell GJ, Zhang H, Byrd AL, Femino AM, Singer RH, Taneja KL, Lif-
shitz LM, Herman IM, Kosik KS: Sorting of β-actin mRNA and
protein to neurites and growth cones in culture. J Neurosci
1998, 18:251-265. 20. Kerr BJ, Souslova V, McMahon SB, Wood JN: A role for the TTX-
resistant sodium channel Nav 1.8 in NGF-induced hyperalge-
sia, but not neuropathic pain. Neuroreport 2001, 12:3077-3080. 41. Wu KY, Hengst U, Cox LJ, Macosko EZ, Jeromin A, Urquhart ER, Jaf-
frey SR: Local translation of RhoA regulates growth cone col-
lapse. Nature 2005, 436:1020-1024. p
p
p
21. Nassar MA, Levato A, Stirling LC, Wood JN: Neuropathic pain
develops normally in mice lacking both Nav1.7 and Nav1.8. Mol Pain 2005, 1:24. p
42. Piper M, Anderson R, Dwivedy A, Weinl C, van HF, Leung KM, Cogill
E, Holt C: Signaling mechanisms underlying Slit2-induced col-
lapse of Xenopus retinal growth cones. Neuron 2006,
49:215-228. 22. Mosconi T, Kruger L: Fixed-diameter polyethylene cuffs
applied to the rat sciatic nerve induce a painful neuropathy:
Ultrastructural morphometric analysis of axonal alterations. Pain 1996, 64:37-57. 43. Cox LJ, Hengst U, Gurskaya NG, Lukyanov KA, Jaffrey SR: Intra-
axonal translation and retrograde trafficking of CREB pro-
motes neuronal survival. Nat Cell Biol 2008, 10:149-159. 23. Salles FJ, Strickland S: Analysis of poly(A) tail lengths by PCR:
the PAT assay. Methods Mol Biol 1999, 118:441-448. 44. Rabert DK, Koch BD, Ilnicka M, Obernolte RA, Naylor SL, Herman
RC, Eglen RM, Hunter JC, Sangameswaran L: A tetrodotoxin- Page 11 of 12
(page number not for citation purposes) Molecular Pain 2009, 5:14 http://www.molecularpain.com/content/5/1/14 http://www.molecularpain.com/content/5/1/14 resistant voltage-gated sodium channel from human dorsal
root ganglia, hPN3/SCN10A. Pain 1998, 78:107-114. resistant voltage-gated sodium channel from human dorsal
root ganglia, hPN3/SCN10A. Pain 1998, 78:107-114. g
g
45. Tourriere H, Chebli K, Tazi J: mRNA degradation machines in
eukaryotic cells. Biochimie 2002, 84:821-837. 46. Huang HL, Cendan CM, Roza C, Okuse K, Cramer R, Timms JF,
Wood JN: Proteomic profiling of neuromas reveals altera-
tions in protein composition and local protein synthesis in
hyper-excitable nerves. Mol Pain 2008, 4:33. yp
47. References Hanz S, Perlson E, Willis D, Zheng JQ, Massarwa R, Huerta JJ,
Koltzenburg M, Kohler M, van Minnen J, Twiss JL, Fainzilber M: Axo-
plasmic importins enable retrograde injury signaling in
lesioned nerve. Neuron 2003, 40:1095-1104. 48. Tohda C, Sasaki M, Konemura T, Sasamura T, Itoh M, Kuraishi Y:
Axonal transport of VR1 capsaicin receptor mRNA in pri-
mary afferents and its participation in inflammation-induced
increase in capsaicin sensitivity. J Neurochem 2001,
76:1628-1635. 49. Willis D, Li KW, Zheng JQ, Chang JH, Smit A, Kelly T, Merianda TT,
Sylvester J, van Minnen J, Twiss JL: Differential transport and local
translation of cytoskeletal, injury-response, and neurodegen-
eration protein mRNAs in axons. J Neurosci 2005, 25:778-791. p
J
50. Spigelman I, Gold MS, Light AR: Electrophysiological recording
techniques in pain research. In Methods in Pain Research Edited by:
Kruger L. CRC Press, New York; 2001:147-168. g
51. Stys PK, Ransom BR, Waxman SG: Compound action potential of
nerve recorded by suction electrode: a theoretical and
experimental analysis. Brain Res 1991, 546:18-32. Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral
Page 12 of 12
(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge Page 12 of 12
(page number not for citation purposes)
|
https://openalex.org/W4214768287
|
https://www.ssoar.info/ssoar/bitstream/document/77799/1/ssoar-griot-2022-1-brandao-Dilectio_resignacao_e_injustica_possibilidade.pdf
|
Portuguese
| null |
Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e conformação com a injustiça, à luz de Santo Agostinho
|
Griot
| 2,022
|
cc-by
| 14,628
|
www.ssoar.info Dilectio, resignação e injustiça: possibilidade de
interpretar o amor como resignação e conformação
com a injustiça, à luz de Santo Agostinho
Brandão, Ricardo Evangelista Empfohlene Zitierung / Suggested Citation:
Brandão, R. E. (2022). Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação
e conformação com a injustiça, à luz de Santo Agostinho. Griot: Revista de Filosofia, 22(1), 251-265. https://
doi.org/10.31977/grirfi.v22i1.2622 Empfohlene Zitierung / Suggested Citation:
Brandão, R. E. (2022). Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação
e conformação com a injustiça, à luz de Santo Agostinho. Griot: Revista de Filosofia, 22(1), 251-265. https://
doi.org/10.31977/grirfi.v22i1.2622 Nutzungsbedingungen:
Dieser Text wird unter einer CC BY Lizenz (Namensnennung) zur
Verfügung gestellt. Nähere Auskünfte zu den CC-Lizenzen finden
Sie hier: https://creativecommons.org/licenses/by/4.0/deed.de ISSN 2178-1036 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022
https://doi.org/10.31977/grirfi.v22i1.2622
Recebido: 03/09/2021 | Aprovado: 12/02/2022
Received: 09/03/2021 | Approved: 02/12/2022 RESUMO: No “Comentário da primeira Epístola de São João”, em específico fragmento do texto em que o foco é a
controvérsia donatista, Agostinho afirma que a despeito do fato de que o amor é norma incontornável à verdadeira
vida cristã, no caso de testemunhar uma ação injusta, o cristão não pode aceitar passivamente a tal ato. Todavia,
nesse mesmo texto, em outro contexto, é defendida uma espécie de resignação como prova de que o cristão de fato
está vivendo uma prática cristã eivada pelo amor de Deus. Na De civitate Dei Livro XIX, no “Sobre os costumes da
igreja católica e dos maniqueus”, e em outras obras, o mesmo paradoxo persiste: se por um lado o filósofo cristão
reconhece que mesmo vivendo em intensa dor e sofrimento é possível se conformar e encontrar a paz, uma paz
possível ante a situação, por outro lado, defende que não é justo um homem se submeter a outro visto que somos
ontologicamente iguais, logo, aparentemente não incentivando a eupatia nessa injusta situação. Assim, é nossa
meta nessa comunicação: investigar como podemos compreender a relação do amor com a resignação, e se ambos os
conceitos podem ser aplicados às situações de flagrante injustiça vividas ou testemunhadas. PALAVRAS – CHAVE: Dilectio; Injustiça; Resignação. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. DILECTIO, RESIGNAÇÃO E INJUSTIÇA: POSSIBILIDADE DE
INTERPRETAR O AMOR COMO RESIGNAÇÃO E CONFORMAÇÃO
COM A INJUSTIÇA, À LUZ DE SANTO AGOSTINHO Ricardo Evangelista Brandão1
Instituto Federal de Pernambuco (IFPE)
https://orcid.org/0000-0003-2217-4661
E-mail: ricardobrand75@gmail.com Ricardo Evangelista Brandão1
Instituto Federal de Pernambuco (IFPE)
https://orcid.org/0000-0003-2217-4661
E-mail: ricardobrand75@gmail.com 1 Doutor(a) em Filosofia pela Universidade Federal de Pernambuco (UFPE), Recife – PE, Brasil. Professor(a) do Instituto
Federal de Pernambuco (IFPE), Caruaru – PE, Brasil. Introdução Os termos latinos dilectio, amor e caritas significam amor, e embora Agostinho em
algumas obras utilize os termos de forma livre, com significados intercambiáveis e até como
sinônimos como no De civitate Dei, em outras obras como In epistolam Ioannis ad Parthos
(Comentário da primeira epístola de São João) no próprio texto esclarece a distinção que faz
entre os termos amor e dilectio, sendo o primeiro um termo autorizado a ser usado para objetos
inferiores, como quando se diz que se ama determinada refeição, todavia igualmente pode ser
utilizado para objetos superiores. Já dilectio é utilizado para objetos mais elevados como para
expressar a devoção a Deus (Cf. AGOSTINHO, In ep. Joan. ad Parthos VIII, 5)2. Dessa forma,
levando em consideração a eloquência no uso das palavras e expressões da pena do filósofo, que
o faz atribuir sentidos diversos ao sabor das circunstâncias e contextos, na prática o que
determina o significado de dilectio, amor e caritas nas obras do filósofo é o contexto em que as
palavras são usadas. Esse amor com sentido mais elevado do termo dilectio presente no
“Comentário da primeira epístola de São João”, independente de quais dos três termos latinos o
filósofo utiliza, é decorrente de uma conversão ao amor de Deus, e, por conseguinte por uma
metafísica imersão no amor divino, habilitando assim o cristão a amar a Deus e ao próximo com
o amor de Deus. Isto posto, doravante nesse artigo trabalharemos os termos dilectio, amor e
caritas com o sentido de amor a objetos mais elevados, como a dilectio utilizada no “Comentário
da primeira epístola de São João”, claro que sempre respeitando a intenção do autor ditada pelo
contexto de uso dos termos. Assim, amor, sempre que o contexto permitir, será interpretado
como um sentimento que predispõe uma inclinação ao objeto amado, tornando esse objeto um
pondus que direciona a vida, decisões e ações do amante em direção do objeto amado, objeto esse
de ordem superior como Deus e o próprio homem. Após essas breves mas necessárias observações acerca de como significar a dilectio, nos
cabe doravante compreender se podemos interpretar a dilectio como uma resignação3 ao
sofrimento de si mesmo e do próximo, ou pelo contrário, se o verdadeiro amor impossibilita esse
conformar-se com os tormentos mencionados. 252
2 Ver também AGOSTINHO, De ver. rel. XLVII, 91.
3 O termo resignação nesse texto detém o seguinte significado: se conformar com uma situação de dor e sofrimento, sendo,
portanto, uma forma de sujeição tranquila aos infortúnios, dificuldades, penúrias, fatalidades e até injustiças da vida (Cf.
FERREIRA, 1986, p. 452, 1493). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. ABSTRACT: In the “Commentary on the First Epistle of St. John”, in a specific fragment of the text in which the focus is the
Donatist controversy, Augustine states that despite the fact that love is an unavoidable norm for the true Christian
life, in case of witnessing an action unjust, the Christian cannot passively accept such an act. However, in that
same text, in another context, a kind of resignation is defended as proof that the Christian is in fact living a
Christian practice permeated by the love of God. In De civitate Dei Livro XIX, in “On the customs of the Catholic
Church and the Manicheans”, and in other works, the same paradox persists: if on the one hand the Christian
philosopher recognizes that even living in intense pain and suffering it is possible to conform and finding peace, a
possible peace before the situation, on the other hand, defends that it is not fair for a man to submit to another
since we are ontologically equal, therefore, apparently not encouraging eupathy in this unfair situation. Thus, our
goal in this communication is: to investigate how we can understand the relationship between love and resignation,
and whether both concepts can be applied to situations of flagrant injustice experienced or witnessed. KEYWORDS: Dilectio; Iustitia; Resignation. KEYWORDS: Dilectio; Iustitia; Resignation. 1 Doutor(a) em Filosofia pela Universidade Federal de Pernambuco (UFPE), Recife – PE, Brasil. Professor(a) do Instituto
Federal de Pernambuco (IFPE), Caruaru – PE, Brasil. Artigo publicado em acesso aberto sob a licença Creative Commons Attribution 4.0 International License Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Começando por um dos primeiros escritos entre os mencionados, o “A verdadeira
religião” escrito entre 389-3914, período esse entre a tentativa de ócio teológico-filosófico e a
ordenação sacerdotal de Agostinho, escrito na intenção de apresentar a verdadeira religião aos
amigos que outrora o viram apregoar o maniqueísmo, como o seu benfeitor Romaniano. Dessa
forma temos uma obra em que Agostinho contava com 36 anos, e com aproximadamente três
anos de conversão à fé cristã quando começou a redigir o livro, se tratando assim de um
Agostinho jovem, e embora sem longa vivência na fé e com poucas responsabilidades no
cristianismo, não podemos considerá-lo como um neófito nesse período ante ao teor do texto em
análise. Destarte, em certo trecho da “A verdadeira religião” o pensador descreve o que em sua
compreensão seria o homem justo que foi inundado pelo amor de Deus, e ao descrever essas
características estabelece que esse homem dispõe de uma capacidade para suportar tribulações
diversas, devido ao fato de ele saber que seu real repouso e felicidade não está nessa esfera
terrena, mas em uma vida mais plena e vindoura com a parousia de Cristo. Esse justo
aproveitaria as farturas com moderação, aprenderia com os sofrimentos e até amadureceria
espiritualmente com eles, ou seja, o homem justificado pelo amor de Deus é inabalável, pois é
cônscio de que nada nessa terra lhe pertence, de forma que esse desapego o capacita a suportar
as maiores tormentas sem se entristecer “Para tal homem é pouco não se entristecer com as
tribulações. Ele gloria-se delas [...]” (AGOSTINHO, De ver. rel. XLVII, 92)5. Esse estranho
regozijo (gaudeat) oriundo da tribulação acontece por dois motivos: por ter condições de se
aperfeiçoar interiormente com o sofrimento, e pelo desapego que esse justo sente pelas coisas
materiais que nos podem dar conforto e prazer nessa vida terrena. Assim, a pessoa que lutou
muito para conquistar muitos recursos materiais, pelo esforço que teve acaba se apegando ao
que conquistou, e embora aos olhos de todos possa parecer vencedora, na medida em que perde
esses recursos por alguma possível adversidade, o apego a tais bens lhes causará sofrimento, esse
supostamente bem sucedido na verdade pode ser considerado fracassado. 5 “Huic viro in tribulationibus parum est non contristari, nisi etiam gaudeat [...]” (AGOSTINHO, De ver. rel. XLVII, 92 – PL 34).
6 Essa reflexão de Agostinho lembra muito, nas devidas proporções, as elucubrações do segundo estoicismo, pois, Epíteto nos
revela como o grande princípio da sabedoria e consequente felicidade, distinguir entre o que podemos alterar e o que não
podemos alterar, e é óbvio que essa distinção por si só não vai adiantar muito na vida se não for seguida pela ação. Dessa forma,
depois da ciência que ressaltamos, o homem verdadeiramente sábio deve escolher (proaireses) viver segundo essa distinção, ou
seja, se preocupar com o que realmente ele pode alterar, e não desperdiçar suas energias com aquilo que não se pode alterar.
“Das coisas existentes, umas estão em nosso poder e outras não estão em nosso poder. Em nosso poder certamente a suposição, o
impulso, o desejo, o desvio e numa palavra todas as nossas ações; não estão em nosso poder o corpo, as opiniões, os reinos e numa
palavra quantas não são as nossas ações” (EPÍTETO, Manual, I, 1). Quando o homem escolhe viver levando em consideração a
sábia distinção que apontamos, não será conduzido à inação, muito pelo contrário aperfeiçoará as suas ações para o que
realmente importa na vida, amadurecendo no que deve amadurecer e aproveitando melhor cada instante da vida. Mas se pelo
contrário, quando no viver não se considera como norteador das ações essa distinção, se desperdiçará energias com o que não
vala à pena, de forma que viverá amaldiçoando a vida e todos ao redor, pois nunca conseguirá tirar o melhor proveito do viver
(Cf. EPÍTETO, Manual, I, 3; II, 1, 2). Introdução Para esclarecer e refletirmos sobre o problema
posto à luz do pensamento de Agostinho, elencamos como objeto de análise alguns fragmentos
de quatro obras do pensador que lançam importante luz sobre a questão, notadamente: De vera
religione, De moribus Ecclesiae Catholicae et de moribus manichaeorum, In Epistolam Ioannis ad
Parthos tratactus decem, De civitate Dei. No primeiro capítulo examinaremos as duas primeiras
obras, que inclusive foram escritas em períodos muito próximos, notadamente entre 387 – 391,
revelando as reflexões de Agostinho sobre o assunto pouco tempo depois de seu batismo, período
marcado pelo batismo, tentativa de ócio filosófico e o começo da ordenação sacerdotal. E no
segundo capítulo abordaremos a temática por meio da análise de fragmentos das duas últimas
obras listadas, escritas em 416 e 413-426 respectivamente, fase intelectual de um Agostinho
bispo, maduro na fé que adotou, e com muitas responsabilidades civis e eclesiásticas. 252 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. 4 A datação das obras que analisaremos nesse texto, terá como base a cronologia das obras de Agostinho presente no primeiro
volume da coleção “Obras Completas de San Agustin” da Biblioteca de Autores Cristianos (BAC) organizada por Victorino
Capanaga (Cf. CAPANAGA, 1994, v. 1, p. 384-387). Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum De forma que o
verdadeiro vencedor é o homem que não se apega ao que não depende dele para a manutenção,
mas o que se apega às coisas que o perder e o manter dependem absolutamente dele6 (Cf. AGOSTINHO, De ver. rel. XLVII, 92). 253 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 No mesmo contexto do fragmento citado, Agostinho afirma que o homem que ama Deus
de todo o coração se torna invencível, pois a sua principal atenção estará voltada a Deus, e esse
Deus lhe trará uma paz e contentamento que independe de circunstâncias exteriores. Além
disso, poderíamos questionar, e se o sofrimento for com os outros? Pois uma coisa é ter a
capacidade interior para absolver os sofrimentos da vida e resignadamente viver em paz, na
medida em que se sabe que como cristão a sua real felicidade não está nesse mundo, e outra coisa
bem diferente é perceber a dor e o sofrimento do próximo e ficar em paz com isso. A questão é
essa, na medida em que essa resignação do cristão provém justamente do amor a Deus, visto que
esse amor a Deus nos exige um amor da mesma qualidade para com o nosso próximo, o
sofrimento do outro seria o limite dessa resignação? Vale à pena transcrever o que pensa
Agostinho sobre o problema posto: Quem ama a Deus de todo o coração não se aflige, pois, com a morte de ninguém. Sabe
bem que não perece para ele, quem não perece para Deus, pois Deus é o senhor dos vivos
e dos mortos. Não fica desesperado pela miséria de ninguém, como também não se sente
justificado pela justiça dos outros (AGOSTINHO, De ver. rel. XLVII, 91)7. A morte não deve causar sofrimento, devido à consciência de que a vida continua após a
morte (Deus autem dominus est et vivorum et mortuorum – Deus é senhor dos vivos e dos mortos),
de forma que a morte nada mais é que uma passagem para outra etapa de nossas vidas, é uma
referência apenas humana da transitoriedade corpórea. 254
7 “Non ergo iste affligitur morte cuiusquam, quoniam qui toto animo Deum diligit, novit nec sibi perire quod Deo non perit. Deus
autem dominus est et vivorum et mortuorum. Non cuiusquam miseria miser est, quia nec cuiusquam iniustitia fit iniustus. Et ut nemo
illi iustitiam et Deum, sic nemo aufert beatitudinem” (AGOSTINHO, De ver. rel. XLVII, 91 – PL 34).
8 “Et si quando forte alicuius periculo, vel errore, vel dolore commovetur; usque ad illius auxilium, aut correctionem, aut
consolationem, non usque ad suam subversionem valere patitur” (AGOSTINHO, De ver. rel. XLVII, 91 – PL 34). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Obviamente Agostinho está fiado na
tese da imortalidade da alma, visto que Deus continua sendo o Senhor dessa alma imortal, que
em algum momento (parousia) receberá corpo (corpo transformado) novamente por meio da
ressurreição, pois esse fragmento faz referência ao texto bíblico de Rom., 14, 9, que defende o
senhorio universal de Cristo e que todos acertarão as contas com Deus na parousia, no grande
tribunal de Deus. Com essa base teológica, certa justificação existe na relação do homem com a
morte, todavia, o não sentir empatia com o sofrimento e com as alegrias do próximo fica mais
difícil de justificar. Estamos diante de uma forma de apatheia cristã, em que o cristão eivado
pela certeza de uma relação futura com Deus se resigna com as mais severas dores, sofridas por
si ou pelo próximo. De fato estamos ante algo muito semelhante à imperturbabilidade estoica, em formato
cristão é óbvio, pois essa ampla resignação provém da imersão no amor de Deus, e esse que a
alcançou é de fato um sábio na prática da fé. Semelhantemente, como no estoicismo existem
diversos níveis de sabedoria, pois o próprio Epíteto entendia não ser ele um modelo de sabedoria
estoica, remetendo esse modelo a Diógenes (Cf. REALE, 1994, vol. IV, p. 95). O pensador de
Hipona menciona que alguns com nível menor de resignação, não conseguirão não sofrer com as
dores do próximo: “Se alguma vez é atingido por demais, pelos perigos ou extravios e dores de
outrem, ele aceita o impacto dessa emoção no sentido de ir socorrer, corrigir e consolar o outro. E não ficar ele mesmo transtornado por essas coisas” (AGOSTINHO, De ver. rel. XLVII, 91)8. Essa invencibilidade decorrente da tranquila resignação é possível ser rompida, no caso
exemplificado no texto quando diante do sofrimento alheio. Essa exceção apontada é bastante
coerente, pois, na medida em que o cristão ama o próximo com um amor de qualidade superior, 254 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 semelhante ao despendido a Deus9, seria dissonante esse se conformar. Do capítulo 45 até o 48,
Agostinho se concentra em refletir acerca da transformação realizada pelo amor na vida do fiel,
e no fragmento citado essa imersão no amor de Deus, visto que o cristão passa a amar com esse
amor, não lhe permite a indiferença. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. 9 Nosso filósofo se refere ao amor a Deus, expressando uma devoção elevada e desinteressada, todavia, sem embargo aplica essa
qualidade de amor igualmente ao nosso próximo. Ou seja, após a conversão espiritual por meio da aceitação do sacrifício de
Cristo na cruz, o agora cristão deve amar ao próximo com esse amor superior, o qual conceituamos na introdução como dilectio,
ou simplificando ainda mais, o cristão deve amar ao próximo com o amor de Deus.
10 A despeito de ter mencionado a semelhança das intuições de Agostinho com as reflexões do segundo estoicismo no corpo do
texto e em nota de rodapé, é relevante ressaltar que existiu certa influência no movimento monástico cristão (monaquismo
cristão) de teorias e modo de vida estoico. De certa forma os ensinamentos estoicos relacionados à aphatheia, em que os afetos
externos empanam a verdadeira sabedoria de forma que o sábio se dedicaria ao aperfeiçoamento da alma e do controle das
paixões tanto corpóreas como das inquietações advindas do mundo, estão presentes nas orientações monásticas (Cf.
GONZALEZ, 1995, v. 2, p. 61). Dessa forma, é prudente lembrar que Agostinho pouco antes de sua adesão ao cristianismo, foi
fortemente impactado pela história do monge anacoreta Antônio do Egito, conhecido como Santo Antão, relatado por ele
mesmo no oitavo livro das Confissões. Agostinho narra que enquanto ele estava imerso nas consequências de uma possível
adesão ao cristianismo, pois teria que abandonar prazeres, honras, cargos e mulheres, é visitado por um dignitário do império
romano de naturalidade africana chamado Ponticiano. Este ao ver as cartas de Paulo sobre a mesa começa a relatar a história de
vida de Antônio do Egito (Cf. AGOSTINHO, Confissões, VIII, 6, 14), que este teve contato pela leitura do livro “Vida e
Conduta de Santo Antão” escrito pelo bispo católico Atanásio. Pelo testemunho escrito de Atanásio, Antônio do Egito viveu
entre 251-269, nasceu rico, mas nunca se interessou em demasia em aproveitar a riqueza do pai. Quando ainda muito jovem,
entre 18 a 20 anos, os pais morreram, e ao entrar em uma igreja escutou a leitura do Evangelho de Mateus 19: 21, que em síntese
exorta a vender tudo e seguir a Cristo, o que antão faz reservando uma pequena parte da fortuna para cuidar da irmã menor.
Todavia volta a entrar na igreja em outro momento e ouve a leitura de Mateus 6:34, passagem do sermão do monte em que
Jesus orienta a não se preocupar com o dia de amanhã. Conta-nos Atanásio que depois dessa segunda experiência Antão
distribuiu o restante dos bens, deixou sua irmã aos cuidados de uma casa de virgens para ser cuidada e educada, e começou a se
preparar para a vida monástica (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I, 3). Segundo a narrativa de Atanásio Antão
na intenção de aprender sobre a prática da vida monástica com outros monges mais experientes, principia no monaquismo
cenobítico, e quando se sentiu preparado iniciou no monaquismo anacoreta (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I,
4 – I, 15). A vida desses monges era extremamente simples como nos descreve Justo Gonzalez: “A vida dessas pessoas era
extremamente simples. Alguns cultivavam hortas, mas a maioria se sustentava tecendo cestas e esteiras que vendiam em troca
de um pouco de azeite. [...] A dieta da maioria dos monges consistia em pão e, às vezes, frutas, legumes e azeite. Suas posses não
excediam a vestimenta necessária e uma esteira para dormir” (GONZALEZ, 1995, v. 2, p. 67). Com relação ao desapego de bens
materiais do monge Antão, conta-nos Atanásio: “Comia só uma vez por dia, depois do pôr-do-sol, e acontecia por vezes de tomar
alimento apenas de dois em dois dias, muitas vezes até de quatro em quatro. Ora, seu alimento era pão e sal; a bebida água pura.
[...] Para dormir, contentava-se com uma esteira, e na maior parte do tempo dormia na terra nua (ATANÁSIO, Vida e Conduta
de Santo Antão, I, 7). Ao relatar o primeiro contato de Antão com as pessoas após vinte anos solitário no deserto, nos revela a
aphatheia ante a quaisquer afetos: “[...] nele nem riso nem tristeza; a multidão não o perturbava, as muitas pessoas que o
saudavam não lhe davam alegria excessiva: sempre igual a si mesmo governado pela razão [...] (ATANÁSIO, Vida e Conduta de
Santo Antão, I, 14). Com uma leitura um pouco mais atenta das Confissões VIII, é perceptível o tremendo impacto da exposição
de Ponticiano sobre Antão na compreensão de Agostinho sobre a vida cristã, e apesar de nos textos analisados e que
analisaremos no corpo do texto não existir clara sinalização, entendemos ser perfeitamente possível que essa aparência de
aphatheia estoica nos textos discutidos seja na verdade decorrente do forte efeito do testemunho de autoridades espirituais do
quilate do Monge Antão, na medida em que é possível encontrar nos enfrentamentos das paixões e no desapego absoluto com
relação aos bens materiais, certo ponto de encontro entre as máximas estoicas e as práticas dos monges anacoretas. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Com relação ao desapego de bens
materiais do monge Antão, conta-nos Atanásio: “Comia só uma vez por dia, depois do pôr-do-sol, e acontecia por vezes de tomar
alimento apenas de dois em dois dias, muitas vezes até de quatro em quatro. Ora, seu alimento era pão e sal; a bebida água pura. [...] Para dormir, contentava-se com uma esteira, e na maior parte do tempo dormia na terra nua (ATANÁSIO, Vida e Conduta
de Santo Antão, I, 7). Ao relatar o primeiro contato de Antão com as pessoas após vinte anos solitário no deserto, nos revela a
aphatheia ante a quaisquer afetos: “[...] nele nem riso nem tristeza; a multidão não o perturbava, as muitas pessoas que o
saudavam não lhe davam alegria excessiva: sempre igual a si mesmo governado pela razão [...] (ATANÁSIO, Vida e Conduta de
Santo Antão, I, 14). Com uma leitura um pouco mais atenta das Confissões VIII, é perceptível o tremendo impacto da exposição
de Ponticiano sobre Antão na compreensão de Agostinho sobre a vida cristã, e apesar de nos textos analisados e que
analisaremos no corpo do texto não existir clara sinalização, entendemos ser perfeitamente possível que essa aparência de
aphatheia estoica nos textos discutidos seja na verdade decorrente do forte efeito do testemunho de autoridades espirituais do
quilate do Monge Antão, na medida em que é possível encontrar nos enfrentamentos das paixões e no desapego absoluto com
relação aos bens materiais, certo ponto de encontro entre as máximas estoicas e as práticas dos monges anacoretas. 9 Nosso filósofo se refere ao amor a Deus, expressando uma devoção elevada e desinteressada, todavia, sem embargo aplica essa
qualidade de amor igualmente ao nosso próximo. Ou seja, após a conversão espiritual por meio da aceitação do sacrifício de
Cristo na cruz, o agora cristão deve amar ao próximo com esse amor superior, o qual conceituamos na introdução como dilectio,
ou simplificando ainda mais, o cristão deve amar ao próximo com o amor de Deus. 10 A despeito de ter mencionado a semelhança das intuições de Agostinho com as reflexões do segundo estoicismo no corpo do
texto e em nota de rodapé, é relevante ressaltar que existiu certa influência no movimento monástico cristão (monaquismo
cristão) de teorias e modo de vida estoico. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum De certa forma os ensinamentos estoicos relacionados à aphatheia, em que os afetos
externos empanam a verdadeira sabedoria de forma que o sábio se dedicaria ao aperfeiçoamento da alma e do controle das
paixões tanto corpóreas como das inquietações advindas do mundo, estão presentes nas orientações monásticas (Cf. GONZALEZ, 1995, v. 2, p. 61). Dessa forma, é prudente lembrar que Agostinho pouco antes de sua adesão ao cristianismo, foi
fortemente impactado pela história do monge anacoreta Antônio do Egito, conhecido como Santo Antão, relatado por ele
mesmo no oitavo livro das Confissões. Agostinho narra que enquanto ele estava imerso nas consequências de uma possível
adesão ao cristianismo, pois teria que abandonar prazeres, honras, cargos e mulheres, é visitado por um dignitário do império
romano de naturalidade africana chamado Ponticiano. Este ao ver as cartas de Paulo sobre a mesa começa a relatar a história de
vida de Antônio do Egito (Cf. AGOSTINHO, Confissões, VIII, 6, 14), que este teve contato pela leitura do livro “Vida e
Conduta de Santo Antão” escrito pelo bispo católico Atanásio. Pelo testemunho escrito de Atanásio, Antônio do Egito viveu
entre 251-269, nasceu rico, mas nunca se interessou em demasia em aproveitar a riqueza do pai. Quando ainda muito jovem,
entre 18 a 20 anos, os pais morreram, e ao entrar em uma igreja escutou a leitura do Evangelho de Mateus 19: 21, que em síntese
exorta a vender tudo e seguir a Cristo, o que antão faz reservando uma pequena parte da fortuna para cuidar da irmã menor. Todavia volta a entrar na igreja em outro momento e ouve a leitura de Mateus 6:34, passagem do sermão do monte em que
Jesus orienta a não se preocupar com o dia de amanhã. Conta-nos Atanásio que depois dessa segunda experiência Antão
distribuiu o restante dos bens, deixou sua irmã aos cuidados de uma casa de virgens para ser cuidada e educada, e começou a se
preparar para a vida monástica (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I, 3). Segundo a narrativa de Atanásio Antão
na intenção de aprender sobre a prática da vida monástica com outros monges mais experientes, principia no monaquismo
cenobítico, e quando se sentiu preparado iniciou no monaquismo anacoreta (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I,
4 – I, 15). A vida desses monges era extremamente simples como nos descreve Justo Gonzalez: “A vida dessas pessoas era
extremamente simples. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Dessa forma, essa aphatheia cristã10 teorizada pelo
hiponense não pode ser confundida com frieza ante as dores do próximo. Contudo, ao deixar de
se conformar com a mencionada situação, não deve permitir que esse sentimento de
inconformação se transforme em lamúria, mas deve-se canalizar esse se afetar em direção ao
socorro do outro. A despeito da sensibilidade do filósofo no fragmento analisado, o que nos causa certa
estranheza não é a exceção apontada, mas a possibilidade de imperturbabilidade mesmo ante o
sofrimento alheio, aliás, pela forma como foi construída a argumentação agostiniana, evidencia-
se a impressão que o se afetar com essas dores do outro seria o resultado de um menor
amadurecimento espiritual, uma vez que até mesmo as vitórias dos outros não nos devem gerar
regozijo. O texto não deixa dúvidas quanto a isso, é dito Et si quando (E se alguma vez), quer
dizer, a irresignação para com os infortúnios de outrem se alguma vez te afetar se devem tomar 9 Nosso filósofo se refere ao amor a Deus, expressando uma devoção elevada e desinteressada, todavia, sem embargo aplica essa
qualidade de amor igualmente ao nosso próximo. Ou seja, após a conversão espiritual por meio da aceitação do sacrifício de
Cristo na cruz, o agora cristão deve amar ao próximo com esse amor superior, o qual conceituamos na introdução como dilectio,
ou simplificando ainda mais, o cristão deve amar ao próximo com o amor de Deus. 10 A despeito de ter mencionado a semelhança das intuições de Agostinho com as reflexões do segundo estoicismo no corpo do
texto e em nota de rodapé, é relevante ressaltar que existiu certa influência no movimento monástico cristão (monaquismo
cristão) de teorias e modo de vida estoico. De certa forma os ensinamentos estoicos relacionados à aphatheia, em que os afetos
externos empanam a verdadeira sabedoria de forma que o sábio se dedicaria ao aperfeiçoamento da alma e do controle das
paixões tanto corpóreas como das inquietações advindas do mundo, estão presentes nas orientações monásticas (Cf. GONZALEZ, 1995, v. 2, p. 61). Dessa forma, é prudente lembrar que Agostinho pouco antes de sua adesão ao cristianismo, foi
fortemente impactado pela história do monge anacoreta Antônio do Egito, conhecido como Santo Antão, relatado por ele
mesmo no oitavo livro das Confissões. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Agostinho narra que enquanto ele estava imerso nas consequências de uma possível
adesão ao cristianismo, pois teria que abandonar prazeres, honras, cargos e mulheres, é visitado por um dignitário do império
romano de naturalidade africana chamado Ponticiano. Este ao ver as cartas de Paulo sobre a mesa começa a relatar a história de
vida de Antônio do Egito (Cf. AGOSTINHO, Confissões, VIII, 6, 14), que este teve contato pela leitura do livro “Vida e
Conduta de Santo Antão” escrito pelo bispo católico Atanásio. Pelo testemunho escrito de Atanásio, Antônio do Egito viveu
entre 251-269, nasceu rico, mas nunca se interessou em demasia em aproveitar a riqueza do pai. Quando ainda muito jovem,
entre 18 a 20 anos, os pais morreram, e ao entrar em uma igreja escutou a leitura do Evangelho de Mateus 19: 21, que em síntese
exorta a vender tudo e seguir a Cristo, o que antão faz reservando uma pequena parte da fortuna para cuidar da irmã menor. Todavia volta a entrar na igreja em outro momento e ouve a leitura de Mateus 6:34, passagem do sermão do monte em que
Jesus orienta a não se preocupar com o dia de amanhã. Conta-nos Atanásio que depois dessa segunda experiência Antão
distribuiu o restante dos bens, deixou sua irmã aos cuidados de uma casa de virgens para ser cuidada e educada, e começou a se
preparar para a vida monástica (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I, 3). Segundo a narrativa de Atanásio Antão
na intenção de aprender sobre a prática da vida monástica com outros monges mais experientes, principia no monaquismo
cenobítico, e quando se sentiu preparado iniciou no monaquismo anacoreta (Cf. ATANÁSIO, Vida e Conduta de Santo Antão, I,
4 – I, 15). A vida desses monges era extremamente simples como nos descreve Justo Gonzalez: “A vida dessas pessoas era
extremamente simples. Alguns cultivavam hortas, mas a maioria se sustentava tecendo cestas e esteiras que vendiam em troca
de um pouco de azeite. [...] A dieta da maioria dos monges consistia em pão e, às vezes, frutas, legumes e azeite. Suas posses não
excediam a vestimenta necessária e uma esteira para dormir” (GONZALEZ, 1995, v. 2, p. 67). 9 Nosso filósofo se refere ao amor a Deus, expressando uma devoção elevada e desinteressada, todavia, sem embargo aplica essa
qualidade de amor igualmente ao nosso próximo. Ou seja, após a conversão espiritual por meio da aceitação do sacrifício de
Cristo na cruz, o agora cristão deve amar ao próximo com esse amor superior, o qual conceituamos na introdução como dilectio,
ou simplificando ainda mais, o cristão deve amar ao próximo com o amor de Deus. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum rel., 46, 87), pois como defender essa
imperturbabilidade perante o sofrimento do outro e mesmo assim assumir o amor ao próximo
como valor incondicionalmente oriundo da relação com o Sagrado? Uma forma de interpretar o
fragmento preservando-o de possíveis incongruências seria interpretar que essa passividade que
é regra, se refere exclusivamente aos sentimentos para não se perder a paz interior, e não a ação
do cristão no socorro ao combalido. Embora tal compreensão não estaria fora de remotas
possibilidades, o texto não é claro quanto a isso, de forma que tal interpretação poderia ser uma
exegese criativa não autorizada pelo texto na intenção de preservar o autor de incoerências. Dessa forma, para evitar o risco de eisegese, se faz necessário o estudo de outros textos do
filósofo em análise escritos sobre o assunto. tais medidas, nos dando a informação que nesse texto o hiponense entende que esse sentimento
de inconformação é uma exceção, pois a regra é a resignação. Sem dúvida a perícope analisada
não parece coerente com o amor bidimensional (a Deus e ao próximo) dos evangelhos sinóticos
assumidos por Agostinho (Cf. AGOSTINHO, De civ. Dei, XIX, 23, 5; AGOSTINHO, In ep. Joan. ad Parthos, V, 3; AGOSTINHO, De ver. rel., 46, 87), pois como defender essa
imperturbabilidade perante o sofrimento do outro e mesmo assim assumir o amor ao próximo
como valor incondicionalmente oriundo da relação com o Sagrado? Uma forma de interpretar o
fragmento preservando-o de possíveis incongruências seria interpretar que essa passividade que
é regra, se refere exclusivamente aos sentimentos para não se perder a paz interior, e não a ação
do cristão no socorro ao combalido. Embora tal compreensão não estaria fora de remotas
possibilidades, o texto não é claro quanto a isso, de forma que tal interpretação poderia ser uma
exegese criativa não autorizada pelo texto na intenção de preservar o autor de incoerências. Dessa forma, para evitar o risco de eisegese, se faz necessário o estudo de outros textos do
filósofo em análise escritos sobre o assunto. 11 O De moribus Ecclesiae Catholicae et de moribus manichaeorum, foi escrito entre 387 - 388, logo, pouco mais de um ano após a
sua adesão ao cristianismo. Obra dividida em duas partes, uma sobre os costumes da igreja e outro sobre os costumes dos
maniqueus. O próprio Agostinho esclarece a motivação da obre em seu livro “Retratações” o qual transcrevemos: “Estando e
Roma já batizado, e não podendo tolerar a jactância dos maniqueus a respeito de sua falsa e falaz continência ou abstinência
com a qual, para enganar os ignorantes, colocavam-se superiores aos verdadeiros cristãos, aos quais não podem ser comparados,
escrevi dois livros: um Sobre os costumes da Igreja Católica, o outro Sobre os costumes dos maniqueus” (AGOSTINHO, Retract.
I, 7, 1). “Iam baptizatus autem cum Romae essem, nec ferre tacitus possem Manichaeorum iactantiam de falsa et fallaci continentia
vel abstinentia, qua se ad imperitos decipiendos, veris Christianis, quibus comparandi non sunt, insuper praeferunt, scripsi duos
libros, unum De moribus Ecclesiae catholicae, et alterum De moribus Manichaeorum” (AGOSTINHO, Retract. I, 7, 1 – PL 32).
Dessa forma, trata-se de uma obra de cunho apologética, visto que ele pretende demonstrar que a santidade propagada pelos
ensinos dos discípulos de Mani além de ser exterior, é muito inferior à santidade dos autênticos discípulos de Cristo (Cf.
PRIETO, 2011, p. 208). É importante ressaltar que o hiponense viveu por nove anos na categoria de ouvinte na seita
maniqueísta, de maneira que a conhecia com propriedade, de forma que sentiu a necessidade de esclarecer apologeticamente a
falta de fundamento da moralidade maniqueia e os fundamentos da moralidade cristã. Ao fazer essa comparação entre as duas
doutrinas morais, Agostinho acaba ensinando bastante sobre a filosofia cristã, e de forma clara e aprofundada nos explica o
papel do amor e da relação desse amor com o socorro ao próximo na vivência cristã. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Alguns cultivavam hortas, mas a maioria se sustentava tecendo cestas e esteiras que vendiam em troca
de um pouco de azeite. [...] A dieta da maioria dos monges consistia em pão e, às vezes, frutas, legumes e azeite. Suas posses não
excediam a vestimenta necessária e uma esteira para dormir” (GONZALEZ, 1995, v. 2, p. 67). Com relação ao desapego de bens
materiais do monge Antão, conta-nos Atanásio: “Comia só uma vez por dia, depois do pôr-do-sol, e acontecia por vezes de tomar
alimento apenas de dois em dois dias, muitas vezes até de quatro em quatro. Ora, seu alimento era pão e sal; a bebida água pura. [...] Para dormir, contentava-se com uma esteira, e na maior parte do tempo dormia na terra nua (ATANÁSIO, Vida e Conduta
de Santo Antão, I, 7). Ao relatar o primeiro contato de Antão com as pessoas após vinte anos solitário no deserto, nos revela a
aphatheia ante a quaisquer afetos: “[...] nele nem riso nem tristeza; a multidão não o perturbava, as muitas pessoas que o
saudavam não lhe davam alegria excessiva: sempre igual a si mesmo governado pela razão [...] (ATANÁSIO, Vida e Conduta de
Santo Antão, I, 14). Com uma leitura um pouco mais atenta das Confissões VIII, é perceptível o tremendo impacto da exposição
de Ponticiano sobre Antão na compreensão de Agostinho sobre a vida cristã, e apesar de nos textos analisados e que
analisaremos no corpo do texto não existir clara sinalização, entendemos ser perfeitamente possível que essa aparência de
aphatheia estoica nos textos discutidos seja na verdade decorrente do forte efeito do testemunho de autoridades espirituais do
quilate do Monge Antão, na medida em que é possível encontrar nos enfrentamentos das paixões e no desapego absoluto com
relação aos bens materiais, certo ponto de encontro entre as máximas estoicas e as práticas dos monges anacoretas. 255 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 tais medidas, nos dando a informação que nesse texto o hiponense entende que esse sentimento
de inconformação é uma exceção, pois a regra é a resignação. Sem dúvida a perícope analisada
não parece coerente com o amor bidimensional (a Deus e ao próximo) dos evangelhos sinóticos
assumidos por Agostinho (Cf. AGOSTINHO, De civ. Dei, XIX, 23, 5; AGOSTINHO, In ep. Joan. ad Parthos, V, 3; AGOSTINHO, De ver. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Um texto que lançará importante luz sobre o tema, escrito aproximadamente dois anos
antes do texto outrora analisado, é o “Sobre os costumes da Igreja Católica e dos maniqueus”11,
livro interessante pois construído em contexto de vida semelhante ao livro anterior, quando
Agostinho após abandonar a categoria de ouvinte maniqueu, se converte ao cristianismo,
decidindo confrontar a superioridade da nova fé com as falhas da fé apostatada. Rito contínuo,
no capítulo vinte e sete do primeiro livro, o que trata dos costumes da igreja, Aurélio Agostinho
na intenção de expandir a extensão do amor ao próximo, afirma que podemos dizer que amamos
o próximo em duas dimensões: a corpórea e a da alma, pois o homem é esse composto de corpo e
alma, logo, para amar o homem é necessário amá-lo integralmente e não delimitar a dimensão
que lhe é mais conveniente (Cf. AGOSTINHO, De mor. Eccl. cath et mor. Man. I, 27, 52,53). Pela atenção que ele dá ao amor ao corpo, nas entrelinhas possivelmente está implícito a
insistência de alguns cristãos que dizem amar o próximo se dedicando exclusivamente a alma do
mesmo, ou seja, ensinando, exortando, aconselhando, orando pela salvação, etc. O problema não
é o cuidado com a alma do outro, mas fazê-lo em detrimento do cuidado com a dimensão
corpórea desse outro. Cuidar do corpo é: alimentar, saciar a sede, cuidar das feridas, vestir, dá
abrigo, etc. Ou seja, o amor verdadeiro ao próximo, envolve toda essa preocupação e cuidado
com a alma, mas também ação de cuidar do corpo do outro quando houver necessidade. Nesse contexto, a questão deixada em aberto na análise do De vera religione é melhor
esclarecida no texto atual objeto de nossa análise. Assim, em exortação acerca da importância 256 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 do cuidado com as necessidades corpóreas do outro como evidência do amor ao próximo, afirma
o filósofo cristão: São misericordiosos quem por cortesia e humanidade oferecem o que é necessário para
resistir a estes males e dores, ainda que alcance tal nível de sabedoria, que sua alma não
se afete com dor ou tribulação alguma. Quem não sabe que a palavra misericórdia
significa tornar miserável ou infeliz o coração que se aflige como mal dos outros? (AGOSTINHO, De mor. Eccl. cath et mor. Man. I, 27, 53)12. 257
12 Quare illa omnia, quibus huiuscemodi malis incommodisve resistitur, qui officiose atque humiliter praebent, misericordes vocantur,
etiamsi sapientes usque adeo sint, ut iam nullo animi dolore turbentur; nam quis ignoret ex eo appellatam esse misericordiam, quod
miserum cor faciat condolescentis alieno malo? (AGOSTINHO, De mor. Eccl. cath et mor. Man. I, 27, 53 – PL 32).
13 O cisma donatista surge no início de século IV, liderado por Donato, em consequência da interpretação do comportamento que
a igreja deveria ter em relação às pessoas que apostataram a fé, na época da última grande perseguição romana ao cristianismo
desenvolvida pelo imperador Diocleciano. Os denominados donatistas entendiam que as pessoas que apostataram a fé
entregando as escrituras às autoridades romanas devido ao decreto imperial, não deveriam ser mais aceitos como autoridades
eclesiástica, e seus atos eclesiais não deveriam ser autenticados pela igreja. Assim, no ano 311 um grupo de cristãos liderados por
Donato solicitaram a deposição do recém escolhido bispo de Cartago Ceciliano, afirmando que a sua ordenação não era legítima
por ter sido realizada pelo bispo Félix que o grupo acusava de apostatar da fé na perseguição mencionada (Cf. CAIRNS, 1995, p. Resignação e o amor ao próximo à luz das obras: De vera religione e De moribus ecclesiae
Catholicae et de moribus manichaeorum Está presente no texto a ideia de que o sábio dispõe de total controle de suas emoções, de
forma que possui controle racional de qualquer afecção, e, portanto uma forma de resignação
gerada pela sabedoria. Contudo, o sofrimento alheio, quando é intenso, de forma que outrem se
encontre em estado de penúria, existe uma natural tendência de afecção, que no fragmento
citado igualmente está no controle do sábio. Entretanto, esse controle resignado com relação à
inópia alheia, não significa inação. Agostinho reconhece que o termo misericordia significa
compadecer-se pelo sofrimento dos miseráveis, todavia entende que existem pessoas que
alcançaram tal nível de sabedoria que socorrem os miseráveis sem ser movidos por empatia, mas
pelo simples dever de agir com bondade, uma forma de deontologia cristã. Contudo, mesmo
nesse caso Agostinho entende que esses sábios por causa de não se permitir a inação, podem ser
chamados de misericordiosos. Se existiam algumas interrogações suspensas, entendemos que elas foram deveras
respondidas, pois, a despeito da existência do ideal do sábio imperturbável em qualquer
situação, inclusive ante o sofrimento alheio, há uma clara exortação de que isso não pode
conduzir à inércia. Isso fica patente no contexto do fragmento citado, no qual o hiponense
critica severamente os homens que se afastam dos miseráveis para não serem afetados com tal
estado de sofrimento, e ao não serem abalados agem como se tal situação de dor alheia não
existisse. Esses não agem com serenidade provinda da sabedoria, mas como uma frieza
decorrente de falta de humanidade (Cf. AGOSTINHO, De mor. Eccl. cath et mor. Man. I, 27,
54). Na prática o pensador ressignifica o termo misericordia, como agir para afastar o sofrimento
do próximo ao invés de sentir as estocadas das dores do próximo, de forma que apenas se abalar
e nada fazer não seria de fato uma ação misericordiosa, mas apenas emocionalismo. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos No belíssimo texto “Comentário à Primeira Epístola de São João” (In Epistolam Ioannis
ad Parthos tratactus decem) existe uma importante contribuição acerca do assunto proposto. O
texto foi escrito em 416, período em que Agostinho já exercia o cargo de bispo efetivo de Hipona
há aproximadamente 19 anos, período esse deveras conturbado no episcopado do filósofo, pois
estava administrando animosidades decorrentes do cisma donatista13. Esse problema cismático 257 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 não era nada modesto em Hipona, pois a maioria da população da cidade era donatista, e na
medida em que a sede episcopal defendia a perspectiva católica, a tensão e animosidade na igreja
em Hipona tornaram desafiador ser titular dessa sede. A hostilidade era patente de ambos os
lados, chegando em alguns casos mais radicais a ser violenta com os circunceliões do lado
donatista, e com a força coercitiva do Estado pelo lado dos católicos (Cf. BROWN, 2005, p. 285-
287). O fato é que Agostinho estava no centro desse rio de animosidades, e no texto em questão
defende a tese de que o amor genuíno, fruto de uma real conversão deve ultrapassar todas as
barreiras, inclusive a da inimizade consequente do cisma presente no contexto. Todos devem ser
incondicionalmente amados, sejam eles católicos ou donatistas14. No sétimo tratado Agostinho faz uma exaltada exortação acerca do amor, afirmando a
princípio que a própria expiação na cruz foi um ato de puro amor, pois Jesus não tinha a menor
obrigação de ser cravado na cruz, e sendo filho de Deus teria o poder para evitar tal sofrimento,
mas ele quis expiar a culpa de outros por esse terrível sofrimento, e ele quis por um ato de puro
amor (Cf. AGOSTINHO, In ep. Joan. ad Parthos, VII, 2). Ato contínuo, o filósofo defende a
resignação como uma forma de amor, ou melhor, como evidência do amor ao outro. Pois, Cristo,
que sofreu todas as agonias da cruz sem ter feito nada para merecê-las, teria todos os motivos do
mundo para se irar contra seus algozes, mas ao contrário disso os amou a todos, pedindo ao seu
Pai que perdoasse seus ofensores. Ante essa forte colocação, questiona: “Se aquele que tinha o
poder soberano não fez nenhuma ameaça de vingança, por que hás de ameaçar tu, que estás
colocado sob o poder de outros?” (AGOSTINHO, In ep. Joan. 84). Como a solicitação não foi aceita, elegeram outro bispo, o Majorino, e a igreja de Cartago ficou com dois bispos, um
donatista e outro católico, de forma que depois da morte de Marjorino, Donato o sucedeu na sede cismática (Cf. MARKUS, in:
FITZGERALD, 2006, p. 440-444). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. 14 Embora bem mais possa ser dito acerca da ocasião da obra, e do estilo de texto do comentário, as informações colocadas até
aqui sobre o contexto são o suficiente para o que se pretende em nossa análise, não cabendo aqui fazer uma análise acurada
acerca de todas as minúcias envolvidas nas possíveis intenções da obra. 15 “Si autem non minabatur qui potestatem habebat; tu quid minaris, quid sufflas in potestate aliena constitutus?” (AGOSTINHO, In
ep. Joan. ad Parthos, VII, 3 – PL 35). 84). Como a solicitação não foi aceita, elegeram outro bispo, o Majorino, e a igreja de Cartago ficou com dois bispos, um
donatista e outro católico, de forma que depois da morte de Marjorino, Donato o sucedeu na sede cismática (Cf. MARKUS, in:
FITZGERALD, 2006, p. 440-444).
14 Embora bem mais possa ser dito acerca da ocasião da obra, e do estilo de texto do comentário, as informações colocadas até
aqui sobre o contexto são o suficiente para o que se pretende em nossa análise, não cabendo aqui fazer uma análise acurada
acerca de todas as minúcias envolvidas nas possíveis intenções da obra.
15 “Si autem non minabatur qui potestatem habebat; tu quid minaris, quid sufflas in potestate aliena constitutus?” (AGOSTINHO, In Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos Mesmo não sendo o motivo principal, esse argumento
da submissão ao poder dos outros para justificar a resignação causa certo incômodo, pois,
permanece um espaço para se interpretar que o subalterno deveria se sujeitar às injustiças
cometidas apenas pelo fato de sua condição de subalternidade. Dessa forma, a submissão do homem a outros é usados nos textos não como o fator principal da
resignação, pois esse é o amor, mas como um argumento a mais para incentivar a resignação
pelo exemplo da conformação de Cristo. Mesmo não sendo o motivo principal, esse argumento
da submissão ao poder dos outros para justificar a resignação causa certo incômodo, pois,
permanece um espaço para se interpretar que o subalterno deveria se sujeitar às injustiças
cometidas apenas pelo fato de sua condição de subalternidade. Essa possibilidade de entendermos se de fato Agostinho defendeu no analisado
comentário a resignação frente aos poderosos mesmo ante as injustiças, é parcialmente
aprofundada no oitavo tratado. Pois, no tratado em questão interpretando vários versículos da
Primeira Epístola de São João que admoestam que o amor ao próximo não pode ser apenas
teórico, mas deve conduzir o cristão à prática benevolente, afirma que até mesmo essa
benevolência deve ser pensada. Visto que embora seja um eco da dilectio auxiliar ao próximo
que necessita, não devemos desejar a existência de miseráveis para ter oportunidade de exibir a
nossa benevolência16, logo, deve-se desejar a igualdade para que o que ajuda não se sinta
superior ao outro, nem para que o auxiliado se sinta inferior: “Ele necessita, tu o ajudas; mas
por ter ajudado, tu te imaginas superior àquele a quem ajudas. Deseja ser igual, para que ambos
estejam sujeitos Àquele a quem nada se pode dar” (AGOSTINHO, In ep. Joan. ad Parthos,
VIII, 5)17. O que seria esse: Opta aequalem - Deseja ser igual? Agostinho chega a mencionar a
Nova Jerusalém onde não existirá miséria de nenhum tipo, mas levando em consideração que
essa igualdade da Nova Jerusalém é para a eternidade, e a igualdade almejada refere-se no
contexto às necessidades da vida terrena, questionamos: seria um comportamento que expressa
a dilectio apenas o querer ser igual ao outro? Ou está implícito a ação para tentar de alguma
forma agir para concretizar esse desejo? 16 Em diversos trechos de seu “Comentário da primeira epístola de João”, que é uma dos mais belos e profundos tributos ao
amor entre as obras do mestre de Hipona, é dito que esse amor inevitavelmente envolve benevolência, de forma que não consiste
em apenas um bom sentimento romanticamente verbalizado, mas algo que envolve ação de quem ama em prol do objeto amado.
No capítulo cinco do sétimo tratado, de forma dura, contudo coerente insiste que se deve ser benevolente para com os que
necessitam, todavia, jamais se deve desejar a miséria alheia para exercitar a benevolência, pois isso é qualquer outra coisa menos
dilectio (Cf. AGOSTINHO, In ep. Joan. ad Parthos VIII, 5). Essa forma elevada de amor, a despeito de ser concretizada na
ajuda ao próximo, não deve ter como fim nos fazer sentir melhores pessoas, mas o cuidado desinteressado para com o outro. Não
que o cristão não deva se sentir bem em socorrer quem precisa, pois em certa medida demonstra que foi realizada por uma pessoa
que se compraz com a melhora do outro, mas isso não pode ser o sentimento protagonista na ação, mas o bem em si mesmo ao
próximo, pois se assim não for, essa ação benevolente pode se tornar um egoísmo disfarçado de altruísmo.
17 “Ille indiguit, tu impertitus es; quasi maior videris quia tu praestitisti, quam ille cui praestitum est. Opta aequalem, ut ambo sub
uno sitis cui nihil praestari potest” (AGOSTINHO, In ep. Joan. ad Parthos, VIII, 5 – PL 35 ).
18 Eis o trecho da Primeira carta de São João que exorta sair do discurso para a prática do amor cristão, que sem dúvida
impactou o hiponense em seu comentário: “Se alguém, possuindo bens deste mundo, vê seu irmão na necessidade e lhe fecha o
coração, como permanecerá nele o amor de Deus? Filhinhos, não amemos com palavras nem com a língua, mas com ações e em
verdade” (I João, III, 17, 18). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos ad Parthos, VII, 3)15. p
(
p
)
É nítida no texto citado a marca da tensão vivida na época, pois ambos os partidos
estavam com os sentimentos à flor da pele, chegando a imprecar ameaças aos cristãos do outro
partido. A despeito dessa conjuntura, entendemos que essa compreensão, embora escrita movida
pela situação, enquanto compreensão de Agostinho de como lidar com os infortúnios gerados por
outros, não está restrito ao contexto. Assim, se exorta uma resignação pelo exemplo do filho de
Deus, e pela constatação da pequenez humana. Pois, se o próprio Cristo nos horríveis
sofrimentos na cruz não proferiu ameaças para quem o torturava, levando em consideração que
sendo a segunda pessoa da santíssima Trindade é onipotente, quem somos nós para querer
reparação ou vingança quando sofremos com a ação, mesmo que injusta dos outros. O texto faz
questão de ressaltar que um dos motivos para a resignação seria a própria condição humana de
estar sobre o poder de outros. Sabemos que no entorno do texto está presente a comparação com
Deus que possui pleno poder, e mesmo assim se conformou com a humilhação imposta pela
morte por tortura na cruz, todavia, ao mencionar a falta de poder dos homens reportando o fato
de estarem sob o poder dos outros, poderia indicar apologia discreta a um resignar-se por sua
posição hierárquica. Ou seja, com cuidado para não forçar demais os limites exegéticos do texto,
poderíamos afirmar nas entrelinhas que um dos motivos para que o homem se conforme com os
danos causados pelos outros seja o fato de estar submetido ao poder de outros. Na verdade esse
não é o motivo principal presente no contexto, pois, o que levou Cristo a se entregar ao sacrifício
expiatório não foi seu poder, mas seu amor incondicional, seu poder é utilizado para ressaltar
seu amor, pois, ele teria poder para não aceitar a injusta situação, mas aceitou apenas por amor. 258 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 Dessa forma, a submissão do homem a outros é usados nos textos não como o fator principal da
resignação, pois esse é o amor, mas como um argumento a mais para incentivar a resignação
pelo exemplo da conformação de Cristo. 16 Em diversos trechos de seu “Comentário da primeira epístola de João”, que é uma dos mais belos e profundos tributos ao
amor entre as obras do mestre de Hipona, é dito que esse amor inevitavelmente envolve benevolência, de forma que não consiste
em apenas um bom sentimento romanticamente verbalizado, mas algo que envolve ação de quem ama em prol do objeto amado.
No capítulo cinco do sétimo tratado, de forma dura, contudo coerente insiste que se deve ser benevolente para com os que
necessitam, todavia, jamais se deve desejar a miséria alheia para exercitar a benevolência, pois isso é qualquer outra coisa menos
dilectio (Cf. AGOSTINHO, In ep. Joan. ad Parthos VIII, 5). Essa forma elevada de amor, a despeito de ser concretizada na
ajuda ao próximo, não deve ter como fim nos fazer sentir melhores pessoas, mas o cuidado desinteressado para com o outro. Não
que o cristão não deva se sentir bem em socorrer quem precisa, pois em certa medida demonstra que foi realizada por uma pessoa
que se compraz com a melhora do outro, mas isso não pode ser o sentimento protagonista na ação, mas o bem em si mesmo ao
próximo, pois se assim não for, essa ação benevolente pode se tornar um egoísmo disfarçado de altruísmo. p
g
it, tu impertitus es; quasi maior videris quia tu praestitisti, quam ille cui praestitum est. Opta aequalem, ut ambo s
ihil praestari potest” (AGOSTINHO, In ep. Joan. ad Parthos, VIII, 5 – PL 35 ). Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos No contexto da perícope em análise, o filósofo de Hipona destaca diversos exemplos de
que o cristão deve afastar a tentação de sentir-se superior ao outro ante a dependência dele à sua
ajuda, utilizando até mesmo o eloquente exemplo da relação entre o mestre e o discípulo. Pois, o
mestre deve trabalhar para que seu discípulo adquira autonomia para pensar por si mesmo, e
nunca permitir que essa relação mantenha o discípulo sempre na dependência do mestre para o
saber, alimentando assim uma forma de submissão na sabotagem, mesmo que não consciente, da
autonomia do discípulo (Cf. AGOSTINHO, In ep. Joan. ad Parthos, VIII, 8). Entendemos que
essa não aceitação do sentimento de superioridade do discípulo de Cristo frente aos auxiliados
por ele, está devidamente demonstrada nos textos supra analisados, todavia surge uma questão
relacionada: poderíamos estender essa não aceitação aos que não estão sendo frutos de nossos
atos de misericórdia? Ou seja, até que ponto poderíamos aplicar essa não resignação às relações
de submissões sofridas em outras relações que não estamos envolvidos diretamente, ou até
mesmo naquelas em que nós estamos em submissão a outros? Embora possamos querer uma visão mais progressista de Agostinho, com uma defesa
para que o cristão não aceite a submissão, entendemos que na situação retratada, o cristão, visto
que possui pela fé certeza da vida eterna, deve se resignar por essa certeza. Temos fortes indícios
disso no tratado VIII, 11, onde no contexto de apaziguar as desavenças entre católicos e
donatistas, afirma que se deve perdoar qualquer mal praticado contra si, fiado na esperança da
vida eterna, e na convicção de que se Deus tudo pode, e poderia evitar determinado dano gerado
a você e decide permitir, a Sua permissão deve ter algum propósito que desconhecemos (Cf. AGOSTINHO, In ep. Joan. ad Parthos, VIII, 11). A convicção mencionada supra, não deve conduzir o cristão à passividade ante ao erro,
de forma que em fragmento que traz os traços do cisma donatista, Agostinho afirma que o amor
incondicional recebido após a real conversão não significa compactuar com erro, mas justamente
repreender por amor: “Se quiseres conservar a caridade, irmãos guardai-vos, sobretudo de
pensar que ela seja sem iniciativa, sem atividade e que para conservá-la basta certa mansidão –
que digo – não mansidão, mas antes indolência e moleza (AGOSTINHO, In ep. Joan. ad
Parthos, VII, 11)19. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos Entendemos que embora o filósofo não expresse
claramente, pelo contexto do fragmento, a ação para tornar concreto o desejo de igualdade é
necessária, pois, permanecer apenas no desejo de igualdade poderia equivaler ao amar só no
discurso e não na prática, criticado nessa carta de São João por ele comentada18. Destarte, ninguém deve estar acima do outro, pois, todos foram criados à imagem e
semelhança de Deus, ou acaso o Criador ao ordenar a criação disse que os homens deveriam
dominar outros homens? (Cf. AGOSTINHO, In ep. Joan. ad Parthos, VIII, 6). Sabemos que
embora esse não tenha sido o plano original do Ordenador supremo, a desigualdade adentrou na
ordem pelo pecado, de forma que os homens não se conformam em dominar a criação não
humana, e se comprazem ao se pensarem superiores aos outros. Ciente de que essa desigualdade
apenas penetrou na ordem humana por meio do mal moral, não seria obrigação do homem
cristão não se resignar com essa marca do pecado, e ao não se conformar se dispor a ser agente p
p
(
p
)
18 Eis o trecho da Primeira carta de São João que exorta sair do discurso para a prática do amor cristão, que sem dúvida
impactou o hiponense em seu comentário: “Se alguém, possuindo bens deste mundo, vê seu irmão na necessidade e lhe fecha o
coração, como permanecerá nele o amor de Deus? Filhinhos, não amemos com palavras nem com a língua, mas com ações e em
verdade” (I João, III, 17, 18). 259 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 que propicie a igualdade? Levando em consideração que ao falar opta aequalem Agostinho estava
justamente criticando certa forma de benevolência, a possibilidade da igualdade não ser apenas
por atos benevolentes é grande. Se a nossa leitura estiver correta, temos indícios de uma defesa
de uma ação social voltada para a autonomia do indivíduo, para que ele deixe de necessitar do
outro e alcance a dignidade de não ser inferior a outrem. Assim, mesmo ante a ideia teológica do
desarranjo da ordem que gerou a submissão de um homem para com outro, o texto em análise
defende opta aequalem na tentativa de retornar à ordem divinamente orientada, onde todos os
homens são iguais sendo inferiores apenas ao Criador, que por conceito nada necessita, sendo o
único necessário. 19 “Si qui forte vultis servare caritatem, fratres, ante omnia ne putetis abiectam et desidiosam; nec quadam mansuetudine, imo non
mansuetudine, sed remissione et neglegentia servari caritatem” (AGOSTINHO, In ep. Joan. ad Parthos, VII, 11 – PL 35 ).
20 “[...] non est ista caritas, sed languor. Ferveat caritas ad corrigendum, ad emendandum” (AGOSTINHO, In ep. Joan. ad Parthos,
VII, 11 – PL 35). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos E após alguns exemplos de situações que em síntese apresentam que amar de
forma verdadeira não prescinde a repreensão, arremata: “[...] Isso não é caridade, é tibieza. Que
a caridade seja ardente para corrigir, para repreender (AGOSTINHO, In ep. Joan. ad Parthos,
VII, 11)20. Dessa forma, no que tange à correção ao próximo, o amor não gera a resignação, mas
antes a correção, pois o amor não pode ser confundido com a aceitação irrestrita de qualquer
situação. Essa eloquente perícope coloca um limite: o erro do próximo, pois, a indulgência com o
erro alheio não pode ser conceituado como amor, mas como languor (frouxidão, moleza, tepidez). 260 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 Nos exemplos elencados por Agostinho em sua argumentação temos a correção: ao servo, filho e
ao vizinho, todos realizando atos incorretos que devido ao amor deveriam ser repreendidos. A
correção ao filho e ao servo está na esfera íntima da família, e em relação que se tem certa
autoridade natural para a repreensão, todavia, ao repreender o vizinho a situação muda
completamente de figura. Já que é proposto nesse fragmento a não aceitação de erros praticados
por vizinhos, é possível sem forçar muito os limites exegéticos do texto, estender essa não
aquiescência a atos injustos em geral dos outros. Logo, não seria uma consequência natural do
amor se resignar com as injustiças provocadas aos outros, pois tais atos injustos igualmente se
constituem em erros passíveis de serem repreendidos21, de maneira que ser resignado ante um
ato de injustiça praticado equivaleria ao languor. Como essa interpretação supra não foi
distintamente apresentada pelo pensador de Hipona, é possível que seja apenas isso de fato, uma
interpretação. Assim, convém nas linhas que nos restam, iluminar o assunto em fragmentos da
última obra a ser analisada nessa investigação. Para concluir as nossas reflexões acerca do assunto em estudo, analisaremos alguns
fragmentos do livro XIX do De civitate Dei22 que sem dúvida nos auxiliará a pensar na
perspectiva de um Agostinho no ápice de sua maturidade intelectual, maturidade essa que lhe
possibilitou escrever um verdadeiro texto de filosofia da história, costurando uma
impressionante gama de assuntos sob a perspectiva da filosofia cristã. A partir do capítulo treze do livro XIX, o filósofo na intenção de exortar acerca da paz
eterna, elabora interessante reflexão acerca da paz que toca lateralmente no objeto investigado. 21 Na obra “Dos Deveres”, Cícero classifica a injustiça em dois tipos, a que se pratica com a intenção deliberada de cometer atos
injustos, e a que se pratica por inação, ou seja, quando se tem o poder para evitar um ato injusto, mas nada faz (Cf. CÍCERO,
Dos Deveres, I, 6). Na perspectiva de Agostinho igualmente a inação quando se possuía a potência para algo fazer, é algo indigno
do amor cristão, logo, um ato de injustiça. É como se por inércia, o cristão que possui o dever de amar com o amor de Deus, se
tornasse cúmplice do ato injusto. 22 A De civitate Dei, foi escrito entre os anos 413 a 426, portanto, três anos após a queda de Roma por Alarico. A obra foi escrita
com o incentivo de seu amigo e irmão de fé Marcelino, e a intenção fica absolutamente clara já nos primeiros capítulos do
primeiro livro (Cf. AGOSTINHO, De civ. Dei, I, 1-10). Dessa forma, ao sair em defesa do cristianismo, desenvolve uma
interpretação da história na perspectiva da fé cristã, escrevendo a primeira teologia e filosofia da história (Cf. LEÃO, In.
AGOSTINHO, 2000, p. 17). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. 261
p
)
23 Segundo Agostinho a paz é uma tendência natural de tudo o que existe, pois de alguma forma tudo tende para o seu lugar
natural na ordem, essa tendência permanece mesmo depois da queda. Logo, nem sempre a paz buscada é aquela presente na
ordem original, mas uma deformada ou adaptada à nova ordem estabelecida por consequência do pecado. Portanto, todos
indistintamente buscam a paz, até mesmo quem propõe uma guerra não o faz pela guerra em si mesma, mas para alcançar a paz,
paz essa segundo seus propósitos. No corpo, a paz se manifesta com o funcionamento harmônico de suas partes em relação com a
alma, e na família a paz acontece quando harmonicamente a hierarquia de obediência e funções é respeitada. A mesma coisa Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos A mesma coisa 261 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 Sabemos que a inteligência suprema do Criador ao tudo criar, pensou e estabeleceu uma
ordem natural para cada criatura em particular, e para a totalidade da criação em suas relações
e inter-relações holísticas, todavia, devido à queda, principalmente, mas não exclusivamente na
esfera humana, essa ordem foi alterada para encaixar as consequências do pecado, o que tornou
mais difícil ocupar seu lugar na ordem e, por conseguinte alcançar a paz. Mesmo com as
consequências da queda, que gerou entre outras coisas o sofrimento, a miséria, as desigualdades
sociais, etc., o ser humano permanece, conscientemente ou não, buscando a paz, ou melhor, se
adaptando resignadamente à nova ordem. Como nos esclarece emblematicamente o pensador
cristão refletindo acerca da paz na miséria e sofrimento: Portanto, como os miseráveis, enquanto tais, não estão em paz, não gozam da
traquilidade da ordem, isenta de turbações, mas, porque merecida e justamente
miseráveis, mesmo na miséria não podem estar fora da ordem [...]. Neles há, portanto,
certa tranquilidade na respectiva ordem e, por conseguinte, certa paz. São miseráveis,
porque, embora estejam onde devem estar, não estão onde não se veriam precisados de
sofrer. São mais miseráveis, se não estão em paz com a lei que rege a ordem natural
(AGOSTINHO, De civ. Dei, XIX, 13, 1)24. Dessa forma, na medida em que a paz é consequência de cada coisa estar em seu devido
lugar, com o advento do pecado, dor, miséria e sofrimento passaram a ser partícipes da ordem,
tendo assim seu devido lugar na vida humana adaptada à nova ordem. Agostinho percebe a paz
na miséria com certa dubiedade, pois, se por um lado a miséria gera falta de tranquilidade por
não fazer parte da ordem original, na medida em que foi incorporada na ordem, é possível ter
paz mesmo em sofrimento. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos Aristóteles em sua Ética a Nicômaco já dizia que todas as coisas possuem seu próprio bem, na
medida em que tudo o que existe enquanto existe possui seu telos natural, e esse telos é o seu bem
(Cf. ARISTÓTELES, Ética a Nicômaco, I, 1, 1094a). Em toada semelhante, Agostinho pensa
que igualmente existe uma tendência em toda a natureza, como se fosse um pondus natural de
tudo o que existe, a paz. A felicidade sem dúvida é objeto de busca de todos os homens, mas até
que ponto seria possível a felicidade sem a paz? Além disso, podemos afirmar que a paz é ainda
mais universal que a própria felicidade, pois essa última é objeto de busca consciente, enquanto
a paz além de não se restringir apenas a busca humana, pois, é uma tendência comum aos
homens, animais e plantas, nem sempre é busca consciente, além do fato de que o homem a
consegue encontrar mesmo nas situações mais inóspitas. A despeito de estarmos habituados a
conceituar a paz como certa tranquilidade oriunda da ausência de conflitos, o pensador de
Hipona acrescenta que essa ausência de conflitos de diversas ordens acontece por certo
ordenamento, ou seja, cada coisa encontra a sua específica paz ao ocupar seu devido lugar
natural23. 261
23 Segundo Agostinho a paz é uma tendência natural de tudo o que existe, pois de alguma forma tudo tende para o seu lugar
natural na ordem, essa tendência permanece mesmo depois da queda. Logo, nem sempre a paz buscada é aquela presente na
ordem original, mas uma deformada ou adaptada à nova ordem estabelecida por consequência do pecado. Portanto, todos
indistintamente buscam a paz, até mesmo quem propõe uma guerra não o faz pela guerra em si mesma, mas para alcançar a paz,
paz essa segundo seus propósitos. No corpo, a paz se manifesta com o funcionamento harmônico de suas partes em relação com a
alma, e na família a paz acontece quando harmonicamente a hierarquia de obediência e funções é respeitada. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos De fato é perceptível a perspicácia do hiponense na observação do
comportamento humano, dado que de fato ninguém fica satisfeito no estado de miséria, e sem
dúvida essa inconformação gera falta de paz, contudo, a permanência prolongada nessa
condição faz com que a pessoa encontre, por sobrevivência, espaço em sua vida para encontrar
certa paz na resignação tranquila de uma consciência de que tal situação é inalterável ou
aparentemente inalterável25. acontece na relação entre patrão e empregado, quando a cada um faz a sua parte respeitando a hierarquia de obediência, temos
paz nessa relação, rito contínuo a paz na cidade se dá pela concórdia entre governantes e governados (Cf. AGOSTINHO, De civ. Dei, XIX, 12 -13). E suma essa busca, que é mais uma tendência, é anseio presente em toda a criação, como arremata
Agostinho: “A paz de todas as coisas é a tranquilidade da ordem. A ordem é a disposição dos seres iguais e desiguais que distribui
a cada um os seus lugares” (AGOSTINHO, De civ. Dei, XIX, 13, 1). 24 “Proinde miseri, quia, in quantum miseri sunt, utique in pace non sunt, tranquillitate quidem ordinis carent, ubi perturbatio nulla
est; verumtamen quia merito iusteque sunt miseri, in ea quoque ipsa miseria sua praeter ordinem esse non possunt; [...] ac per hoc
inest eis ordinis nonnulla tranquillitas, inest ergo nonnulla pax. Verum ideo miseri sunt, quia, etsi in aliqua securitate non dolent,
non tamen ibi sunt, ubi securi esse ac dolere non debeant; miseriores autem, si pax eis cum ipsa lege non est, qua naturalis ordo
administratur” (AGOSTINHO, De civ. Dei, XIX, 13, 1 – PL 41). 24 “Proinde miseri, quia, in quantum miseri sunt, utique in pace non sunt, tranquillitate quidem ordinis carent, ubi perturbatio nulla
est; verumtamen quia merito iusteque sunt miseri, in ea quoque ipsa miseria sua praeter ordinem esse non possunt; [...] ac per hoc
inest eis ordinis nonnulla tranquillitas, inest ergo nonnulla pax. Verum ideo miseri sunt, quia, etsi in aliqua securitate non dolent,
non tamen ibi sunt, ubi securi esse ac dolere non debeant; miseriores autem, si pax eis cum ipsa lege non est, qua naturalis ordo
administratur” (AGOSTINHO, De civ. Dei, XIX, 13, 1 – PL 41). BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. acontece na relação entre patrão e empregado, quando a cada um faz a sua parte respeitando a hierarquia de obediência, temos
paz nessa relação, rito contínuo a paz na cidade se dá pela concórdia entre governantes e governados (Cf. AGOSTINHO, De civ.
Dei, XIX, 12 -13). E suma essa busca, que é mais uma tendência, é anseio presente em toda a criação, como arremata
Agostinho: “A paz de todas as coisas é a tranquilidade da ordem. A ordem é a disposição dos seres iguais e desiguais que distribui
a cada um os seus lugares” (AGOSTINHO, De civ. Dei, XIX, 13, 1). Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos 25 O filósofo e economista contemporâneo Amartya Sen em seu magnífico texto “Desigualdade Reexaminada”, adverte que um
aparente estado de satisfação e prazer não pode ser indício real de bem estar, pois as pessoas expostas por tempo prolongado a
um estado de penúria, não se lastima por grande período de tempo, na medida em que ante a inalterabilidade da situação
buscam limitar suas aspirações, encontrando satisfação e prazer em situações tão miseráveis que inviabilizam um real bem-estar:
“O problema é particularmente grave no contexto das desigualdades e privações arraigadas. Uma pessoa totalmente desprovida,
levando uma vida bastante limitada, poderia não parecer pobre em termos de uma métrica mental do desejo e sua satisfação, se
a miséria for aceita com silenciosa resignação. Em situação de privação duradoura, as vítimas não continuam lamentosas e
pesarosas todo o tempo, e muito frequentemente fazem grandes esforços para tirar prazer de pequenas dádivas e reduzir desejos
pessoais a modestas – “realistas” – proporções” (SEN, 2001, p. 96). Na mesma toada, a filósofa Adela Cortina em seu texto
“Aporofobia, a aversão ao pobre”, afirma que os pobres ao se resignarem com a miséria em que vivem, ficam satisfeitos por
quaisquer pequenas ajudas ou melhoras, de forma que muitas vezes ficam por meios de pacífica resignação pouco conscientes de
sua situação de injustiça social, tendo assim que ser conscientizados da indignidade da situação em que estão expostos (Cf. CORTINA, 2020, p. 48, 49). 262 BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 ISSN 2178-1036 Segundo a perícope analisada, alguma forma de paz é possível mesmo em meio a mais
agonizante miséria, ao tentar na conformação e aceitação desse estado banir expectativas de
iminentes mudanças para possuir certa tranquilidade. A paz nesse formato supra descrita é
exatamente correspondente ao conceito de nosso objeto de pesquisa, a resignação. Pois, essa paz
acontecerá exatamente quando por meio da aquiescência da inalterabilidade de tal situação, se
aceita de forma tranquila a situação de miséria. Resignação e o amor ao próximo à luz das obras: In Epistolam Ioannis ad Parthos e De
civitate Dei contra paganos Assim, segundo Agostinho, a resignação não só
é possível em estado de extrema adversidade, como seria uma condição humana se resignar em
algum momento com tais circunstâncias para ter alguma paz, pois, se isso não acontecer, a
miséria seria superlativada, na medida em que se sofreria pelo estado de miséria e pela constante
inconformação ante certa estabilidade desse cenário. A despeito de no analisado fragmento não
se fazer referência a uma possível relação entre resignação e o amor, achamos por bem analisá-
lo, porquanto, fica evidenciado que a resignação em situações extremas acaba se tornando o
único meio possível para a paz, e como já mencionamos sem paz a felicidade é impossível. Além
disso, apesar do fato de que embora o amor não seja textualmente mencionado, não podemos
descartar a sua presença nas entrelinhas, posto que o texto também discorre sobre a situação de
miséria mesmo para os cristãos, que ao serem cristãos foram inundados com o amor de Deus,
irradiando esse superior amor em todas as situações de sua vida. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. Considerações finais É perceptível em nosso pensador, quando se trata de injustiças geradas a si, certa
resignação gerada pela imersão no amor, por vários motivos declarados e não declarados. Entre
os declarados poderíamos elencar: a certeza na vida eterna em que existirá a verdadeira justiça,
e que o próprio Deus lhe consolará enxugando as suas lágrimas, como retrata a bela imagem no
livro do Apocalipse (Cf. Apocalipse, XXI, 4); a imitação do perfeito amor de Cristo, que não se
enfureceu mesmo no calvário em que era o único justo sofrendo por uma sentença injusta, tendo
poder para desfazer o sofrimento e castigar seus algozes; a resignação trazida pela própria
conversão no verdadeiro amor, que o faz ter um temperamento diferente ante ao sofrimento,
percebendo um propósito divino por trás do sofrimento. Entre os motivos não declarados, e que
por tanto interpretamos no silêncio de possíveis contextos, e que por esse motivo pedimos vênia
máxima caso estejamos forçando os limites exegéticos do assunto, pensamos que Agostinho
tinha enorme responsabilidade quando falava e escrevia ao povo. Pois, ele estava em uma
comunidade de extrema desigualdade social, com pessoas em estado de profunda miséria
vivendo literalmente da misericórdia e migalhas dos ricos e da igreja. Nessa situação, levando
em conta a força das palavras de um bispo na região, a responsabilidade se redobra, pois um
sermão mal interpretado poderia gerar consequências desastrosas incentivando o embate dos
pobres para com os ricos, que naquele contexto, poderia ser muito pior para os pobres. Naquelas
circunstâncias a resignação e o apelo ao auxílio do outro, foi a alternativa mais prudente. Todavia, quando as injustiças em questão são as executadas contra o nosso próximo, não
se exorta uma resignação, aliás, o amor gera uma irresignação para com a dor do outro, levando
esse que verdadeiramente foi imerso no amor divino à ação. É óbvio que em hipótese alguma
estamos discorrendo sobre alguma ação revolucionária contra as instituições que geraram o
estado de injustiça, mas em se comover com a dor do próximo, partindo assim para ações
misericordiosas. Em suma, evidenciou-se nessa pesquisa que as misérias, dores, desigualdades sociais,
injustiças, etc., são oriundas da desordem gerada pela introdução do mal no mundo. Referências AGUSTÍN, San. De las costumbres de la Iglesia catolica y de las costumbres de los Maniqueos. In: Obras
completas de San Agustín. ed. bilíngüe. Trad., introd. y notas de Teófilo Prieto. Madrid: La Editorial
Católica / BAC, 2011. tomo IV, p. 207-388. AGUSTÍN, San. De las costumbres de la Iglesia catolica y de las costumbres de los Maniqueos. In: Obras
completas de San Agustín. ed. bilíngüe. Trad., introd. y notas de Teófilo Prieto. Madrid: La Editorial
Católica / BAC, 2011. tomo IV, p. 207-388. p
AGUSTÍN, San. De la verdadera religion. In: Obras completas de san Agustín. ed. bilíngüe Trad, introd. y
notas de Victorino Capánaga. Madrid: La Editorial Catolica/BAC, 2011. tomo IV, p. 3-203. Í p
AGUSTÍN, San. De la verdadera religion. In: Obras completas de san Agustín. ed. bilíngüe Trad, introd. y
notas de Victorino Capánaga. Madrid: La Editorial Catolica/BAC, 2011. tomo IV, p. 3-203. Í AGUSTÍN, San. Exposición de la epístola de San Juan a los Partos. In: Obras completas de San
Agustín.Trad., introd. y notas de Jose Moran. ed. bilíngue. Madrid: La Editorial Católica / BAC, 1959,
vol. XVIII, p. 192-362. AGUSTÍN, San. Exposición de la epístola de San Juan a los Partos. In: Obras completas de San
Agustín.Trad., introd. y notas de Jose Moran. ed. bilíngue. Madrid: La Editorial Católica / BAC, 1959,
vol. XVIII, p. 192-362. AGUSTÍN, San. La Ciudad de Dios. In: Obras completas de San Agustín. Trad., introd. y notas de Jose
Moran. ed. bilíngue. Madrid: La Editorial Católica / BAC, 1958, vol. XVII, Libros XIII-XXII. Í g
,
,
,
AGUSTÍN, San. Las confesiones. In: Obras completas de san Agustín. 9. ed. bilíngüe. Trad. de Angel
Custodio Vega. Madrid: La Editorial Catolica/BAC, 2013. tomo II, 629 p. AGUSTÍN, San. Las retractaciones. In: Obras completas de san Agustín. ed. bilíngüe Trad, introd. y
notas de Teodoro C. Madrid. Madrid: La Editorial Catolica/BAC, 1995. tomo XL, p. 593-833. p
ÓTELES. Ética a Nicômaco. Trad. de Leonel Vallandro. São Paulo: Abril Cultural, 1973. Á ATANÁSIO, Santo. Vida e conduta de Santo Antão. Trad. de Orlando Tiago Loja Rodrigues Mendes. 2. ed. São Paulo: Paulus, 2010. BÍBLIA. Português. A Bíblia de Jerusalém. Trad. de Sociedade Bíblica Católica; Paulus. São Paulo:
Paulus, 1985. BROWN, Peter. Santo Agostinho, uma biografia. Trad. de Vera Ribeiro. Rio de Janeiro: Record, 2005. CAIRNS, Earle E. O Cristianismo através dos séculos: uma história da igreja cristã. 2. ed. Trad. Considerações finais Todavia, se
por um lado existe uma resignação gerada por uma adesão ao amor de Deus quando esse 263 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 ISSN 2178-1036 sofrimento é sofrido por si, por outro lado, quando essas penúrias são sofridas pelo próximo,
devido à esse mesmo amor, o hiponense torna regra uma irresignação que conduz a uma ação
para dirimir o sofrimento e encontrar condições para produzir igualdade e bem-estar. sofrimento é sofrido por si, por outro lado, quando essas penúrias são sofridas pelo próximo,
devido à esse mesmo amor, o hiponense torna regra uma irresignação que conduz a uma ação
para dirimir o sofrimento e encontrar condições para produzir igualdade e bem-estar. 264 ISSN 2178-1036 Griot : Revista de Filosofia, Amargosa - BA, v.22, n.1, p.251-265, fevereiro, 2022 BRANDÃO, Ricardo Evangelista. Dilectio, resignação e injustiça: possibilidade de interpretar o amor como resignação e
conformação com a injustiça, à luz de Santo Agostinho. Griot : Revista de Filosofia, Amargosa – BA, v.22 n.1, p.251-265,
fevereiro, 2022. _______________________________________________________________________________________
Autor(a) para correspondência / Corresponding author: Ricardo Evangelista Brandão. ricardobrand75@gmail.com Referências de Israel
Belo de Azevedo. São Paulo: Vida Nova, 1995. CAPANAGA, Victorino. Cuadro Cronológcio de las Obras de San Agustin. In: Obras completas de San
Agustín. 6. ed. bilíngüe.Trad. introd. y notas de Victorino Capanaga. Madrid: La Editorial Católica /
BAC, 1994. tomo I, p. 384-387. p
CÍCERO. Dos deveres. Trad. de Alex Marins. São Paulo: Editora Martin Claret, 2005. CORTINA, Adela. Aporofobia, a aversão ao pobre: um desafio para a democracia. Trad. de Daniel Fabre. São Paulo: Editora Contracorrente, 2020. EPICTETO. Manual: recomendações estoicas para o bem viver. Trad. de José R. Seabra Filho. Belo
Horizonte: Edições Nova Acrópole, 2016. p
FERREIRA, Aurélio Buarque de Holanda. Novo dicionário da língua portuguesa. 2. ed. Rio de Janeiro:
Editora Nova Fronteira, 1986. Editora Nova Fronteira, 1986. GONZALEZ, Justo L. E até aos confins da terra: uma história ilustrada do Cristianismo. Trad. de Hans
Udo Fuchs. São Paulo: Vida Nova, 1995. v. 2. LEÃO, Emmanuel Carneiro, In.AGOSTINHO, Santo. A cidade de Deus: contra os pagãos. 5. ed. Trad. de
Oscar Paes Leme. Petrópolis: Vozes; São Paulo: Federação Agostiniana Brasileira, 2000. Parte I. (Coleção Pensamento Humano). MARKUS, Robert A. Donato, Donatismo. In: FITZGERALD, Allan. (org.). Diccionario de San Agustín:
San Agustín a travésdeltiempo. Burgos: Monte Carmelo, 2006. p. 440-445. PRIETO, Teófilo P. Introducción: De las costumbres de la Iglesia catolica y de las costumbres de los
Maniqueos. In: Obras completas de San Agustín. ed. bilíngüe. Trad., introd. y notas de Teófilo Prieto. Madrid: La Editorial Católica / BAC, 2011. tomo IV, p. 204-227. p
REALE, Gilvanni. História da filosofia antiga. 2. ed. Trad. de Marcelo Perine; Henrique Cláudio de Lima
Vaz. São Paulo: Loyola, 1994. vol. IV, 608 p. SEN, Armatya Kaumar. Desigualdade Reexaminada. Trad. de Ricardo Doninelli Mendes. Rio de Janeiro:
Record, 2001. _______________________________________________________________________________________
Autor(a) para correspondência / Corresponding author: Ricardo Evangelista Brandão. ricardobrand75@gmail.com 265
|
https://openalex.org/W2808497360
|
https://njg.geologi.no/images/NJG_articles/NJG_Vol98_Nr1_Art9_Henriksen_et_al.pdf
|
English
| null |
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides: a result of long-term staging followed by catastrophic release of sediments
|
Norwegian journal of geology
| 2,018
|
cc-by
| 15,185
|
E-mail corresponding author (Sverre Henriksen): shen@statoil.com June 2018 to inferred Early Silurian, low-grade metasedimentary
rocks (Bergström, 1979, 1997; Bruton & Bockelie, 1980;
Ryan et al., 1980; Neuman & Bruton, 1989; Neuman et
al., 1997). These magmato-sedimentary associations
constitute a part of the Upper Allochthon of Caledonide
tectonostratigraphy. These are interpreted to represent NORWEGIAN JOURNAL OF GEOLOGY Vol 98 Nr. 1
https://dx.doi.org/10.17850/njg98-1-09 E-mail corresponding author (Sverre Henriksen): shen@statoil.com E-mail corresponding author (Sverre Henriksen): shen@statoil.com The Ordovician metasedimentary rocks in the Caledonian nappes in Mid Norway were deposited in a back-arc setting, following ophiolite
obduction, uplift and erosion, related to continental uplift and changing directions of subduction during this period. Deep-water conditions were
established in the basin and this accommodated a thick succession of variously coarse-grained, conglomeratic and argillaceous sediments. The
conglomerates typically display the well-rounded clast material of variable igneous, volcanic, sedimentary and carbonate origin and alternate
between being clast-supported and matrix-supported with interbedded sandstone beds. The rounded clasts suggest significant reworking and
long-term storage of sediments in the source area before transport into the deeper part of the basin. The basal surface of conglomerates always
shows an erosive contact with underlying shales or coarsening-upward sandstone successions. The basal surfaces probably represent sedimentary
fairways, where several conglomerate units separated by erosional contacts are stacked on top of each other. The conglomerate successions likely
result from episodic release of large quantities of sediments. Between each burst of release, sediments accumulated in alluvial fans, fan deltas
and fluvial delta systems along the basin shoreline and carbonate reefs established on the outer shelf. Laterally accreting channel sandstone beds
were probably important in setting up sedimentary fairways for the succeeding conglomerates. In the inferred deepest part of the basin, smaller
channellised features and thin-bedded turbidites seem to dominate. Channel features and hummocky cross-stratification in shelf to upper slope
sandstone beds are alternatively interpreted to result from unidirectional flows and constitute an integral part of the turbidite system. By including
all the observed facies within the turbidite system we invoke a depositional model which does not require a eustacy-driven sequence-stratigraphic
model for explanation. We rather suggest a tectonic model involving an elevated source area, either volcanic or continental, where erosional
products are stored and reworked in the alluvial accommodation zone. These sediments are built up to a threshold level and flushed to the sea by a
sudden availability of large amounts of water. The actual cause of this sudden availability of water remains uncertain, but the consequent mixture
of water and sediments resulted in a super-concentrated high-energy density current. Keywords: Ordovician, back arc basin, conglomerates, catastrophic floods, turbidites Received 20. September 2017 / Accepted 12. April 2018 / Published online10. Keywords: Ordovician, back arc basin, conglomerates, catastrophic floods, turbidites Henriksen, S., Roberts, D. & Pedersen, P.Å. 2018: Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian
Caledonides: a result of long-term staging followed by catastrophic release of sediments. Norwegian Journal of Geology 98, 141–164.
https://dx.doi.org/10.17850/njg98-1-09. Turbidite and conglomerate successions in an Ordovician
back-arc basin, Mid-Norwegian Caledonides: a result
of long-term staging followed by catastrophic release of
sediments Sverre Henriksen1, David Roberts2 & Per-Åge Pedersen3 1 Statoil Research Center, Rotvoll, Arkitekt Ebbels veg 10, 7005 Trondheim, Norway
2 Geological Survey of Norway, Postbox 6315 Torgarden, 7491 Trondheim, Norway
3 Statoil ASA, Sandsli, Sandsliveien 90, 5254 Sandsli, Norway 1 Statoil Research Center, Rotvoll, Arkitekt Ebbels veg 10, 7005 Trondheim, Norway
2 Geological Survey of Norway, Postbox 6315 Torgarden, 7491 Trondheim, Norway
3 Statoil ASA, Sandsli, Sandsliveien 90, 5254 Sandsli, Norway py g
This work is licensed under a Creative Commons Attribution 4.0 International License. © Copyright the authors. Introduction The Caledonides of central Norway are especially well
known for their fragmented ophiolite assemblages and, in
some areas, the overlying, richly fossiliferous, Ordovician Henriksen, S., Roberts, D. & Pedersen, P.Å. 2018: Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian
Caledonides: a result of long-term staging followed by catastrophic release of sediments. Norwegian Journal of Geology 98, 141–164. https://dx.doi.org/10.17850/njg98-1-09. © Copyright the authors. This work is licensed under a Creative Commons Attribution 4.0 International License. Copyright the authors. This work is licensed under a Creative Commons Attribution 4.0 International License. 141 S. Henriksen et al. 142 S. Henriksen et al. 142 go back to two, unpublished, Master’s theses (Pedersen,
1981; Strømmen, 1983). Both before and since that time,
detailed 1:50,000-scale mapping had revealed local
features of sedimentology and ichnology that pointed
to a deep-marine, depositional environment during the
accumulation of these thick successions (Gale & Roberts,
1974; Roberts, 1969, 1972, 1984). This interpretation was
later verified from a more detailed study of trace fossils by
Uchman et al. (2005). Subsequent international excursions
to the area and supplementary fieldwork over the last
thirty years have revealed additional sedimentary features
which lend further support to the earlier interpretations. At the same time, these new observations have allowed
corrections and additions to be made to the preliminary
1:50,000 map-sheet ‘Frosta’ (Roberts, 1985), which will be
prepared for publication during the coming months. the exotic oceanic terranes of the Iapetus Ocean deriving
from far outside the Baltoscandian margin of Baltica,
Laurentia, or even an intervening microcontinent
(Roberts & Gee, 1985; Stephens & Gee, 1989; Roberts
et al., 2002; Lippard, & Roberts, 2010; Hollocher et al.,
2012; Nilsson & Roberts, 2014). Although well known for
their paleontology, the Ordovician basinal successions
in this part of Norway have received comparatively little
attention with regard to their sedimentology and overall
development, with a few exceptions (Siedlecka, 1967;
Roberts, 1972; Buller & Johnsen, 1982). As the region
has a quite detailed map coverage at 1:50,000 scale, it
clearly holds the potential to provide new insight into
our current knowledge of deep-marine deposits, basin
formation and basin-filling processes. the exotic oceanic terranes of the Iapetus Ocean deriving
from far outside the Baltoscandian margin of Baltica,
Laurentia, or even an intervening microcontinent
(Roberts & Gee, 1985; Stephens & Gee, 1989; Roberts
et al., 2002; Lippard, & Roberts, 2010; Hollocher et al.,
2012; Nilsson & Roberts, 2014). Earlier research on turbidite systems Our general understanding of sedimentary structures
and facies models for turbidite successions was quite
advanced and for a large part well established by the
1980s (e.g., Kuenen & Migliorini, 1950; Kuenen &
Menard, 1952; Sloss, 1963; Mutti & Ricci-Lucchi, 1975;
Payton, 1977; Walker, 1978). The further development
of sequence-stratigraphic concepts and the placement of
the turbidite system within this framework accelerated
during the 1980s and 1990s and major advancements
were summed up in significant contributions by
Wilgus et al. (1988) and Weimer & Posamentier (1994). In parallel with this, a growing body of publications
on deep-marine turbidite deposits emerged in the
scientific community (e.g., Weimer & Link, 1991; Mutti,
1992; Weimer et al., 1994; Plink-Börklund, et al., 2001). The increased focus on deep-marine deposits and
processes was largely driven by the oil industry and the
identification of these deposits as exploration targets. Our understanding of deep-water depositional systems
has since advanced significantly mainly due to the
advent of high-quality 3D seismic data from continental
margins worldwide (Posamentier & Kolla, 2003; Mayall
et al., 2006; Janocko et al., 2013; Gong et al., 2015). If a hyper-concentrated/hyperpycnal river plunges
directly into a newly formed slump scar and submarine
canyon, the sediment delivery to the deep-marine domain
may be efficient as long as the river stays hyperpycnal
(Porebski & Steel, 2006). In the case of a collapse of an
over-steepened shelf edge, this will invariably trigger
the initial phase of the turbidity current. Several studies
(e.g., Hiscott et al., 1997; Mulder et al., 2001; Henriksen
et al., 2011) have suggested hyperpycnal flows as an
important mechanism for formation and maintenance
of submarine canyons in areas of high sediment supply,
either as frequent slide-induced surges or by sustained
hyperpycnal flows (Mulder et al., 2003). In this scenario,
the hyperpycnal flows confined within the incised
shelf will set up a sediment fairway that will adjust its
gradient towards the lowest point (basin floor). This will
imply a stratigraphic base level different from mean sea
level. Such a model will only be meaningful if there is a
sustained flow from source to sink in the basin (Mutti et
al., 2006; Mutti et al., 2009). Whereas early models of deep-marine systems were
largely derived from outcrop studies in active tectonic
settings, most of the recent models and interpretations
originate in industry-based seismic studies from passive
continental margins. Introduction Although well known for
their paleontology, the Ordovician basinal successions
in this part of Norway have received comparatively little
attention with regard to their sedimentology and overall
development, with a few exceptions (Siedlecka, 1967;
Roberts, 1972; Buller & Johnsen, 1982). As the region
has a quite detailed map coverage at 1:50,000 scale, it
clearly holds the potential to provide new insight into
our current knowledge of deep-marine deposits, basin
formation and basin-filling processes. To partly redress this imbalance, in this contribution
we describe the sedimentology and sedimentary
development of part of the post-ophiolite, Ordovician to
inferred Early Silurian, lithostratigraphical succession
of the Åsenfjord district, located 25–40 km northeast
of Trondheim (Fig. 1). The seeds of this present study Our study of the turbidites in the Åsenfjord area has
led us to repudiate the traditional eustacy-driven
sequence-stratigraphic model for deposition of such
sediments. Instead, we favour a model involving long-
term storage of erosional products in an alluvial to Figure 1. Location of the study area in the inner part of Trondheimsfjorden, Mid Norway. Block diagram with legend shows the lithostratigraphy
and also illustrates the main, large-scale, Scandian fold structures in the area. The localities are all on 1:50,000 map-sheet 'Frosta' 1622-2. In
some cases, the given localities extend along strike over several tens of metres. All the localities are in UTM zone 32V NR. UTM coordinates for
the localities 1–9 are: Loc. 1. 59310–705425; Loc. 2. 59600–705430; Loc. 3. 59420–705290; Loc. 4. 59230–704970; Loc. 5. 59265–704985; Loc. 6. 59490–704940; Loc.7. 59540–704900; Loc. 8. 59290–704765. Figure 1. Location of the study area in the inner part of Trondheimsfjorden, Mid Norway. Block diagram with legend shows the lithostratigraphy
and also illustrates the main, large-scale, Scandian fold structures in the area. The localities are all on 1:50,000 map-sheet 'Frosta' 1622-2. In
some cases, the given localities extend along strike over several tens of metres. All the localities are in UTM zone 32V NR. UTM coordinates for
the localities 1–9 are: Loc. 1. 59310–705425; Loc. 2. 59600–705430; Loc. 3. 59420–705290; Loc. 4. 59230–704970; Loc. 5. 59265–704985; Loc. 6. 59490–704940; Loc.7. 59540–704900; Loc. 8. 59290–704765. 143 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides NORWEGIAN JOURNAL OF GEOLOGY to create incision of the highstand shoreface (e.g., Miall,
1991; Posamentier et al., 1992; Schumm, 1993; Bullimore
et al., 2005). Introduction It is also well known that rivers may flood
and become supersaturated with sediments independent
of sea level, and deliver sediments directly to deep water
if they are close to the shelf edge and can feed directly
into the slope. In a basin where super-concentrated/
hyperpycnal flows occur from time to time, the sediment
delivery to the shelf and shelf edge may be very high. This may result in accumulation of thick sediment
successions at the shelf edge and over-steepening of
the slope. These sediments are prone to collapse, and in
the case of a hyperpycnal delivery system, the sediment
discharge and current velocity may be sufficient to incise
the shelf, even during a highstand situation. Indeed,
Mulder et al. (2003) documented that a single flood may
cause a river to incise 3 m as far as 2 km inland of the
river mouth without implying sea level fall at all. deltaic accommodation zone, wherein such sediments
are eventually and catastrophically flushed into the sea
by a sudden availability of large amounts of water, thus
generating a hyper-concentrated, high-density current. The sequence-stratigraphic line of thinking, and its
predefined terminology, has been found unsuitable to
describe and interpret the stratigraphy in the study area. Therefore, we have chosen a descriptive and neutral
terminology in the following text, where beds and sets
of beds constitute genetically linked depositional units. Stacking of units constitute successions of strata that
may, or may not, be genetically linked. General The Trondheim Region of central Norway is dominated
by a series of nappes or thrust sheets that were
transported southeastwards onto the Baltoscandian
margin of the Fennoscandian Shield during the Siluro–
Devonian Scandian orogeny. This has been interpreted
to result in the formation and migration of an oceanic
island arc above a subduction zone influenced by
continentally derived sediments (Slagstad et al., 2014). The Upper Allochthon here comprises three major
nappes—from east to west the Meråker, Gula and
Støren nappes—that together constitute the Trondheim
Nappe Complex (TNC), which in turn occupies a deep
depression in the Precambrian crystalline basement
(Wolff, 1984; Gee et al., 1985; Hurich et al., 1988). Below
the TNC in some areas there are diverse nappes of the
Middle Allochthon, most of which have various local
names (Gee et al., 1985; Roberts & Stephens, 2000). The Støren Nappe is particularly well known for its
fragmented ophiolites and rich assemblage of Ordovician
body fossils. The classical work of Vogt (1945) in the
Hølonda–Horg area southwest of Trondheim (Fig. 1) led
to the establishment of four major groups, in ascending
order the Støren, Lower Hovin, Upper Hovin and Horg
groups, ranging in age from Late Cambrian to Late
Ordovician and possibly Early Silurian. The ophiolite at
the base of the Støren lies with tectonic contact above
a generally higher-grade, heterogeneous unit, the Gula
Complex of the Gula Nappe (Fig. 1). Overlying the ophiolite are two main groups of
sedimentary rocks, locally with a volcanic component,
which Wolff (1976) named the Lower and Upper Hovin
groups, following Vogt’s (1945) and Kiær’s (1932)
nomenclature. On the preliminary 1:50,000 map-sheet
’Frosta’, Roberts (1985) retained the term Lower Hovin
Group but used the name Ekne Group for the higher unit,
following Törnebohm (1896). During ongoing revision
of this map-sheet, the term Lower Hovin Group has been
replaced by the local name Vuddudalen Group (Figs. 1, 2). The basal formation of the Vuddudalen Group is
the Stokkvola conglomerate (Roberts, 1975), a polymict
lithology lying unconformably upon the ophiolite and
replete with material eroded from the latter. The clasts
are dominated by basaltic greenstone, but there are also
pebbles and cobbles (up to 40 cm across) and subangular
blocks of jasper, tuffs, quartz-keratophyre, siltstone,
sandstone, carbonate and pelitic rocks, quartzite, chert,
trondhjemite and minor gabbro. Earlier research on turbidite systems really means in the evolution of a geological system, and
how to recognise such an event in the rock record, has
been a subject of discussion (Mutti et al., 1996; Mulder &
Chapron, 2011). However, catastrophic events do occur
and, as suggested in this and other studies, these events
appear to be cyclic and affect the equilibrium profile
of the depositional system (e.g., Mutti et al., 1996). In
a larger perspective, the catastrophic events may be a
natural part of the normal evolution of a sedimentary
basin, especially where triggered by earthquakes in
volcanically active regions. The Åsenfjord study area The greenschist-facies sedimentary succession of the
Åsenfjord area and adjacent Frosta peninsula forms part
of the Støren Nappe (Fig. 1). Although the succession has
been deformed during three main phases of Mid Silurian–
Early Devonian, Scandian folding (Roberts, 1969), the
low-grade rocks display surprisingly well preserved
sedimentary structures. The oldest rocks in the area are
those of the Forbordfjell ophiolite, comprising mainly
metabasaltic greenstones with minor trondhjemite, felsic
extrusive rocks and gabbro. Zircons from two separate
felsic rocks considered to be broadly coeval with the
mafic volcanism have yielded U–Pb crystallisation ages of
circa 485.6 and 488 Ma (Gromet & Roberts, 2015). Earlier research on turbidite systems The scale of the passive continental
margin systems is generally several orders of magnitude
larger than any exposed deep-water system onshore. The
actual relevance of the outcrop studies from active tectonic
settings to the large passive continental-margin basins and
vice-versa is thus also a question to bear in mind (e.g., Lien
et al., 2003; Higgs, 2015; Henstra et al., 2016). The tectonically active and episodically high supply margin
discussed in this paper may provide excellent conditions
for the formation of well-defined unconformities with
only modest changes in relative sea level. The processes involved in transporting and depositing
the sediments, however, are universal and in this study,
we aim at utilising the sedimentological and stratigraphic
data from a volcanic arc-adjacent basin and propose a
depositional model that we believe may have general
validity for understanding deep-marine deposits in
similar basins. In this, we infer a linked depositional
system from alluvial and deltaic to deep marine and the
significance of sudden, catastrophic event release of large
quantities of sediments stored in the alluvial and near-
shore environments. Most workers, however, have related incision of the
shelf and further emplacement of turbidites to the deep-
marine environment to a lowstand situation, and indeed,
even for the most extreme sedimentation rates this is
most likely to happen during a fall in relative sea level. It is however, increasingly recognised that even during a
relative sea-level fall, a difference in gradient is necessary These sudden releases of large volumes of sediments may
be termed a catastrophic event. What a catastrophic event S. Henriksen et al. 144 excised in some areas. This is also the case in the
Åsenfjord area, where it has been necessary to adopt a
more local lithostratigraphic nomenclature. really means in the evolution of a geological system, and
how to recognise such an event in the rock record, has
been a subject of discussion (Mutti et al., 1996; Mulder &
Chapron, 2011). However, catastrophic events do occur
and, as suggested in this and other studies, these events
appear to be cyclic and affect the equilibrium profile
of the depositional system (e.g., Mutti et al., 1996). In
a larger perspective, the catastrophic events may be a
natural part of the normal evolution of a sedimentary
basin, especially where triggered by earthquakes in
volcanically active regions. General The matrix is a green to
greenish-grey siltstone, generally coarser near the base of
the formation and becoming increasingly finer grained
and phyllitic towards the top (Fig. 2B). In the Fættenfjord area, the top of the conglomerate
defines a major, basin-scale event in terms of both
sedimentology and tectonics. In other areas, shallow-
marine green sandstones and shales generally follow
equivalents of the Stokkvola conglomerate (e.g., Buller
& Johnsen, 1982), but in our study area a ’fold-fault’ or
tectonic slide (sensu Fleuty, 1964) is present at the top of
the conglomerate and has excised most of the shallow-
marine strata. The lowermost lithologies (an unnamed
formation) above the slide in our area are sheared grey
shales, fan-fringe sandstone beds and a chaotic debris-
flow unit (Fig. 2C). These are followed by fine-grained
phyllitic claystones and siltstones, informally named
the Fætta formation (Fig. 2). The highest unnamed
unit in the Vuddudalen Group is a series of turbiditic
greywacke-sandstone beds and intercalated phyllitic In
a
compilation
of
the
1:250,000
map-sheet
‘Trondheim’, Wolff (1976) adopted and extended Vogt’s
nomenclature over the entire map area, and this fourfold
lithostratigraphy was also incorporated into many of
the 1:50,000 preliminary (black and white) map-sheets
from the region compiled in the 1970s and 80s. Since
that time, however, further research and mapping have
shown that although the basic subdivisions are still
largely acceptable, there are significant and, in places,
rapid lithofacies changes along strike from area to area. In addition, parts of successions have been tectonically NORWEGIAN JOURNAL OF GEOLOGY NORWEGIAN JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 145 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 145 Figure 2. Logged section through the Fættenfjord profile. This is the most complete record of the lithostratigraphy in the study area. T
to the right illustrates the field expression of some of the sandstones and conglomerates. See text for discussion and Fig. 1 for location Figure 2. Logged section through the Fættenfjord profile. This is the most complete record of the lithostratigraphy in the study area. The column
to the right illustrates the field expression of some of the sandstones and conglomerates. See text for discussion and Fig. 1 for location of profile. formation,
post-date
the
Tremadocian
or
older
Forbordfjell ophiolite. Body fossils are rare in the study
area and are not particularly definitive in terms of age. General Gastropods, cephelopods stromatoporoids and corals
of wide-ranging Mid to Late Ordovician age have been
reported from the Tautra limestone (Spjeldnæs, 1985),
whilst conodonts from a nearby limestone on Frosta
peninsula (Tolmacheva & Roberts, 2007) are Katian in
age. Fragments of gastropods and corals also occur in the
limestones in the Åsen–Hopla district. shales, some beds of which contain the deep-marine,
Nereites trace fossils (Roberts, 1969; Uchman et al., 2005). This unit occurs directly below the base of the Ekne
Group, represented by the Hopla conglomerate, which
is excellently exposed on the promontory Blekkpynten. About 4–5 km farther north, between Åsen and Hopla,
black pyritous shales and some limestones occur directly
beneath the Hopla conglomerate (Roberts, 1985). The age of the Vuddudalen Group is predominantly
Ordovician, as the basal parts, including the Stokkvola S. Henriksen et al. 146 In the several localities marked in Fig. 1, the Hopla
conglomerate contains well-rounded clasts of granite,
diorite,
gneiss,
trondhjemite,
greenstone,
quartz
keratophyre, chert, sandstone, siltstone, quartzite and
minor gabbro, but the percentages of the different rock-
types vary from locality to locality and along strike
(details are given in Pedersen, 1981). In addition, in some
places, notably near Hopla and on Langøya, there are
large fragments of sandstones and shales, and angular
blocks of limestone between one and two metres across
which are clearly short-transported. Although the
Hopla conglomerate is indicated as one unit on maps
at 1:50,000 scale, the formation is actually composed of
twenty or more conglomerate beds separated by thin
sandstone beds and phyllitic shales. Sections through the
formation have been logged in detail at Hopla, Langøya,
Digerberget, Gullgruva, Blekkpynten and Vikane (Fig. 3)
for thickness, clast/matrix ratios, fining directions and
sequence analysis (Pedersen, 1981). Due to the post-
depositional tectonism and the varying appearance of
conglomerates in the study area, any correlation between
locations remains tentative, at best. conglomerate and pebbly greywacke beds. Higher up
there is a series of thick-bedded, tuffaceous sandstone
beds with shaly and rare tuffitic interbeds, reaching
several hundred metres in thickness. The total thickness
of the Ekne Group is estimated to be more than 2800
m, based on careful calculation of dips of bedding in
the upward-grading succession. Taking average rates
of deposition of arenaceous sediments into account,
this would suggest that the youngest sedimentary strata
in the group could conceivably be of Llandovery age. General Preliminary results of a provenance study (work in
progress) are, in fact, indicating a Silurian age, and even
possibly for the Hopla conglomerate. Facies associations/
depositional sub-environments section is a composite log starting at Paradisbukta (locality
7), through the Vuddudalen Group and ending at the
uppermost exposures at Blekkpynten (locality 6) (Fig. 1). The subsequent discussion of basin evolution, stratigraphy,
sedimentary processes and the final depositional model
is largely based on detailed observations made in this
area. Observations and interpretations from several other
localities in the study area have provided vital information
which strongly support our interpretations and help to
rule out other possible scenarios. Facies associations/
depositional sub-environments The Fættenfjord profile represents the most complete
record of deposition in the Lower Hovin Group from the
top of the Stokkvola conglomerate, through successions
of deep-water shale- and turbiditic sandstone beds and
farther into the Hopla conglomerate and associated
sandstone beds of the Ekne Group (Fig. 2A). The logged Above the Hopla formation, the Ekne Group comprises
alternating units of shales, siltstones and grey-green
turbiditic sandstone beds with several polymict Figure 3. Logged sections of the Hopla conglomerate from selected localities in the study area. Tentative correlation datum at the base of the
Hopla conglomerate. See Fig. 1 for location of logs Figure 3. Logged sections of the Hopla conglomerate from selected localities in the study area. Tentative correlation datum at the base of the
Hopla conglomerate. See Fig. 1 for location of logs NORWEGIAN JOURNAL OF GEOLOGY WEGIAN JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 147 147 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 147 The thin-bedded sandstone succession is overlain
by a poorly exposed succession of shale and another
sandstone unit (Fig. 2E). These sandstone beds show
a coarsening and fining-up trend, where the lower
and upper parts have facies similar to the thin-bedded
sandstone unit below. This unit shows good lateral
continuity and is traceable for several hundred metres
along strike. Within the middle and coarser part of the
unit, the individual sandstone beds thin and thicken
laterally (Fig. 2E). Beds attain a maximum thickness of 1
m and pinch out to just a few centimetres laterally. Within
the lenses there are imbricated beds suggesting lateral
accretion in smaller channel features (Fig. 2E). There is
little or no shale separating the individual sandstone beds
and sand-on-sand is the rule rather than the exception. Internal sedimentary structures are not evident, giving
the beds a massive structureless appearance (Fig. 2E). section is a composite log starting at Paradisbukta (locality
7), through the Vuddudalen Group and ending at the
uppermost exposures at Blekkpynten (locality 6) (Fig. 1). The subsequent discussion of basin evolution, stratigraphy,
sedimentary processes and the final depositional model
is largely based on detailed observations made in this
area. Observations and interpretations from several other
localities in the study area have provided vital information
which strongly support our interpretations and help to
rule out other possible scenarios. Interpretation The apparent incorporation and rotation of sandstone
slabs into the finer matrix is quite similar to what is
seen in mass-transport complexes worldwide and
interpreted as debris flows or slumps (e.g., Martinsen et
al., 2003; Odonne et al., 2011). Although outcrop with
good stratigraphic control is limited to this location, we
interpret the deformed unit as a debris-flow unit possibly
representing the first sandy input into the basin after
establishment of comparatively deep-marine conditions. It is possible that this could represent a regional mass-
transport complex transported in from a long distance. However, the clast material in this unit consists of fine-
grained sandstone beds incorporated in a mud-rich silty
matrix. The fine-grained nature of both clasts and matrix
suggests that these sediments originally were deposited
in a lower basin-slope to basin-floor environment and
thus probably represent a slumped-in unit of local origin. The lenses and lateral accretion surfaces are suggestive
of deposition in a channel in a deep-water fan setting,
possibly related to a channel-mouth environment. Because of the close association with distal, basin-floor,
fan environments below and above, we interpret this unit
as a basinward progradation or lateral shift of a sandy
basin-floor fan relative to the underlying beds. Description p
The Stokkvola conglomerate is overlain by a shaly
succession followed by a deformed unit with fragments
of shale, siltstone and sandstone beds which have
apparently rotated into the main body of strata (Fig. 2B,
C). Neither the shale below nor the sandstones above
show signs of syndepositional deformation. Interpretation The pinch-and-swell bedding of sandstones in fine-
grained background sediment and planar-parallel
lamination is an association typical for distal deep-
marine settings. This would indicate that we are dealing
with either a distal or quite possibly a lateral fan-fringe
environment. The laterally continuous sandstone beds
show coarsening and fining-up trends. These sandstones
beds may represent a slightly more proximal part of
the deep-water fan system. The lack of sedimentary
structures makes it difficult to see if these sandstone
lenses represent erosive features later filled by sediments
or ‘depositional channels’ representing sandy ‘fingers’
spreading out from an up-dip source. Description p
Directly above the lowermost deformed unit is a
succession of thin (1–3 cm) sandstone beds alternating
with laminae of siltstone and shale, and showing
relatively good lateral continuity (Fig. 2D). Primary
structures are difficult to identify, and bedding generally
coincides with the main schistosity, but there are many
internal features which are similar to small-scale, ripple-
drift, cross-lamination structures. The beds also show
examples of pinch-and-swell bedding of sandstone
beds in fine-grained background sediment (Fig. 2D). Apart from these features, planar-parallel lamination
dominates. This association is typical for distal deep-
marine settings, and a distal or possibly lateral fan-fringe
environment is suggested. Description p
Successions of shale are present between sandstone
units and represent the background sedimentation in
the basin. The shales are generally dark grey, slightly
phyllitic and commonly contain small cubes of pyrite. The dark colour and the presence of pyrite are probably
due to anoxic conditions in the deeper parts of the basin. Although dominantly fine grained, the shaly intervals
contain an alternation between beds of clay and sand
in variable amounts throughout the section from 0 to
700 metres (Fig. 2A). These sandstone beds have been
divided into eight classes based on the identification of
diverse sedimentary structures and the development of
graded bedding (Table 1). S. Henriksen et al. 148 S. Henriksen et al. 148 148 Class
Thickness
Grain size
Bed boundaries
Internal features
Additional observations/Comments
I
Two beds:
31 and 76
cm
Coarser
fraction
consists of
medium to
coarse sst. Undulating
upper and
lower
boundaries
Traceable 10-
20m laterally
Planar parallel
lamination and
small current
ripples. Constitute a complete Bouma
sequence. In cross-bedding the height of each
ripple is about 1, 5 cm. The wave-
length of ripples from trough to
trough is 1,3cm. II
3,5-125 cm
Coarser
fraction of
the beds
ranges
between
fine and
very coarse
sandstone. Even surfaces at
the base and
undulating
tops. Traceable
> 20 m laterally. Planar parallel
lamination and
small-scale cross-
bedding. planar parallel lamination in lower/
middle part of the beds, Small -scale
cross bedding in the upper parts of
the beds. III
1-22,5 cm
Fine and
fine-
medium
sst. Lower
boundary of the
beds may be
even or
undulating. Traceable > 20
m laterally. Small-scale cross-
bedding may be
developed
throughout the
entire bed
Completely even beds are not
observed, but this may be due to the
intense phases of folding post
deposition
IV
1-6 cm
Very fine-
medium
sst. Dominating
grain size is
very fine-
fine. “Pinch and
swell” bedding. Traceable > 20
m laterally. Ripples in the
thickest part of the
beds. In places, almost isolated lenses of
sandstone, but variable degree of
undulation. V
~10 cm
Fine -
medium
sst. Under- and
overlying
surfaces are
generally even
Graded bedding in
their upper parts, as
well as climbing
ripple successions
Laminations 2-3 cm thick probably
caused by variable grain size. Some
climbing ripples show sandy stoss
sides while the lee side and trough
consist of clay. VI
2-100cm. Description Stacked successions of thin-bedded turbidite beds are
found in several locations within the study area, and
most notably on the Blekkpynten location (Figs. 2F, 5A). These appear as alternations of thin-bedded turbidites
and shale layers (Figs. 2F, 5A). The sandy deposits thin
out from a few decimetres (maximum 50 cm) to a few
centimetres over a lateral distance of 100 m. Over the
same distance the sandstone beds also become finer
grained and grade from medium-grained sandstone to a
very fine-grained sandstone and siltstone. Levees/overbank
(thin-bedded sandstone successions) Levees/overbank
(thin-bedded sandstone successions) Interpretation
Th
f p
The unconformable lower boundary and overall
geometry points to a channellised deposit incising into
the finer-grained substratum. The presence of coarse-
grained deposits at the base of sandstone beds probably
represents lag deposits indicative of sediment bypass
and throughgoing turbidity currents. The horizontal
and vertical stacking of sandstone beds strongly suggests
lateral migration of sandy channel belts in a deep-marine
environment (e.g., Beaboef, 2004, Mayall et al., 2006;
Wynn et al., 2007). The outcrops do not allow for plan Description Fine -
medium
sandstone
Even
boundaries
Traceable > 20
m laterally. Planar parallel
lamination is 4 -20
mm thick, largely
limited to the lower
parts of the bed. Where the normal grading is more
evident, the thicker the bed is. VII
1-109 cm
Very fine -
very coarse
sandstone
Generally
medium sst
Generally
extensive and
even surfaces. Sole marks
(flute casts) at
the base of
some beds
Massive
structureless sst. a) Sole mark with a deeper part which
widens and thins at one end, resulting
in a cone shape feature. b) Erosional furrows with thin parallel
stripes but with varying relief between
the furrows. c) Flute cast similar to 1),
but with the thickest part in the wider
end. VIII
5-288 cm
Very coarse
sandstone
and gravel
Thin beds show
even surfaces
and thickness. Thicker beds,
show lateral
variations
Massive
structureless sst. Small-scale cross-
bedding near the
top of one bed
One layer shows a, local, weak trend
of upward coarsening
(reverse/inverse grading). Table 1. Schematic illustration of the sandstone classes as identified in the study area. Table 1. Schematic illustration of the sandstone classes as identified in the study area. 149 NORWEGIAN JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides NORWEGIAN JOURNAL OF GEOLOGY Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides Description Description
Successions of sandstone beds typically occur below
major conglomerate units and appear as 4–5, laterally
accreting bodies of sandstone beds (Fig. 4). The lower
boundary of any one sandstone bed shows a sharp and
erosive contact with underlying shales and to some
degree also with adjoining sand bodies. The sandstone
beds constitute larger units that stack and amalgamate
horizontally and to some degree also vertically to form
a succession of sand bodies. Individual sandstone beds
in successions defined by horizontal boundaries at their
top and base display a series of inclined surfaces (Fig. 4A). The inclined surfaces are not following the structural
grain and appear as primary bedding surfaces and thereby
suggest lateral accretion during deposition (Fig. 4A). It is
generally difficult to identify any grain-size separation
within and between accreting surfaces, but in a few
places coarser-grained sandstone or even conglomeratic
sediments are found near the base of individual sandstone
beds (Fig. 4B). Moreover, distinctly deformed units within
otherwise well-stratified beds appear at certain positions
within the sandstone successions (Fig. 4C). The deformed
units are composed of the same material as the adjoining
sandstone beds and parts of the primary bedding are
preserved within these units. The appearance of the
deformed units thus probably reflects a local origin and
short distance of transport. Interpretation Interpretation view of the sandstone geometries, but the associations
have a strong resemblance to sinuous channel systems
(e.g., Janocko et al., 2013; Li et al., 2016) (Fig. 4D). p
The trace fossils identified are found within thin-bedded
turbidites and all belong to the Nereites ichnofacies
which represents an opportunistic style of colonisation
of the seabed by organisms adapted to fluctuations in
food supply introduced by turbidity currents (Bromley,
1996). The eight sandstone classes within the overall
fine-grained interval suggest that the turbidite current
activity never really shut down totally in the basin. Bottom conditions were thus probably oxygenated in
certain areas or in the entire basin from time to time
(e.g., Torske, 1965; Roberts, 1969, 1984; Uchman et al.,
2005). The alternation between sand and clay probably
reflects an episodic supply of sediments to the basin,
either due to sediment shut down or avulsion of feeder
systems up-dip. Channels A variety of sedimentary structures are observed within
this succession. Most common are planar lamination
ripples and climbing ripple successions and one bed even
displays a complete Bouma sequence (Fig. 5A). Examples
of penecontemporaneous deformation of individual sand-
stone beds also occur within this succession (Fig. 5B),
where both the overlying and the underlying beds seem
to be virtually unaffected by this slump-type deforma-
tion. The deformed beds display contortions and unidirec-
tional folds of the sandstone and shale, which in places are
also broken up and rotated, suggesting that the beds must
have been consolidated to some degree at the moment
of deformation (Fig. 5A, B). The massive sandstone of
the overlying bed appears to fill in the sea bottom relief
caused by the slump-deformation process. It is thus likely
that this is a local feature, and most probably a cohesive
slump or debris flow released on an inclined surface of a
slope or channel margin/levee. Evidence for current activ-
ity is given by the presence of the above-mentioned sedi-
mentary structures. In addition, there are also some nice
examples of flute casts at the bases of some beds that docu-
ment current activity during deposition (Fig. 5). In the
more fine-grained parts of the succession there are beds
containing the deep-marine, Nereites ichnofacies (Roberts,
1969; Uchman et al., 2005) (Fig. 5D). Small disconformi-
ties within the otherwise more or less planar-bedded sand-
stone succession occur as local erosive features (Fig. 5A). These features display a sharp erosive boundary and are
filled with well stratified thin-bedded sandstone (Fig. 6A). Apart from these subordinate erosional features the suc-
cession is dominated by planar-stratified beds, quite a few
of them exposing successions of climbing ripples (Fig. 6B)
which also display signs of synsedimentary deformation
within individual beds (Fig. 5B). Interpretation The abundant evidence of current activity points to a
close association with a sediment conduit or turbidite
channel on the continental/basin slope. Both the S. Henriksen et al. 150 S. Henriksen et al. 150
Figure 4. Laterally accreting bodies of sandstone (A) in a shaly background environment at the Lofjorden locality. (B) Coarse-grained channel
lag deposits with a fining-up trend via coarse sand into medium to fine sandstone. (C) Deformed sandstone embedded between well stratified
sandstone beds. (D) Simplistic model for the occurrence of sedimentary features in laterally accreting sandstone units in sinuous channels. See
Fig. 1 for location. Figure 4. Laterally accreting bodies of sandstone (A) in a shaly background environment at the Lofjorden locality. (B) Coarse-grained channel
lag deposits with a fining-up trend via coarse sand into medium to fine sandstone. (C) Deformed sandstone embedded between well stratified
sandstone beds. (D) Simplistic model for the occurrence of sedimentary features in laterally accreting sandstone units in sinuous channels. See
Fig. 1 for location. Figure 4. Laterally accreting bodies of sandstone (A) in a shaly background environment at the Lofjorden locality. (B) Coarse-grained channel
lag deposits with a fining-up trend via coarse sand into medium to fine sandstone. (C) Deformed sandstone embedded between well stratified
sandstone beds. (D) Simplistic model for the occurrence of sedimentary features in laterally accreting sandstone units in sinuous channels. See
Fig. 1 for location. beds or laminae and thin out both laterally and texturally
away from the channel. The climbing ripple successions
result from sediment fallout and net deposition and
suggest that sediments contained in channel overflows
were deposited relatively rapidly after leaving the main
conduit (Fig. 6). The overflow from channels is most stratigraphic and the lithological thinning of sandstone
beds seen in these facies are features characteristic of
levees bounding deep-water channel systems (e.g.,
Janocko et al., 2013). Whilst the coarser-grained part of
the turbidity current is kept within the channel, sand and
clay particles will spill over channel margins as very thin NORWEGIAN JOURNAL OF GEOLOGY 151 NORWEGIAN JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 151 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 151 Figure 5. Features of the sandstone succession at the Blekkpynten locality in the Fættenfjord profile. (A) Alternating thin-bedded turbidite
sandstone and shale. Interpretation Sandstone beds increase in thickness and content of sand upwards, and deformed sandstones with slump folds are found
beneath thicker beds. (B) Detail of (A) displaying the undisturbed lower surface of the deformed sandstone and the well-structured sandstone
above, filling in the relief on top of the inferred mass-movement deposit. (C) Flute casts on the bottom surface of a sandstone bed. (D) Trace fossils
of the Nereites (Megagrapton) ichnofacies on the bottom surface of a sandstone bed found along the track leading to the Blekkpynten location. Figure 5. Features of the sandstone succession at the Blekkpynten locality in the Fættenfjord profile. (A) Alternating thin-bedded turbidite
sandstone and shale. Sandstone beds increase in thickness and content of sand upwards, and deformed sandstones with slump folds are found
beneath thicker beds. (B) Detail of (A) displaying the undisturbed lower surface of the deformed sandstone and the well-structured sandstone
above, filling in the relief on top of the inferred mass-movement deposit. (C) Flute casts on the bottom surface of a sandstone bed. (D) Trace fossils
of the Nereites (Megagrapton) ichnofacies on the bottom surface of a sandstone bed found along the track leading to the Blekkpynten location. Figure 6. (A) Crevasse splay channel in inferred levee deposit at the Blekkpynten location. Stratigraphic up is towards the left in the photo. See text for discussion. (B) Enlarged section of (A) showing thin-bedded turbidites with climbing ripples. Note also small-scale deformation
structures in some of the beds. Figure 6. (A) Crevasse splay channel in inferred levee deposit at the Blekkpynten location. Stratigraphic up is towards the left in the photo. See text for discussion. (B) Enlarged section of (A) showing thin-bedded turbidites with climbing ripples. Note also small-scale deformation
structures in some of the beds. and create crevasse channels and eventually splays on the
levee surface (Lopez, 2001). Channel levee breaks may
thus be a viable explanation to the erosive features within
the thin-bedded sandstone succession. likely not a continuous process and some consolidation
of beds may occur between each event. This may account
for the deformation of inferred semi-consolidated beds
on levee slopes. From time to time the levee will break S. Henriksen et al. 152 Conglomerate successions feature of the Hopla conglomerate is the well-rounded
clast material (Fig. 7A). Another characteristic feature of
the conglomerate successions is the alternation between
clast-supported and matrix-supported conglomerates
(Fig. 7A, Table 2). Notably the conglomerate beds show
trends of coarsening up, fining up and coarsening-fining
up-, as well as massive bedding (Table 2). Description Description The Hopla conglomerate contains pebbles and cobbles
of a variety of rock types, mainly quartzite, grey granite,
fine-grained gneiss, porphyritic andesitic greenstone and
green-grey sandstone, with subordinate felsic volcanites
and gabbro (Törnebohm, 1896; Vogt, 1945). A principal Figure 7. Conglomerates in the study area. (A) The Hopla conglomerate at Blekkpynten in the Fættenfjord succession. Note the well-rounded
conglomerate clasts and the alternation between clast-supported and matrix-supported conglomerate. (B) Shale clasts and an angular clast
of limestone embedded in coarse-grained immature sandstone beds in alternation with structured sandstones from the Langøya location in
Lofjorden. (C) Sandstone in alternation with fine-grained thin-bedded sediments showing a sharp transition towards the overlying Hopla
conglomerate. (D) Example of shale separating conglomerate successions at the Gullgruva location. (E) Conglomerate succession deposited
directly on underlying fine-grained/shaly turbidite deposits, Location Langøya. Note the folding and shearing of beds below the conglomerate and
an angular sandstone clast (1 m across) 'floating' on top of the conglomerate unit. (F) Conglomerate succession deposited directly on underlying
fine-grained/shaly turbidite deposits, at Langøya. Note the folding and shearing of beds below the conglomerate. See Fig. 1 for location of photos. Figure 7. Conglomerates in the study area. (A) The Hopla conglomerate at Blekkpynten in the Fættenfjord succession. Note the well-rounded
conglomerate clasts and the alternation between clast-supported and matrix-supported conglomerate. (B) Shale clasts and an angular clast
of limestone embedded in coarse-grained immature sandstone beds in alternation with structured sandstones from the Langøya location in
Lofjorden. (C) Sandstone in alternation with fine-grained thin-bedded sediments showing a sharp transition towards the overlying Hopla
conglomerate. (D) Example of shale separating conglomerate successions at the Gullgruva location. (E) Conglomerate succession deposited
directly on underlying fine-grained/shaly turbidite deposits, Location Langøya. Note the folding and shearing of beds below the conglomerate and
an angular sandstone clast (1 m across) 'floating' on top of the conglomerate unit. (F) Conglomerate succession deposited directly on underlying
fine-grained/shaly turbidite deposits, at Langøya. Note the folding and shearing of beds below the conglomerate. See Fig. 1 for location of photos. Figure 7. Conglomerates in the study area. (A) The Hopla conglomerate at Blekkpynten in the Fættenfjord succession. Note the well-rounded
conglomerate clasts and the alternation between clast-supported and matrix-supported conglomerate. (B) Shale clasts and an angular clast
of limestone embedded in coarse-grained immature sandstone beds in alternation with structured sandstones from the Langøya location in
Lofjorden. Description (C) Sandstone in alternation with fine-grained thin-bedded sediments showing a sharp transition towards the overlying Hopla
conglomerate. (D) Example of shale separating conglomerate successions at the Gullgruva location. (E) Conglomerate succession deposited
directly on underlying fine-grained/shaly turbidite deposits, Location Langøya. Note the folding and shearing of beds below the conglomerate and
an angular sandstone clast (1 m across) 'floating' on top of the conglomerate unit. (F) Conglomerate succession deposited directly on underlying
fine-grained/shaly turbidite deposits, at Langøya. Note the folding and shearing of beds below the conglomerate. See Fig. 1 for location of photos. 153 NORWEGIAN JOURNAL OF GEOLOGY Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides Table 2. Summary table of conglomerates in the study area. Both the matrix-supported and the clast-supported conglomerates can be separated
into four classes: massive, inverse graded, inverse to normal graded and normal graded. Thickness ranges, average thicknesses and mean clast size
are indicated. Average measurements were carried out on representative beds (those that occur most commonly). Outliers are not included in the
calculations Class
Relative
abundance %
Thickness
Range/average
cm
Mean
Particle Size
cm
Bed boundaries
Internal
features
Additional
observations
Matrix supported conglomerates 68,5% of total conglomerates in study area
Massive
38,3
10.0 -211.0
Average: 70
2.5 - 29.0
Mean: 10.3
Conformable
Random
distribution of
clasts of all sizes. One location, show
clasts of very fine-
grained sandstone in
alternation with
millimetre-thick
laminae of clay or
silt. Inverse
10,4
7.0 – 181.0
Average: 55.8
7.5 - 28.5
Mean: 15.4
Erosive on sst. Sharp on conglomerate
Increasing matrix
content and clast
size upwards
Constant grain size in
matrix
Inverse - normal
17,4
23.0 -212.0
Average: 77.5
6.0 - 58.0
Mean: 20.3 cm
Mostly erosive
Less matrix in
inverse part of
bed
In places, the inverse
grading first appears
as ungraded beds
with only a few
larger clasts
concentrated in
distinct layers
Normal
33,9
7.0 – 190.0
Average: 46.4
2.5 – 30.0
Mean: 13.8
Erosional base. Gradational top
Upward increase
in matrix content
In some rare cases
this matrix shows a
gradual transition
into overlying
sandstone beds. Clast supported conglomerates 31,5% of total conglomerates in study area
Massive
30,2
21.0 -143.0
Average: 66,7
3,0 – 41,0
Mean: 12.8
Even and concordant
Random
distribution of
clasts of all sizes. Description Beds up to 175 cm
observed; likely
amalgamation
Inverse
15,1
20.0 – 215.0
Average: 117.0
6,5 - 33,0
Mean: 20,9
Sharp, but no obvious
erosion
Matrix increase
10-15% upwards:
the opposite
occurs in one bed
Inverse - normal
13,2
24 - 128
Average: 52. 3
9.0 – 30,0
Mean: 19.1
Erosive channel-
geometry or planar
and evenly levelled
surfaces
inversely graded
part 17.2-37.3%
of total bed
thickness
One bed 360cm
thick, may be a result
of amalgamation
Inverse
41,5
15-180
Average: 69
5,5 - 22,5
Mean 13.4
Even, non-erosive
General increase
in matrix
upwards. 40%r
reduction occurs
Matrix grain size
overall constant,
fine-medium
sandstone. calculations. Inverse S. Henriksen et al. 154 In addition, there are clasts of shale up to a metre
in length, as well as angular blocks of sandstone
and limestone, up to two metres across, which are
clearly short-transported and derived from subjacent
depositional units (Fig. 7E). The conglomerate also
contains intercalated beds of immature sandstone, some
of which are continuous within any one outcrop (Figs. 7A, 8). Some beds within these sandstone intercalations
show large-scale cross-bedding with set thicknesses of
up to 50 cm (Fig. 8C, D, F). These cross-bed sets extend
laterally over several metres with variable degrees of
erosion at their bases. They also show a basal section of
thinly bedded strata displaying sets of climbing-ripple
laminations, succeeded by more massive sandstone beds
with discrete accretion surfaces building a dune or bar form (Fig. 8B, D). Notably, these dunes seem to have
an element of aggradation which suggests that they are
‘climbing dunes’ in the sense of Mutti et al. (1996). Near
the top of the same bar form, the thin-bedded strata
display sets of climbing ripples (Fig. 8B). The massive
sandstone beds are fine to medium grained, whereas the
climbing-ripple successions consist of fine- to very fine-
grained sandstone. The lower boundary of the conglomerates commonly
represents an unconformity and shows clear evidence
of erosion into the underlying sandstone- or claystone
beds. There are also several erosional features within
the conglomerates and between thicker successions of
conglomerates. Smaller and larger erosional features Figure 8. (A) Sandstone dominated by evenly spaced, thin-bedded turbidites. Inserted photo is a close up of the same outcrop and shows an
example of the climbing-ripple succession within the unit, Location Langøya. (B) Climbing ripples in sandy beds between conglomerate beds,
Location Blekkpynten. Description (C) Coarser-grained channel with foresets within sandy section between conglomerates (pencil for scale), Location
Blekkpynten. (D) Larger cross beds or foresets with climbing-ripple succession below and above, Location Langøya. (E) Alternating sandstone
and conglomerate succession at Langøya, Lofjorden. Stratigraphic upwards is towards the right in the photo. (F) Enlarged section (red square in
E) illustrating bed boundaries, scouring and fill relations between sandstones and conglomerates. Figure 8. (A) Sandstone dominated by evenly spaced, thin-bedded turbidites. Inserted photo is a close up of the same outcrop and shows an
example of the climbing-ripple succession within the unit, Location Langøya. (B) Climbing ripples in sandy beds between conglomerate beds,
Location Blekkpynten. (C) Coarser-grained channel with foresets within sandy section between conglomerates (pencil for scale), Location
Blekkpynten. (D) Larger cross beds or foresets with climbing-ripple succession below and above, Location Langøya. (E) Alternating sandstone
and conglomerate succession at Langøya, Lofjorden. Stratigraphic upwards is towards the right in the photo. (F) Enlarged section (red square in
E) illustrating bed boundaries, scouring and fill relations between sandstones and conglomerates. 155 NORWEGIAN JOURNAL OF GEOLOGY urbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 155 Figure 9. Vertical logs with horizontal correlations at the Blekkpynten location. Note that sands may appear as lenses that wedge out within
a short distance. Deformation structures result from both synsedimentary and post-sedimentary processes (See Fig. 1 for location and text for
discussion). Figure 9. Vertical logs with horizontal correlations at the Blekkpynten location. Note that sands may appear as lenses that wedge out within
a short distance. Deformation structures result from both synsedimentary and post-sedimentary processes (See Fig. 1 for location and text for
discussion). the slope, they are assumed to have the character of
debris flows in the upper reaches of the fairway. Farther
downslope they will naturally incorporate more water,
and with that lose the capability of carrying larger
clasts. The conglomerate material will be transported
along the base of the fairway and the kinetic sieving
and/or dispersive pressure of the throughgoing current
will thus result in inverse grading. When the gradient
flattens out, the inversely graded conglomerates will be
deposited relatively quickly, while the remaining part of
the current will bypass. The currents will then deposit
inverse/normal-graded beds, and normally graded to
massive beds will develop farther downslope. Interpretation p
The
lower
boundaries
of
both
sandstone
and
conglomerate beds appear to erode into the underlying
shale successions which commonly contain the deep-
marine Nereites ichnofacies (Fig. 5). This implies that
even though the conglomerates are transported and
possibly also deposited in a channellised environment,
the overall setting must have been deep marine and close
to the basin floor. The climbing ripples are indicative of a waning flow and
net deposition, whereas the massive, slightly coarser-
grained sandstone beds are suggestive of waxing flow
and an element of bypass. Building a larger bar or dune
form in deep-marine settings will generally occur
gradually over some time and will require a sustained
flow lasting for hours or days, or even longer (Mutti et al.,
1996; Zavala et al., 2011). Description It is thus
still possible that the sandy successions and thin-bedded
turbidites beneath conglomerates may represent parts
of the same mass flow, but they must then be explained
as lateral or distal equivalents of the massive, coarse-
grained input. Whereas the sandy units are local features,
most of the basin fill comprises thin-bedded fine-grained
sandstones within mainly shaly intervals. at the base of the conglomerates and within the
conglomerate successions are filled in with conglomerate
beds of variable thickness and extent. Many of these
beds show an even thickness over 2–4 m and then
wedge out rapidly to zero within 0.5 m (Fig. 9). The
sediments underlying conglomerates commonly display
syn-depositional deformation structures and examples
of the underlying deposits having been detached and
incorporated into the conglomerates as large angular
clasts (Fig. 7). Description
h k p
Thick successions of very fine to fine-grained greenish
sandstone beds and shales are found in the western
parts of the study area (Fig. 10). These facies comprise
thin-bedded graded sandstone beds with very few
sedimentary structures preserved. Ripples and cross-
bedding structures are preserved in a few places, but it
is often quite difficult to distinguish primary planar
structures from the regional schistosity in parts of the
study area (Fig. 10). However, a repetitive pattern of thin-
bedded normal-graded sandstone beds characterises
the unit (Fig. 10). Larger bedforms such as lenticular
beds with a size and geometries similar to hummocky
cross-bedding do occur (Fig. 10). Larger erosive features The conglomerates may be regarded as hyper
concentrated gravity flows (sensu Mutti, 1992) that
experienced several phases of flow transition on their
way to the basin sink. The variable fining up, coarsening
up, coarsening up-fining up and massive trends for
the conglomerate beds suggest highly variable current
conditions. If the conglomerates were triggered by
one specific event, and initially move en masse down S. Henriksen et al. 156 Figure 10. (A) Inclined surfaces in sandstone succession interpreted to represent hummocky cross stratification or large-crossbedding. (B)
Channel geometry within thin-bedded turbidites in the western and inferred most proximal part of the study area. (C) Ripple structures and
faint graded bedding. (D) Apparent (false) ripple structures between bedding due to schistosity induced by later tectonic phases. Figure 10. (A) Inclined surfaces in sandstone succession interpreted to represent hummocky cross stratification or large-crossbedding. (B)
Channel geometry within thin-bedded turbidites in the western and inferred most proximal part of the study area. (C) Ripple structures and
faint graded bedding. (D) Apparent (false) ripple structures between bedding due to schistosity induced by later tectonic phases. Discussion occur in the form of a channel geometry incising into the
underlying strata. The infill of these channel features is
little different from the underlying lithology (Fig. 10). The post-depositional erosion of the sedimentary
succession and subsequent Scandian deformation
inhibits a full source to sink analysis of the basin. Whereas the deep-water part of the depositional system
is well preserved in the study area, only a few examples
of inferred hummocky cross-stratification in close
association with a possible channel feature are found
in the western part of the area (Fig. 10). Although
hummocky
cross-bedding
has
traditionally
been
interpreted to result from storm wave action on the
continental shelf, it has been found to originate from
several different processes and can easily fit into a model
involving high sedimentation rates and unidirectional
flows (Southard et al., 1990; Mutti et al., 2007; Quin,
2011). The interpretation remains speculative, but the
repeated pattern of graded, thin-bedded sandstones,
hummocky cross-stratification and channellisation may
represent an integral part of the turbidity system. Interpretation This accounts for the deformed beds seen in the channel
successions (Fig. 4C). Since the turbidity current is
driven by gravity, most sediment movement is naturally
downslope. However, the current also interacts with the
flow separation along channel margins and local flow
cells will develop, similar to eddies and back-logs in
fluvial systems. This flow pattern is likely to contribute
to lateral movement of sediments and the creation of bar
forms and accretion surfaces in the channels. The few
observations of channels in the study area do not justify
our proposing a detailed model for channel evolution,
but nicely documents channellised flows and allows for
a general model to explain the observed stacking pattern
(Fig. 4D). The interchangeable sandstone and conglomerate beds
and the incorporation of coarse-grained material in
the sandstone beds as well as sands within the matrix-
supported conglomerates suggest that these sediment
types are closely associated and parts of the same event. The sandstone beds associated with conglomerates
generally show well preserved sedimentary features
with relatively thick units of evenly spaced, thin-bedded
turbidites dominated by rippledrift and climbing-ripple
structures (Fig. 8A, B). Sandy beds may settle out from the ‘tail’ of the turbidity
current or possibly also from separate events of current
flow. If sandstone beds are deposited as separate events,
they may accumulate in proximal parts of the system. Bypassing currents will subsequently erode and entrain
the channel sands and deposit these as part of the
normally graded beds at the distal end of the system. In this model, winnowing of sands in the proximal
parts will make it more likely to find inversely graded,
clast-supported conglomerates in the upper reaches of
the channel fairway, a transitional zone with relatively
thin beds of inverse/normal-graded beds, and thicker,
normally
graded,
matrix-supported
conglomerates
in the more distal setting. This depositional model
should be regarded with some caution since even
hyper-concentrated flows will vary in velocity and
concentration. Consequently, individual currents will
deposit proximal and distal facies at different locations,
and the distal–proximal criterion for the classification of
deep-marine conglomerates becomes difficult to apply. The proximal-distal model for explaining the matrix
content and bedding style may be redundant in any
event, since even the slightest sinuosity of the channel
will result in a lateral sorting of material (e.g., Jobe et
al., 2010). Interpretation p
Thick successions of normal-graded, thin-bedded, fine-
grained sandstone point to a relatively high sediment
supply with repeated input of fine-grained sediments. The pale greenish colour of the sediment points to an
oxygenated depositional environment, quite unlike
the dark-coloured shale successions in the inferred
deep-marine parts of the basin. Considering a very
sandy sediment with a narrow grain-size distribution,
deposition offset, but not too far from a main feeder
system is suggested. The exact location of the sediment
in a source to sink perspective is difficult to pinpoint due
to the quality of the outcrop, but the hummocky cross-
bedding points to a shallow-marine shelf environment. The channel feature is not diagnostic in itself, but the lack
of coarse-grained lag suggests low gradients with little
sediment bypass before the infill of sediments that are
quite similar to the substrate. Based on the observations
and overall appearance, we interpret these thin-bedded
sandstone and shale beds to represent either shelf or
upper slope deposits. Evident from the trace fossil assemblage, facies
associations and sedimentary structures, the sandstone
channels and levee facies were deposited in a deep-
marine slope environment. Moreover, these facies NORWEGIAN JOURNAL OF GEOLOGY 157 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides associations
are
commonly
found
beneath
the
conglomerate successions and it is plausible that they
occupied the same sedimentary fairway on the slope. The
lateral migration of sandstone facies within and among
inferred channel geometries suggests some degree of
sinuosity of the channel systems. Sinuous and laterally
accreting channels tend to form as a result of sediment
accumulation at inner and outer channel bends, unlike
fluvial systems that consistently erode at outer bends and
deposit sediments on inner channel bends (Posamentier
& Kolla, 2003; Kane et al., 2008; Janocko et al., 2013). The
variable degree of deposition and bypass in submarine
systems allows for more stable channel geometries than
in the fluvial counterpart. There is, however, general
consensus that the axial part of the channel will be a
zone dominated by coarse-grained sediment bypass lags
(Fig. 4B), and that lateral migration will still occur (e.g.,
Abreu et al., 2003; Posamentier & Kolla, 2003). Because
of the asymmetry in channel cross-section created by
the variable flows, instability and slumping is likely to
occur at channel margins when the deepest part of the
channel is shifted towards either of the channel margins. Interpretation The active channel will be dominated by
conglomerates, while sandy material will be deposited
along channel margins both as clean sandstone beds and,
as a result of channel ‘overflow’, also as matrix between
the clast material. Flow velocities will vary within a
sinuous channel system, and flow separation will result
in the development of lateral accretion surfaces and bar
forms at channel bends (e.g., Posamentier & Kolla, 2003;
Mayall et al., 2006; Janocko et al., 2013). Flows may erode
the matrix-rich deposits in fast-flowing parts of the
channel and deposit its material where the flow slows
down at the next channel bend. This process will result
in winnowing of finer-grained material and deposition
of clast-supported material along the channel thalweg. An important prerequisite for this model to work is that
there is very little time between erosion and deposition,
and that there is not time enough to properly incorporate
all the fine-grained material in the suspension cloud
of the turbidity current. In this way, clast-supported
conglomerates may be deposited in the channel thalweg
(or areas of fastest flow) and the matrix-supported
conglomerates deposited where flows are slower. Clast-
supported and matrix-supported conglomerates may Channellisation within and at the base of conglomerate
successions
suggests
that
conglomerates
were
transported into the basin along the same sedimentary
fairways as the sandy channel deposits. Whether the
sandstone and conglomerate beds represent separate
events or just grain-size variations within the same
event of sediment release, remains uncertain. What is
readily observed is that several events of conglomerate
deposition are stacked on top of each other within these
fairways, and thus suggest repeated events of deposition
(Figs. 7D, 8, 9). The occurrence of conglomerates in deep-
water settings will, in general, be limited to channels
or larger conduits on the basin slope. Such channels
may attain significant dimensions and some have been
recorded up to 25–30 km in width and 200 m in depth
(e.g., Hickson & Lowe, 2002). The actual distribution of
conglomerates in the study area is difficult to perceive
due to the complex structuring of the area. The suggested
datum for correlation (Fig. 3) may therefore represent
several conglomerate-filled channels, offset in both time
and space. S. Henriksen et al. 158 S. Henriksen et al. 158 thus occur side by side without implying a proximal-
distal concept. Interpretation energy needed to overcome the barrier represented by
the ‘energy littoral fence’ set up by the longshore currents
is quite considerable (sensu Mazullo & Erlich, 1980). In
reality, only flood-generated, supersaturated flows have
sufficient energy to escape marine diffusion processes
and transport coarse-grained material away from the
shore zone (Allen, 1970; Mutti et al., 1996). Although
reworking of carbonate material is evident, there are also
examples of large, angular blocks or clasts of carbonate,
sandstone and shale that must be locally derived and
transported over only short distances. The abundant occurrence of carbonate clasts, some
of significant size, provides evidence for periods of
carbonate reef growth along the basin margin. The
presence of carbonate reefs suggests limited siliciclastic
sediment supply to the shelf for long periods of time. This implies equally long periods of accumulation,
storage and reworking of coarser-grained sediments
in near-shore and onshore areas. The initial rounding
of clasts may have occurred in a fluvial environment,
but the presence of well-rounded carbonate clasts
suggests that some of the abrasion of clasts results from
reworking by marine processes in the littoral zone. The The coarse-grained sediments stored in the near-
shore and shelfal areas may well have been triggered by
slumping and submarine sliding on the basin margin. gure 11. Depositional model with suggested areal distribution of facies in the Åsenfjord mixed conglomerate-turbidite system. N
diments deposited on the continental shelf are interpreted to result from the same catastrophic event as the conglomerates in the d
ccession and are regarded as an integral part of the turbidite system. No scale intended. Figure 11. Depositional model with suggested areal distribution of facies in the Åsenfjord mixed conglomerate-turbidite system. Note that the
sediments deposited on the continental shelf are interpreted to result from the same catastrophic event as the conglomerates in the deep-marine
succession and are regarded as an integral part of the turbidite system. No scale intended. NORWEGIAN JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 159 Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides NORWEGIAN JOURNAL OF GEOLOGY exotic explanation is that the sediments could have been
made available to marine processes by tsunamis, triggered
by seismic activity, submarine slides or giant rock falls
on land; truly a catastrophic event, but this remains
difficult to prove for the above-stated reasons. Interpretation The actual
triggering mechanism may never be known, even though
seismogenic events are the most reasonable option, and
we therefore limit the discussion to the stratigraphic
signature left by the sudden release of large amounts of
sediment and water. In any event, the ‘catastrophic model’
may largely explain the presence of thick successions of
conglomerates in deep-marine environments. Depending
on the amount of water available, the floods will probably
last for a while and give rise to relatively long-duration,
sustained, supersaturated flows to the basin. After a
while the system will experience a subsequent decrease
in water and sediment supply. The flood will eventually
recede and this will cause a gradual back-stepping of
the system until the water discharge becomes so small
that the bulk of sediments will be stored in a landward If released by slumping, this implies that the slumps
must have reached far enough into the shelf to reach the
conglomerate material, and consequently also must have
been of significant size. In such a case, shelf-crossing
canyons may have acted as conduits for sediment
transport. This situation represents ‘drainage’ of the
source area from the seaward side of the basin, and does
adequately explain the presence of both well-rounded
clasts and the large angular blocks found in the deep-
marine successions. Given the island-arc setting, frequent earthquakes
capable of triggering the release of large quantities of
clastic material are to be expected (e.g., Gutierrez-Pasto
et al., 2009). However, the fluvial catchment area cannot
have been very large, but rather favours a region of
steep topography with many small rivers and a narrow
continental shelf. The tectonic activity may have been
combined with climatic cyclicity involving periods of
heavy rainfall or the collapse of natural dams. A more Figure 12. A schematic back-stripped profile with four stages of evolution illustrates the basin-filling successions of the Åsenfjord turbidite
system. The four stages are likely to be repeated in a cyclic manner. Note that a direct link between the alluvial and turbidite system is inferred. (A) Denudation of the landscape will result in accumulation of sediments in alluvial and fan-delta settings. Very little sediments are transported
beyond the littoral zone during this stage and carbonate sedimentation prevails on the outer shelf. (B) Uplift of the source significantly increases
the availability and accumulation of sediments in the alluvial system. Interpretation (C) After reaching a threshold value, and possibly/likely triggered by a
seismogenic/tectonic pulse, vast amounts of clastic material are flushed to the marine part of the basin during a catastrophic event. (D) When the
alluvial system is evacuated for sediments, the system gradually attains normal conditions and carbonate sedimentation eventually resumes on
the outer continental shelf. Figure 12. A schematic back-stripped profile with four stages of evolution illustrates the basin-filling successions of the Åsenfjord turbidite
system. The four stages are likely to be repeated in a cyclic manner. Note that a direct link between the alluvial and turbidite system is inferred. (A) Denudation of the landscape will result in accumulation of sediments in alluvial and fan-delta settings. Very little sediments are transported
beyond the littoral zone during this stage and carbonate sedimentation prevails on the outer shelf. (B) Uplift of the source significantly increases
the availability and accumulation of sediments in the alluvial system. (C) After reaching a threshold value, and possibly/likely triggered by a
seismogenic/tectonic pulse, vast amounts of clastic material are flushed to the marine part of the basin during a catastrophic event. (D) When the
alluvial system is evacuated for sediments, the system gradually attains normal conditions and carbonate sedimentation eventually resumes on
the outer continental shelf. S. Henriksen et al. 160 S. Henr
160 160 transport complexes has recently been suggested by
Ortiz-Karpf et al. (2018). position again. In sequence-stratigraphic terms, this will
be equivalent to a highstand situation and only mud and
silt will then be carried to the deeper parts of the basin. When siliciclastic sediment delivery to the basin is at its
minimum, carbonate sedimentation and reef growth will
resume on the shelf. position again. In sequence-stratigraphic terms, this will
be equivalent to a highstand situation and only mud and
silt will then be carried to the deeper parts of the basin. When siliciclastic sediment delivery to the basin is at its
minimum, carbonate sedimentation and reef growth will
resume on the shelf. Due to the post-depositional polyphase structuring of
the area, measurement of paleocurrent flow directions
may appear virtually meaningless. The exact basin
physiography will therefore be difficult to reconstruct, but
a scenario with both lateral sediment sources as well as
an axial feeder system for turbidites and conglomerates is
quite possible, as described by Pedersen (1981) (Fig. 13). Interpretation The conglomerates represent relatively proximal parts
of the depositional system, likely residing in canyons or
larger sediment fairways fed from the basin margins. The thin-bedded turbidites and inferred distal facies,
however, could very well have been transported in an
axial system with contributions from far-distant sediment
sources as well as from shorter-transported volcanogenic
sediments from the island arc in the ‘west’ and the uplifted
continental mainland to the ‘east’ (Fig. 13). The vertical stacking of several conglomerate units
suggests that the deposition was cyclic in nature. The
classical sequence-stratigraphic principles and relative
sea level causative explanation for cyclicity are, however,
less likely to have worked in this active tectonic setting. Instead, we propose a four-stage model where the
stratigraphic signature is explained in terms of repetitive
phases of uplift and erosion of the drainage area and
where the ‘shallow marine’ features are included in
the turbidite system via a transfer zone (Figs. 11, 12). This transfer zone may to some degree have spread out
laterally on the shelf and accounts for the hummocky
cross-beds, ‘precursor beds’ and dune forms signalling a
sustained flow of sediments to the basin (Fig. 11). Summary and conclusions If not released by slumping and canyon formation on
the shelf, the release of sediments by catastrophic floods
would have likely occurred around the time of maximum
elevation and subsidence, which provided the source
and accommodation for vast amounts of alluvium in
the drainage area. The tectonic phases will naturally be
long-term and provide the sediments available through
time, whereas the triggering of individual conglomerate-
turbidite successions records a higher frequency signal
(Fig. 12). Similar tectonically induced release of mass • The Ordovician back-arc basin formation in Mid
Norway is linked to changing subduction polarity
in the Iapetus Ocean following Early Ordovician
ophiolite obduction and gave rise to the gross
distribution of land areas and uplift centres (Torsvik,
1996; Grenne & Roberts, 1998; Hollocher et al., 2012;
Hollocher et al., 2016). The short-term tectonics and
proximity to a volcanic arc were important features Figure 13. Simplified reconstruction of basin physiography and possible sediment routing during deposition. Both basin-axial and basin-
transverse depositional systems are possible in explaining the observed facies and facies associations. Figure 13. Simplified reconstruction of basin physiography and possible sediment routing during deposition. Both basin-axial and basin-
transverse depositional systems are possible in explaining the observed facies and facies associations. 161 JOURNAL OF GEOLOGY
Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides NORWEGIAN JOURNAL OF GEOLOGY Acknowledgements. Anna Pontén and Nils Erik Janbu at Statoil Rese-
arch Center in Trondheim read and edited an earlier version of this
manuscript and provided many useful comments and suggestions. Lars
Reistad did a tremendous job in drafting of the figures. Deta Gasser and
Gjis Henstra reviewed the manuscript thoroughly and their insightful
comments significantly contributed to improvement of both text and
figures. To all these persons, we offer our sincere thanks. in the staging of sediments in near-shore and shelfal
areas and their sudden release and transport to the
receptor basin. in the staging of sediments in near-shore and shelfal
areas and their sudden release and transport to the
receptor basin. • The well-rounded clasts in the Hopla conglomerate
are taken as evidence for long-term storage and
reworking of coarse-grained sediments. The presence
of carbonate clasts in the conglomerates suggests
build-up of reef structures on the shelf and a very
limited sediment supply to the shelf during periods
of carbonate reef build up. https://doi.org/10.1007/978-1-4899-2875-7 • By
incorporating
the
thin-bedded
turbidite
successions and hummocky cross-bedded strata into
the turbidite system, a holistic view on the turbidite
system is introduced. These strata are interpreted to
represent dispersive flows on the outer shelf and upper
continental slope. Bruton, D.L. & Bockelie, J.F. 1980: Geology and paleontology of the
Hølonda area, western Norway—A fragment of North America? In
Wones, D.R. (ed.): The Caledonides in the USA, Virginia Polytechnic
Institute and State University, Department of Geological Sciences
Memoir 2, pp. 41–47. Buller, A.T. & Johnsen, S.O. 1982: Storm-influenced marine sandstones
in the Ordovician Lower Hovin Group, Nord-Trøndelag. Norwegian Journal of Geology 62, 211–217. • The conglomerate beds have incised into the
substrate and into each other and were thus probably
confined to larger conduits (channel complexes),
variably occupied by sandy turbidity currents and
supersaturated conglomeratic flows. Bullimore S., Henriksen, S., Liestøl, F.M. & Helland-Hansen, W. 2005: Clinoform stacking patterns, shelf-edge trajectories and
facies associations in Tertiary coastal deltas, offshore Norway:
Implications for the prediction of lithology in prograding systems. Norwegian Journal of Geology 85, 169–187. Fleuty, M.J. 1964: Tectonic slides. Geological Magazine 101, 452–456. https://doi.org/10.1017/S0016756800049840. • Laterally accreting sandstone units are interpreted as
sinuous turbidite channels. Such channel sandstone
beds are always found below major conglomerate
successions and constitute an embryonic sediment
fairway leading to the deep-marine environment. Gale, G.H. & Roberts, D. 1974: Trace element geochemistry of
Norwegian Lower Palaeozoic basic volcanics and its tectonic
implications. Earth and Planetary Science Letters 22, 380–390. https://doi.org/10.1016/0012-821X(74)90148-4. Gong, C., Wang, Y., Pyles, D.R., Steel, R.J., Xu, S., Xu, Q. & LI, D. 2015: Shelf-edge trajectories and stratal stacking patterns: Their
sequence- stratigraphic significance and relation to styles of
deep-water sedimentation and amount of deep-water sandstone. American Association of Petroleum Geologists Bulletin, Bulletin 99,
1211–1243. https://doi.org/10.1306/01311513229. • Sinuosity in the turbidite channels may have caused
flow separation even for the coarsest grain sizes
and may be an explanation for the interchangeable
and
juxtaposed
matrix-
and
clast-supported
conglomerates. Grenne, T. & Roberts, D. 1998: The Hølonda Porphyrites, Norwegian
Caledonides: geochemistry and tectonic setting of Early-Mid
Ordovician shoshonitic volcanism. Journal of the Geological Society
of London 155, 131–142. https://doi.org/10.1144/gsjgs.155.1.0131. • The most distal turbidite units consist of sandstone
beds and locally derived mass-transport deposits. These sediments probably dispersed freely on the sea
floor and had no restriction on distribution other than
the natural barriers set up by the relief of previous
deposits. Gromet, L.P. Summary and conclusions The incorporation of large
angular blocks of limestone, shale and sandstone
suggests significant energy release during the pulses of
sediment discharge. https://doi.org/10.1306/06210403130. Bergström, S.M. 1979: Whiterockian (Ordovician) conodonts from
the Hølonda Limestone of the Trondheim Region, Norwegian
Caledonides. Norwegian Journal of Geology 59, 295–307. • The linked fluvio-turbiditic model differs from
traditional views on sequence stratigraphy and
turbidite deposits, and has the potential to fill in gaps
in our present knowledge of deep-water depositional
systems in tectonically active basins. Bergström, S.M. 1997: Conodonts of Laurentian faunal affinities from
the middle Ordovician Svartsætra limestone in the Trondheim
Region, Central Norwegian Caledonides. Geological Survey of
Norway Bulletin 432, 59–69. Bromley, R.G. 1996: Trace Fossils: Biology, Taphonomy and Applications. Chapman and Hall, London, 361 pp. https://doi.org/10.1007/978-1-4899-2875-7. https://doi.org/10.1007/978-1-4899-2875-7. References Abreu, V., Sullivan, M., Pirmez, C. & Mohrig, D. 2003: Lateral accretion
packages (LAPs): an important reservoir element in deep water
sinuous channels. Marine and Petroleum Geology 20, 631–648. https://doi.org/10.1016/j.marpetgeo.2003.08.003. https://doi.org/10.1016/j.marpetgeo.2003.08.003. Allen, J.R.L. 1970: Physical Processes of Sedimentation. Unwin, London,
248 pp. • The presence of well-rounded clasts of carbonate and
other lithologies of sedimentary origin show that the
inferred high-energy flows were repeated events with
enough time between events to allow the attrition
and rounding of clasts in the source area as well as
reworking of previous mainly fluvial deposits. Beaboef, R.T. 2004: Deep-water leveed-channel complexes of the Cerro Beaboef, R.T. 2004: Deep-water leveed-channel complexes of the Cerro
Toro Formation, Upper Cretaceous, southern Chile. American
Association of Petroleum Geologists Bulletin 88, 1471–1500. h
d Toro Formation, Upper Cretaceous, southern Chile. American
Association of Petroleum Geologists Bulletin 88, 1471–1500. https://doi.org/10.1306/06210403130. https://doi.org/10.1016/j.marpetgeo.2006.08.001. Hickson, T.A. & Lowe, D.R. 2002: Facies architecture of a submarine
fan channel–levee complex: The Juniper Ridge Conglomerate,
Coalinga, California. Sedimentology 49, 335–362. https://doi.org/10.1046/j.1365-3091.2002.00447.x. Mazzullo, J.M. & Erlich, R. 1980: A vertical pattern of variation in
the St. Peter Sandstone – Fourier grain shape analysis. Journal of
Sedimentary Petrology 50, 63–70. Martinsen, O.J., Lien, T., Walker, R.G. & Collinson, J.D. 2003: Facies
and sequential organisation of a mudstone-dominated slope and
basin floor succession: The Gull Island Formation, Shannon Basin,
Western Ireland. Marine and Petroleum Geology 20, 789–807. https://doi.org/10.1016/j.marpetgeo.2002.10.001. Higgs, R. 2015: Enigmatic Brushy Canyon Formation, Delaware Basin,
USA: Poor Outcrop Analog for Deep-Sea Turbidite Reservoirs. Search and Discovery Article #51097. Hiscott, R.N., Pickering, K.T., Bouma, A.H., Hand, B.M., Kneller, B.C.,
Postma, G. & Soh, W. 1997: Basin-floor fans in the North Sea:
sequence stratigraphic models vs. sedimentary facies; discussion. American Association of Petrologists Bulletin 81, 662–665. Miall, A.D. 1991: Stratigraphic sequences and their chronostratigraphic
correlation. Journal of Sedimentary Petrology 61, 479–505. Mulder, T. & Chapron, E. 2011: Flood deposits in continental and
marine environments: Character and significance. In R.M. Slatt
& Zavala, C. (eds.): Sediment transfer from shelf to deep water—
Revisiting the delivery system, American Association of Petroleum
Geologists, Studies in Geology 61, pp. 1–30. Hollocher, K., Robinson, P., Walsh, E. & Roberts, D. 2012: Geochemistry
of amphibolite-facies volcanics and gabbros of the Støren Nappe
in extensions west and southwest of Trondheim, western Gneiss
region, Norway: A key to correlations and paleotectonic settings. American Journal of Science 312, 357–416. Mulder, T., Weber, O., Anschutz, P., Jorissen, F.J. & Jouaneau, J.M. 2001: A few months-old storm-generated turbidite deposited in
the Capbreton Canyon (Bay of Biscay, S-W France). Geo-Marine
Letters 21, 149–156. https://doi.org/10.1007/s003670100077. Hollocher, K., Robinson, P., Seaman, K. & Walsh, E. 2016: Ordovician-
Early Silurian intrusive rocks in the northwest part of the Upper
Allochthon, Mid Norway: plutons of an Iapetan volcanic arc
complex. American Journal of Science 316, 925–980. https://doi.org/10.2475/10.2016.01. Mulder, T., Syvitski, J.P.M., Migeon, S., Faugeres, J.C. & Savoy, B. 2003: Marine hyperpycnal flows: initiation, behaviour and related
deposits, a review. Marine and Petroleum Geology 20, 861–882. https://doi.org/10.1016/j.marpetgeo.2003.01.003. Hurich, C. A., Palm, H., Dyrelius, D., Kristoffersen, Y., Wolff, F. C. & Roberts, D. 1988: Activation of Precambrian basement in the
Scandinavian Caledonides: views from seismic reflection data. Norges geologiske undersøkelse Special Publication 3, 66-69. Mutti, E. 1992: Turbidite Sandstones. Amilcare Pizzi S.P.A. https://doi.org/10.1007/978-1-4899-2875-7 & Roberts, D. 2015: U–Pb zircon ages of felsic rocks in
the Forbordfjell ophiolite fragment, Støren Nappe, Mid-Norwegian
Caledonides. Norwegian Journal of Geology 96, 301–309. S. Henriksen et al. 162 S. Henriksen et al. 162 S
162 Gutierrez-Pasto, J., Nelson, H.C., Goldfinger, C., Johnson, J.E., Escutia,
C., Eriksson, A. & Morey, A.E. 2009: Earthquale control of Holocene
turbidite frequency confirmed by hemipelagic sedimentation
chronology of Cascadia and Northern California active continental
margins. Society of Sedimentary Geology, Special Publication 92,
179–197. Kuenen, Ph.H. & Migliorini, C.I. 1950: Turbidity currents as a cause of
graded bedding. Journal of Geology 58, 91–127. https://doi.org/10.1086/625710. Li, P., Kneller, B.C., Hansen, L. & Kane, I.A. 2016: The classical turbidite
outcrop at San Clemente, California revisited: An example of
sandy submarine channels with asymmetric facies architecture. Sedimentary Geology 346, 1–16. Henriksen, S., Pontén, A., Janbu, N. & Paasch, B. 2011: The importance
of Sediment Supply and Sequence-stacking Pattern in Creating
Hyperpycnal Flows. In Slatt, R.M. & Zavala, C. (eds.): Sediment
transfer from shelf to deep water – Revisiting the delivery system,
American Association of Petroleum Geologists, Studies in Geology
61, pp. 129–152. https://doi.org/10.1016/j.sedgeo.2016.10.001. Lien, T., Walker, R.G. & Martinsen, O.J. 2003: Turbidites in the Upper
Carboniferous Ross Formation, western Ireland: reconstruction of
a channel and spillover system. Sedimentology 50, 113–148. h
//d i
/10 1046/j 1365 3091 2003 00541 https://doi.org/10.1046/j.1365-3091.2003.00541.x. https://doi.org/10.1046/j.1365-3091.2003.00541.x. Henstra, G.A., Grundvåg, S.A., Johannessen, E.P., Kristensen, T.B.,
Midtkandal, I., Nystuen, J.P., Rotevatn, A., Surlyk, F., Sæther, T. & Windelstad, J. 2016: Depositional processes and stratigraphic
architecture within a coarse-grained rift-margin turbidite system:
The Wollaston Forland Group, east Greenland. Marine and
Petroleum Geology 76, 187–209. https://doi.org/10.1016/j.marpetgeo.2016.05.018. Lippard, S.J. & Roberts, D. 2010: Geochemistry and palaeogeographical
setting of greenstone units on Frosta peninsula, Nord-Trøndelag,
Central Norwegian Caledonides. Geological Survey of Norway
Bulletin 450, 48–59. Lopez, M. 2001: Architecture and depositional pattern of Quaternary
deep-sea fan of the Amazon. Marine & Petroleum Geology 18, 479–
486. https://doi.org/10.1016/S0264-8172(00)00071-4. Mayall, M., Jones, E. & Casey, M. 2006: Turbidite channel reservoirs
– Key elements in facies prediction and effective development. Marine and Petroleum Geology 23, 821–841. https://doi.org/10.1016/j.marpetgeo.2006.08.001. Gee, D. G., Guezou, J.-C., Roberts, D. & Wolff, F. C. 1985: The central-
southern part of the Scandinavian Caledonides. In Gee, D. G. &
Sturt, B. A. (eds.) The Caledonide Orogen - Scandinavia and related
areas: John Wiley & Sons Ltd, Chichester, pp.109-133. https://doi.org/10.1016/j.marpetgeo.2006.08.001. arti grafiche
Cinsiello Balsamo, Milan, 275 pp. Mutti, E. & Ricci-Lucchi, F. 1975: Turbidite facies and facies association. In Mutti, E., Parea, G.C., Ricci-Lucchi, F., Sagri, M., Zanzucchi, G.,
Ghibaudo, G. & Iaccarino, S. (eds.): Examples of Turbidite Facies
Associations from Selected Formation of Northern Apennines, IX Int. Cong. IAS, Field Trip Guidebook, Nice, France, pp. 21–36. Janocko, M., Nemec, W., Henriksen, S. & Warchol, M. 2013: The
diversity of deep-water sinuous channel belts and slope valley-fill
complexes. Marine and Petroleum Geology 41, 7–34. https://doi.org/10.1016/j.marpetgeo.2012.06.012. https://doi.org/10.1016/j.marpetgeo.2012.06.012. Jobe, Z.R., Bernhardt, A. & Lowe, D.R. 2010: Facies and architectural
asymmetry in a conglomerate-rich submarine channel fill, Cerro
Toro Formation, Sierra Del Toro, Magallanes Basin, Chile. Journal
of Sedimentary Research 80, 1085–1108. https://doi.org/10.2110/jsr.2010.092. Mutti, E., Davoli, G., Tinterri, R. & Zavala, C. 1996: The importance of
ancient fluvio-deltaic systems dominated by catastrophic flooding
in tectonically active basins. Memori di Scienze Geologiche 48, 233–
291. Mutti, E., Tinterri, R., Benevelli, G., Di Biase, D. & Savanna, G. 2003:
Deltaic, mixed and turbidite sedimentation of ancient foreland
basins. Marine and Petroleum Geology 20, 733–755. https://doi.org/10.1016/j.marpetgeo.2003.09.001. Kane, I.A., McCaffrey, W.D. & Peakall, J. 2008: Controls on sinuosity
evolution within submarine channels. Geology 26, 287–290. https://doi.org/10.1130/G24588A.1. https://doi.org/10.1016/j.marpetgeo.2003.09.001. Kiær, J. 1932: The Hovin Group in the Trondheim area. (With
palaeontological contributions by Arbo Høeg, Hadding, Reed,
Foerste, Strand and Størmer). Det norske Videnskabsakademi
Skrifter 1, 1–175. Mutti, E., Tinterri, R., Magalhaes, P.M. & Basta, G. 2007: Deep-Water
Turbidites and Their Equally Important Shallower Water Cousins. Search and Discovery Article #50057. Mutti, E., Bernoulli, D., Ricci Lucchi, F. and Tinterri, R. 2009: Turbidites
and turbidity currents from Alpine ‘flysch’ to the continental
margins. Sedimentology, 56, 267-318. Kuenen, Ph.H. & Menard, H. 1952: Turbidity currents graded and non-
graded deposits. Journal of Sedimentary Petrology 22, 83–96. Turbidite and conglomerate successions in an Ordovician back-arc basin, Mid-Norwegian Caledonides 1 163 NORWEGIAN JOURNAL OF GEOLOGY Neuman, R.B. & Bruton, D.L. 1989: Brachiopods and trilobites from
the Ordovician Lower Hovin Group (Arenig/Llanvirn), Hølonda
area, Trondheim Region, Norway: new and revised taxa and
paleogeographic interpretation. Geological Survey of Norway
Bulletin 414, 49–89. Roberts, D. & Stephens, M.B. 2000: Caledonian orogenic belt. In
Lundqvist, T. & Autio, S. (eds.) Description to the bedrock map of
Fennoscandia (Mid-Norden). Geological Survey of Finland Special
Paper 28, pp.79-104. Roberts, D., Walker, N., Slagstad, T., Solli, A. & Krill, A. https://doi.org/10.1086/648221. Siedlecka, A. 1967: Geology of the eastern part of the Meråker area. Geological Survey of Norway Bulletin 245, 22–58. Geological Survey of Norway Bulletin 245, 22–58. Slagstad, T., Pin, C., Roberts, D., Kirkland, C.L., Grenne, T., Dunning,
G., Sauer, S. & Andersen, T. 2014: Teconomagmatic evolution of
the Early Ordovician suprasubduction-zone ophiolites of the
Trondheim Region, Mid-Norwegian Caledonides. In Corfu, F.,
Gasser, D. & Chew, D.M. (eds.): New perspectives on the Caledonides
of Scandinavia and related areas, Geological Society of London,
Special Publications 390, pp. 541–561. https://doi.org/10.1016/j.sedgeo.2010.09.013. Ortiz-Karpf, A., Hodgeson, D. & Jackson, C.A.L. 2018: Mass-Transport
Complexes as Markers of Deep-Water Fold-and-trust Belt
Evolutions: Insight from the Southern Magdalena Fan, Offshore
Colombia. Basin Research 30, 65–88. https://doi.org/10.1111/bre.12208. https://doi.org/10.1111/bre.12208. Payton, C.E. 1977: Seismic stratigraphy – applications to hydrocarbon
exploration. American Association of Petroleum Geologists
Memoir 26, Tulsa, Oklahoma, 519 pp. Sloss, L.L. 1963: Sequences in the cratonic interior of North America. Geological Society of America Bulletin 74, 93–114. https://doi.org/10.1130/0016-7606(1963)74[93:SITCIO]2.0.CO;2. Pedersen, P.Å. 1981: Resedimenterte konglomerater og turbiditter på
overgangen mellomundre/øvre Hovin-gruppe (Llandeilo-Caradoc) i
Åsen-området, Nord-Trøndelag. MSc. thesis, University of Bergen,
127 pp. Southard, J.B., Lambie, J.M., Federico, D.C., Pile, H.T. & Weidman,
C.R. 1990: Experiments on bed configurations in fine sands under
bidirectional purely oscillatory flow, and the origin of hummocky
cross-stratification. Journal of Sedimentary Petrology 60, 1–17. cross-stratification. Journal of Sedimentary Petrology 60, 1–1 Plink-Börklund, P., Mellere, D. & Steel, R.J. 2001: Turbidite variability
and architecture of sand-prone, deep-water slopes: Eocene
clinoforms in the central basin, Spitsbergen. Journal of Sedimentary
Research 71, 895–912. https://doi.org/10.1306/030501710895. Spjeldnæs, N. 1985: Biostratigraphy of the Scandinavian Caledonides. In Gee, D.G. & Sturt, B.A. (eds.): The Caledonide orogen –
Scandinavia and related areas, John Wiley & Sons, Chichester, pp. 317–329. Porobski, S.J. & Steel, R.J. 2006: Deltas and sea level change. Journal of
Sedimentary Research 76, 390–403. h
d Stephens, M.B. & Gee, D.G. 1989: Terranes and polyphase accretionary
history in the Scandinavian Caledonides. Geological Society of
America Special Paper 230, 17–30. Posamentier, H.W. & Kolla, V. 2003: Seismic geomorphology and
stratigraphy of depositional elements in deep-water settings. Journal of Sedimentary Research 73, 367–388. https://doi org/10 1306/111302730367 https://doi.org/10.1130/SPE230-p17. Strømmen, S.K. 1983: Marine avsetninger I under og øvre
Hovingruppene (øvre ordovicium) på Frosta og Tautra I Nord-
Trøndelag. MSc. thesis, University of Bergen, 305 pp. Posamentier, H.W., Allen, G.P., James, D.P. & Tesson, M. 1992: Forced
Regression in a Sequence Stratigraphic Framework: Concepts,
Examples, and Exploration Significance. https://doi.org/10.1016/j.marpetgeo.2006.08.001. 2002: U–Pb
zircon ages from the Bymarka ophiolite, Central Norwegian
Caledonides, and regional implications. Norwegian Journal of
Geology 82, 153–174. Neuman, R.B., Bruton, D.L. & Pojeta, J.Jr. 1997: Fossils from the
Ordovician ‘Upper Hovin Group’ (Caradoc-Ashgill), Trondheim
Region, Norway. Geological Survey of Norway Bulletin 432, 25–58. Ryan, P.D., Williams, D.M. & Skevington, D. 1980: A revised
interpretation of the Ordovician stratigraphy of Sør-Trøndelag, and
its implications for the evolution of the Scandinavian Caledonides. In Wones, D.R. (ed.): The Caledonides in the USA, Viginia
Polytechnic Geological Sciences, Memoir 2, pp. 99–105. Nilsson, L.P. & Roberts, D. 2014: A trail of ophiolite debris and its
detritus along the Trøndelag-Jämtland border: correlations and
palaeogeographical implications. Geological Survey of Norway
Bulletin 445, 101–117. Odonne, F., Callot, P., Debroas, E.J., Sempere, T., Hoareau, G. &
Maillard, A. 2011: Soft-sediment deformation from submarine
sliding: Favourable conditions and triggering mechanisms
in examples from the Eocene Sobrarbe delta (Ainsa, Spanish
Pyrenees) and the mid-Cretaceous Ayabacas Formation (Andes of
Peru). Sedimentary Geology 235, 234–248. Schumm, S.A. 1993: River response to base level change: Implications
for sequence stratigraphy. Journal of Geology 101, 279–294. htt
//d i
/10 1086/648221 https://doi.org/10.1086/648221. American Association of
Petroleum Geologists Bulletin 76, 1687–1709. Tolmacheva, T. J.&.Roberts. D. 2007: NGU-Bulletin 447, pp. 5-15 Torsvik, T.H., Smethurst, M.A., Meert, J.G., Van Der Voo, R., McKerrow,
W.S., Brasier, M.D., Sturt, B.A. & Walderhaug, H.J. 1996: Continental
break-up and collision in the Neoproterozoic and Palaeozoic — A
tale of Baltica and Laurentia. Earth-Science Reviews 40, 229–258. https://doi.org/10.1016/0012-8252(96)00008-6. Quin, J.G. 2011: Is most hummocky cross-stratification formed by
large-scale ripples? Sedimentology 58, 1414–1433. https://doi.org/10.1111/j.1365-3091.2010.01219.x. Torske, T. 1965: Geology of the Mostadmarka and Selbustrand area,
Trøndelag. Geological Survey of Norway Bulletin 232, 1–83. Roberts, D. 1969: Trace fossils from the Hovin Groups, Nord-
Trøndelag, and their bathymetric significance. Geological Survey of
Norway Bulletin 258, 228–236. Törnebohm, A.E. 1896: Grunddragen af det centrala Skandinaviens
bergbyggnad. Kongeliga
Svenska
Vetenskabs
Akademiens
Handlingar 28, 212 pp. y
Roberts, D. 1972: Penecontemporaneous folding from the Lower
Palaeozoic of the Trondheimsfjord region, Norway. Geological
Magazine 109, 235–242. https://doi org/10 1017/S0016756800039273 Uchman, A., Hanken, N.M. & Binns, R. 2005: Ordovician bathyal
trace fossils from metasiliciclastics in central Norway and their
sedimentological and paleogeographical implications. Ichnos 12,
105–133. https://doi.org/10.1080/10420940590914534. Roberts, D. 1975: The Stokkvola Conglomerate – a revised
stratigraphical position. Norwegian Journal of Geology 55, 361–371. Vogt, T. 1945: The geology of part of the Hølonda-Horg district, a type
area in the Trondheim Region. Norsk Geologisk Tidsskrift 25, 449–
528. Roberts, D. 1984: Nereites from the Ordovician rocks of the eastern
Trondheimsfjord area, Central Norwegian Caledonides. Geological
Survey of Norway Bulletin 396, 43–45. Walker, R.G. 1978: Deep-water sandstone facies and ancient submarine
fans – models for exploration for stratigraphic traps. American
Association of Petroleum Geologists Bulletin 62, 932–966. Roberts, D. 1985: FROSTA, Berggrunnsgeologisk kart 1622-22 –
1:50000 foreløpig utgave. Norges geologiske undersøkelse. Roberts, D.; Gee, D. G. 1985: An introduction to the structure of the
Skandinavian Caledonides., The Caledonide Orogen - Scandinavia
and related areas Part 1, pp. 55-68. Association of Petroleum Geologists Bulletin 62, 932–966. Weimer, P. & Link, M.H. (eds.) 1991: Seismic Facies and Sedimentary
Processes of Submarine Fans and Turbidite Systems. Springer-Verlag,
Berlin, Heidelberg, 447 pp. S. Henriksen et al. 164 Weimer, P. & Posamentier, H.W. (eds.) 1994: Siliciclastic Sequence
Stratigraphy. Recent developments and Applications. American
Association of Petreoleum Geologists Memoir 58, 492 pp. g
Weimer, P., Bouma, A.H. & Perkins, B.F. 1994: Submarine Fans and
Turbidite Systems, Sequence Stratigraphy, Reservoir Architecture and
Production Characteristics Gulf of Mexico and International. https://doi.org/10.1086/648221. Gulf
Coast Society of Sedimentary Geology Foundation 15th Annual
Research Conference, 440 pp. https://doi.org/10.1007/978-1-4684-8276-8. https://doi.org/10.1007/978-1-4684-8276-8. Wilgus, C.K., Hastings, B.S., Kendall, C.G.St.C., Posamentier, H.W.,
Ross, C.A. & Van Wagoner, J.C. (eds.) 1988: Sea- Level Changes:
An Integrated Approach. Society of Sedimentary Geology Special
Publication 42, 407 pp. Wolff, F.C. 1976: Geologisk kart over Norge, Berggrunnskart
Trondheim, scale 1:250,000, Norges geologiske undersøkelse. Wolff, F.C. 1984: Regional geophysics of the Central Norwegian
Caledonides. Geological Survey of Norway Bulletin 397, 1–27 Wynn, R.B., Cronin, B.T. & Peakall, J. 2007: Sinuous deep-water
channels: genesis, geometry and architecture. Marine and
Petroleum Geology 24, 341–387. https://doi.org/10.1016/j.marpetgeo.2007.06.001. https://doi.org/10.1016/j.marpetgeo.2007.06.001. Zavala, C., Arcuri, M., Meglio, M.Di., Gamero-Diaz, H. & Contreras, C. 2011: A genetic facies tract for the analysis of sustained hyperpycnal
flow deposits. In Slatt, R.M. & Zavala, C. (eds.): Sediment transfer
from shelf to deep water—Revisiting the delivery system, American
Association of Petroleum Geologists Studies in Geology 61, pp. 31–51.
|
https://openalex.org/W2023823730
|
https://digibug.ugr.es/bitstream/10481/64462/1/pone.0054856.pdf
|
English
| null |
Social Support, Socio-Economic Status, Health and Abuse among Older People in Seven European Countries
|
PloS one
| 2,013
|
cc-by
| 9,992
|
Abstract Competing Interests: The authors have declared that no competing interests exi Competing Interests: The authors have declared that no competing interests e * E-mail: g.melchiorre@inrca.it Maria Gabriella Melchiorre1*, Carlos Chiatti2, Giovanni Lamura1, Francisco Torres-Gonzales3,
Mindaugas Stankunas4,5, Jutta Lindert6, Elisabeth Ioannidi-Kapolou7, Henrique Barros8,
Gloria Macassa9,10, Joaquim F. J. Soares9 Maria Gabriella Melchiorre1*, Carlos Chiatti2, Giovanni Lamura1, Francisco Torres-Gonzales3,
Mindaugas Stankunas4,5, Jutta Lindert6, Elisabeth Ioannidi-Kapolou7, Henrique Barros8,
Gloria Macassa9,10, Joaquim F. J. Soares9 1 Centre of Socio-Economic Research on Ageing, Italian National Institute of Health and Science on Aging, I.N.R.C.A., Ancona, Italy, 2 Scientific Direction, Italian National
Institute of Health and Science on Aging, I.N.R.C.A., Ancona, Italy, 3 Centro de Investigacio´n Biomedica en Red de Salud Mental (CIBERSAM), University of Granada,
Granada, Spain, 4 School of Public Health, Griffith University, Gold Coast, Queensland, Australia, 5 Department of Health Management, Lithuanian University of Health
Sciences, Kaunas, Lithuania, 6 Department of Public Health Science, Protestant University of Applied Sciences, Ludwigsburg, Germany, 7 Department of Sociology,
National School of Public Health, Athens, Greece, 8 Department of Hygiene and Epidemiology, Medical School, University of Porto, Porto, Portugal, 9 Department of Public
Health Sciences, Institution for Health Sciences, Mid Sweden University, Sundsvall, Sweden, 10 Division of Social Medicine, Department of Public Health Sciences,
Karolinska Institute, Stockholm, Sweden January 2013 | Volume 8 | Issue 1 | e54856 Abstract Background: Social support has a strong impact on individuals, not least on older individuals with health problems. A lack
of support network and poor family or social relations may be crucial in later life, and represent risk factors for elder abuse. This study focused on the associations between social support, demographics/socio-economics, health variables and elder
mistreatment. Methods: The cross-sectional data was collected by means of interviews or interviews/self-response during January-July
2009, among a sample of 4,467 not demented individuals aged 60–84 years living in seven European countries (Germany,
Greece, Italy, Lithuania, Portugal, Spain, and Sweden). Results: Multivariate analyses showed that women and persons living in large households and with a spouse/partner or
other persons were more likely to experience high levels of social support. Moreover, frequent use of health care services
and low scores on depression or discomfort due to physical complaints were indicators of high social support. Low levels of
social support were related to older age and abuse, particularly psychological abuse. Conclusions: High levels of social support may represent a protective factor in reducing both the vulnerability of older
people and risk of elder mistreatment. On the basis of these results, policy makers, clinicians and researchers could act by
developing intervention programmes that facilitate friendships and social activities in old age. Citation: Melchiorre MG, Chiatti C, Lamura G, Torres-Gonzales F, Stankunas M, et al. (2013) Social Support, Socio-Economic Status
Older People in Seven European Countries. PLoS ONE 8(1): e54856. doi:10.1371/journal.pone.0054856 , Chiatti C, Lamura G, Torres-Gonzales F, Stankunas M, et al. (2013) Social Support, Socio-Economic Status, Health and Abuse among
uropean Countries. PLoS ONE 8(1): e54856. doi:10.1371/journal.pone.0054856 Editor: Antony Bayer, Cardiff University, United Kingdom Received August 2, 2012; Accepted December 17, 2012; Published January 30, 2013 Copyright: 2013 Melchiorre et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This research was funded by grant support from the European Commission, through the Executive Agency for Health and Consumers (EAHC), (Public
Health Programme 2008–2010), Grant Agreement n. 2007123, which made possible the realisation of the ABUEL Project, ‘‘Elder Abuse: A multinational prevalence
survey’’. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Data Sources/Collection and Ethics Statement Sampling and administration procedures were carried out
according to the national, ethical and legal requirements for this
type of studies. The potential participants were informed about the
study by means of a letter explaining aims and contents of the
ABUEL project. Written informed consent from participants,
regarding also their anonymity, rights and freedom to stop the
interview at any moment, was obtained prior to data collection. Ethical permission/approval also was sought and received in each
participating state from the national/university or regional ethics
review boards. Greece was an exception. In detail, the full names of the ethics committees/institutional
review boards were the following: Regional etisk kommittee vid
Karolinska Institutet (Karolinska Institute, Regional Ethics Com-
mittee) in Sweden; Ethikkommission des Landes Baden-Wuert-
temberg (Ethics Committee of the State of Baden-Wuerttemberg)
in Germany; Comitato di Bioetica INRCA, Istituto Nazionale di
Riposo e Cura per Anziani, Ancona (National Institute of Health
and Science on Aging, Bioethics Advisory Committee) in Italy;
Kauno regioninio biomedicininiu tyrimu etikos komitetas (Kaunas
Regional Research Ethics Committee) in Lithuania; Comite´ de
E´tica do Hospital de Joa˜o, Porto (Ethics Committee of the John
Hospital, Porto) in Portugal; Comite´ de Etica en Investigacio´n de
la Universidad de Granada (Research Ethics Committee, Univer-
sity of Granada) in Spain. In Greece the field work was carried out
by the QED company which is member of ESOMAR that
provides ethical guidance through global guidelines, and actively
promotes self-regulation in partnership and researchers with a
number of associations across the globe. The members, as well as
their company contact details, are listed in the ESOMAR
Members Directory. Members undersigned, and agreed to abide
by the ICC/ESOMAR International Code on Market and Social
Research, which has been jointly drafted by ESOMAR and the
International Chamber of Commerce. Social isolation and a low level of social support may be crucial
risk factors for elder abuse, besides older age, chronic health
conditions and cognitive deficits. Also, if the old person is
economically dependent this can add to the burden and stress
experienced by family caregivers of older relatives and play a role
in elder abuse. A systematic review of studies on the prevalence of
elder abuse and neglect in various countries [24] has reported
abuse rates ranging between 3.2–27.5% in the general population. Data Sources/Collection and Ethics Statement Concerning the elderly, social support may represent a main
source of personal care and well-being [13], and the aspects
already emphasized in the general context of social support
become more critical and amplified by the various problems
connected to an ageing population. Social vulnerability, which is a
concept related to a low social support, is indeed higher among
people with individual frailty, and it increases with age. Greater
social vulnerability is associated with mortality in older adults [14]. Very old age is moreover associated with lower levels of income
[15], and reduced social networks and social support are more
frequent among older people with low socio-economic position
[16]. Very old age is also associated with lower levels of health
[17]. The positive influence of social support on the health of the
elderly is well documented; in particular emotional support from
offspring is positively associated with a higher degree of well-being,
and less distress and cognitive impairments among older people
without a spouse [18]. Conversely, loneliness in old age has been
suggested to be a risk factor for morbidity and mortality [19]. In
particular, an absence of informal support can have a serious
impact on health and quality of life of low-income elderly women
living alone, and this may also lead to premature institutionali-
zation [20]. Further, recent findings emphasise the importance of
family and friendship for healthy aging [21], and confirm that
chronic stress and loss of functions in older people may be
mitigated by informal and formal support [22]. Family solidarity,
in its affective aspect, can indeed be considered a ‘‘robust concept’’
and a fundamental element for social integration in old age [23]. The present study is based on the data from the ABUEL survey
(Elder Abuse: A multinational prevalence survey) carried out to
investigate the prevalence and risk factors of violence against the
elderly in seven urban centres within selected European countries:
Ancona
(Italy),
Athens
(Greece),
Granada
(Spain),
Kaunas
(Lithuania), Ludwigsburg (Germany), Porto (Portugal) and Stock-
holm (Sweden). The data were collected cross-sectionally among
community-dwelling elderly populations during January-July 2009
by face-to-face interview or interviews/self-response. All survey
materials (e.g. the questionnaire) were translated into the relevant
languages, back-translated, and culturally adapted. Interviewers in
each country were carefully instructed about the administration of
the questionnaire and ethical behaviour. Strong emphasis was put
on voluntariness and confidentiality of participation. Introduction support is the subjective evaluation of the received help. Perceived
support is a crucial resource when stress is experienced [6], and for
individuals with limitations in daily living activities (ADLs, i.e. everyday routine activities generally involving functional mobility
and personal care, including eating, bathing, dressing, toileting,
walking
and
control
of
continence)
[7]. Higher
levels
of
interpersonal trust also appear to be positively correlated with
good self-assessed physical health and mental well-being [8]. Social support is defined in terms of social network character-
istics such as assistance from family, friends, neighbours and other
community members. It involves ‘‘social transactions the aims of
which are to assist individuals in coping with everyday life, and
particularly in responses to critical situations’’ [1]. Hall & Wellman [2] proposed the concepts of social network
and social support as mediating constructs towards well-being, to
explain how various social exchanges among individuals, mainly in
situations of need, may influence health outcomes. Further studies
refer to the health benefits resulting from social support due to its
capacity to reduce the risks for both physical and cognitive illnesses
[3,4]. According to Krause [5], received support is the amount of
tangible help provided by social network, whereas perceived The evidence suggests that social support depends on several
demographic/socio-economic and geographical factors. In gener-
al, the perception of available support is higher among younger
and married persons, and persons with higher socio-economic and
employment status [9]. Concerning gender, some studies find January 2013 | Volume 8 | Issue 1 | e54856 1 PLOS ONE | www.plosone.org Social Support and Elder Abuse in Europe major informal perceived support for women [10], whereas others
report larger health benefits from social networks for men [11,12]. Materials and Methods Data Sources/Collection and Ethics Statement January 2013 | Volume 8 | Issue 1 | e54856 Data Sources/Collection and Ethics Statement PLOS ONE | www.plosone.org January 2013 | Volume 8 | Issue 1 | e54856 2 Social Support and Elder Abuse in Europe number of diseases (e.g. cardio-vascular) from which the elderly were
currently suffering. The questions were derived from the Stock-
holm County Council health survey [37]. elderly (e.g. sheltered houses). The sample size calculation was
based on municipal censuses in each participating city, and on an
expected abuse prevalence of 13% derived from a recent
systematic review [24]. Assuming this prevalence rate, with a
precision of 2.6%, a sample size of 633 individuals in each city was
required, but considering the infinite population assumption a
maximum of 656 individuals was allowed. The sample size was
adapted to each city according to the population of individuals
aged 60–84 years (representative and proportional to sex and age). Mean response rate was 45.2% across countries. More detailed
description of materials and methods, sampling strategy and data
collection, target population, cooperation, completion and re-
sponse rates by country, are reported in a separate paper [31]. Various demographic and socio-economic variables such as age,
gender, marital status, living situation, habitation, education level,
profession, financial support and financial strain were measured. Age was categorized into five-year groups (60–64, 65–69, 70–74,
75–79, and 80–84). Marital status was assessed as single, married/
cohabiting, divorced/separated and widow/er. Living situation (as
type of relationship to the person living with the interviewee) was
classified as alone, only with partners/spouse, with partner/
spouse/others (e.g. daughter), without partner/spouse and with
others (e.g. daughter). Habitation was assessed as living in an own
property, in a rented place, or other (e.g. housing for elderly). Education level was grouped into seven categories: cannot read/
write, without any degree, less than primary school, primary
school/similar, secondary school/similar, university/similar, other
(e.g. art school). Profession was grouped into six categories:
managers/professionals/assistant professional, clerical support/
sales workers, skilled agricultural/forestry/fishery workers, assem-
blers/elementary occupations, housewife/husband, and armed
forces. Finally, the financial situation was assessed by means of
financial support and financial strain. Financial support asked for
the main source of income, and was categorised as work income,
work pensions (e.g. age and early retirement pension), social/sick-
leave/other pension benefits (e.g. sick-leave/unemployment/social
support benefits, disability/sick pension), partner/spouse income
(e.g. widower pension), and other (e.g. rentals from own capital,
including no financial support). Statistical Analyses y
The bivariate relation between social support and categorical
variables (e.g. demographics/, socio-economics and abuse) was
analysed with the Kruskall-Wallis test with a Bonferroni correc-
tion, following a Shapiro-Wilks test to check for the normality of
distributions. Associations between social support and numerical
variables (household size, healthcare services use, depression,
anxiety, somatic complaints, and number of events of abuse) were
analysed with the Spearman correlation test. The analyses of the
factors associated with abuse were expanded also with regard to
each sub-categories of social support (from family, friends and
significant other). Multivariate quantile linear regression models,
based on median values, were used to examine the interrelations
between social support and various variables (independent). The
associations between social support and the independent variables
were expressed in un-standardized Betas and their standard errors
(SEs). Un-standardized Betas were used, despite difficulties in the
interpretation of coefficients, because the main aim in the study
was to establish associations among covariates and the dependent
variable, not measuring them or comparing different coefficients. The choice of using the Beta coefficients and SEs, as outcome
measures from the regression models, is also explained by the need
to allow comparisons with other similar studies where this sort of
data presentation is the most usual. The statistical packages SPSS
15.1 and STATA 11.1 were used to carry out the analyses. Somatic symptoms were measured with the short version of the
Giessen Complaint List [35], consisting of 24 questions (graded 0–
4, no complaints-severely affected). The symptoms are organized
according to four types, with six questions in each: exhaustion (e.g. tiredness); gastrointestinal (e.g. nausea); musculoskeletal (e.g. pains
in joints or limbs); and heart distress (e.g. heavy, rapid or irregular
heart-throbbing). The total score amounts to 96, and the sub-total
score in each symptom category ranges from 0–24. The higher the
scores, the more one is affected (sub-scales, total). For this study,
the focus was on the total score. Depressive and anxiety symptoms were measured with the Hospital
Anxiety and Depression Scale [36]. This consists of 14 questions
(graded 0–3), with seven questions about depression (e.g. I feel as if
I am slowed down) and seven about anxiety (e.g. I get sudden
feelings of panic). The total score for depression and anxiety is 21
each. A score of 0–7 corresponds to no cases, 8–10 to possibly
cases and 11–21 to probable cases. High scores correspond to high
depression and anxiety levels. Measures The participants completed a standardized questionnaire with
various validated instruments. Social support was measured with the Multidimensional Scale of
Perceived Social Support [32]. It consists of 12 questions (graded
1–7), which can be divided into 3 sub-scales, i.e. support from
family, significant other and friends. Each sub-scale has been
calculated when all related 4 items have been answered. The
possible range of each subtotal score is 4–28. Likewise, the total
scale has been calculated when all 12 items have been answered. In this case, the possible range of total score (sum all responses) is
12–84. High scores correspond to high social support (sub-scales,
total). For this study, the focus was on the total and sub-scales
scores. Violence was assessed with 52 questions based on the UK study on
elder abuse [33] and the CTS2 [34]. The participants were asked
if during the past year they had been exposed to at least one single
episode/event of: psychological (11 items), physical (17 items),
sexual (8 items) and financial abuse (9 items), including injuries (7
items). The acts of abuse may have occurred once, twice, 3–5, 6–
10, 11–20 or .20 times during the past year, or did not occur the
past year. In addition, we assessed neglect (e.g. not helped in
routine housework) with 13 items where the participants were
asked whether they needed help and received it, needed help but
did not receive it or did not need help. Data concerning the
perpetrator’s main characteristics were also gathered. For this
study, the focus was on exposure to the above-mentioned abuse
types, excluding neglect. Data Sources/Collection and Ethics Statement Self-reported financial strain
(preoccupation with how to make ends meet) was investigated
with the following question: ‘‘How often are you worried about the
daily expenses? (e.g. for buying food)’’ It was measured in a ‘‘no/
sometimes/often/always’’ format. A participant was defined as
having ‘‘financial strain’’ if she/he chose any response other than
‘‘no’’. The demographic and socio-economic variables were
customised for each country, but similar in content. Data Sources/Collection and Ethics Statement In this context, social isolation may represent a crucial dimension
of social insecurity and vulnerability affecting older people due to
their minor (or lack of) role in society. When this is combined with
a reduced independence in later life, it may expose older persons
to mistreatment and/or to neglect. Isolation thus appears to be a
risk factor for all forms of elder abuse (e.g. physical). Consistent
correlations between different types of elder abuse and low social
support [25], and also consistent positive associations between
most subtypes of mistreatment and depression [26] have been
found. In contrast, a high level of social support may represent one
potential protective factor for elder mistreatment [27]. Greater
levels of social support can modify and reduce depression in old
age as a risk factor for elder abuse, mainly in women [28]. The final sample (sex and age-stratified) included 4,467 persons
(2,559 women, 57.3%) randomly selected (registry/census based)
from the general population, except for Greece and Portugal. In
Greece a sampling by random route of the elderly was obtained,
according to a walking scheme that allowed selecting elder persons
in households, and in ‘Open Care Community Centres’ (KAPI). In
Portugal a cluster sampling method was used, and subjects were
recruited among the members of a cohort (EPIPorto) of urban
dwellers previously selected using random digit dialling. The
inclusion criteria across countries were: (a) women and men; (b)
age 60–84 years; (c) not suffering from dementia, or other
cognitive impairments, assessed by means of the Mini-Cog [30];
(d) having legal status (national citizens or documented migrants);
(e) living in the community (own/rented houses) or homes for Scrutinizing this latter topic in Europe is very important as few
studies have addressed elder abuse and its features from a
comparison perspective, within multi-cultural and multi-national
contexts [24,29]. The aim of this study was to determine whether
social support (perceived help from family, friends and significant
other) was related to various selected dimensions in old age in
seven European countries, including the crucial aspect of elder
abuse. We hypothesized that a high level of social support would
be associated with increased health and well-being, and negatively
linked with the risk of mistreatment. Lack of social support, in a
context of dependency and vulnerability, may indeed represent a
potential risk of exposure to abuse. January 2013 | Volume 8 | Issue 1 | e54856 Social Support, Country and Demographic/Socio-
economic Variables Social
support
by
country
and
demographic/socio-
economic variables. As shown in Table 2, participants from
Lithuania reported higher mean scores on social support than
those of the other countries, with Portugal showing the lowest
(p,.001). Individuals under 70 years, in particular those aged 60–
64 years, scored higher on social support than older participants,
with those aged 80–84 years reporting the lowest (p,.001). Participants who were male (p = .023), but also participants who
were married/cohabiting, living only with spouse-partner, highly
educated with university degree and owning their housing
reported greater social support than their counterparts (p,.001). Those who had been managers-professionals and in the armed
forces (p = .001), had their main financial support from a work
pension and did not experience financial strain (p,.001) also
scored high on social support. Drawing from the significant results of the multivariate analyses,
we found that social support differed in relation to a wide range of
associated factors. Respondents from Greece and Lithuania were
more likely to report increased support, whereas the opposite
emerged in Portugal and Italy. With regard to geographical
differences in the level of perceived social support, some authors
[38,39] observed cross-national/cultural variations. Other studies
[40] reported a strong ‘‘familistic’’ cultural tradition in Mediter-
ranean countries, and a greater support from non-family networks
in the non-Mediterranean ones. In our study we partly found the
abovementioned differences across countries. The positive relation
with perceived social support, which is reported from Greeks,
could thus be explained by a greater family support available in
the Mediterranean Greece, whereas the high rate of perceived
social support in Lithuania could be more related to non-family
networks in the non-Mediterranean areas. Drawing from some
national studies, the Lithuanian context could also be explained by
the high level of education of elder participants from this country
[41], which is linked in turn to a greater social involvement,
comparing with the less educated ones [42]. In Italy and Portugal
we found a negative association with the level of perceived social
support. We can argue that these two typical Mediterranean
contexts, with a strong ‘‘family-oriented’’ connotation, have been
negatively influenced by recent and similar demographic/socio-
economic changes (e.g. low fertility rates, smaller households,
increasing presence of women in the labour market, urbanisation
and increasing individualisation). Internal Reliability of Exposure Variables Reliability, considered as internal consistency of exposure
variables across countries in the study, was assessed using the
Cronbach’s a statistic. Cronbach a for total social support was.92,
and for the three subscales of family, friends and significant other
were.90,.94 and.87, respectively. Cronbach a for violence was: for
psychological.85, for physical.80, for sexual.76, for financial.64,
and
for
injuries.70. Finally
Cronbach
a
was
for
somatic
symptoms.92, for anxiety.81 and for depression.80. Results less marked than support from family) in the case of psychological
and financial mistreatment. The support from significant other
was perceived as much lower by respondents exposed to all kinds
of violence, except for sexual abuse (no significant differences), and
this result was more evident when injuries and physical violence
were involved. Social Support, Country and Demographic/Socio-
economic Variables These changes, according with
some authors, could possibly account for a dramatic reduction of
the traditional resilience of family networks, as primary welfare
providers for older people in these areas [43,44]. Correlations between social support, household size and
health variables. As shown in Table 3, household size was
positively correlated with social support, indicating that the larger
the household, the greater the social support received (r = 0.1276,
p,.05). Conversely,
depression(r = 20.2110,
p,.05),
anxiety
(r = 20.2911, p,.05), and physical complaints (r = 20.2180,
p,.05), were negatively correlated with social support, whereas
no significant correlation was found with the frequency of health
care contacts. Social support by abuse type and injuries. As shown in
Table 4, elderly exposed to psychological, physical and financial
abuse, and injury, reported significantly lower scores in total
perceived social support than their counterparts. In particular, this
was more evident among those who sustained injuries (56.3 vs. 67.5, p = .001), There were no significant differences concerning
sexual abuse. Social support by abuse type and injuries. As shown in
Table 4, elderly exposed to psychological, physical and financial
abuse, and injury, reported significantly lower scores in total
perceived social support than their counterparts. In particular, this
was more evident among those who sustained injuries (56.3 vs. 67.5, p = .001), There were no significant differences concerning
sexual abuse. Concerning subscales, family support was significantly perceived
to be lower by respondents exposed to all kinds of violence, except
for injuries (no significant differences), and the victims of sexual
abuse had the lowest significant score (19.8 vs. 23.4, p = .005). With
regard to perceived social support from friends, the differences
between abused and non-abused respondents were significant (but Concerning subscales, family support was significantly perceived
to be lower by respondents exposed to all kinds of violence, except
for injuries (no significant differences), and the victims of sexual
abuse had the lowest significant score (19.8 vs. 23.4, p = .005). With
regard to perceived social support from friends, the differences
between abused and non-abused respondents were significant (but Being aged 70–74 or 80–84 years was associated with low social
support levels, which is in line with other findings from previous
literature confirming that the oldest people are more isolated and
less socially supported [45]. Multivariate Analyses y
Factors associated with social support. As shown in
Table 5, a higher level of social support was independently
associated with being from Greece (ß = 4.91, p,.001) and
Lithuania
(ß = 5.56,
p,.001),
married/cohabitant
(ß = 5.35,
p,.01),
divorced/separated
(ß = 3.24,
p,.01),
widow/er
(ß = 6.67, p,.001), living with spouse/partner (ß = 5.25, p,.01)
or other persons e.g. daughters (ß = 3.26, p,.01), living in larger
households (ß = 0.69, p,.05), frequent use of health care services
(ß = 4.51, p,.001), and low scores in depression (ß = 27.21,
p,.001) and physical complaints (ß = 20.06, p,.01). A lower level
of social support was independently associated with being from
Italy (ß = 22.15, p,.05) and Portugal (ß = 24.56, p,.001), older
age (mainly those aged 80–84 years, ß = 22.28, p,.05) and male
(ß = 21.63, p,.01), having a social/sick-leave/other pension as
the main source of financial support (ß = 22.98, p,.01), and
exposure to psychological mistreatment (ß = 22.51, p,.001). Descriptive Statistics Table 1 provides a full descriptive summary of the demograph-
ics and socio-economic characteristics of the sample. The
responses from 4,467 participants, besides 57.3% of women (as
already highlighted), also put in evidence that 6.0% of them were
single and 65% were married or cohabiting, and that 49.6% lived
only with a partner/spouse and 24.2% alone. Further, 76% of the
interviewees lived in an own habitation, 24.5% had a primary/
elementary education and 39.9% a secondary/intermediate one. With regard to the occupation, 27.6% of the sample were
managers/professionals, 27.5% were clerical support/sale work-
ers, and 14.9% were housewives. Finally, 65.9% lived on a work
pension and 64% declared to experience financial strains. January 2013 | Volume 8 | Issue 1 | e54856 Statistical Analyses For this study, the focus was on the
total scores. Health care use was measured in form of the number of contacts
with different types of health care staff (e.g. physician) and health
care services (e.g. primary care). Additionally, we assessed the January 2013 | Volume 8 | Issue 1 | e54856 January 2013 | Volume 8 | Issue 1 | e54856 PLOS ONE | www.plosone.org 3 Social Support and Elder Abuse in Europe Social Support, Country and Demographic/Socio-
economic Variables The recent and actual demographic
changes (different family patterns due to declining marriage, January 2013 | Volume 8 | Issue 1 | e54856 PLOS ONE | www.plosone.org 4 Social Support and Elder Abuse in Europe Table 1. Cont. Total (n = 4467)
Variables
N
%
Work
542
12.1
Work pensions
2939
65.9
Social/sick-leave/other pension benefitsd
243
5.4
Partner/spouse income
627
14.1
Othere
110
2.5
Financial strain
No
1605
36.0
Yes
2857
64.0
a = e.g. daughter;
b = e.g. housing for elderly;
c = e.g. art school;
d = e.g. sick pension;
e = e.g. own capital. doi:10.1371/journal.pone.0054856.t001 Table 1. Cont. the sample. Total (n = 4467)
Variables
N
%
Country
Germany
648
14.5
Greece
643
14.4
Italy
628
14.1
Lithuania
630
14.1
Portugal
656
14.7
Spain
636
14.2
Sweden
626
14.0
Age (group years)
60–64
1124
25.2
65–69
1088
24.4
70–74
961
21.5
75–79
749
16.8
80–84
545
12.2
Gender
Female
2559
57.3
Male
1908
42.7
Marital status
Single
270
6.0
Married/cohabiting
2903
65.0
Divorced/separated
343
7.7
Widow/er
950
21.3
Living situation
Alone
1078
24.2
Only partner/spouse
2208
49.6
Partner/spouse//othersa
706
15.9
Without partner/spouse – with othersa
457
10.3
Habitation
Own
3392
76.0
Rental
930
20.8
Otherb
143
3.2
Education
Cannot read/write
136
3.0
Without any degree
187
4.2
Less than primary school
338
7.6
Primary school/similar
1092
24.5
Secondary school/similar
1782
39.9
University/similar
855
19.2
Otherc
73
1.6
Profession
Managers/professionals/assistant profess. 1217
27.6
Clerical support/sale workers
1214
27.5
Skilled agricultural/forestry/fishery workers
707
16.0
Assemblers/elementary occupations
570
12.9
Housewife/husband
656
14.9
Armed forces
45
1.0
Financial support increasing divorce and cohabitation, reconstitutions of new family)
indeed highlight significant family disruptions and a decreasing
care role of the family. According to literature, this has crucial
implications for the provision of social support to older persons,
especially to the ‘‘oldest old’’ suffering from health problems and
functional limitations [46] thus further affecting the reduction in
social relations which takes place especially after retirement [47]. Males were less likely to receive social support than females, and
consequently were at higher risk of not being adequately
supported by the informal network. An explanation of these
results is supported by the literature [48], showing that women
have a more socially-oriented life-style, are more concerned about
establishing social relations, and appear to receive support from
multiple sources, whereas men tend to rely usually on the wife. January 2013 | Volume 8 | Issue 1 | e54856 Social Support, Country and Demographic/Socio-
economic Variables It is
to be considered that in the multivariate analyses (Table 5), whose
finding are discussed, men scored negatively (like those living on
social sick leave and those aged 70–74 and 80–84 years), and this
suggests that men, but not women, experience a lower social
support. Conversely, in the bivariate analyses (Table 2) social
support is higher for men. This may seem counter-intuitively but it
is the result of the adjustment of other covariates in the regression
analysis. Likewise, as mentioned in the introduction, the literature
on gender and perceived social support is controversial. Some
authors refer to major perceived support for women [10], whereas
others report that men have larger social networks [12]. Social support from family, friends and significant other was
more likely to be received by those who were not living alone but
with
partner/spouse
or
other
persons. Additionally,
being
married/cohabitant, divorced/separated and widowed were asso-
ciated with higher levels of social support. These findings suggest
that living arrangements, as the effective presence of a spouse/
partner or other persons in the household, more than marital
status (with the exception of single individuals) are predictors of
stronger social support. Many studies have shown that married/
cohabiting persons can count on spousal/partner social support
and that the spouse/partner is usually the principal figure
providing help [49], whereas not having the assistance of a
spouse/partner is a significant predictor of living alone [50]. Predictably, household size was found associated with increased
social support levels. In this respect, previous studies have stressed
that household size may have various implications for the well-
being of older people. Some authors suggested that social support January 2013 | Volume 8 | Issue 1 | e54856 January 2013 | Volume 8 | Issue 1 | e54856 5 Social Support and Elder Abuse in Europe Table 2. Cont. Social supporta
Variables
n
Mean SD
Pb
Work
532
67.8
14.3
Work pensions
2859
70.0
13.4
Social/sick-leave/other pension benefitsf
234
60.7
16.5
Partner/spouse income
622
66.4
15.7
Otherg
106
65.9
14.5
Financial strain
,.001
No
1563
68.7
14.1
Yes
2791
66.8
14.9
a = MSPSS, 12–84;
b = Kruskall-Wallis test: P,.05;
c = e.g. daughter;
d = e.g. housing for elderly;
e = e.g. art school;
f = e.g. sick pension;
g = e.g. own capital. doi:10.1371/journal.pone.0054856.t002 Table 2. Cont. Social Support, Country and Demographic/Socio-
economic Variables Social supporta
Variables
n
Mean SD
Pb
Country
,.001
Germany
580
68.0
14.8
Greece
642
67.8
15.7
Italy
610
67.2
12.6
Lithuania
629
70.4
12.7
Portugal
650
63.2
12.8
Spain
635
67.4
16.2
Sweden
612
67.6
16.4
Age (group years)
,.001
60–64
1098
69.1
13.5
65–69
1064
68.6
14.2
70–74
935
66.7
14.9
75–79
727
66.5
15.1
80–84
534
64.1
16.0
Gender
= .023
Female
2493
66.9
15.2
Male
1865
68.3
13.7
Marital Status
,.001
Single
258
58.9
19.0
Married/cohabiting
2841
70.0
12.1
Divorced/separated
331
61.3
18.5
Widow/er
927
64.3
16.6
Living situation
,.001
Alone
1038
61.3
18.3
Only partners/spouse
2161
70.3
12.1
Partner/spouse/othersc
693
68.8
12.1
Without partner/spouse - with othersc
450
66.3
15.3
Habitation
,.001
Own
3332
68.5
13.9
Rental
887
64.1
16.3
Otherd
139
62.2
17.2
Education level
,.001
Cannot read/write
135
59.8
19.0
Without any degree
186
66.5
18.0
Less than primary school
335
64.3
16.2
Primary school/similar
1075
66.9
14.5
Secondary school/similar
1718
68.0
13.8
University/similar
835
69.8
13.4
Othere
71
66.9
14.3
Profession
= .001
Managers/professionals/assistant profess. 1190
69.2
13.5
Clerical support/sale workers
1171
67.5
14.2
Skilled agricultural/forestry/fishery workers
694
66.6
14.5
Assemblers/elementary occupations
563
65.8
16.6
Housewife/husband
644
66.6
15.4
Armed forces
45
71.0
10.7
Financial support
,.001 itself can be seen as resulting from certain structural/quantitative
characteristics of the social network, e.g. size and composition of
one’s interpersonal ties [2,51]. Other studies found that larger
households may improve intergenerational solidarity and support,
and also reduce isolation in later life [52], thus buffering poor
health and improving quality of life [53]. Social-sick-leave/other pension benefits as the main source of
financial support was associated with low social support levels. This is in line with authors [54] indicating that respondents
experiencing a poor economic situation and low occupational
status, such as unskilled workers, report the poorest social support. This also confirms what previous studies have asserted, i.e.the
perception of available support is higher among individuals with
higher occupational status and higher income levels [55], whereas
reduced social support is more frequent among socio-economically
disadvantaged older people [16]. Table 3. Correlations between social support, household size
and health variables. Social Support, Depression, Somatic Complaints and
Health Care Services the health and well-being of older people, but due also to the lack
of a theoretical framework useful for understanding this type of
effect [63], the way it works is not clear [64], i.e. social isolation
could also be a symptom of physical/mental health problems
rather than a cause [65]. In any case, our findings are in line with
above-mentioned research indicating that ‘‘deficiencies’’ in social
support have a negative impact on health. In our study depressive symptoms were associated with
decreased social support. Our results concerning depression
confirm previous studies showing that strong social support may
be associated with increased mental health, and it may act as
coping resources in older age [47], whereas individuals who have
more restricted networks are most likely to exhibit signs of
depression [56]. Literature also shows that social support may
exert a buffering effect reducing the impact of depression on
functional status [57], and that support from marriage, in
particular, protects against worse psychological health over time
[58]. Our findings indicate also a positive relation between frequent
use of health care services and increased social support levels. These results seem in line with studies indicating that frequent
contacts with the social network and higher levels of social support
are associated with greater use of general medical services [66],
whereas conversely socially isolated older adults use fewer health
services and seem to have small social networks resources [67]. Our findings seem thus to follow the ‘bridging’ mechanism [68]
which indeed predicts a positive association between service use
and social support (i.e. social networks bring individuals into
contact with health services when needed). Therefore, our findings
are not in line with Cantor’s ‘hierarchical-compensatory’ mech-
anism [69], i.e. when social support is unavailable from the social
network, the request for formal services increases. Further, somatic complaints were associated with low levels of
social support. Our findings are consistent with those from recent
studies emphasising a positive association between health and
social support, and thus an overall protective effect of social
networks on disability may be supposed. Literature on the topic
highlights that this was especially true for older individuals with
chronic disease, and for those suffering from stress associated with
ADLs limitations [59], whereas social isolation may also increase
the risk for coronary heart disease events and mortality [60]. Social Support, Country and Demographic/Socio-
economic Variables Social supporta
Variables
Correlation coefficientsb
Household sizec
0.1276*
Health care services used
20.0244
Depressione
20.2110*
Anxietye
20.2911*
Physical complaintsf
20.2180*
a = MSPSS, 12–84;
b = Spearmann correlation:
c = number of people in the household;
d = number of health care contacts;
e = HADS, 0–21;
f = GBB 24, 0–96;
*P,.05. doi:10.1371/journal.pone.0054856.t003
January 2013 | Volume 8 | Issue 1 | e54856 Table 3. Correlations between social support, household size
and health variables. January 2013 | Volume 8 | Issue 1 | e54856 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 6 Social Support and Elder Abuse in Europe Table 4. Social support by abuse type and injuries during the past 12 months. Abuse type and
injuries
Total Social supporta
Social support from
familyaa
Social support from
friendsaa
Social support from
significant otheraa
n
Mean
SD
Pb
Mean
SD
Pb
Mean
SD
Pb
Mean
SD
Pb
Psychologicalc
,.001
,.001
= .001
= .001
No
3494
68.4
14.03
23.8
5.1
20.2
6.9
24.3
4.9
Yes
864
63.7
16.40
21.5
6.2
19.4
6.9
22.5
5.9
Physicald
= .001
= .001
= .138
= .001
No
4246
67.6
14.50
23.4
5.4
20.1
6.9
24.0
5.1
Yes
112
61.5
18.15
21.1
6.3
19.0
7.3
21.6
6.3
Injuriese
= .001
= .300
= .248
= .001
No
4329
67.5
14.56
23.4
5.4
20.0
6.9
23.9
5.1
Yes
29
56.3
21.04
18.6
7.3
18.3
7.8
18.5
7.1
Financialf
= .001
= .001
= .013
= .001
No
4186
67.7
14.42
23.5
5.4
20.1
6.9
24.0
5.0
Yes
172
62.3
18.51
21.0
6.8
18.8
7.2
22.1
6.6
Sexualg
= .318
= .005
= .281
= .385
No
4325
67.5
14.61
23.4
5.4
20.0
6.9
23.9
5.1
Yes
33
64.1
17.93
19.8
7.7
21.1
7.0
22.8
6.1
a = MSPSS, 12–84;
aa = MSPSS, 4–28;
b = Kruskall-Wallis test: P,.05;
c = e.g. undermined or belittled what you do;
d = e.g. kicked you;
e = e.g. you passed out from being hit on the head;
f = e.g. tried to make you give money, possessions or property;
g = e.g. touched you in a sexual way against your will. doi:10.1371/journal.pone.0054856.t004 January 2013 | Volume 8 | Issue 1 | e54856 Social Support, Depression, Somatic Complaints and
Health Care Services Further authors showed that social support may also provide
health benefits to older persons by facilitating recovery when ill or
by protecting against illness through biological mechanisms [61]. Family members’ actions may indeed often support the recovery of
their older relatives by providing intangible resources and
emotional help [62]. The combination of the results of this section - frequent use of
health care services was independently associated with increased
social support, whereas depressive symptoms and somatic com-
plaints were associated with decreased social support – indicates,
on the whole, relations concerning the dimensions investigated. We are aware that, as the data are cross-sectional, they don’t allow
the establishment of causal links between variables (but only
hypothesis of relations), and thus no causal inference can be made
in this regard. Anyway, our results seem to suggest that older Concerning physical and mental health on the whole, many
studies have shown that social support has an important impact on PLOS ONE | www.plosone.org January 2013 | Volume 8 | Issue 1 | e54856 7 January 2013 | Volume 8 | Issue 1 | e54856 Social Support and Elder Abuse in Europe Table 5. Multivariate quantile (median) linear regression analysis (un-standardized betas/standard error) of the association
between social support, country, demographic, socio-economic, violence and other selected variables. Table 5. Multivariate quantile (median) linear regression analysis (un-standardized betas/standard error) of the association
between social support, country, demographic, socio-economic, violence and other selected variables. Table 5. Multivariate quantile (median) linear regression analysis (un-standardized betas/standard error) of the association
between social support, country, demographic, socio-economic, violence and other selected variables. Social Support, Depression, Somatic Complaints and
Health Care Services Social supporta
Independent variables
Categories
Beta
Standard error
Countryb, Germany+
Greece
4.91***
1.02
Italy
22.15*
0.92
Lithuania
5.56***
0.96
Portugal
24.56***
0.9
Spain
0.48
1.1
Sweden
0.3
0.88
Age bandsb, 60–64+
65–69 years
20.47
0.66
70–74 years
21.69*
0.72
75–79 years
21.06
0.78
80–84 years
22.28*
0.89
Genderb, Female+
Male
21.63**
0.53
Marital status b, Single+
Married/cohabiting
5.35**
1.68
Divorced/separated
3.24**
1.2
Widow/er
6.67***
1.07
With whom one livesb, Alone+
Only partner/spouse
5.25**
1.57
Partner/spouse/othersd
2.61
1.76
Without partner/spouse - with othersd
3.26**
1.01
Household sizec, e
0.69*
0.27
Main source of financial supportb, Work pensions+
Work
0.23
1.09
Social/sick-leave/other pensionf
22.98**
1.05
Partner/spouse income
1.07
0.96
Otherg
22.09
1.48
Health care services usec, h
4.51***
1.08
Depressionc, i
27.21***
0.54
Physical complaintsc, j
20.06**
0.02
Psychological abuseb, k, No+
Yes
22.51***
0.58
Constant
58.86***
2.98 individuals who report higher levels of social support, also use
health care services, showing less physical complaints and low
levels of depression,. It could also be hypothesized that the lack of
social support exerts a negative influence on cognitive functioning
and physical health in later life, especially when health care
services are not, or very little, used. Greater levels of social support
in old age might therefore be considered to reduce the risk for
physical-functional diseases and mental illnesses, and mitigate
depression. Acknowledgments The authors wish to acknowledge and express their appreciation to the staff
of EAHC, Executive Agency for Health and Consumers, in particular to
Dr. Guy Dargent for his precious assistance and to Sabrina Quattrini and
Juan de La Luna for their work concerning data preparation and analyses. Moreover, the authors are especially grateful to the older people who
participated in the study, for their kindness, efforts and answers. Limitations This study has some limitations. First, the generalizability of the
findings can be questioned. Data are only from large urban centres
in seven European countries and are based on self-reports by older
participants, thus being subject to possible recall bias. Moreover,
the study excluded elderly with cognitive impairment (not able to
appropriately complete the survey). Second, the data are cross-
sectional thus not allowing the establishment of causal links
between variables. Third, the relatively low numbers of partici-
pants who reported some types of abuse episodes (e.g. injury and
sexual abuse) suggests caution in the interpretation of findings, and
this doesn’t allow further inferences or generalizations. It is also
very likely that this could be linked with a systematic under-
reporting of abuses. Future research in this area will require a
longitudinal design in order to test the correlation found between
social support and other dimensions, elder abuse included. Despite
these limitations, our study provides the following benefits: cross-
national data on various aspects of elder abuse (e.g. social support);
a workable definition of abuse (including injuries) and validated
instruments to assess the phenomenon; findings and tools which
could be used by policy makers, clinicians and researchers at the
European and country levels for a range of activities (e.g. monitoring abuse, awareness campaigns). References 12. Thoits P (1995) Stress, coping, and social support processes: Where are we? What next? J Health Social Behav 37(Extra Issue): 53–79. 1. Pierce GR, Sarason BR, Sarason IG (1990) Integrating social support
perspectives: Working models, personal relationships and situational factors. In
Duck S, editor.Personal relationships and social support. London: Sage
Publications. 173–215. 13. Litwin H, Landau R (2000) Social network type and social support among the
old-old (Statistical Data Included). J Aging Stud 14: 213–228. 2. Hall A, Wellman B (1985) Social networks and social support. In Cohen S, Syme
SL, editors. Social support and health. Orlando: Academic Press. 23–41. (
) J
g g
14. Andrew MK, Mitnitski AB, Rockwood K (2008) Social Vulnerability, Frailty
and Mortality in Elderly People. PLoS ONE 3(5): e2232. and Mortality in Elderly People. PLoS ONE 3(5): e2232. 3. Seeman TE (2000) Health promoting effects of friends and family on health
outcomes in older adults. Am J Health Promot 14: 362–370. 15. Berkman CS, Gurland BJ (1998) The relationship among income, other
socioeconomic indicators, and functional level in older persons. J Aging Health
10: 81–98. outcomes in older adults. Am J Health Promot 14: 362–370. 4. Stroebe W (2000) Moderators of the stress-health relationship. In Stroebe W,
editor. Social psychology and health. Philadelphia, PA: Open University Press. 236–273. 16. Weyers S, Dragano N, Mo¨bus S, Beck EM, Stang A, et al. (2008) Low socio-
economic position is associated with poor social networks and social support:
results from the Heinz Nixdorf Recall Study. Int J Equity Health 7: 13–19. 5. Krause N (2001) Social Support. In: Binstok RH, George LK, editors. Handbook of Aging and the Social Sciences. San Diego CA: Academic Press. 272–294. 17. Rundall TG (1992) Health services for an aging society. Med Care Res Rev 49:
3–18. 6. Gadalla TM (2010) The Role of Mastery and Social Support in the Association
Between Life Stressors and Psychological Distress in Older Canadians. J Gerontol Soc Work 53: 512–530. 18. Okabayashi H, Liang J, Krause N, Akiyama H, Sugisawa H (2004) Mental
health among older adults in Japan: do sources of social support and negative
interaction make a difference? Soc Sci Med 59: 2259–2270. 7. Antonovsky A. (1979) Health, stress and coping: New Perspectives on Mental
and Physical Well-Being. San Francisco: Jossey Bass. 255 p. 19. Social Support and Elder Abuse in Europe Social Support and Elder Abuse in Europe Social Support and Elder Abuse in Europe of social support involves such things as good intimate social
relations (spouses/partners), feeling cared for, valued and being
part of a network of relationships, with a resulting sense of well-
being [4]. Psychological abuse, on the other hand, involves among
other things harsh and insulting words, threats, silent ‘‘treatment’’
and being ignored [33,34], which seem to be the opposite of
central components in social support. Thus, this may explain the
relationship between psychological abuse and a low level of social
support. It is worth noting that, according to many authors, social
isolation, loneliness and low levels of social support seem to co-
exist with elder abuse, but more as risk factors for violence than
causes [25,71,72]. Apparently in our data low social support may
be both a cause and effect of abuse, at least for psychological one. Low levels of social support may indeed create a potential violent
emotional context, but psychological abuse itself could also lead to
the perception of reduced social support. Conclusions Our study highlights the multiple connections between social
support and various dimensions in later life. Variations and
similarities between countries, concerning cultural attitude in
relationships across Europe, were shown. Further, factors related
to increased perceived social support were found, such as living in
larger households and not alone, frequent use of health care
services, low scores in depression and in physical complaints. A
lower level of social support was conversely associated with older
age, male gender, having a poor economic situation, and exposure
to psychological mistreatment. High levels of social support may
thus represent a key factor in reducing and preventing the
vulnerability and isolation of older people, and the risk of elder
mistreatment, at least emotional. On the basis of these results,
policy makers and clinicians could act by developing adequate
intervention programmes, which aim at promoting opportunities
for older people to engage in social activities. Moreover, further
more broadly and longitudinal research is needed to explore
causality and direction of the relations found. In this respect, our
findings confirm previous results and contribute with additional
evidence, thus suggesting further directions and implications to
investigate more in depth the impact of support systems on the life
of frail elderly. Author Contributions Revised article critically for important intellectual content: FTG MS JL
EIK HB GM JS. Final approval of the version to be published: MM CC
GL FTG MS JL EIK HB GM JS. Conceived and designed the
experiments: MM CC GL FTG MS JL EIK HB GM JS. Performed the
experiments: MM CC GL FTG MS JL EIK HB GM JS. Analyzed the
data: MM CC GL JS. Wrote the paper: MM CC GL JS. Social Support, Abuse Type and Injuries Only
having
been
exposed
to
psychological
abuse
was
independently associated with decreased social support. This
finding indicate that greater levels of social support might exert a
protective influence against the risk of psychological abuse in older
age, a phase of life which is too often marked by a weakening of
one’s social networks. These results are consistent with those of
other studies revealing that generally emotional and affective
support and solidarity from family might be more important than
instrumental support for psychological symptoms [23,70]. Liter-
ature in particular highlights that, on the one hand, the experience PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org January 2013 | Volume 8 | Issue 1 | e54856 January 2013 | Volume 8 | Issue 1 | e54856 8 Social Support and Elder Abuse in Europe 47. Fiori KL, Antonucci TC, Cortina KS (2006) Social Network Typologies and
Mental Health Among Older Adults. J Gerontol B Psychol Sci Soc Sci 61B:
S25–S32. 23. Lowenstein A (2007) Solidarity-conflict and ambivalence: Testing two
conceptual frameworks and their impact on quality of life for older family
members. J Gerontol B Psychol Sci Soc Sci 62B: S100–S107. 48. Dalgard OS, Dowrick C, Lehtinen V, Vazquez-Barquero JL, Casey P, et al. (2006) Negative life events, social support and gender difference in depression. A
multinational community survey with data from the ODIN study. Soc Psychiatry
Psychiatr Epidemiol 41: 444–451. J
y
24. Cooper C, Selwood A, Livingston G (2008) The prevalence of older adult abuse:
a systematic review. Age Ageing 37: 151–160. 25. Acierno R, Hernandez MA, Amstadter AB, Resnick HS, Steve K, et al. (2010)
Prevalence and correlates of emotional, physical, sexual, and financial abuse and
potential neglect in the United States: the National Elder Mistreatment Study. Am J Public Health 100: 292–297. 49. Van Dussen DJ, Morgan LA (2009) Gender and Informal Caregiving in
CCRCs: Primary Caregivers or Support Networks? J Women Aging 21. 251–
265. 26. Wu L, Chen H, Hu Y, Xiang H, Yu X, et al. (2012) Prevalence and Associated
Factors of Elder Mistreatment in a Rural Community in People’s Republic of
China: A Cross-Sectional Study. PLoS ONE 7(3): e33857. 50. Spitz G, Ward R (2000) Gender, marriage, and expectations for personal care. Res Aging 22: 451–459. China: A Cross-Sectional Study. PLoS ONE 7(3): e33857 51. Antonucci TC, Sherman AM, Akiyama H (1996) Social network, support and
integration. In Birren JE, editor. Encyclopedia of Gerontology. New York:
Academic Press. 505–515. y
( )
27. Dong XQ, Simon MA (2008) Is Greater Social Support a Protective Factor
against Elder Mistreatment? Gerontology 54: 381–388. against Elder Mistreatment? Gerontology 54: 381–388. 28. Dong XQ, Beck T, Simon MA (2010) The associations of gender, depression
and elder mistreatment in a community dwelling Chinese population: The
modifying effect of social support. Arch Gerontol Geriatr 50: 202–208. 52. Kinsella K, Taeuber C (1992) An Aging World II. Washington, D. C.: United
States Department of Commerce. International Population Reports, P95/92–3. 43 p. 29. Soares JJF, Barros H, Torres-Gonzales F, Ioannidi-Kapolou E, Lamura G, et al. (2010) Abuse and Health Among Elderly in Europe. Kaunas: Lithuanian
University of Health Sciences Press. 127 p. p
53. Social Support and Elder Abuse in Europe Turagabeci AR, Keiko N, Masashi K, Takehito T (2007) Family structure and
health, how companionship acts as a buffer against ill health. Health Qual Life
Outcomes 5: 61–69. 30. Borson S, Scanlan JM, Brush M, Vitaliano PP, Dokmak A (2000) The Mini-
Cog: a cognitive ‘vital signs’ measure for dementia screening in multi-lingual
elderly. Int J Geriatr Psychiatry 15: 1021–1027. 54. Dalgard OS, Mykletun A, Rognerud M, Johansen R, Zahlet PH. (2007)
Education, sense of mastery and mental health: results from a nation wide health
monitoring study in Norway. BMC Psychiatry 22: 7–20. 31. Lindert J, Luna J, Torres-Gonzalez F, Barros H, Ioannidi-Kapolou E, et al. (2012) Study design, sampling and assessment methods of the European study
‘‘Abuse of the Elderly in the European Region’’. Eur J Public Health, 22: 662–
666. g
y
y
y
y
55. Stansfeld SA, Head J, Marmot M (1998) Explaining social class differences in
depression and well being. Soc Psychiatry Psychiatr Epidemiol 33: 1–9. . Dalgard OS, Bjork S, Tambs K (1995) Social support, negative life 56. Dalgard OS, Bjork S, Tambs K (1995) Social support, negative life events and
mental health - a longitudinal study. Brit J Psychiat 166: 29–34. mental health - a longitudinal study. Brit J Psychiat 166: 29–34. 32. Zimet GD, Dahlem NW, Zimet SG, Farley GK (1988) The multidimensional
scale of perceived social support. J Pers Assess 52: 30–41. 57. Hays JC, Steffens DC, Flint EP, Bosworth HB, George LK (2001) Does Social
Support Buffer Functional Decline in Elderly Patients With Unipolar
Depression? Am J Psychiatry 158: 850–855. p
pp
J
33. Mowlam A, Tennant R, Dixon J, McCreadie C (2007) UK Study of Abuse and 33. Mowlam A, Tennant R, Dixon J, McCreadie C (2007) UK Study of Abuse and
Neglect of Older People: Qualitative Findings. London: National Centre for
Social Research. 90 p. Neglect of Older People: Qualitative Findings. London: National Centre for
Social Research. 90 p. 58. Giordano GN, Lindstro¨m M (2011) Social capital and change in psychological
health over time, Soc Sci Med 72: 1219–1227. 34. Straus MA, Hamby SL, Boney-McCoy S, Sugarman DB (1996) The revised
Conflict Tactics Scales (CTS2): Development and preliminary psychometric
data. J Fam Issues 17: 283–316. 59. Bierman A, Statland D (2010) Timing, Social Support, and the Effects of
Physical Limitations on Psychological Distress in Late Life. J Gerontol B Psychol
Sci Soc Sci 65B: S631–S639. 60. Social Support and Elder Abuse in Europe Heffner KL, Waring ME, Roberts MB, Eaton CB, Gramling R (2011) Social
isolation, C-reactive protein, and coronary heart disease mortality among
community-dwelling adults. Soc Sci Med 72: 1482–1488. 35. Bra¨hler E, Scheer JW (1995) Der Gießener Beschwerdebogen (GBB). Handbuch
(2., erga¨nzte und revidierte Aufl. gestellt.). Bern: Hans Huber. 36. Zigmond AS, Snaith RP (1983). The Hospital Anxiety And Depression Scale. Acta Psychiatr Scand 67: 361–370. 61. Uchino BN (2006) Social support and health: A review of physiological processes
potentially underlying links to disease outcomes. J Behav Med 29: 377–387. 37. Folkha¨lsorapport (2007) Stockholm County Council Survey - Folkha¨lsan i
Stockholms la¨n 2007. Stockholm: Centrum fo¨r folkha¨lsa, Stockholms la¨ns
landsting. 62. EnglandKennedy ES, Horton S (2011) ‘‘Everything that I thought that they
would be, they weren’t:’’ Family systems as support and impediment to recovery. Soc Sci Med 73: 1222–1229. 38. Beehr TA, Glazer S (2001) A cultural perspective of social support in relation to
occupational stress. In: Perrewe´ P, Ganster DC, Moran J, editors. Research in
occupational stress and well-being. Greenwich, CO: JAI Press. 97–142. 63. Fernandez-Ballesteros R (2002). Social support and quality of life among older
people in Spain. J Soc Issues 58: 645–659. 64. George LK (1989) Stress, social support, and depression over the life course. In
Markides K, Cooper C, editors. Aging, stress, social support, and health. Chichester, England: John Wiley & Sons. 241–267. 39. Kumar S, Calvo R, Avendano M, Sivaramakrishnan K, Berkman LF (2012)
Social support, volunteering and health around the world: Cross-national
evidence from 139 countries. Soc Sci Med 74: 696–706. 65. Hovaguimian T, Grab B, Hirsch E, Stuckelberger A (1988) Psychosocial
Problems and the Health of the Elderly with Special Reference to Social
Isolation. Dan Med Bull Suppl (6): 2–6. 40. Litwin H (2010) Social Networks and Well-being: A Comparison of Older
People
in
Mediterranean
and
Non-Mediterranean
Countries. J Gerontol B Psychol Sci Soc Sci 65B: S599–S608. pp ( )
66. Maulik PK, Eaton WW, Bradshaw CP (2009) The Role of Social Network and
Support in Mental Health Service Use: Findings From the Baltimore ECA
Study. Psychiatr Serv 60: 1222–1229. 41. Eurostat (2012). Total population having completed at least upper secondary
education. Available:
http://epp.eurostat.ec.europa.eu/tgm/table. do?tab = table&init = 1&language = en&pcode = tps00065&plugin = 1. Accessed
January 10 2012. y
y
67. Coulton C, Frost AK (1982) Use of social and health services by the elderly. J Health Soc Behav 23: 330–339. 42. References Luo Y, Hawkley LC, Waite LJ, Cacioppo JT (2012) Loneliness, health, and
mortality in old age: A national longitudinal study. Soc Sci Med 74: 907–914. and Physical Well-Being. San Francisco: Jossey Bass. 255 p. 8. Borgonovi F (2010) A life-cycle approach to the analysis of th 8. Borgonovi F (2010) A life-cycle approach to the analysis of the relationship
between social capital and health in Britain. Soc Sci Med 71: 1927–1934. 20. Ryser L, Halseth G (2011) Informal Support Networks of Low-Income Senior
Women Living Alone: Evidence from Fort St. John, BC. J Women Aging 23:
185–202. between social capital and health in Britain. Soc Sci Med 71: 19 9. Gallie D, Paugam S, editors (2000) Welfare regimes and the experience of
unemployment in Europe. Oxford: University Press. 432 p. 21. Thanakwang K, Soonthorndhada K (2011) Mechanisms by Which Social
Support Networks Influence Healthy Aging Among Thai Community-Dwelling
Elderly. J Aging Health 28: 1352–1378. unemployment in Europe. Oxford: University Press. 432 p. 10. Ross CE, Mirowsky J (1989) Explaining the social patterns of depression:
Control and problem solving or support and talking. J Health Soc Behav 30:
206–219. 22. Muramatsu N, Yin H, Hedeker D (2010) Functional declines, social support, and
mental health in the elderly: Does living in a state supportive of home and
community-based services make a difference? Soc Sci Med 70: 1050–1058. 11. Antonucci TC, Akiyama H (1987) An examination of sex differences in social
support among older men and women. Sex Roles 17: 737–749. January 2013 | Volume 8 | Issue 1 | e54856 January 2013 | Volume 8 | Issue 1 | e54856 PLOS ONE | www.plosone.org 9 Social Support and Elder Abuse in Europe Stepukonis F, Puodziene L (2009) Psychological pecularities of 80 year olds. Gerontologija 10: 199–207. J
68. Edelbrock DM, Waite LM, Broe GA, Buys LR, Grayson DA, et al. (2003) The
relation between unpaid support and the use of formal health services: the
Sidney Older Person Study. Australas J Ageing 22: 2–8. 43. de Belvis AG, Avolio M, Spagnolo A, Damiani G, Sicuro L, et al. (2008) Factors
associated with health-related quality of life: the role of social relationships
among the elderly in an Italian region, Public Health 122: 784–793. 69. Cantor MH (1979) Neighbours and friends: an overlooked resource in the
informal support system. Res Aging 1: 434–463. 44. Ramos Da Silva Lopes AC (2006) Welfare arrangements, safety nets and familial
support for the elderly in Portugal. PhD Thesis, London School of Economics
and Political Science. Available: http://ler.letras.up.pt/uploads/ficheiros/5041. pdf. Accessed May 10, 2011. 70. Leung KK, Chen CY, Lue BH, Hsu ST (2007) Social support and family
functioning on psychological symptoms in elderly Chinese. Arch Gerontol
Geriatr 44: 203–213. 71. Dong XQ, Beck T, Simon MA (2009) Loneliness and Mistreatment of Older
Chinese Women: Does Social Support Matter? J Women Aging http://www. i n f o r m a w o r l d . c o m / s m p p /
title˜db = all˜content = t792306920˜tab = issueslist˜branches = 21 - v2121: 293–302. 45. Heylen L (2010) The older, the lonelier? Risk factors for social loneliness in old
age. Ageing Soc 30: 1177–1196. p p
title˜db = all˜content = t792306920˜tab = issueslist˜branches = 21 - v2121 p p
title˜db = all˜content = t792306920˜tab = issueslist˜branche 46. Jacobzone S, Cambois E, Chaplain E, Robins JM (1999) The health of older
persons in OECD countries: Is it improving fast enough to compensate for
population ageing? OECD Labour Market and Social Policy Occasional Papers
37. Paris: OECD. 66 p. 72. Lachs MS, Berkman L, Fulmer T, Horwitz RI (1994) A prospective community-
based pilot study of risk factors for the investigation of elder mistreatment. J Am
Geriatr Soc 42: 169–173. January 2013 | Volume 8 | Issue 1 | e54856 10 PLOS ONE | www.plosone.org
|
https://openalex.org/W3197239939
|
https://escholarship.umassmed.edu/cgi/viewcontent.cgi?article=3138&context=faculty_pubs
|
English
| null |
Distinct neuropeptide-receptor modules regulate a sex-specific behavioral response to a pheromone
|
Communications biology
| 2,021
|
cc-by
| 17,501
|
1 Department of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, MA, USA. 2 Neural Signaling and Circuit Plasticity Group,
Department of Biology, KU Leuven, Leuven, Belgium. 3 Neurobiology Department, University of Massachusetts Medical School, Worcester, MA, USA.
4 Department of Biology, University of Massachusetts Dartmouth, Dartmouth, MA, USA. 5Present address: Tufts University, Medford, MA, USA. 6Present
address: AbbVie Foundational Neuroscience Center, Cambridge, MA, USA. 7Present address: Optum, Hartford, CT, USA. ✉email: jsrinivasan@wpi.edu https://doi.org/10.1038/s42003-021-02547-7
OPEN COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio Distinct neuropeptide-receptor modules regulate
a sex-specific behavioral response to a pheromone
Item Type
Journal Article
Authors
Reilly, Douglas K.; McGlame, Emily J.; Vandewyer, Elke;
Robidoux, Annalise N.; Muirhead, Caroline S.; Northcott, Haylea
T.; Joyce, William; Alkema, Mark J; Gegear, Robert J.; Beets,
Isabel; Srinivasan, Jagan
Citation
<p>Reilly DK, McGlame EJ, Vandewyer E, Robidoux AN, Muirhead
CS, Northcott HT, Joyce W, Alkema MJ, Gegear RJ, Beets I,
Srinivasan J. Distinct neuropeptide-receptor modules regulate a
sex-specific behavioral response to a pheromone. Commun Biol. 2021 Aug 31;4(1):1018. doi: 10.1038/s42003-021-02547-7. PMID:
34465863; PMCID: PMC8408276. <a href="https://doi.org/10.1038/
s42003-021-02547-7">Link to article on publisher's site</a></p>
DOI
10.1038/s42003-021-02547-7
Rights
Copyright © The Author(s) 2021. Open Access This article is
licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution
and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material
in this article are included in the article’s Creative Commons
license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons
license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of
this license, visit http://creativecommons.org/licenses/by/4.0/. Download date
24/10/2024 04:49:12
Item License
http://creativecommons.org/licenses/by/4.0/
Link to Item
http://hdl.handle.net/20.500.14038/29914 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Pheromones are small-molecule signals between conspecifics
that convey information on the sender’s current physiological
state, and potentially life stage and developmental history6–8. How the nervous system responds to these stimuli is dependent
on both the internal, physiological state of the animal9, and
external, concurrently sensed stimuli10. We have previously
shown that behavioral response to pheromones is directly
dependent on the physiological state of the animal11, though the
mechanisms which determine such responses remain enigmatic. Nematodes communicate through a large and growing class of
pheromones termed ascarosides (ascr)6. These small molecules
convey social as well as developmental information, and the
assays used to understand the roles of these cues have varied4,6. There are multiple ascarosides found to communicate attractive
behaviors, specifically in a sex-specific manner, including: ascr#1,
ascr#2, ascr#3, ascr#4, and ascr#812. Unique among ascaroside
structures is the presence of a p-aminobenzoate group—a folate
precursor that C. elegans are unable to synthesize, yet obtain from
bacterial food sources13—at the terminus of ascr#8. This pher-
omone has previously been shown to act as an extremely potent
male attractant, being sensed via a chemosensory pathway shared
with ascr#3: the male-specific CEM neurons14. However, whereas
ascr#3 is also sensed by over half a dozen chemosensory
neurons14–17, ascr#8 has only been shown to be sensed by the
male-specific CEM14. We identified two divergent FLP-3 receptors responsible for
sensing the processed neuropeptides. Receptor activation studies
elucidated that the previously identified flp-3-sensing G protein-
coupled receptor, NPR-1023, and the novel FRPR-16, are both
activated by FLP-3 peptides at nanomolar affinities. Additionally,
loss-of-function mutations in either receptor result in behavioral
defects that parallel those observed in flp-3 mutants. fl
To more completely understand the role of flp-3 in mediating
the ascr#8 behavioral response, we adapted a peptide rescue-by-
feeding protocol37. Using this method, we were able to rescue
individual peptides in flp-3 mutant animals and showed that a
specific subset of FLP-3 peptides responsible for suppressing the
avoidance differs from those responsible for driving male
attraction to ascr#8. Here we show that individual neuropeptides encoded by the
flp-3 gene exhibit specific biological activity, by binding multiple
receptors, to drive the behavioral valence to a cue in a sex-specific
manner. p
While the CEMs offer a sex-specific mode of chemosensation for
ascr#8, neuromodulators and hormones are heavily implicated in all
stages of the of sex-specific and pheromone-elicited C. elegans mating
behaviors. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 S receptors. For instance, activation of NPR-4 by FLP-18 modulates
reversal length26, while the sensation of the divergent FLP-4 by
the same receptor contributes to food preference choice27. S
ex-specific
behaviors
are
unique
aspects
of
survival
throughout the animal kingdom from invertebrates to
humans1–3. These behaviors include a wide range of coor-
dinated and genetically preprogrammed social and sexual displays
that ensure successful reproductive strategies, ultimately resulting
in survival of the species in its natural environment2,3. The neural
circuits regulating these behavioral responses are conserved, and
often shared between sexes, but dependent on social experience
and physiological state2. For example, the vomeronasal and main
olfactory epithelium in mice are required for male aggression and
mating, but in females they contribute towards receptivity and
aggression3. Prominent among these stimuli are mating cues4;
while the visual displays of higher order animals are among the
most apparent of these, chemical mating cues are the most ubi-
quitous, with entire sensory organs dedicated to pheromone
sensation5. Here, we investigate the neuronal mechanisms governing the
behavioral attractive response of male C. elegans to ascr#828. Males exhibit a unique behavioral tuning curve to ascr#8, pre-
ferring concentrations in the 1 µM range, no longer being
attracted to higher concentrations14. Given that multiple flp NP/
NPR modules have been shown to play roles in setting physio-
logical state29, as well as linking sensation to physiology and
behavior30–32, we reasoned that peptidergic signaling is likely to
play a role in the male ascr#8 behavioral response. p y
p
Previous studies of C. elegans behavioral responses to attractive
social ascarosides employed a Spot Retention Assay (SRA)14,33. However, we found that the SRA contains several drawbacks,
including male–male contact and the inability to track individual
animals through the course of an assay. To address these issues,
we have developed a single worm attraction assay (SWAA): a
more robust assay that determines variables on a per-worm basis,
and not solely at the population level. We utilized our novel
SWAA to examine the responses of him-8 males defective in flp
neuropeptide genes expressed in male-specific neurons; flp-3, flp-
6, flp-12, and flp-1934. In doing so, we discovered that flp-3 plays a
role in determining the sex-specific behavioral valence: i.e.,
determining whether the response to ascr#8 is attractive or
aversive16,35,36. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Prior to sensation of mating cues, the mate searching
behavior of male C. elegans is modulated by the neuropeptide, PDF-
118,19. Interestingly, this neuropeptide also controls the sexual iden-
tity of the ASJ chemosensory neurons20. The mating pheromone
ascr#3 is modulated by insulin signaling21, while activation of ascr#3-
sensing neurons also activates the NPR-1 receptor17. Finally, the
physical act of male sexual turning during mating is mediated by
multiple FMRFamide-like peptides22. This complex regulation
of behaviors relies on specific neuropeptide–neuropeptide receptor
(NP/NPR) modules. Distinct neuropeptide-receptor modules regulate a
sex-specific behavioral response to a pheromone
Douglas K. Reilly1,5, Emily J. McGlame
1,6, Elke Vandewyer2, Annalise N. Robidoux1, Caroline S. Muirhead1,
Haylea T. Northcott1,7, William Joyce3, Mark J. Alkema3, Robert J. Gegear4, Isabel Beets
2 &
Jagan Srinivasan
1✉
https://doi.org/10.1038/s42003-021-02547-7
OPEN Distinct neuropeptide-receptor modules regulate a
sex-specific behavioral response to a pheromone
Douglas K. Reilly1,5, Emily J. McGlame
1,6, Elke Vandewyer2, Annalise N. Robidoux1, Caroline S. Muirhead1,
Haylea T. Northcott1,7, William Joyce3, Mark J. Alkema3, Robert J. Gegear4, Isabel Beets
2 &
Jagan Srinivasan
1✉ Dioecious species are a hallmark of the animal kingdom, with opposing sexes responding
differently to identical sensory cues. Here, we study the response of C. elegans to the small-
molecule pheromone, ascr#8, which elicits opposing behavioral valences in each sex. We
identify a novel neuropeptide-neuropeptide receptor (NP/NPR) module that is active in
males, but not in hermaphrodites. Using a novel paradigm of neuropeptide rescue that we
established, we leverage bacterial expression of individual peptides to rescue the sex-specific
response to ascr#8. Concurrent biochemical studies confirmed individual FLP-3 peptides
differentially activate two divergent receptors, NPR-10 and FRPR-16. Interestingly, the two of
the peptides that rescued behavior in our feeding paradigm are related through a conserved
threonine, suggesting that a specific NP/NPR combination sets a male state, driving the
correct behavioral valence of the ascr#8 response. Receptor expression within pre-motor
neurons reveals novel coordination of male-specific and core locomotory circuitries. 1 Results Conversely, FMRFamide-like peptide
(flp) genes, many of which encode multiple peptides, signal
through a complex network in which multiple receptors sense
identical peptides, and multiple FLP peptides activate the same COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 2 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 b
c
d
e
S V A S V A S V A S V A
0
100
200
300
400
500
*
***
****
*
++++
Mean Dwell Time (s)
****
-1.0
-0.5
0.0
0.5
1.0
1.5
Log(fold-change)
A/V
N2
him-5 him-8 osm-3
00
600
**
**
*
*
)
-0.2
0.0
Q1
Q3
Q2
Q4
1
4
3
2
6
5
7
8
A
S
B
V
D
N/A
E
F
C
A
a
N2
him-5
him-8
osm-3
+
+ Q1
Q3
Q2
Q4
1
4
3
2
6
5
7
8
A
S
B
V
D
N/A
E
F
C
A
a b
c
d
e
S V A S V A S V A S V A
0
100
200
300
400
500
*
***
****
*
++++
Mean Dwell Time (s)
****
-1.0
-0.5
0.0
0.5
1.0
1.5
Log(fold-change)
A/V
N2
him-5 him-8 osm-3
N2
him-5 him-8 osm-3
S V A S V A S V A S V A
0
200
400
600
**
**
*
*
Mean Dwell Time (s)
-0.8
-0.6
-0.4
-0.2
0.0
Log(fold-change)
A/V
Q1
Q3
Q2
Q4
1
4
3
2
6
5
7
8
A
S
B
V
D
N/A
E
F
C
A
a
N2
him-5
him-8
osm-3
N2
him-5
him-8
osm-3
+
+
to ascr#8 is sex specific. a Design of the Single Worm Attraction Assay (SWAA). The outer 40 wells of a 48-well su
with NGM agar and a thin lawn of OP50 E. coli. A random block design results in spatial control (light gray), vehicle
purple) containing wells. Quadrants are recorded for 15 m. (Inset) The structure of ascr#8. b Raw dwell times of males
ple), osm-3;him-5 (orange) in SWAA. c Transformed log(fold-change) of male dwell time data. d Raw dwell time of he
g(fold-change) of SWAA data of hermaphrodites. Light gray denotes spatial controls (“S”) (when applicable), dark g
olors denote ascr#8 values (“A”). ♂denotes male data, ⚥denotes hermaphrodite data. For all figures: Error bars d
0.01, ***p < 0.001, ****p < 0.0001, unless denoted otherwise. For 1b: ++++p < 0.0001, vehicle vs. spatial control. Results Spot retention assay vs. single worm assay. We adapted the spot
retention assay (Supplementary Fig. 1)28,38 to allow for better
characterization of individual worm behavior and robust inter-
rogation of attraction to small molecules. We first compared the
attractiveness of 1 µM ascr#8 (Fig. 1a, inset) across multiple
strains of C. elegans (the wild-type N2 strain, the high incidence
of male him-5 and him-8 strains, and the chemosensory cilia
defective osm-3), using our novel behavioral assay, the single
worm attraction assay (SWAA) (Fig. 1a). In this assay, individual
animals are placed directly into the spot of the ascaroside cue (A)
while simultaneously removing any potential of male–male con-
tact. A spatial control is included throughout the assay plate to
allow us to investigate any innate differences in the number of
visits to the well center, or the time spent therein, of which we
have only found one strain to date with differences in male dwell
time (Fig. 1a). Likewise, a vehicle control (V) is also included, to
account of any changes in dwell time that are driven by the
components of the vehicle. Unique NP/NPR modules are known to drive specific phy-
siological and behavioral responses in C. elegans23. While DAF-2
propagates insulin-like peptide (ins) signaling, the specific peptide
determines the effect. For example, ins-4 functions in learning,
while ins-6 affects synapse formation24,25. Meanwhile, avoidance
of ascr#3 by hermaphrodites is mediated in part by INS-18/DAF-
2 signaling—higher levels of ins-18 expression result in lower
ascr#3 avoidance rates21. ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Male C. elegans exhibited a significant increase in the amount
of time spent within ascr#8 spot compared to the vehicle control,
in all wild-type and him male strains tested (Fig. 1b, c). These
results confirm the attraction behavior of wild-type and him
males observed with SRA (Supplementary Fig. 1). To measure the
attraction behavior of the ascaroside, we then computed the
normalized increase in dwell time, calculated as log(fold-change)
[i.e., ascaroside dwell time over vehicle dwell time]. Using this
log(fold-change) metric, we observed that the increase in
attraction to ascr#8 is consistent across N2, him-5, and him-8
male strains (Fig. 1c). This metric enabled a direct comparison
between strains and conditions while accounting for baseline
variability in vehicle dwell times. avoid confounding variables, our criteria for selection stipulated
that outside of male-specific neurons, expression profiles would
be limited to a small number of neurons (flp-5 was therefore
excluded as it exhibits expression in the pharyngeal muscle; while
flp-21 and flp-22 are expressed in a large number of neurons
outside of the male-specific expression profiles). p
p
p
We found that loss of flp-3 strongly affected the ability of male
C. elegans to respond to ascr#8, (Fig. 2a, b, Supplementary Fig. 3a,
b). The log(fold-change) of flp-3 is the only value significantly
different than that seen in the wild-type (Fig. 2b). Interestingly,
there was defect seen neither in flp-3 hermaphrodites, nor any
other strain (Fig. 2d, e, Supplementary Fig. 3c, d). Because the defect in male response to ascr#8 was significant,
and the SWAA was designed to detect attractive behaviors, we
sought to determine if flp-3 loss-of-function (lof) animals were in
fact avoiding ascr#8. Using a previously described drop avoidance
assay11,41, we exposed forward moving animals to a drop of either
vehicle control or ascr#8 and scored the avoidance index. Wild-
type males did not avoid the cue, as expected for an attractive cue,
while flp-3 lof males strongly avoided the pheromone (Fig. 2c). The hermaphroditic behavior was unaffected by the loss of flp-3. (Fig. 2f). Together, these results suggest that flp-3 functions to
control the behavioral valence of the ascr#8 response to be
attractive in a sex-specific manner; serving in males to suppress a
basal avoidance behavior observed in hermaphrodites. Given the setup of the SWAA assay, we can measure the
number of visits per-worm under different genetic backgrounds
and conditions (Supplementary Fig. 2a, c). ARTICLE This assay additionally
helps calculate the percentage of attractive visits to the cue
(Supplementary Fig. 2b). Our results suggest no difference in the
attractive properties to ascr#8 between any of the wild-type
strains (Supplementary Fig. 2b). Setting an “attractive visit” as any
visit longer than two standard deviations above the mean vehicle
dwell time, we show that males are indeed attracted to the cue
itself, and not the male–male contact. Our results suggest that it is
in fact a minority of animals (30–45%) that exhibit attractive
visits to the cue (Supplementary Fig. 2b). This rate of behavioral
attraction to ascr#8 is consistent with calcium imaging experi-
ments wherein ascr#8 exposure elicits similar rates of calcium
transients in the CEM neurons39. Rescue of flp-3 under a 4-kb region of its endogenous promoter
was able to restore the behavioral valence of males to wild-type
levels (Fig. 2g–i, Supplementary Fig. 3e, f). While overexpression
of neuropeptides can result in dominant negative phenotypes18,
expression of the flp-3 construct in wild-type animals did not alter
wild-type behavioral response to ascr#8 (Fig. 2g–i, Supplementary
Fig. 3e, f). Unlike the SRA, wherein hermaphrodites did not exhibit any
difference in dwell time between vehicle and ascr#8 (Supplemen-
tary Fig. 2d, e), the SWAA revealed that hermaphrodites from all
strains consistently spent significantly less time in ascr#8 than the
vehicle, with no difference between the spatial and vehicle control
dwell times (Fig. 2d, e). Hermaphrodites also visited the
ascaroside cue less than they did vehicle or spatial control well
centers and exhibited little-to-no attractive visits (Supplementary
Fig. 2c, d). To rule out an allele specific effect of the flp-3(pk361) mutation,
which results in deletion of the entire coding sequence as well as
439 bp of upstream and 1493 bp of downstream genomic
sequence42, we also assayed flp-3(ok3265), an in-frame deletion
of the coding sequence that retains expression of two peptides
produced by the flp-3 gene43 (FLP-3-1 and FLP-3-4) (Supple-
mentary Fig. 4a). The flp-3(pk361) and flp-3(ok3265) mutant
phenotypes were identical (Supplementary Fig. 4b–f), confirming
that the deletion in the pk361 allele did not cause any off-target
effects, and that neither of the two peptides still encoded by the
ok3625 allele (FLP-3-1 and FLP-3-4) are sufficient to rescue the
mutant phenotype. Whether these peptides contribute to the
ascr#8 response in an another way remains to be elucidated. ARTICLE Together, these data validate the SWAA as a robust assay for
the measurement of the attractiveness of a small-molecule cue on
a single animal basis in both sexes. In addition, it provides data
on visit count and the percent of attractive visits that was
previously impossible utilizing the SRA. Interestingly, attractive
visits to the ascr#8 cue were only observed in 30–45% of the time
(Supplementary Fig. 2b), suggesting that the individual state of
the animal plays a critical role in determining the behavioral
response to the ascaroside, as seen in other ascaroside behavioral
responses11,40. FLP-3 functions specifically to modulate the ascr#8 behavioral
response. While ascr#8 is a potent male-attracting pheromone,
previous studies have shown that ascr#2, ascr#3, ascr#4 also
function synergistically in attracting males33. The CEM neurons
that
are
required
for
ascr#8
sensation
also
function
in
ascr#3 sensation14. While ascr#3 signal propagation is processed
through the hub-and-spoke circuit centered around RMG16,17,44,
little is known about the mechanics of ascr#8 sensation outside of
CEM involvement14. To determine if flp-3 functions to regulate
pheromone-mediated male attraction and avoidance in a general
manner, or rather one specific to ascr#8, we assayed the response
of wild-type and flp-3 lof males to ascr#3, a cue for which
behavioral valence has also recently been shown to be regulated in
a sex-specific manner16. We found that flp-3 lof males exhibited
no defect in their attractive response to ascr#3 (Supplementary
Fig. 5), suggesting that its role is indeed specific to that of
ascr#8 sensation. Peptidergic signaling drives sex-specific ascr#8 behavioral
response. Several neuropeptides of the FMRFamide-like-peptide
(FLP) family have been implicated in the mechanosensory reg-
ulation of male-mating behavior37. The genes encoding the
neuropeptides flp-8, flp-10, flp-12, and flp-20 all suppress the
number of turns around a hermaphrodite executed by a male
prior to mating22. Despite this enrichment of flp genes func-
tioning
in
the
mechanosensation
of
these
male-specific
behaviors22, there has been no neuropeptide found to regulate
the chemosensation of mating ascarosides. We sought to under-
stand why an attractive concentration of a mating pheromone
does not result in consistent attraction (Supplementary Fig. 2b)
by investigating potential peptidergic signaling pathways that
function in the sensation of ascr#8. We focused our initial screening of neuropeptides on the FLP
family. We generated him-8 lines of flp genes expressed in male-
specific neurons, specifically flp-3, flp-6, flp-12, and flp-1934. COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio Results a Q3 b
c
S V A S V A S V A S V A
0
100
200
300
400
500
*
***
****
*
++++
Mean Dwell Time (s)
****
-1.0
-0.5
0.0
0.5
1.0
1.5
Log(fold-change)
A/V
N2
him-5 him-8 osm-3
N2
him-5
him-8
osm-3 b c e
N2
him-5 him-8 osm-3
-0.8
-0.6
-0.4
-0.2
0.0
Log(fold-change)
A/V
+ d
e
N2
him-5 him-8 osm-3
S V A S V A S V A S V A
0
200
400
600
**
**
*
*
Mean Dwell Time (s)
-0.8
-0.6
-0.4
-0.2
0.0
Log(fold-change)
A/V
N2
him-5
him-8
osm-3
+
+ d
S V A S V A S V A S V A
0
200
400
600
**
**
*
*
Mean Dwell Time (s)
N2
him-5
him-8
osm-3
+ d e Fig. 1 Attraction to ascr#8 is sex specific. a Design of the Single Worm Attraction Assay (SWAA). The outer 40 wells of a 48-well suspension cell culture
plate are seeded with NGM agar and a thin lawn of OP50 E. coli. A random block design results in spatial control (light gray), vehicle control (dark gray),
and ascaroside (purple) containing wells. Quadrants are recorded for 15 m. (Inset) The structure of ascr#8. b Raw dwell times of males of N2 (blue), him-5
(red), him-8 (purple), osm-3;him-5 (orange) in SWAA. c Transformed log(fold-change) of male dwell time data. d Raw dwell time of hermaphrodites across
strains and e log(fold-change) of SWAA data of hermaphrodites. Light gray denotes spatial controls (“S”) (when applicable), dark grey denotes vehicle
controls (“V”), colors denote ascr#8 values (“A”). ♂denotes male data, ⚥denotes hermaphrodite data. For all figures: Error bars denote SEM. n ≥5. *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001, unless denoted otherwise. For 1b: ++++p < 0.0001, vehicle vs. spatial control. COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 3 ARTICLE Transcriptional reporters have shown
robust flp-3 expression in the amphid IL1 neurons, as well as the
sensory PQR and the male-specific interneuron, CP9, although
our translational fusion exhibited no PQR or CP9 expression
(Fig. 2j–l, Supplementary Fig. 6a–c). Previous studies employed
1–2 kb regions of promoter sequence driving GFP expression,
while our construct employs a 4 kb region, thereb
further regulatory elements that may restrict expr
By including the full coding sequence in our trans
we have also incorporated the regulatory element
the introns of the flp-3 gene46. ARTICLE To Expression analysis of a FLP-3 translational fusion (pflp-3::flp-
3::mCherry) confirmed previous expression analyses of the 4 within male-specific spicule neurons34,45 (Fig. 2j–l,
Fig. 6a–c). Transcriptional reporters have shown
while our construct employs a 4 kb region, thereby
further regulatory elements that may restrict expre
S V A S V A S V A S V A S V A
0
200
400
600
Mean Dwell Time (s)
*
*
**
***
him-8 flp-3 flp-6 flp-12flp-19
him-8
him-8
flp-3
flp-3
him-8
flp-3
flp-6 flp-12 flp-19
0.0
0.5
1.0
**
a
b
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
c
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
****
d
e
f
g
h
i
j
l
S V A S V A S V A S V A S V A
0
200
400
600
800
1000
Mean Dwell Time (s)
**
**
*
*
*
-1.0
-0.5
0.0
Log(fold-change) A/V
S V A S V A S V A S V A
0
200
400
600
800
Mean Dwell Time (s)
*
**
0.5
0.0
0.5
1.0
**
◊◊
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
Avoidance Index
***
k
*
SPDL
SPDR
*
SPDL
SPDR
*
SPDL
SPDR
him-8 flp-3 flp-6 flp-12 flp-19
him-8 flp-3 flp-6 flp-12flp-19
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
Log(fold-change) A/V
-0.5
Log(fold-change) A/V
-
+
+
+
10 μm
ONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 him-8
flp-3
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
c S V A S V A S V A S V A S V A
0
200
400
600
Mean Dwell Time (s)
*
*
**
***
him-8 flp-3 flp-6 flp-12flp-19
him-8 flp-3 flp-6 flp-12 flp-19
0.0
0.5
1.0
**
a
b
Log(fold-change) A/V
-0.5 S V A S V A S V A S V A S V A
0
200
400
600
Mean Dwell Time (s)
*
*
**
***
him-8 flp-3 flp-6 flp-12flp-19
him-8
him-8
flp-3
flp-3
flp-6 flp-12 flp-19
0.0
0.5
1.0
**
a
b
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
c
Log(fold-change) A/V
-0.5 c a neuropeptide within male-specific spicule neurons34,45 (Fig. 2j–l,
Supplementary Fig. 6a–c). ARTICLE Interestingly, we observed localization of m
sensory cilia of male dorsal and ventral IL1 neur
S V A S V A S V A S V A S V A
0
200
Mean
him-8 flp-3 flp-6 flp-12flp-19
him-8
him-8
flp-3
flp-3
him-8
flp-3
flp-6 flp-12 flp-19
0.0
-
+
-
+
0.0
0.2
Av
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
****
d
e
f
g
h
i
j
l
S V A S V A S V A S V A S V A
0
200
400
600
800
1000
Mean Dwell Time (s)
**
**
*
*
*
-1.0
-0.5
0.0
Log(fold-change) A/V
S V A S V A S V A S V A
0
200
400
600
800
Mean Dwell Time (s)
*
**
0.5
0.0
0.5
1.0
**
◊◊
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
Avoidance Index
***
k
*
SPDL
SPDR
*
SPDL
SPDR
*
SPDL
SPDR
him-8 flp-3 flp-6 flp-12 flp-19
him-8 flp-3 flp-6 flp-12flp-19
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
Log(f
-0.5
Log(fold-change) A/V
-
+
+
+
10 μm
COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio him-8 flp-3 flp-6 flp-12flp-19
Avoidance Index
d
e
f
S V A S V A S V A S V A S V A
0
200
400
600
800
1000
Mean Dwell Time (s)
**
**
*
*
*
-1.0
-0.5
0.0
Log(fold-change) A/V
him-8 flp-3 flp-6 flp-12 flp-19
him-8 flp-3 flp-6 flp-12flp-19
+
+ p
p
p
p
p
him-8
flp-3
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
****
d
e
f
S V A S V A S V A S V A S V A
0
200
400
600
800
1000
Mean Dwell Time (s)
**
**
*
*
*
-1.0
-0.5
0.0
Log(fold-change) A/V
him-8 flp-3 flp-6 flp-12 flp-19
him-8 flp-3 flp-6 flp-12flp-19
+
+
+ h
0.5
0.0
0.5
1.0
**
◊◊
him-8
him-8
flp-3
flp-3
pflp-3::flp-3
Log(fold-change) A/V
- him 8
flp 3
i
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
Avoidance Index
***
him-8
him-8
flp-3
flp-3
pflp-3::flp-3 i i g
S V A S V A S V A S V A
0
200
400
600
800
Mean Dwell Time (s)
*
**
him-8
him-8
flp-3
flp-3
pflp-3::flp-3 h g j
*
SPDL
SPDR
p p
p k
*
SPDL
SPDR l
*
SPDL
SPDR
10 μm l l neuropeptide within male-specific spicule neurons34,45 (Fig. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 and NPR-10 to be representative of one another due to their close
phylogenetic relationship and separation by a recent gene
duplication55,56. However, in our testing of these mutants using
our SWAA, we found that npr-4 and npr-5 lof males respond
similarly to him-8 males (Fig. 3b–d, Supplementary Fig. 9) while
npr-10 lof animals exhibited a complete loss of attraction to the
cue, as well as a partial avoidance phenotype matching that of flp-
3 lof mutants (Fig. 3b–d, Supplementary Fig. 9). f
g
pp
y
g
Transgenic rescue by an NPR-10::GFP translational fusion
construct expressed under 1.6 kb of the endogenous promoter
was able to restore wild-type levels off attraction in an npr-10 lof
mutant background (Fig. 3c, Supplementary Fig. 9a, b). This
construct was also able to suppress the avoidance phenotype of
npr-10 (Fig. 3d, Supplementary Fig. 9c). Expression analysis of
NPR-10::GFP revealed expression in both amphid and phasmid
regions of the animals (Fig. 3e, f. Supplementary Fig. 9d, e). Among these head neurons are the inner labial IL2 neurons, as
well
as
their
respective
socket
cells
(ILso). NPR-10::GFP
fluorescence was also observed in the ADL and ASG chemosen-
sory neurons, cells which synapse onto AVD and AIA neurons,
contributing to reversal control and turning circuitries, respec-
tively. The localization of NPR-10 in the RMEL and RMEV
neurons provides a direct input into neurons innervating muscle
cells (Fig. 3e). Alongside expression in the interneuron AVK
(Fig. 3e), which links the npr-10 circuitry to the backwards
locomotion neuron AVE, AVF expression (Fig. 3e) links the
circuit to the forward locomotion premotor interneuron, AVB. Because the spicule neurons are exposed to the environment50,
we investigated whether they play a direct role in the sensation of
ascr#8. To test this, we assayed ceh-30 lof males for their ability to
avoid ascr#8. Male ceh-30 lof animals lack the male-specific CEM
neurons responsible for ascr#8 sensation in the amphid region of
the animal14,51. him-5 males did not avoid ascr#8 (Supplementary
Fig. 7). Males lacking CEM neurons also did not avoid ascr#8
(Supplementary Fig. 7). However, with flp-3 still present in these
animals, it may be that they are still able to sense the cue, but do
not avoid it due to the presence of the neuropeptide. We therefore
generated a ceh-30;flp-3 double mutant, and found that these
animals still do not avoid the pheromone (Supplementary Fig. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 7),
confirming that the CEM neurons are the primary route of ascr#8
chemosensation which results in the male C. elegans behavioral
response14. p
,
NPR-10 expression was also observed in the B-class ray
neurons in the male tail (Fig. 3f). Given the tight localization of
these cells, it may be that NPR-10 is also present in the HOB
neuron,
which
is
impossible
to
decipher
without
further
colocalization studies. However, the RnB neurons that express
NPR-10 to sense SPD-secreted FLP-3 peptides heavily innervate
the male-specific interneuron, EF1, which travels from the tail to
synapse onto neurons in the head of the animal, including the
forward locomotion neuron, AVB. Interestingly, the hermaphro-
dite tail exhibits expression in the dorso-rectal ganglion neurons
DVA, DVB, DVC, and ALN (Supplementary Fig. 9e), which is
not observed in the male tail. These data suggest that NPR-10
plays sex-specific roles based on sex-specific expression patterns. Using Chinese hamster ovarian (CHO) cell cultures stably
expressing the promiscuous G protein, Gα16, and the calcium
reporter, aequorin57, we found that both isoforms of NPR-10 are
activated by seven of the ten FLP-3 peptides (Supplementary
Fig. 10a, b), with half-maximal effective concentrations (EC50) in
the nM range (Fig. 4a–i). Peptide FLP-3-6 (EDGNAPFGTMK-
Famide) did not activate NPR-10 in our assay. This peptide
contains an R-to-K mutation within the C-terminal motif, which
may
explain
the
lack
of
receptor
activation. Likewise,
peptide
FLP-3-10
(STVDSSEPVIRDQ),
which
contains
no
sequence homology with any RFamide peptide (Fig. 4i) also
failed to activate the receptor. Interestingly, FLP-3-8 (SADD-
SAPFGTMRFamide) did not activate either NPR-10A or NPR- p
NPR-10 expression was also observed in the B-class ray
neurons in the male tail (Fig. 3f). Given the tight localization of
these cells, it may be that NPR-10 is also present in the HOB
neuron,
which
is
impossible
to
decipher
without
further
colocalization studies. However, the RnB neurons that express
NPR-10 to sense SPD-secreted FLP-3 peptides heavily innervate
the male-specific interneuron, EF1, which travels from the tail to
synapse onto neurons in the head of the animal, including the
forward locomotion neuron, AVB. Interestingly, the hermaphro-
dite tail exhibits expression in the dorso-rectal ganglion neurons
DVA, DVB, DVC, and ALN (Supplementary Fig. 9e), which is
not observed in the male tail. These data suggest that NPR-10
plays sex-specific roles based on sex-specific expression patterns. FLP-3 regulates attractive behavior to ascr#8 by activation of
two evolutionarily divergent G protein-coupled receptors. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Fig. 2 Peptidergic regulation of the behavioral response to ascr#8 is sex specific. Screen of FMRFamide-like peptide (flp) defective mutants in response
to ascr#8 in SWAA. a Male raw dwell time and b log(fold-change) values revealed specificity of flp-3 in the ascr#8 behavioral response. c A drop
avoidance assay was employed to reveal a change in behavioral valence, with flp-3 males avoiding ascr#8 (See Methods for details). d Hermaphrodite raw
dwell times and e log(fold-change) values in response to ascr#8 are consistent across flp mutants. f ascr#8 avoidance in hermaphrodites is unaffected by
the loss of flp-3. g, i Attractive behavior in response to ascr#8 is restored in flp-3 mutant males by expressing flp-3 under its endogenous promoter. g raw
dwell times in males and h log(fold-change) values), as well as i rescue of flp-3 restores avoidance to ascr#8. j–l Expression pattern of pflp-3::flp-3::mCherry
in the male tail. Colocalization with gpa-1::GFP in the SPD spicule neurons suggests that flp-3 is expressed in male-specific neurons in the tail (arrows). Asterisk denotes coelomocyte accumulation of GFP. j GFP, k mCherry, l merged image at ~×90 magnification. In panel h, ◊◊p < 0.01 for flp-3 mutant
versus transgenic rescue. Light gray denotes spatial controls (“S”) (when applicable), dark gray denotes vehicle controls (“V”), colors denote ascr#8 values
(“A”) (him-8, purple; flp-3, teal; flp mutants, blue; transgenic rescues, light blue). ♂denotes male data, ⚥denotes hermaphrodite data. in puncta spanning their dendrites (Supplementary Fig. 6d, e),
consistent with peptide packing into dense core vesicles47. Previous studies have observed dense core vesicles within, and
being released from, dendritic arbors48, supporting our findings
that FLP-3 is packaged within the dendrites of the IL1 neurons
(Supplementary Fig. 6a–c). We found an identical expression
pattern within the IL1 cilia and dendritic puncta of hermaphro-
dites as well (Supplementary Fig. 6f). Recent single-cell RNA-
sequencing of the adult nervous system has again found more
prolific expression of flp-3 throughout the nervous system,
including most of the VC neurons49. However, these studies were
performed only in hermaphrodites, and were therefore unable to
examine any male-specific changes in expression. In males, our
flp-3 construct also exhibited male-specific tail expression in the
SPD spicule neurons (Fig. 2j–l, Supplementary Fig. 6a–c), and
coupled with IL1 expression, completely rescued the attractive
response to ascr#8 (Fig. 2g–i, Supplementary Fig. 3e, f), suggesting
a physiologically relevant site-of-release from this small subset of
neurons. ARTICLE ARTICLE ARTICLE 2j–l,
Supplementary Fig. 6a–c). Transcriptional reporters have shown
robust flp-3 expression in the amphid IL1 neurons, as well as the
sensory PQR and the male-specific interneuron, CP9, although
our translational fusion exhibited no PQR or CP9 expression
(Fig. 2j–l, Supplementary Fig. 6a–c). Previous studies employed
1–2 kb regions of promoter sequence driving GFP expression, while our construct employs a 4 kb region, thereby incorporating
further regulatory elements that may restrict expression patterns. By including the full coding sequence in our translational fusion,
we have also incorporated the regulatory elements found within
the introns of the flp-3 gene46. while our construct employs a 4 kb region, thereby incorporating
further regulatory elements that may restrict expression patterns. By including the full coding sequence in our translational fusion,
we have also incorporated the regulatory elements found within
the introns of the flp-3 gene46. Interestingly, we observed localization of mCherry within
sensory cilia of male dorsal and ventral IL1 neurons, as well as COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 5 5 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 The
flp-3 gene encodes multiple peptides23. Recent studies have
uncovered a tenth peptide encoded by the gene; although this
newest peptide does not contain the conserved GTMRFamide
motif found in the remainder of flp-3 peptides (Fig. 3a)52. We
determined that the lysine-arginine sites flanking the individual
peptides are processed specifically by the proprotein convertase
encoded by the egl-3 gene, and not by aex-5 or bli-422,53,54
(Supplementary Fig. 8), supporting previous studies that the egl-3
gene is the proprotein convertase involved in mating behaviors22. To better understand where the fully processed peptides act
within the male-specific circuit, we assayed mutants for receptors
that have previously shown activation upon FLP-3 peptide
exposure. While activation of NPR-4 has been reported for only
two peptides encoded by flp-3, NPR-5 and NPR-10 have been
shown to respond to four and six flp-3 encoded peptides,
respectively (Fig. 3a)23. Recent studies have considered NPR-4 Using Chinese hamster ovarian (CHO) cell cultures stably
expressing the promiscuous G protein, Gα16, and the calcium
reporter, aequorin57, we found that both isoforms of NPR-10 are
activated by seven of the ten FLP-3 peptides (Supplementary
Fig. 10a, b), with half-maximal effective concentrations (EC50) in
the nM range (Fig. 4a–i). Peptide FLP-3-6 (EDGNAPFGTMK-
Famide) did not activate NPR-10 in our assay. This peptide
contains an R-to-K mutation within the C-terminal motif, which
may
explain
the
lack
of
receptor
activation. Likewise,
peptide
FLP-3-10
(STVDSSEPVIRDQ),
which
contains
no
sequence homology with any RFamide peptide (Fig. 4i) also
failed to activate the receptor. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Interestingly, FLP-3-8 (SADD-
SAPFGTMRFamide) did not activate either NPR-10A or NPR- COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 6 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Receptor
FLP-3 Peptide
C16D6.2 Y58G8A.4 C53C7.1
3-1
SPLGTMRFamide
μM
μM
nM
3-2
TPLGTMRFamide
3-3
EAEEPLGTMRFamide
nM
3-4
NPLGTMRFamide
3-5
ASEDALFGTMRFamide
nM
3-6
EDGNAPFGTMKFamide
μM
nM
3-7
SAEPFGTMRFamide
μM
μM
nM
3-8
SADDSAPFGTMRFamide
μM
nM
3-9
NPENDTPFGTMRFamide
3-10
STVDSSEPVIRDQ
c
d
a
b
S V A S V A S V A S V A S V A S V A
0
200
400
600
800
Mean Dwell Time (s)
****
**
**
*
-
+
-
+
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
***
-0.5
0.0
0.5
1.0
Log(fold -change)
A/V
**
*
◊◊
e
A
P
V
D
AVF
IL2
ADL
ASG
AVK
RMEL
RMEV
ILso
ILso
f
RnB
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-10
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-10
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-10
npr-4
npr-5
npr-10
10 μm
10 μm
rotein-coupled receptor, NPR-10, is required for the male behavioral response to ascr#8. a FLP-3 peptide affinities for
Li and Kim, 201423. b, c Male raw dwell time and log(fold-change) values for npr receptor mutants and npr-10 rescue in
npr-10 males exhibit increased avoidance to ascr#8 compared to the other receptors. Expression of npr-10 under its endo
oidance phenotype. e Localization of pnpr-10::npr-10::GFP in the amphid region of the male head. Neurons expressing npr-10
IL2, and their respective socket cells (ILso), the interneurons RMEV and RMEL, the chemosensory neurons ADL and A
AVF and AVK. f Expression of pnpr-10::npr-10::GFP in the mail tail. Localization is observed in the B-class Ray neurons. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 ARTICLE NPR-10
FRPR-16
FLP-3 Peptide
EC50
95% CI
3-1
SPLGTMRFamide
262.1 nM
189.7 nM to 359.8 nM
7.4 nM
5.2 nM to 10.6 nM
3-2
TPLGTMRFamide
366.5 nM
270.4 nM to 491.3 nM 31.7 nM
19.0 nM to 51.2 nM
3-3
EAEEPLGTMRFamide
866.7 nM
706.6 nM to 1.1 μM 288.3 nM 203.7 nM to 402.3 nM
3-4
NPLGTMRFamide
427.1 nM
351.7 nM to 516.3 nM 10.7 nM
7.6 nM to 15.3 nM
3-5
ASEDALFGTMRFamide
1.1 μM
946.2 nM to 1.4 μM 72.1 nM
51.1 nM to 101.3 nM
3-7
SAEPFGTMRFamide
438.6 nM
351.3 nM to 530.1 nM 39.5 nM
28.5 nM to 54.0 nM
3-8 SADDSAPFGTMRFamide
N/A
N/A
1.6 μM
1.1 μM to 2.4 μM
3-9 NPENDTPFGTMRFamide
760.1 nM
624.1 nM to 923.3 nM 88.3 nM
65.2 nM to 119.6 nM
i
a
b
c
d
e
f
g
h
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
FLP-3-1
FLP-3-2
FLP-3-3
FLP-3-4
FLP-3-5
FLP-3-7
FLP-3-8
FLP-3-9
EC50
95% CI
peptides activate two different G protein-coupled receptors, NPR-10 and FRPR-16, in vitro. Dose response curves of a FLP-3-
P-3-4, e FLP-3-5, f FLP-3-7, g FLP-3-8, and h FLP-3-9 for activation of NPR-10B (blue circles) and FRPR-16 (red triangles). Pep
did not activate either receptor. i EC50 values and 95% Confidence Intervals for FLP-3 peptide activating NPR-10B and FRPR-16. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 ♂d
TIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Receptor
FLP-3 Peptide
C16D6.2 Y58G8A.4 C53C7.1
3-1
SPLGTMRFamide
μM
μM
nM
3-2
TPLGTMRFamide
3-3
EAEEPLGTMRFamide
nM
3-4
NPLGTMRFamide
3-5
ASEDALFGTMRFamide
nM
3-6
EDGNAPFGTMKFamide
μM
nM
3-7
SAEPFGTMRFamide
μM
μM
nM
3-8
SADDSAPFGTMRFamide
μM
nM
3-9
NPENDTPFGTMRFamide
3-10
STVDSSEPVIRDQ
a
b
S V A S V A S V A S V A S V A S V A
0
200
400
600
800
Mean Dwell Time (s)
****
**
**
*
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-4
npr-5
npr-10 Receptor
FLP-3 Peptide
C16D6.2 Y58G8A.4 C53C7.1
3-1
SPLGTMRFamide
μM
μM
nM
3-2
TPLGTMRFamide
3-3
EAEEPLGTMRFamide
nM
3-4
NPLGTMRFamide
3-5
ASEDALFGTMRFamide
nM
3-6
EDGNAPFGTMKFamide
μM
nM
3-7
SAEPFGTMRFamide
μM
μM
nM
3-8
SADDSAPFGTMRFamide
μM
nM
3-9
NPENDTPFGTMRFamide
3-10
STVDSSEPVIRDQ
a
b
npr-4
npr-5
npr-10 b b a a c
-0.5
0.0
0.5
1.0
Log(fold -change)
A/V
**
*
◊◊
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-10 d
-
+
-
+
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
1.0
Avoidance Index
****
***
him-8 flp-3 npr-4 npr-5
npr-10
pnpr-10::
npr-10
npr-10 d c e
A
P
V
D
AVF
IL2
ADL
ASG
AVK
RMEL
RMEV
ILso
ILso
10 μm e e f f
RnB
10 μm RnB Fig. 3 The G protein-coupled receptor, NPR-10, is required for the male behavioral response to ascr#8. a FLP-3 peptide affinities for known receptors,
adapted from Li and Kim, 201423. b, c Male raw dwell time and log(fold-change) values for npr receptor mutants and npr-10 rescue in the SWAA,
respectively. d npr-10 males exhibit increased avoidance to ascr#8 compared to the other receptors. Expression of npr-10 under its endogenous promoter
rescues the avoidance phenotype. e Localization of pnpr-10::npr-10::GFP in the amphid region of the male head. Neurons expressing npr-10 include the inner
labial neurons, IL2, and their respective socket cells (ILso), the interneurons RMEV and RMEL, the chemosensory neurons ADL and ASG, as well as the
interneurons AVF and AVK. f Expression of pnpr-10::npr-10::GFP in the mail tail. Localization is observed in the B-class Ray neurons. ♂denotes male data. COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 7 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 |
p //
g/
/ a
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
FLP-3-1 b
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
FLP-3-2 c
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
FLP-3-3 d
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
FLP-3-4 -10
-8
Log[peptide] (M) 10
8
Log[peptide] (M) f
g[p p
] (
)
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
FLP-3-7 e
g[p p
] (
)
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
FLP-3-5 10
8
Log[peptide] (M) 10
8
Log[peptide] (M) g
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
)
%
(
n
oit
a
vitc
A
r
o
t
p
e
c
e
R
FLP-3-8 h
-14
-12
-10
-8
-6
-4
0
50
100
Log[peptide] (M)
Receptor Activation (%)
FLP-3-9 NPR-10
FRPR-16
FLP-3 Peptide
EC50
95% CI
3-1
SPLGTMRFamide
262.1 nM
189.7 nM to 359.8 nM
7.4 nM
5.2 nM to 10.6 nM
3-2
TPLGTMRFamide
366.5 nM
270.4 nM to 491.3 nM 31.7 nM
19.0 nM to 51.2 nM
3-3
EAEEPLGTMRFamide
866.7 nM
706.6 nM to 1.1 μM 288.3 nM 203.7 nM to 402.3 nM
3-4
NPLGTMRFamide
427.1 nM
351.7 nM to 516.3 nM 10.7 nM
7.6 nM to 15.3 nM
3-5
ASEDALFGTMRFamide
1.1 μM
946.2 nM to 1.4 μM 72.1 nM
51.1 nM to 101.3 nM
3-7
SAEPFGTMRFamide
438.6 nM
351.3 nM to 530.1 nM 39.5 nM
28.5 nM to 54.0 nM
3-8 SADDSAPFGTMRFamide
N/A
N/A
1.6 μM
1.1 μM to 2.4 μM
3-9 NPENDTPFGTMRFamide
760.1 nM
624.1 nM to 923.3 nM 88.3 nM
65.2 nM to 119.6 nM
i
EC50
95% CI i Fig. 4 FLP-3 peptides activate two different G protein-coupled receptors, NPR-10 and FRPR-16, in vitro. Dose response curves of a FLP-3-1, b FLP-3-2, c
FLP-3-3, d FLP-3-4, e FLP-3-5, f FLP-3-7, g FLP-3-8, and h FLP-3-9 for activation of NPR-10B (blue circles) and FRPR-16 (red triangles). ARTICLE A full-gene deletion of frpr-16 was generated using CRISPR
mutagenesis (Fig. 5a, b)58. We assayed frpr-16 lof males for their
ability to respond to ascr#8. Males lacking frpr-16 exhibited a loss
of attraction to ascr#8, as well as a partial avoidance phenotype,
like that observed in npr-10 lof mutant animals (Fig. 5,
Supplementary Fig. 11). Interestingly, a double mutant containing
both npr-10 and frpr-16 null alleles not only did not result in an
additive effect in the avoidance phenotype, but in fact also
suppressed the avoidance phenotype, suggesting that these
receptors are nonredundant in their functions (Fig. 5e, Supple-
mentary Fig. 11c). To further validate the ability of this threonine (T) to suppress
avoidance of ascr#8, we tested the ability of FLP-3-7 (SAEPFGTMR-
Famide) to restore wild-type behavior (Fig. 6e–h). We observed that
FLP-3-7 neither suppresses avoidance (Fig. 6h, Supplementary Fig. 13)
nor drives attraction (Fig. 6f, g, Supplementary Fig. 13). However,
when the ninth amino acid from the C-terminal, a glutamate (G), is
replaced with a threonine, FLP-3-7T (Fig. 6e), we observed a
suppression of the avoidance behavior (Fig. 6e, Supplementary
Fig. 13), supporting our hypothesis that this threonine is critical for
suppressing male-specific avoidance of ascr#8. Rescue of FRPR-16 under 1.9 kb of its endogenous promoter
was able to restore wild-type attractive behavior (Fig. 5c, d,
Supplementary Fig. 11a, b), as well suppress the avoidance
phenotype (Fig. 5e, Supplementary Fig. 11c). Localization of the
mCherry fusion reporter was observed in the premotor inter-
neurons responsible for reverse locomotory control: AVA, AVE,
and AVD (Fig. 5f). The fluorescent protein was also seen anterior
to the nerve ring in the gas-sensing BAG neuron (Fig. 5f). This
expressing pattern was not sex specific, as a matching expression
pattern was observed in hermaphrodites (Supplementary Fig. 11d). Together, these data show that NPR-10 and FRPR-16 function as
receptors for FLP-3 peptides. While FLP-3-9, which contains this threonine, can drive
attraction, we observed that FLP-3-7T, which contains an SA
sequence upstream of the threonine in place for FLP-3-9’s
NPEND sequence, is unable to drive attraction to ascr#8
(Fig. 6e–g, Supplementary Fig. 13). These results support our
hypothesis that the NPEND sequence of FLP-3-9 is critical in
regulating the attractive behavior. Together, these data argue that the threonine in the ninth
position from the C-terminus is critical for suppression of the
basal avoidance response (Fig. ARTICLE ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 10 or FRPR-16. The non-RFamide peptide was unable to rescue
the avoidance phenotype (Fig. 6b, Supplementary Fig. 12a). 10B, despite its conserved terminal amino acid sequence
(Supplementary Fig. 10a, b). 10 or FRPR-16. The non-RFamide peptide was unable to rescue
the avoidance phenotype (Fig. 6b, Supplementary Fig. 12a). pp
y
g
The lack of full avoidance phenotype observed in npr-10 lof
mutants suggests that there are other FLP-3 receptors involved in
regulating the ascr#8 avoidance behavior. Interestingly, while the
human NPY/Drosophila NPF receptor NPR-10 is required for
FLP-3 sensation, the Drosophila FR receptor homolog, FRPR-16,
was also found to be reliably activated by FLP-3 peptides in vitro
(Supplementary Fig. 10c). This evolutionarily divergent receptor
exhibited potencies in the 10-nanomolar range for seven of the
peptides, and submicromolar for an eighth peptide (Fig. 4). Again, FLP-3-6 and FLP-3-10 did not activate FRPR-16,
supporting the notion that the terminal motif conserved in the
remaining FLP-3 peptides is critical for receptor activation. Cells
transfected with a control vector did not exhibit any activation
following exposure to FLP-3 peptides, confirming that the
activation observed is specific to receptor-ligand interactions
with NPR-10 and FRPR-16 (Supplementary Fig. 10d). FLP-3-1 and FLP-3-4 differ in sequence only in their
N-terminal amino acid (Figs. 3a, 4i). Similarly, a single amino
acid change is all that distinguishes either peptide from FLP-3-2
(TPLGTMRFamide), which exhibits the second highest affinity
for NPR-10 (Fig. 4b). We therefore tested FLP-3-2 for its ability
to rescue the flp-3 lof phenotype. Surprisingly, this peptide was
able to abolish the avoidance phenotype observed in flp-3 lof
animals (Fig. 6b, Supplementary Fig. 12a), although it was not
able to restore the animal’s ability to be attracted to ascr#8 (Fig. 6
c, d, Supplementary Fig. 12c). The only difference being the
presence of a threonine in that position of the peptide, we
hypothesized that this may be the required component to
suppress the avoidance behavior. Peptide FLP-3-9 (NPENDTPFGTMRFamide) is a naturally
occurring FLP-3 peptide that contains a threonine in the same
location of the peptide. The N-terminus is capped with a NPEND
sequence, and the lysine conserved in FLP-3-1, 3-2, and 3-4 is
mutated to a phenylalanine. However, when flp-3 lof animals were
fed NPENDTPFGTMRFamide, they not only displayed lack of
avoidance to ascr#8, but also a full rescue of their ability to be
attracted to the cue (Fig. 6, Supplementary Fig. 12). ARTICLE 7a), as both FLP-3-2 and FLP-3-9,
along with the modified FLP-3-7T peptide, were all capable of
doing so, while FLP-3-1 and FLP-3-4 could not (Fig. 6,
Supplementary Figs. 12, 13). Likewise, the NPEND sequence in
FLP-3-9 may convey further specificity to the peptide, allowing it
to drive attraction to the pheromone (Fig. 7a). It is not merely the
presence of terminal amino acids that drives attraction, as the
short sequence present in FLP-3-7T was unable to do so (Fig. 6). Rescue of individual FLP-3 peptides by feeding reveals a spe-
cific subset of active peptides required for attractive behavior. To identify which FLP-3 peptides are required for male avoidance
of ascr#8, we adopted a peptide feeding approach59, similar to
RNAi feeding, as initially described previously37,59 (Fig. 6a). Using Gateway Cloning technology, we first inserted FLP-3
peptide coding sequences into a bacterial expression vector. As a
control, we first tested the FLP-3 peptides that are still encoded in
the ok3625 allele which are insufficient to drive the proper ascr#8
response in vivo: FLP-3-1 (SPLGTMRFamide) and FLP-3-4
(NPLGTMRFamide) (Supplementary Fig. 4). We then reared flp-
3 lof animals on lawns of bacteria expressing the rescue con-
structs, and their progeny were assayed for avoidance (Fig. 6b–d,
Supplementary Fig. 12). Neither FLP-3-1 nor FLP-3-4 were
unable to rescue the avoidance phenotype on their own
(Fig. 6b–d, Supplementary Fig. 12), supporting the flp-3(ok3625)
data and further suggesting that these two peptides are insuffi-
cient to maintain wild-type behavior (Supplementary Fig. 4). This
is surprising, as each peptide exhibits the highest affinities for
FRPR-16, and two of the three highest affinities for NPR-10
(Fig. 4). COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Peptides FLP-3-6
and FLP-3-10 did not activate either receptor. i EC50 values and 95% Confidence Intervals for FLP-3 peptide activating NPR-10B and FRPR-16. a–h Error bars
denote SEM. n ≥6. Fig. 4 FLP-3 peptides activate two different G protein-coupled receptors, NPR-10 and FRPR-16, in vitro. Dose response curves of a FLP-3-1, b FLP-3-2, c
FLP-3-3, d FLP-3-4, e FLP-3-5, f FLP-3-7, g FLP-3-8, and h FLP-3-9 for activation of NPR-10B (blue circles) and FRPR-16 (red triangles). Peptides FLP-3-6
and FLP-3-10 did not activate either receptor. i EC50 values and 95% Confidence Intervals for FLP-3 peptide activating NPR-10B and FRPR-16. a–h Error bars
denote SEM. n ≥6. COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 8 Discussion f Expression pattern of pfrpr-16::frpr-16::SL2::mCherry in
ans at ×20 magnification. Localization within the ventral cord denoted. f (inset), Amphid localization of pfrpr-16::frpr-16::SL2::mCherry at ~×120
everse locomotion command interneurons, AVA, AVE, and AVD, as well as the BAG neuron (anterior to the nerve ring). In panel d ◊◊p < 0.01
f mutant versus transgenic rescue. ♂denotes male data. LE
COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 d
e
c
S V A S V A S V A S V A S V A
0
200
400
600
Mean Dwell Time (s)
him-8 flp-3 frpr-16 frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16
*
****
Avoidance Index
-
+
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
****
**
*
-0.5
0.0
0.5
1.0
Log(fold-change)
A/V
**
**
*
◊◊
neoR prps-27
UTR
UTR
GFP
pmyo-2
500 bp
a
b
CRISPR
Cut Site
CRISPR
Cut Site
homology
arm
homology
arm
frpr-16
homology
arm
homology
arm
him-8 flp-3 frpr-16frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16
him-8
flp-3 frpr-16 frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16 f
AVA
AVD
Ventral Cord
Ventral
Cord
BAG
AVE
50 μm
10 μm 50 μm Fig. 5 FRPR-16 is required for the male behavioral response to ascr#8. a, b Design of CRISPR/Cas9-mediated frpr-16 null mutation construct. a The wild-
type gene, with CRISPR cut sites marked, along with 450 bp homology arm regions. b The mutant gene sequence, consisting of an inverted cassette driving
loxP flanked pmyo-2::GFP and prps-27::neoR expression. c, d frpr-16 lof male animals display loss of attraction to ascr#8 and rescue of frpr-16 under its
endogenous promoter rescues the attraction phenotype. frpr-16;npr-10 double mutant animals do not display an additive phenotype in terms of attraction c
Raw dwell time and d log(fold-change) values. e frpr-16 lof male animals display increased avoidance to ascr#8 and rescue of frpr-16 restores avoidance to
wild-type male animals. frpr-16;npr-10 double mutant animals do not display avoidance to ascr#8. f Expression pattern of pfrpr-16::frpr-16::SL2::mCherry in
male C. elegans at ×20 magnification. Localization within the ventral cord denoted. f (inset), Amphid localization of pfrpr-16::frpr-16::SL2::mCherry at ~×120
within the reverse locomotion command interneurons, AVA, AVE, and AVD, as well as the BAG neuron (anterior to the nerve ring). In panel d ◊◊p < 0.01
for frpr-16 lof mutant versus transgenic rescue. ♂denotes male data. attracted than their him-5 counterparts (Supplementary Fig. 1). Discussion Our results reveal a complex mechanism regulating the sex-
specific behavioral response to a pheromone guided through the
interaction of at least two peptides encoded by a single-
neuropeptide precursor gene and two divergent GPCRs. We
show that two distinct NP/NPR modules driven by the single-
neuropeptide gene flp-3 serve to drive sex-specific attraction to
the male-attracting pheromone, ascr#814,28 (Fig. 2). We developed and validated our novel single worm behavioral
assay (SWAA), which confirmed that male C. elegans are indeed
attracted to different pheromone cues (Fig. 1 and Supplementary
Figs. 1, 2). Previous attraction assays, such as SRA (Supplemen-
tary Fig. 1), resulted in attraction values that were skewed due to
male–male contact. The SWAA overcomes those caveats as it We also tested FLP-3-10 (STVDSSEPVIRDQ), which exhibits a
lack of consensus sequence and an inability to activate either NPR- COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 9 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 ARTICLE d
e
c
S V A S V A S V A S V A S V A
0
200
400
600
Mean Dwell Time (s)
him-8 flp-3 frpr-16 frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16
*
****
Avoidance Index
-
+
-
+
-
+
-
+
-
+
0.0
0.2
0.4
0.6
0.8
****
**
*
-0.5
0.0
0.5
1.0
Log(fold-change)
A/V
**
**
*
◊◊
neoR prps-27
UTR
UTR
GFP
pmyo-2
500 bp
a
b
CRISPR
Cut Site
CRISPR
Cut Site
homology
arm
homology
arm
frpr-16
f
homology
arm
homology
arm
him-8 flp-3 frpr-16frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16
him-8
flp-3 frpr-16 frpr-16
pfrpr-16::
frpr-16
npr-10;
frpr-16
AVA
AVD
Ventral Cord
Ventral
Cord
BAG
AVE
50 μm
10 μm
-16 is required for the male behavioral response to ascr#8. a, b Design of CRISPR/Cas9-mediated frpr-16 null mutation construct. a The wild-
with CRISPR cut sites marked, along with 450 bp homology arm regions. b The mutant gene sequence, consisting of an inverted cassette driving
pmyo-2::GFP and prps-27::neoR expression. c, d frpr-16 lof male animals display loss of attraction to ascr#8 and rescue of frpr-16 under its
promoter rescues the attraction phenotype. frpr-16;npr-10 double mutant animals do not display an additive phenotype in terms of attraction c
me and d log(fold-change) values. e frpr-16 lof male animals display increased avoidance to ascr#8 and rescue of frpr-16 restores avoidance to
ale animals. frpr-16;npr-10 double mutant animals do not display avoidance to ascr#8. COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio Discussion f flp-3 lof male animals raised on FLP-3-7T suppress
avoidance to ascr#8 suggesting the importance of amino acid threonine in mediating avoidance. g, h flp-3 animals raised on FLP-3-7 and FLP-3-7T display
no rescue of attractive behavior to ascr#8. g Raw dwell time and h log(fold-change) of flp-3 animals raised on FLP-3-7 and FLP-3-7T. ♂denotes male data. Previous studies have linked the entirety of the gene to a
receptor based on binding studies and full transgenic rescue29,65,66. Here, we employ a rescue-by-feeding assay, following the design of
RNAi feeding protocols, to rescue individual peptides37. While
“feeding” of peptides through soaking is a valid approach, there are
many constraints on such approaches, the most prominent being
the ability to acquire purified peptides29,65. Using our rescue-by-
feeding approach, we provide access to the peptide to the worms
directly through their food source. This approach enables new
avenues for characterizing the roles of the other neuropeptides in
mediating diverse cellular and organismal processes. spatial control effects reminiscent of ‘edge effects’61—wherein
animals spend more time along the edge rather than in the
throughout the well—and instead spend more time the vehicle
control more often (Fig. 1d). We observe that this dwell time is
dramatically reduced in the presence of the pheromone, sup-
porting the findings that hermaphrodites avoid ascr#8 (Fig. 2f). p
g
g
p
g
Peptidergic modulation of neural circuits as long been hypo-
thesized as complex62, and here we elucidate the recruitment of
two neuropeptide/neuropeptide-receptor (NP/NPR) modules,
FLP-3/NPR-10 and FLP-3/FRPR-16, that both serve to regulate
the nervous system in sensing and respond to asr#8 in a sex-
specific manner. Our results elucidate that not all peptides
encoded by the FLP-3 propeptide are involved in the regulation of
the sex-specific circuit, but rather a subset function through two
unique NP/NPR modules to drive the behavioral response. This
suggests
that
the
complexity
of
the
expansive
class
of
FMRFamide-related peptide (FLP) genes in C. elegans, of which
there are 31 genes encoding over
70 unique peptides42,
function
through
an
even
greater
number
of
NP/NPR
modules to drive specific behavioral or physiological states. FLPs
have been identified as regulators of a variety of behavioral
and sensory mechanisms, including locomotion19, egg-laying42,
gas sensing63, sleep29, and mating22,64. Here, we show that
flp-3 functions to coordinate ascr#8 sensation with attractive
behavior. Discussion a Overview of rescue-by-feeding
paradigm: (Top) A plasmid in generated which encodes the peptide of interest is flanked by EGL-3 cleavage sites, with a 6x-His tag upstream. (Bottom) flp-
3 lof animals are raised on bacteria expressing the FLP-3 peptide of interest for 72-96 h and are assayed as young adults. b Avoidance behavior of him-8
and flp-3 animals raised on scramble peptide or specified FLP-3 peptides. him-8 and flp-3 males fed SCRAMBLE display their characteristic avoidance to
ascr#8. flp-3 males fed peptides FLP-3-2 or FLP-3-9 restore avoidance to wild-type levels. c, d flp-3 male animals fed FLP-3-9 peptides rescues attraction
behavior to ascr#8 c Raw dwell time and d log(fold-change) values for him-8 and flp-3 males fed peptides FLP-3-2 or FLP-3-9. e Mutational schematic of
FLP-3-7 to generate FLP-3-7T: the glutamate (“E”) in position 9 was mutated to a threonine (“T”). f flp-3 lof male animals raised on FLP-3-7T suppress
avoidance to ascr#8 suggesting the importance of amino acid threonine in mediating avoidance. g, h flp-3 animals raised on FLP-3-7 and FLP-3-7T display
no rescue of attractive behavior to ascr#8. g Raw dwell time and h log(fold-change) of flp-3 animals raised on FLP-3-7 and FLP-3-7T. ♂denotes male data. d-type behavior and reveals two active peptides within the FLP-3 precursor. a Overview of rescue-by-feeding thin the FLP-3 precursor. a Overview of rescue-by-feeding Fig. 6 Peptide feeding rescues wild-type behavior and reveals two active peptides within the FLP-3 precursor. a Overview of rescue-by-feeding
paradigm: (Top) A plasmid in generated which encodes the peptide of interest is flanked by EGL-3 cleavage sites, with a 6x-His tag upstream. (Bottom) flp-
3 lof animals are raised on bacteria expressing the FLP-3 peptide of interest for 72-96 h and are assayed as young adults. b Avoidance behavior of him-8
and flp-3 animals raised on scramble peptide or specified FLP-3 peptides. him-8 and flp-3 males fed SCRAMBLE display their characteristic avoidance to
ascr#8. flp-3 males fed peptides FLP-3-2 or FLP-3-9 restore avoidance to wild-type levels. c, d flp-3 male animals fed FLP-3-9 peptides rescues attraction
behavior to ascr#8 c Raw dwell time and d log(fold-change) values for him-8 and flp-3 males fed peptides FLP-3-2 or FLP-3-9. e Mutational schematic of
FLP-3-7 to generate FLP-3-7T: the glutamate (“E”) in position 9 was mutated to a threonine (“T”). Discussion This may be due to a high degree of male–male contact within the
ascr#8 spot, but not the vehicle spot in SRA (Supplementary
Fig. 1). We additionally confirmed that another previously
described male attractant ascaroside, acsr#3, maintains its ability
to attract males in the SWAA (Supplementary Fig. 5). We also
demonstrate that hermaphrodites, which have previously been
shown to leave food rarely in comparison to males60, overcome measures the attractive properties of individual animals in each
spot (Fig. 1, Supplementary Fig. 2). It also helps calculate the
percentage attractiveness of the cue adding another parameter to
measure the robustness of the cue. Our SWAA suggests that both
him-5 and him-8 males are equally attracted to ascr#8 (Fig. 1,
Supplementary Fig. 2). This addresses one of the caveats of the
SRA results, wherein him-5 and him-8 males responded differ-
entially to ascr#8, with him-8 males being significantly more 10 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Fig. 6 Peptide feeding rescues wild-type behavior and reveals two active peptides within the FLP-3 precursor. a Overview of rescue-by-feeding
paradigm: (Top) A plasmid in generated which encodes the peptide of interest is flanked by EGL-3 cleavage sites, with a 6x-His tag upstream. (Bottom) flp-
3 lof animals are raised on bacteria expressing the FLP-3 peptide of interest for 72-96 h and are assayed as young adults. b Avoidance behavior of him-8
and flp-3 animals raised on scramble peptide or specified FLP-3 peptides. him-8 and flp-3 males fed SCRAMBLE display their characteristic avoidance to
ascr#8. flp-3 males fed peptides FLP-3-2 or FLP-3-9 restore avoidance to wild-type levels. c, d flp-3 male animals fed FLP-3-9 peptides rescues attraction
behavior to ascr#8 c Raw dwell time and d log(fold-change) values for him-8 and flp-3 males fed peptides FLP-3-2 or FLP-3-9. e Mutational schematic of
FLP-3-7 to generate FLP-3-7T: the glutamate (“E”) in position 9 was mutated to a threonine (“T”). f flp-3 lof male animals raised on FLP-3-7T suppress
avoidance to ascr#8 suggesting the importance of amino acid threonine in mediating avoidance. g, h flp-3 animals raised on FLP-3-7 and FLP-3-7T display
no rescue of attractive behavior to ascr#8. g Raw dwell time and h log(fold-change) of flp-3 animals raised on FLP-3-7 and FLP-3-7T. ♂denotes male data. Fig. 6 Peptide feeding rescues wild-type behavior and reveals two active peptides within the FLP-3 precursor. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 The NPEND sequence of FLP-3-9 drives male attraction to ascr#8. b
Schematic of the neural circuit regulating male responses to ascr#8 pheromone. ascr#8 is sensed by the male-specific CEM neurons. The neuropeptide
gene flp-3 is expressed in the IL1 neurons in the head and the SPD spicule neurons in the tail (teal). Following release of processed FLP-3 peptides, FLP-3-2
and FLP-3-9 are sensed by NPR-10 and FRPR-16 expressing neurons (blue and red, respectively) to mediate dwelling in the mating pheromone by
modulating forward and reverse locomotion. Green neurons are connections inferred from the male synaptic connectome73. Gold denotes the command
interneuron AVB and the forward locomotory circuitry. Fig. 7 Two FLP-3 NP/NPR modules mediate the male behavioral response to ascr#8. a Sequence specificity of FLP-3 peptide function. FLP-3-1, FLP-3-4,
and FLP-3-7 exhibit no sex-specific effects on ascr#8 behavioral response. The threonine in the 9th position of FLP-3-2 and FLP-3-9, and in the mutated
FLP-3-7T (red) is required for suppressing the sex-specific avoidance of ascr#8. The NPEND sequence of FLP-3-9 drives male attraction to ascr#8. b
Schematic of the neural circuit regulating male responses to ascr#8 pheromone. ascr#8 is sensed by the male-specific CEM neurons. The neuropeptide
gene flp-3 is expressed in the IL1 neurons in the head and the SPD spicule neurons in the tail (teal). Following release of processed FLP-3 peptides, FLP-3-2
and FLP-3-9 are sensed by NPR-10 and FRPR-16 expressing neurons (blue and red, respectively) to mediate dwelling in the mating pheromone by
modulating forward and reverse locomotion. Green neurons are connections inferred from the male synaptic connectome73. Gold denotes the command
interneuron AVB and the forward locomotory circuitry. 3-1, FLP-3-4, and FLP-3-10 are not. As such, multiple NP/NPR
modules are implicated in the ascr#8 behavioral response. Further
studies will allow for further separation of FLP-3-2 and FLP-3-9,
and how they interact with NPR-10 and FRPR-16. 3-1, FLP-3-4, and FLP-3-10 are not. As such, multiple NP/NPR
modules are implicated in the ascr#8 behavioral response. Further
studies will allow for further separation of FLP-3-2 and FLP-3-9,
and how they interact with NPR-10 and FRPR-16. The presence of FRPR-16 in the amphid premotor inter-
neurons responsible for backwards locomotion (Fig. 5) suggests
the FLP-3/FRPR-16 module serves to mediate reversals during
ascr#8 sensation (Fig. 7b). Discussion g
g
p
Combining
biochemical
receptor
activation
studies
with
behavioral rescue-by-feeding assays, we have been successful in
elucidating discrete neuropeptide signaling modalities within the
complex FLP-3 signaling system. The involvement of two evo-
lutionarily divergent receptors in sensing specific FLP-3 neuro-
peptides suggests that the sex-specific behavioral response to
ascr#8 module is a result of the activity of two distinct NP/NPR
modules that mediate both attractive and repulsive properties of
the small molecule. Two GPCRs respond to FLP-3 peptides to
function in the behavioral response to ascr#8: the previously
identified NPR-10, and the novel FRPR-16 (Figs. 3–5). Both
exhibit high potencies for multiple FLP-3 peptides, although our
single-peptide rescues have shown that FLP-3-2 and FLP-3-9 are
required for the wild-type response to ascr#8 (Fig. 6), while FLP- 11 COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 CEM
flp-3 expressing neuron
npr-10 expressing neuron
frpr-16 expressing neuron
Sensory Neuron
Interneuron
Synapse
Gap junction
ASG
BAG
Male
Tail
Command
Interneurons
SPDL
SPDR
AVA
RnB
EF1
AVB
AVD
AVE
AVK
IL2
RMEL
RMEV
FLP-3
ADL
AVF
AIA
AIB
Forward
Locomotion
Backward
Locomotion
Turning
Machinery
Muscles
IL1
FLP-3
DVC
AIY
GLUT
CEM
CEM
CEM
FLP-3-2
FLP-3-1
FLP-3-9
FLP-3-7T
TPLGTMRF NPENDTPFGTMRF
Sex-specific
Avoidance
SPLGTMRF NPLGTMRF SAEPFGTMRF
SATPFGTMRF
FLP-3-4
FLP-3-7
No sex-specific
activity
Sex-specific
Attraction
a
b
Fig. 7 Two FLP-3 NP/NPR modules mediate the male behavioral response to ascr#8. a Sequence specificity of FLP-3 peptide function. FLP-3-1, FLP-3-4,
and FLP-3-7 exhibit no sex-specific effects on ascr#8 behavioral response. The threonine in the 9th position of FLP-3-2 and FLP-3-9, and in the mutated
FLP-3-7T (red) is required for suppressing the sex-specific avoidance of ascr#8. The NPEND sequence of FLP-3-9 drives male attraction to ascr#8. b
Schematic of the neural circuit regulating male responses to ascr#8 pheromone. ascr#8 is sensed by the male-specific CEM neurons. The neuropeptide
gene flp-3 is expressed in the IL1 neurons in the head and the SPD spicule neurons in the tail (teal). Following release of processed FLP-3 peptides, FLP-3-2
and FLP-3-9 are sensed by NPR-10 and FRPR-16 expressing neurons (blue and red, respectively) to mediate dwelling in the mating pheromone by
modulating forward and reverse locomotion. Green neurons are connections inferred from the male synaptic connectome73. Gold denotes the command
interneuron AVB and the forward locomotory circuitry. ARTICLE
COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 FLP-3-2
FLP-3-1
FLP-3-9
FLP-3-7T
TPLGTMRF NPENDTPFGTMRF
Sex-specific
Avoidance
SPLGTMRF NPLGTMRF SAEPFGTMRF
SATPFGTMRF
FLP-3-4
FLP-3-7
No sex-specific
activity
Sex-specific
Attraction
a a CEM
flp-3 expressing neuron
npr-10 expressing neuron
frpr-16 expressing neuron
Sensory Neuron
Interneuron
Synapse
Gap junction
ASG
BAG
Male
Tail
Command
Interneurons
SPDL
SPDR
AVA
RnB
EF1
AVB
AVD
AVE
AVK
IL2
RMEL
RMEV
FLP-3
ADL
AVF
AIA
AIB
Forward
Locomotion
Backward
Locomotion
Turning
Machinery
Muscles
IL1
FLP-3
DVC
AIY
GLUT
CEM
CEM
CEM
Sex-specific
Avoidance
No sex-specific
activity
Sex-specific
Attraction
b b Synapse
Gap junction Fig. 7 Two FLP-3 NP/NPR modules mediate the male behavioral response to ascr#8. a Sequence specificity of FLP-3 peptide function. FLP-3-1, FLP-3-4,
and FLP-3-7 exhibit no sex-specific effects on ascr#8 behavioral response. The threonine in the 9th position of FLP-3-2 and FLP-3-9, and in the mutated
FLP-3-7T (red) is required for suppressing the sex-specific avoidance of ascr#8. Vector generation Our findings highlight the complexity of neuromodulators reg-
ulating behavioral states in both invertebrates and vertebrates. Multiple hormonal receptors are involved in regulating the induc-
tion of A. aegyptii ecdysteroid hormone production through two
different neuropeptide signaling systems: ILP3 initiates digestion of
the blood meal69, while OEH stimulates oocyte yolk uptake70. Melanin-concentrating hormone is a neuropeptidergic hormone
that promotes appetite and feeding behaviors in mice in a sex-
dependent manner71. Meanwhile, age-dependent changes in levels
of Neuropeptide F result in the promotion of survival-benefiting
appetitive memory in Drosophila, concurrent with the impairment
of memories associated with insufficient survival benefits72. See Supplementary Table 2 for a complete plasmid list, and Supplementary
Table 3 for primer and Ultramer sequences. Transgenic animals. CB1489 animals were injected with JSR#DKR18 (pflp-3::flp-
3::GFP at 20 ng/µL), using punc-122::RFP (at 20 ng/µL) (kindly provided by
k
h
h l
h
lk
)
k Transgenic animals. CB1489 animals were injected with JSR#DKR18 (pflp-3::flp-
3::GFP at 20 ng/µL), using punc-122::RFP (at 20 ng/µL) (kindly provided by
Sreekanth Chalasani at the Salk Institute, CA) as a co-injection marker to generate
JSR81 (him-8(e1489);worEx17[pflp-3::flp-3::GFP; punc-122::RFP]). JSR81 was then
crossed with JSR99 to generate JSR109 (flp-3(pk361);him-8(e1489);worEx17[pflp-
3::flp-3::GFP; punc-122::RFP]). g µ ),
g p
(
g µ ) (
y p
y
Sreekanth Chalasani at the Salk Institute, CA) as a co-injection marker to generate
JSR81 (him-8(e1489);worEx17[pflp-3::flp-3::GFP; punc-122::RFP]). JSR81 was then
crossed with JSR99 to generate JSR109 (flp-3(pk361);him-8(e1489);worEx17[pflp-
3::flp-3::GFP; punc-122::RFP]). flp
PS2218 animals were injected with JSR#DKR34 (pflp-3::flp-3::SL2::mCherry at
25 ng/µL), using punc-122::GFP (at 50 ng/µL) as a co-injection marker to generate
JSR119 (dpy-20(e1362);him-5(e1490);syls33[HS.C3(50 ng/µL) + pMH86(11 ng/
µL)];worEx21[pflp-3::flp-3::SL2::mCherry; punc-122::GFP]). Sex-specific behaviors arise from processing specialized olfac-
tory cues emitted by their conspecifics2. Odor processing within
each sex is mediated by flexible neural circuits and neuromodu-
lation enables neural networks to adapt behaviors under fluctu-
ating external and internal environmental states. So how is this
adaptability achieved? Our studies demonstrate that specific
peptides encoded by a single-neuropeptide gene, activate evolu-
tionarily divergent receptors resulting in fine-tuned sex-specific
behavioral responses to small-molecule pheromones. These NP/
NPR modules are expressed within specific neurons of the ner-
vous system of the two sexes, mediating overlapping behavioral
outputs, by simultaneously suppressing an avoidance response
and driving an attractive response (Fig. 7b). Vector generation Peptide constructs. DNA oligos containing the sequence for the peptides of interest
were generated using Integrated DNA Technologies’ Ultramer synthesis service. The DNA sequence encoding the peptide sequence was flanked with sequences
encoding EGL-3 cut sites (MRFGKR upstream, and KRK-STOP) downstream59. These sites were then flanked with Gateway Cloning sites attB1 and attB2. Annealed oligos were then used to perform a BP reaction with pDONR p1-p2 to
generate the pENTRY clones. These vectors where then recombined with pDEST-
527 (a gift from Dominic Esposito (Addgene plasmid # 11518) in LR reactions to
generate the expression clones59. The SCRAMBLE control was generated in an
identical manner, with the sequence between the cut sites being amplified from
pL4440 (provided by Victor Ambros, University of Massachusetts Medical
School, MA). While we only investigated the activity of single peptides in this
study, FLP-3 is a complex gene encoding 10 discrete peptides. Not
all peptides are sufficient to rescue the ascr#8 behavior on their
own, they may instead serve a synergistic role to “active” peptides. Our rescue-by-feeding approach makes it easy to perform com-
binatorial studies of peptides59, allowing for the elucidation of
such synergistic peptide function. However, other reasons for the
lack of rescue are possible, including rapid rates of degradation of
the rescue peptide RNA. Future studies should make note to
carefully dissect negative results, using either peptide soaking29,65,
or comparison to in vivo expression with partial null mutants. We
pursued the second course of action, discerning that FLP-3-1 and
FLP-3-4 are insufficient to suppress ascr#8 avoidance in either the
flp-3(ok3625) allele (Supplementary Fig. 4), or in our rescue-by-
feeding paradigm (Fig. 6). Fusion constructs. DNA for the flp-3, npr-10, and frpr-16 promoter and coding
regions were isolated from C. elegans genomic DNA via PCR. In generating the flp-3 rescue product, PstI and BamHI restriction sites added
onto the isolated fragments were introduced through primer design. PCR
amplicons and the Fire GFP Vector, pPD95.75 (kindly provided by Josh Hawk,
Yale University, CT), were digested with PstI and BamHI enzymes. Products were
ligated together to generate JSR#DKR18 (pflp-3::flp-3::GFP). The flp-3 expression
analysis construct, JSR#DKR34 (pflp-3::flp-3::SL2::mCherry) was generated by
Genewiz. The promoter-gene fragment of npr-10 was generated by Gibson
Assembly to GFP (from pPD95.75) and as a linear fusion. The rescue-fusion
construct of frpr-16 was achieved by fusing the promoter and gene sequence to
mCherry isolated from JSR#DKR34 via Gibson Assembly. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 This aversion likely arises from the absence of amphid NPR-10
leading to aberrant regulation of turning machinery (through
ASG-AIA connections) and muscle innervation (via RME neu-
rons). In the tail, lack of NPR-10 seems to prevent EF1 activation,
and thereby allowing forward locomotion to continue. Mean-
while, loss of only FRPR-16 will lead to the inability of FLP-3 to
regulate backward locomotion machinery (Fig. 7b). However, the
loss of both the FLP-3/NPR-10 and FLP-3/FRPR-16 modules
abolishes the ability of the animal to response to ascr#8 at all,
observed as neither attraction nor aversion (Fig. 5). We post that
the absence of both receptors results in the inability of FLP-3 to
suppress forward locomotion (through NPR-10) nor drive
backwards locomotion (via FRPR-16) in response to acsr#8. Future studies incorporating cell-specific rescue of both NPR-10
and FRPR-16 will further elucidate this circuitry. Methods Strains. Strains were obtained from the Caenorhabditis Genetics Center (Uni-
versity of Minnesota, MN), the National BioResource Project (Tokyo Women’s
Medical University, Tokyo, Jagan), Chris Li at City University of New York, Paul
Sternberg at the California Institute of Technology, Ding Xue at University of
Colorado Boulder, and Maureen Barr at Rutgers University. The novel allele of
frpr-16 was generated via CRISPR editing using previously discussed methods58. Strains were crossed with either him-5 or him-8 worms to generate stable males
prior to testing. See Supplementary Table 1 for a comprehensive list of strains used
in this study. ARTICLE ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Conversely, while FRPR-16 is confined
to a small, yet biologically specific subset of neurons in the head
of the animals, NPR-10 exhibits more promiscuous expression
that innervates both forward and reverse locomotion circuitries
(Fig. 3e, f). As such, while the FLP-3/FRPR-16 module specifically
modulates reversals, the FLP-3/NPR-10 module may instead
serve to balance both forward and backwards locomotion in
response to ascr#8, allowing the animal to interrogate its sur-
roundings more thoroughly. Interestingly, these two high-potency FLP-3 receptors are
extremely divergent in their evolutionary history. NPR-10 is most
related to other “NPR” C. elegans receptors that evolved from the
same family as the Drosophila melanogaster Neuropeptide F
Receptor family55,67, and exhibits predicted NPY activity. FRPR-
16, however, is more closely related to the fly FMRFamide
Receptor67. Interestingly, while some C. elegans FRPR receptors
function as FLP receptors19,64,65, at least one receptor within the
same evolutionary clade (DAF-37) acts as a chemosensor for
pheromones68. The evolutionary distance between NPR-10 and
FRPR-16 suggests that these two receptors have undergone
convergent evolution. g
g y
We argue that the loss of both of these modules that underlies
the behavioral response in npr-10;frpr-16 double mutant animals
to ascr#8. The loss of only one module results in a skewed
behavioral response, observed as aversion to ascr#8 (Figs. 3, 5). COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio 12 COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio ARTICLE To transform the data, the log of this fold-change was taken, and the average log(fold-change) was used for statistical analyses and graphical
display. Generation of a Null frpr-16 mutant by CRISPR mutagenesis. The frpr-16
CRISPR/Cas9 knockout was provided by the Vancouver node of the International
C. elegans Consortium. The mutation was generated following previously described
techniques58. In short, a 1685 bp region containing the coding sequence, as well
52 bp upstream and 60 bp downstream, was removed from the genome, and
replaced with a trackable cassette containing pmyo-2::GFP and a neomycin resis-
tance gene (Fig. 5a, b). The flanking sequences of the mutated sequence are TCA
TAATTGTTTGTTTGACAAAAACCGGGA and GGTGGAAACGGAAATGAAA
GAAAAAACCGA. PCR confirmation of gene replacement with cassette was
performed via four sets of PCR reactions checking the upstream insertion site and
the downstream insertion site in the mutant strain, and a test for wild-type
sequence in both mutant and wild-type strains. A band is present on the gel in
wild-type samples, with no band present in the mutant, as a primer sequence is
removed with the cassette insertion. Visit count. The number of visits per-worm was calculated, and the average visit
count determined per quadrant, and per plate. The average visit count across five
plates was calculated and used for statistical analyses and graphical display. Percent attractive visits. An “attractive visit” was first determined for each plate
as any visit greater than two standard deviations above the mean dwell time within
the vehicle control for that plate. Any individual visit meeting this threshold was
scored as a “1”, and any below was scored a “0”. The percent visits per-worm that
were attractive was determined, and the average of each quadrant taken. The four-
quadrant values were then averaged to generate plate averages. The average percent
of attractive visits across five plates was calculated and used for statistical analyses
and graphical display. See Supplementary Table 3 for primer sequences. Avoidance assay. Assays were performed as described previously4,11,41. Fifty to
sixty L4 worms were segregated by sex and stored at 20 °C for 5 h to overnight to be
assayed as young adults. One to four hours prior to the assay, the lids of unseeded
plates were tilted to allow any excess moisture to evaporate off the plates. At the
time of the assay, 10 or more animals were transferred onto each of the dried,
unseeded plates. ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 containing a camera and recorded for 20 m. Each strain and sex were assayed over
five plates per day on at least three different days. transformed by taking the log (base 10) of the fold-change. Comparisons were then
made by one-way ANOVA followed by multiple comparisons using Dunnett’s
correction. p values are defined in respective figure captions, with thresholds set as:
*p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001. Single worm assay. The outer forty wells of a 48-well suspension culture plate
(Olympus Plastics, Cat #: 25-103) were seeded with 200 µL of standard NGM agar. To prepare the plates for the assay, they were acclimated to room temperature, at
which point each well was seeded with 65 µL of OP50 E. coli. The assay plates were
then transferred to a 37 °C incubator with the lid tilted for 4 h to allow the bacterial
culture to dry on the agar. Once the bacterial culture dried, the lid was replaced the
plate was stored at 20 °C until used in the assay. Fifty to sixty L4 worms were
segregated by sex and stored at 20 °C for 5 h to overnight to be assayed as young
adults. 0.8 µL of either vehicle control or ascaroside #8 was placed in the center of
the well corresponding to that condition within the quadrant being tested, fol-
lowing a random block design (Fig. 1a). A single worm was placed in each of the 10
wells to be assayed, and the plate was transferred to a light source and
camera and recorded for 15 m. This process was repeated for all four quadrants. Each strain and sex were assayed over five plates assayed on at least three
different days. Avoidance assay. Statistical comparisons within each strain were made by paired t-
test against a significance level set at 0.05. For comparisons between strains/con-
ditions, comparisons were made by One-Way ANOVA, followed by multiple
comparisons using Bonferroni correction. p values are defined in respective figure
captions, with thresholds set as: *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001. In vitro GPCR activation assay. The GPCR activation assay was performed as
previously described66,74. Briefly, npr-10 and frpr-16 cDNAs were cloned into the
pcDNA3.1 TOPO expression vector (Thermo Fisher Scientific). Statistical analyses Imaging. Animals were mounted on a 2% agar pad and paralyzed using 1 M
sodium azide on a microscope slide, as described previously11. Spot retention assay. Statistical comparisons within each strain were made by
Paired t-tests. For comparisons between strains/conditions, the data was trans-
formed as described previously38. In short, the data were transformed to have only
non-zero data for the calculation of fold-changes. This was done using a Base 2
Exponentiation (2n, where n is equal to the dwell time). The log (base 2) of the
fold-changes of these transformed values was used to allow for direct comparisons
between strains of the same background (i.e., him-5 and osm-3;him-5) using a
Student’s t-test. p values are defined in respective figure captions, with thresholds
set as: *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001. Images for amphid flp-3 expression were acquired using a Zeiss LSM700
confocal microscope. Final images were obtained using a ×63 oil objective with a
×1.4 digital zoom, for a final magnification of ~×90. Tail images were acquired
using a Zeiss Apotome using a ×40 oil objective. Images of npr-10 and frpr-16 expression were acquired using a Zeiss LSM510
Meta inverted confocal microscope. Final images of npr-10 were obtained using a
×63 oil objective with a ×0.8 digital zoom, for a final magnification of ~×50. Final
images of frpr-16 were obtained at either ×20 (air objective) or ×63 (oil) with a 2×
digital zoom, for a final magnification of ~×125. Single worm assay. Statistical comparisons within each strain/sex (spatial, vehicle,
ascaroside) were made by Repeated Measured ANOVA with the significance level
set at 0.05, followed by multiple comparisons using Bonferroni correction. For
comparisons between strains/sexes, the spatial control dwell times were compared
using a one-way ANOVA followed by a Dunnett’s correction to confirm that
mutations of interest had no effect on the amount of time animals naturally spent
in the center of the well. To directly compare strains, a fold-change was calculated
by dividing the ascaroside by vehicle dwell times for each assay. This was then Reporting summary. Further information on research design is available in the Nature
Research Reporting Summary linked to this article. ARTICLE A drop of either water or 1 µM ascr#8 was placed on the tail of
forward moving animals, and their response was scored as either an avoidance
response, or no response. The total number of avoidances was divided by the total
number of drops to generate an avoidance index for that plate. This was repeated
for at least 10 plates over at least three different days. Peptide rescue. SCRAMBLE control or FLP-3 peptide constructs were grown
overnight in LB media containing 50 µg/µL ampicillin at 37 °C and diluted to an
OD600 of 1.0 prior to seeding on NGM plates containing 50 µg/µL ampicillin and
1 mM IPTG. The 75 µL lawn was left to dry and grow overnight at room tem-
perature before three L4 animals were placed on the plates. Males were selected for
testing in the same manner as described above but were isolated onto plates also
seeded with the same peptide on which they had been reared59. Animals were then
assayed using either the avoidance assay or single worm assay. Vector generation The CEM neurons,
which act as a primary site of ascr#8 sensation, synapse onto both
forward (AVB) and backward (AVD) locomotory neurons, the
activity of which are modulated by these NP/NPR modules both
indirectly and directly, respectively (Fig. 7b)73. These findings
highlight the complexity of peptidergic modulation of the nervous
system, wherein individual peptides either from a single gene or
multiple genes modulate opposing behaviors, through multiple
NP/NPR modules. Using our rescue-by-feeding paradigm59, we
can unravel the function of discrete peptides, enhancing our
understanding of pathways of extra synaptic information flow in
the complex functional connectome. JSR102 animals were injected with a linear fusion product (pnpr-10::npr-
10::GFP at 25 ng/µL), alongside punc-122::RFP (at 50 ng/µL) as a co-injection
marker to generate JSR126 (npr-10(tm8982);him-8(e1489);worEx37[pnpr-10::npr-
10::GFP, punc-122::RFP]). This was crossed with PT2727 (myIS20 [pklp-
6::tdTomato + pBX], a gift from Maureen Barr) to generate JSR138 (myIS20 [pklp-
6::tdTomato, pBX]; npr-10(tm8982);him-8(e1489);worEx37[pnpr-10::npr-10::GFP,
punc-122::RFP]). JSR103 animals were injected with a linear fusion product (pfrpr-16::frpr-
16::SL2::mCherry at 25 ng/µL), alongside punc-122::GFP (at 50 ng/µL) as a co-
injection marker to generate JSR133 (frpr-16(gk5305[loxP + pmyo-2::GFP::unc-54
3′ UTR + prps-27::neoR::unc-54 3′ UTR + loxP]);him-8(e1489);worEx41[pfrpr-
16::frpr-16::SL2::mCherry, punc-122::GFP]). Injections for JSR81 were generously performed by the Alkema Lab at UMass
Medical School. Injections for JSR119, JSR126, and JSR133 were performed by In
Vivo Biosystems (formerly NemaMetrix). Chemical compounds. The ascarosides ascr#3 and ascr#8 were synthesized as
described previously28,33. Peptides used in in vitro GPCR activation assays were
synthesized by GL Biochem Ltd. Spot retention assay. Assays were performed as described previously14,33. Fifty to
sixty larval-stage 4 (L4) males were segregated by sex and stored at 20 °C for 5 h to
overnight to be assayed as young adults. For hermaphrodite trials, young adult
hermaphrodites were segregated 1.5 h prior to testing. 0.6 µL of vehicle control or
ascaroside #8 was placed in each scoring region (Supplementary Fig. 1a). As the
working stock of ascaroside #8 was made in MilliQ-purified ultrapure H2O, this
was used as the vehicle control. Five animals were placed on each “X” the assay
plate (Supplementary Fig. 1a), which was then transferred to a microscope 13 COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio ARTICLE A CHO-K1 cell
line (PerkinElmer, ES-000-A24) stably expressing apo-aequorin targeted to the
mitochondria (mtAEQ) and human Gα16 was transiently transfected with the
receptor cDNA construct or the empty pcDNA3.1 vector using Lipofectamine LTX
and Plus reagent (Thermo Fisher Scientific). Cells were shifted to 28 °C one day
later and allowed to incubate for 24 h. On the day of the assay, cells were collected
in BSA medium (DMEM/Ham’s F12 with 15 mM HEPES, without phenol red,
0.1% BSA) and loaded with 5 mM coelenterazine h (Thermo Fisher Scientific) for
4 h at room temperature. The incubated cells were then added to synthetic peptides
dissolved in DMEM/BSA, and luminescence was measured for 30 s at 496 nm using
a Mithras LB940 (Berthold Technologies) or MicroBeta LumiJet luminometer
(PerkinElmer). After 30 s of readout, 0.1% triton X-100 was added to lyse the cells,
resulting in a maximal calcium response that was measured for 10 s. After initial
screening, concentration-response curves were constructed for HPLC-purified
FLP-3 peptides by subjecting the transfected cells to each peptide in a con-
centration range from 1 pM to 10 µM. Cells transfected with an empty vector
were used as a negative control. Assays were performed in triplicate on at
least two independent days. Concentration-response curves were fitted using Prism
v. 7 (nonlinear regression analysis with a sigmoidal concentration-response
equation). Raw dwell time. Raw dwell time values were calculated by subtracting the time a
worm exited the cue (center of the well in spatial controls), from the time it
entered, as in the SRA14. This was determined per visit, and the average dwell time
was calculated for each animal in the quadrant. Averages of the four-quadrant
means were determined per plate, and a minimum of five plates were assayed per
strain/condition. The mean raw dwell time across five plates was calculated and
used for statistical analyses and graphical display. Log(fold-change). The average dwell time in the ascaroside was divided by
the average dwell time within the vehicle control per plate to generate a fold-
change. To transform the data, the log of this fold-change was taken,
and the average log(fold-change) was used for statistical analyses and graphical
display. Log(fold-change). The average dwell time in the ascaroside was divided by
the average dwell time within the vehicle control per plate to generate a fold-
change. References & Sternberg, P. W. Identification of
DVA interneuron regulatory sequences in Caenorhabditis elegans. PLoS ONE
8, e54971 (2013). 18. Barrios, A., Ghosh, R., Fang, C., Emmons, S. W. & Barr, M. M. PDF-1
neuropeptide signaling modulates a neural circuit for mate-searching behavior
in C. elegans. Nat. Neurosci. 15, 1675–1684 (2012). 47. Laurent, P. et al. Genetic dissection of neuropeptide cell biology at high and
low activity in a defined sensory neuron. Proc. Natl Acad. Sci. USA 115, E6890
(2018). 19. Chen, D., Taylor, K. P., Hall, Q. & Kaplan, J. M. The neuropeptides FLP-2 and
PDF-1 act in concert to arouse Caenorhabditis elegans locomotion. Genetics
204, 1151–1159 (2016). 48. Kennedy, M. J. & Ehlers, M. D. Mechanisms and function of dendritic
exocytosis. Neuron 69, 856–875 (2011). 20. Hilbert, Z. A. & Kim, D. H. PDF-1 neuropeptide signaling regulates sexually
dimorphic gene expression in shared sensory neurons of C. elegans. eLife 7,
e36547 (2018). 49. Taylor, S. R. et al. Expression profiling of the mature C. elegans nervous
system by single-cell RNA-Sequencing. bioRxiv https://doi.org/10.1101/
737577 (2019). 21. Ryu, L. et al. Feeding state regulates pheromone-mediated avoidance behavior
via the insulin signaling pathway in Caenorhabditis elegans. EMBO J. 37,
e98402 (2018). 50. Sulston, J. E., Albertson, D. G. & Thomson, J. N. The Caenorhabditis elegans
male: postembryonic development of nongonadal structures. Dev. Biol. https://doi.org/10.1016/0012-1606(80)90352-8 (1980). 22. Liu, T., Kim, K., Li, C. & Barr, M. M. FMRFamide-like neuropeptides and
mechanosensory touch receptor neurons regulate male sexual turning
behavior in Caenorhabditis elegans. J. Neurosci. 27, 7174–7182 (2007). 51. Peden, E., Kimberly, E., Gengyo-Ando, K., Mitani, S. & Xue, D. Control of
sex-specific apoptosis in C. elegans by the BarH homeodomain protein CEH-
30 and the transcriptional repressor UNC-37/Groucho. Genes Dev. 21,
3195–3207 (2007). 23. Li, C. & Kim, K. Family of FLP peptides in Caenorhabditis elegans and related
nematodes. Front. Endocrinol. (Lausanne) 5, 150 (2014). 24. Hung, W. L. et al. Attenuation of insulin signalling contributes to FSN-1-
mediated regulation of synapse development. EMBO J. 32, 1745–1760 (2013). 52. Van Bael, S. et al. A Caenorhabditis elegans mass spectrometric resource for
neuropeptidomics. J. Am. Soc. Mass Spectrom. https://doi.org/10.1007/s13361-
017-1856-z (2018). 25. Leinwand, S. G. & Chalasani, S. H. Neuropeptide signaling remodels
chemosensory circuit composition in Caenorhabditis elegans. Nat. Neurosci. 16, 1461–1467 (2013). 53. Husson, S. J., Clynen, E., Baggerman, G., Janssen, T. & Schoofs, L. References https://doi.org/10.1016/j.neuron.2019.10.001 (2019). 1. García, L. R. & Portman, D. S. Neural circuits for sexually dimorphic and
sexually divergent behaviors in Caenorhabditis elegans. Curr. Opin. Neurobiol. 38, 46–52 (2016). 31. Hussey, R. et al. Oxygen-sensing neurons reciprocally regulate peripheral lipid
metabolism via neuropeptide signaling in Caenorhabditis elegans. PLoS Genet. 14, e1007305–e1007305 (2018). 2. Li, Y. & Dulac, C. Neural coding of sex-specific social information in the
mouse brain. Curr. Opin. Neurobiol. 53, 120–130 (2018). 32. Ringstad, N. & Horvitz, H. R. FMRFamide neuropeptides and acetylcholine
synergistically inhibit egg-laying by C. elegans. Nat. Neurosci. 11, 1168–1176
(2008). mouse brain. Curr. Opin. Neurobiol. 53, 120–130 (2018). 3. Yang, T. & Shah, N. M. Molecular and neural control of sexually dimorphic
social behaviors. Curr. Opin. Neurobiol. 38, 89–95 (2016). 33. Srinivasan, J. et al. A blend of small molecules regulates both mating and
development in Caenorhabditis elegans. Nature 454, 1115–1118 (2008). 4. Chute, C. D. & Srinivasan, J. Chemical mating cues in C. elegans. Semin. Cell
Dev. Biol. 33, 18–24 (2014). 34. Kim, K. & Li, C. Expression and regulation of an FMRFamide-related
neuropeptide gene family in Caenorhabditis elegans. J. Comp. Neurol. 475,
540–550 (2004). 5. Kaba, H., Fujita, H., Agatsuma, T. & Matsunami, H. Maternally inherited
peptides as strain-specific chemosignals. Proc. Natl Acad. Sci. USA https://
doi.org/10.1073/pnas.2014712117 (2020). 35. Fenk, L. A. & de Bono, M. Memory of recent oxygen experience switches
pheromone valence in Caenorhabditis elegans. Proc. Natl Acad. Sci. USA 114
4195 (2017). g
p
6. McGrath, P. T. & Ruvinsky, I. A primer on pheromone signaling in
Caenorhabditis elegans for systems biologists. Curr. Opin. Syst. Biol. 13, 23–30
(2019). 36. Rengarajan, S., Yankura, K. A., Guillermin, M. L., Fung, W. & Hallem, E. A. Feeding state sculpts a circuit for sensory valence in Caenorhabditis elegans. Proc. Natl Acad. Sci. USA 116, 1776 (2019). 7. Silva, L. & Antunes, A. Vomeronasal receptors in vertebrates and the
evolution of pheromone detection. Annu. Rev. Animal Biosci. 5, 353–370
(2017). 37. Xu, J. et al. Feeding recombinant E. coli with GST-mBmKTX fusion protein
increases the fecundity and lifespan of Caenorhabditis elegans. Peptides 89,
1–8 (2017). 8. Smith, D. P. Odor and pheromone detection in Drosophila melanogaster. Pflugers Arch. 454, 749–758 (2007). 9. Flavell, S. W., Raizen, D. M. & You, Y.-J. Behavioral states. Genetics 216,
315–332 (2020). 38. Zhang, Y. K., Reilly, D. K., Yu, J., Srinivasan, J. & Schroeder, F. C. References Photoaffinity probes for nematode pheromone receptor identification. J. Organic Biomol. Chem. https://doi.org/10.1039/c9ob02099c (2019). 10. Ghosh, D. D. et al. Neural architecture of hunger-dependent multisensory
decision making in C. elegans. Neuron 92, 1049–1062 (2016). 39. Reilly, D. K., Lawler, D. E., Albrecht, D. R. & Srinivasan, J. Using an adapted
microfluidic olfactory chip for the imaging of neuronal activity in response to
pheromones in male C. Elegans head neurons. J. Vis. Exp. https://doi.org/
10.3791/56026 (2017). 11. Chute, C. D. et al. Co-option of neurotransmitter signaling for inter-
organismal communication in C. elegans. Nat. Commun. 10, 3186 (2019). 12. Barr, M. M., García, L. R. & Portman, D. S. Sexual dimorphism and sex
differences in Caenorhabditis elegans neuronal development and behavior. Genetics 208, 909–935 (2018). 40. Greene, J. S. et al. Balancing selection shapes density-dependent foraging
behaviour. Nature 539, 254–258 (2016b). 13. Virk, B. et al. Folate acts in E. coli to accelerate C. elegans aging independently
of bacterial siosynthesis. Cell Rep. 14, 1611–1620 (2016). 41. Hilliard, M. A., Bergamasco, C., Arbucci, S., Plasterk, R. H. A. & Bazzicalupo,
P. Worms taste bitter: ASH neurons, QUI-1, GPA-3 and ODR-3 mediate
quinine avoidance in Caenorhabditis elegans. EMBO J. 23, 1101–1111 (2004). 14. Narayan, A. et al. Contrasting responses within a single neuron class enable
sex-specific attraction in Caenorhabditis elegans. Proc. Natl Acad. Sci. USA
113, E1392–E1401 (2016). 42. Chang, Y.-J. et al. Modulation of locomotion and reproduction by FLP
neuropeptides in the nematode Caenorhabditis elegans. PLoS ONE 10,
e0135164 (2015). 15. Aprison, E. Z. & Ruvinsky, I. Counteracting ascarosides act through distinct
neurons to determine the sexual identity of C. elegans pheromones. Curr. Biol. 27, 2589–2599.e2583 (2017). 43. Yemini, E., Jucikas, T., Grundy, L. J., Brown, A. E. X. & Schafer, W. R. A
database of Caenorhabditis elegans behavioral phenotypes. Nat. Methods 10,
877–879 (2013). 16. Fagan, K. A. et al. A single-neuron chemosensory switch determines the
valence of a sexually dimorphic sensory behavior. Curr. Biol. 28, 902–914.e905
(2018). 44. Macosko, E. Z. et al. A hub-and-spoke circuit drives pheromone attraction
and social behavior in C. elegans. Nature 458, 1171–1175 (2009). 17. Jang, H. et al. Neuromodulatory state and sex specify alternative behaviors
through antagonistic synaptic pathways in C. elegans. Neuron 75, 585–592
(2012). 45. Jiang, L. I. & Sternberg, P. W. An HMG1-like protein facilitates Wnt signaling
in Caenorhabditis elegans. Genes Dev. 13, 877–889 (1999). 46. Puckett Robinson, C., Schwarz, E. M. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 Received: 14 December 2020; Accepted: 9 August 2021; 28. Pungaliya, C. et al. A shortcut to identifying small molecule signals that
regulate behavior and development in Caenorhabditis elegans. Proc. Natl
Acad. Sci. USA 106, 7708–7713 (2009). 29. Iannacone, M. J. et al. The RFamide receptor DMSR-1 regulates stress-
induced sleep in C. elegans. elife https://doi.org/10.7554/eLife.19837 (2017) 30. Beets, I. et al. Natural variation in a dendritic scaffold protein remodels
experience-dependent plasticity by altering neuropeptide expression. Neuro 30. Beets, I. et al. Natural variation in a dendritic scaffold protein remodels
experience-dependent plasticity by altering neuropeptide expression. Neuron
https://doi.org/10.1016/j.neuron.2019.10.001 (2019). Data availability The authors declare that the data supporting the findings of this study are available
within the paper and its supplementary information files. 14 COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio ARTICLE COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio Reprints and permission information is available at http://www.nature.com/reprints Reprints and permission information is available at http://www.nature.com/reprints 70. Dhara, A. et al. Ovary ecdysteroidogenic hormone functions independently of
the insulin receptor in the yellow fever mosquito, Aedes aegypti. Insect
Biochem. Mol. Biol. 43, 1100–1108 (2013). Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 71. Terrill, S. J. et al. Nucleus accumbens melanin-concentrating hormone
signaling promotes feeding in a sex-specific manner. Neuropharmacology 178,
108270 (2020). Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. 72. Tonoki, A., Ogasawara, M., Yu, Z. & Itoh, M. Appetitive memory with
survival benefit is robust across aging in Drosophila. J. Neurosci. 40,
2296–2304 (2020). 73. Cook, S. J. et al. Whole-animal connectomes of both Caenorhabditis elegans
sexes. Nature 571, 63–71 (2019). 74. Peymen, K. et al. Myoinhibitory peptide signaling modulates aversive
gustatory learning in Caenorhabditis elegans. PLoS Genet. 15, e1007945
(2019). Author contributions D.K.R. performed behavioral assays, contributed to the single worm assay design, per-
formed all molecular biology, performed and designed peptide rescue experiments,
performed the statistical analyses, and led manuscript writing and revision. E.J.M.,
H.T.N., and A.N.R. contributed to the behavioral assays and as well as manuscript
revisions. A.N.R. and C.S.M. generated the materials for and performed experiments
related to FLP-3-7. E.V. and I.B. performed the GPCR activation assays, as well as
contributed to manuscript revisions. I.B. also provided funding for the GPCR activation
studies. W.J. contributed to injections of the flp-3 rescue, while M.J.A. provided com-
ments on manuscript. R.J.G. assisted in the development of the single worm assay design. J.S. and D.K.R. wrote the manuscript with input from M.A. and R.J.G. 61. Barrios, A., Nurrish, S. & Emmons, S. W. Sensory regulation of C. elegans
male mate-searching behavior. Curr. Biol. 18, 1865–1871 (2008). 62. Bentley, B. et al. The multilayer connectome of Caenorhabditis elegans. PLoS
Comput. Biol. 12, e1005283 (2016). p
63. Rojo Romanos, T., Petersen, J. G., Riveiro, A. R. & Pocock, R. A novel role for
the zinc-finger transcription factor EGL-46 in the differentiation of gas-
sensing neurons in Caenorhabditis elegans. Genetics 199, 157–163 (2015). 64. Chew, Y. L., Grundy, L. J., Brown, A. E. X., Beets, I. & Schafer, W. R. Neuropeptides encoded by nlp-49 modulate locomotion, arousal and egg-
laying behaviours in Caenorhabditis elegans via the receptor SEB-3. Philos. Trans. R. Soc. Lond. B Biol. Sci. https://doi.org/10.1098/rstb.2017.0368 (2018). ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-02547-7 55. Cardoso, J., Felix, R., Fonseca, V. & Power, D. Feeding and the rhodopsin
family G-protein coupled receptors in nematodes and arthropods. Front. Endocrinol. https://doi.org/10.3389/fendo.2012.00157 (2012). Boulder), and Dr. Maureen Barr (Rutgers) for providing strains. The synthetic ascr#8
utilized in this study was generously provided by Frank Schroeder (Cornell University). We want to thank Dr. Don Moerman (UBC; C. elegans Knockout Facility) for providing
the frpr-16 knockout. We thank InVivo Biosciences for generating transgenic animals by
injection. We thank Kate Pearce and Suzanne Scarlatta for assistance in confocal
fluorescent imaging the npr-10 and frpr-16 reporter strains, as well as Dr. Jeremy Flor-
man of Mark Alkema’s lab for assistance in flp-3 reporter imaging. We also would like to
thank Dr. Victor Ambros (UMass Medical School), Dr. Shreekanth Chalasani (Salk
Institute), Dr. Josh Hawk (Yale), and Dr. Dominic Esposito (Addgene) for providing us
with the necessary plasmid reagents. We acknowledge and thank Profs. Frank Schroeder
and Shreekanth Chalasani, as well as members of the Srinivasan lab for their feedback on
this manuscript. Funding for this work was provided under the Research foundation
Flanders (FWO) project grant G0C0618N (I.B.), and the National Institutes of Health
grants R01 NS107475 (M.J.A.), and R01 DC016058 (J.S.). p
g
56. Gershkovich, M. M., Groß, V. E., Kaiser, A. & Prömel, S. Pharmacological and
functional similarities of the human neuropeptide Y system in C. elegans
challenges phylogenetic views on the FLP/NPR system. Cell Commun. Signal. 17, 123 (2019). 57. Beets, I., Lindemans, M., Janssen, T. & Verleyen, P. Deorphanizing G protein-
coupled receptors by a calcium mobilization assay. Methods Mol. Biol. 789,
377–391 (2011). 58. Au, V. et al. CRISPR/Cas9 methodology for the generation of knockout
deletions in Caenorhabditis elegans. G3 (Bethesda) 9, 135–144 (2019). g
59. DiLoreto, E. M., Reilly, D. K. & Srinivasan, J. Non-transgenic functional rescue
of neuropeptides. bioRxiv https://doi.org/10.1101/2021.05.10.443513 (2021). 60. Lipton, J., Kleemann, G., Ghosh, R., Lints, R. & Emmons, S. W. Mate
searching in Caenorhabditis elegans: a genetic model for sex drive in a simple
invertebrate. J. Neurosci. 24, 7427–7434 (2004). The authors declare no competing interests. 66. Van Sinay, E. et al. Evolutionarily conserved TRH neuropeptide pathway
regulates growth in Caenorhabditis elegans. Proc. Natl Acad. Sci. USA 114,
E4065–e4074 (2017). Additional information Supplementary information The online version contains supplementary material
available at https://doi.org/10.1038/s42003-021-02547-7. 67. Hobert, O. The neuronal genome of Caenorhabditis elegans. WormBook
1–106 https://doi.org/10.1895/wormbook.1.161.1 (2013). Correspondence and requests for materials should be addressed to J.S. 68. Park, D. et al. Interaction of structure-specific and promiscuous G-protein-
coupled receptors mediates small-molecule signaling in Caenorhabditis
elegans. PNAS 109, 9917–9922 (2012). Peer review information Communications Biology thanks the anonymous reviewers for
their contribution to the peer review of this work. Primary Handling Editors: Karli
Montague-Cardoso. Peer reviewer reports are available. g
69. Gulia-Nuss, M., Robertson, A. E., Brown, M. R. & Strand, M. R. Insulin-like
peptides and the target of rapamycin pathway coordinately regulate blood
digestion and egg maturation in the mosquito Aedes aegypti. PLoS ONE 6,
e20401 (2011). Competing interests 65. Nelson, M. D. et al. FRPR-4 is a G-protein coupled neuropeptide receptor that
regulates behavioral quiescence and posture in Caenorhabditis elegans. PLoS
ONE 10, e0142938 (2015). References Defective
processing of neuropeptide precursors in Caenorhabditis elegans lacking
proprotein convertase 2 (KPC-2/EGL-3): mutant analysis by mass
spectrometry. J. Neurochem. 98, 1999–2012 (2006). 26. Bhardwaj, A., Thapliyal, S., Dahiya, Y. & Babu, K. FLP-18 functions through
the G-protein-coupled receptors NPR-1 and NPR-4 to modulate reversal
length in Caenorhabditis elegans. J. Neurosci. 38, 4641 (2018). length in Caenorhabditis elegans. J. Neurosci. 38, 4641 (2018). 54. Thacker, C., Srayko, M. & Rose, A. M. Mutational analysis of bli-4/kpc-4
reveals critical residues required for proprotein convertase function in C. elegans. Gene 252, 15–25 (2000). 27. Yu, Y., Zhi, L., Guan, X., Wang, D. & Wang, D. FLP-4 neuropeptide and its
receptor in a neuronal circuit regulate preference choice through functions of
ASH-2 trithorax complex in Caenorhabditis elegans. Sci. Rep. 6, 21485 (2016). 15 Acknowledgements We thank the Caenorhabditis Genetics Center, which is funded by the NIH Office of
Research Infrastructure Programs (P40 OD01044), as well as Dr. Paul Sternberg (Cal-
Tech), Dr. Chris Li (CUNY), the National BioResource Project, Dr. Ding Xue (UC © The Author(s) 2021 16 COMMUNICATIONS BIOLOGY | (2021) 4:1018 | https://doi.org/10.1038/s42003-021-02547-7 | www.nature.com/commsbio
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.